Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9cb7b3a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import string\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import os\n",
    "from pickle import dump, load\n",
    "import matplotlib.pyplot as plt\n",
    "import argparse\n",
    "from keras.applications.xception import Xception, preprocess_input\n",
    "from tensorflow.keras.utils import load_img, img_to_array\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras_preprocessing.sequence import pad_sequences\n",
    "from keras.utils import to_categorical\n",
    "from keras.layers import add\n",
    "from keras.models import Model, load_model\n",
    "from keras.layers import Input, Dense, LSTM, Embedding, Dropout\n",
    "from keras.preprocessing.text import Tokenizer\n",
    "from keras.utils import plot_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "89dc49b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fb1d6cbbc4e144d2a34eb9557f8eb802",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm.notebook import tqdm\n",
    "tqdm().pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "31e46e42",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_doc(filename):\n",
    "    file = open(filename, 'r')\n",
    "    text = file.read()\n",
    "    file.close()\n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c99fe98",
   "metadata": {},
   "outputs": [],
   "source": [
    "def all_img_captions(filename):\n",
    "    file = load_doc(filename)\n",
    "    captions = file.split('\\n')\n",
    "    descriptions ={}\n",
    "    for caption in captions[:-1]:\n",
    "        img, caption = caption.split('\\t')\n",
    "        if img[:-2] not in descriptions:\n",
    "            descriptions[img[:-2]] = [ caption ]\n",
    "        else:\n",
    "            descriptions[img[:-2]].append(caption)\n",
    "    return descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "04960fe3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cleaning_text(captions):\n",
    "    table = str.maketrans('','',string.punctuation)\n",
    "    for img,caps in captions.items():\n",
    "        for i,img_caption in enumerate(caps):\n",
    "            img_caption.replace(\"-\",\" \")\n",
    "            desc = img_caption.split()\n",
    "            desc = [word.lower() for word in desc]\n",
    "            desc = [word.translate(table) for word in desc]\n",
    "            desc = [word for word in desc if(len(word)>1)]\n",
    "            desc = [word for word in desc if(word.isalpha())]\n",
    "            img_caption = ' '.join(desc)\n",
    "            captions[img][i]= img_caption\n",
    "    return captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6d9670b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def text_vocabulary(descriptions):\n",
    "    vocab = set()\n",
    "    for key in descriptions.keys():\n",
    "        [vocab.update(d.split()) for d in descriptions[key]]\n",
    "    return vocab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "112773c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_descriptions(descriptions, filename):\n",
    "    lines = list()\n",
    "    for key, desc_list in descriptions.items():\n",
    "        for desc in desc_list:\n",
    "            lines.append(key + '\\t' + desc )\n",
    "    data = \"\\n\".join(lines)\n",
    "    file = open(filename,\"w\")\n",
    "    file.write(data)\n",
    "    file.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c4672862",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Length of descriptions = 8092\n",
      "Length of vocabulary =  8763\n"
     ]
    }
   ],
   "source": [
    "dataset_text = \"Flickr8k_text\"\n",
    "dataset_images = \"Flicker8k_Dataset\"\n",
    "filename = dataset_text + \"/\" + \"Flickr8k.token.txt\"\n",
    "descriptions = all_img_captions(filename)\n",
    "print(\"Length of descriptions =\" ,len(descriptions))\n",
    "clean_descriptions = cleaning_text(descriptions)\n",
    "vocabulary = text_vocabulary(clean_descriptions)\n",
    "print(\"Length of vocabulary = \", len(vocabulary))\n",
    "save_descriptions(clean_descriptions, \"descriptions.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f25fc0b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_features(directory):\n",
    "        model = Xception( include_top=False, pooling='avg' )\n",
    "        features = {}\n",
    "        for img in tqdm(os.listdir(directory)):\n",
    "            filename = directory + \"/\" + img\n",
    "            image = Image.open(filename)\n",
    "            image = image.resize((299,299))\n",
    "            image = np.expand_dims(image, axis=0)\n",
    "            image = image/127.5\n",
    "            image = image - 1.0\n",
    "            feature = model.predict(image)\n",
    "            features[img] = feature\n",
    "        return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "999125b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-04-25 11:28:59.146348: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01cb1cab50ac46d0a1894b79fcecbafe",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/8091 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 1s 619ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 145ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 147ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 243ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 147ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 147ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 148ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 150ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 149ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 151ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 152ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 153ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 248ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 154ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 155ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 156ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 157ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 262ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 248ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 159ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 158ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 260ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 160ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 237ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 1s 526ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 242ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 401ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 394ms/step\n",
      "1/1 [==============================] - 0s 372ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 251ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 163ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 295ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 392ms/step\n",
      "1/1 [==============================] - 0s 323ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 261ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 293ms/step\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 307ms/step\n",
      "1/1 [==============================] - 0s 251ms/step\n",
      "1/1 [==============================] - 0s 240ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 366ms/step\n",
      "1/1 [==============================] - 0s 379ms/step\n",
      "1/1 [==============================] - 0s 299ms/step\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 260ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 303ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 261ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 242ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 252ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 258ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 161ms/step\n",
      "1/1 [==============================] - 0s 248ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 249ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 281ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 252ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 322ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 287ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 303ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 237ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 248ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 293ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 249ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 164ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 162ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 248ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 297ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 261ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 262ms/step\n",
      "1/1 [==============================] - 0s 303ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 166ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 165ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 250ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 298ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 340ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 262ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 311ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 261ms/step\n",
      "1/1 [==============================] - 0s 299ms/step\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 259ms/step\n",
      "1/1 [==============================] - 0s 336ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 245ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 167ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 337ms/step\n",
      "1/1 [==============================] - 0s 307ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 1s 542ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 303ms/step\n",
      "1/1 [==============================] - 0s 245ms/step\n",
      "1/1 [==============================] - 1s 553ms/step\n",
      "1/1 [==============================] - 0s 327ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 238ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 297ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 240ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 186ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 183ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 1s 669ms/step\n",
      "1/1 [==============================] - 1s 511ms/step\n",
      "1/1 [==============================] - 0s 422ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 310ms/step\n",
      "1/1 [==============================] - 0s 295ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 306ms/step\n",
      "1/1 [==============================] - 0s 299ms/step\n",
      "1/1 [==============================] - 0s 307ms/step\n",
      "1/1 [==============================] - 0s 324ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 185ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 194ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 182ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 169ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 245ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 293ms/step\n",
      "1/1 [==============================] - 0s 259ms/step\n",
      "1/1 [==============================] - 0s 238ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 273ms/step\n",
      "1/1 [==============================] - 0s 264ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 192ms/step\n",
      "1/1 [==============================] - 0s 184ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 187ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 168ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 170ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 179ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 171ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 260ms/step\n",
      "1/1 [==============================] - 0s 305ms/step\n",
      "1/1 [==============================] - 0s 353ms/step\n",
      "1/1 [==============================] - 0s 355ms/step\n",
      "1/1 [==============================] - 1s 569ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 260ms/step\n",
      "1/1 [==============================] - 0s 240ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 1s 724ms/step\n",
      "1/1 [==============================] - 1s 842ms/step\n",
      "1/1 [==============================] - 1s 789ms/step\n",
      "1/1 [==============================] - 0s 322ms/step\n",
      "1/1 [==============================] - 0s 341ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 281ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 292ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 281ms/step\n",
      "1/1 [==============================] - 0s 288ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 283ms/step\n",
      "1/1 [==============================] - 0s 272ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 238ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 189ms/step\n",
      "1/1 [==============================] - 0s 191ms/step\n",
      "1/1 [==============================] - 0s 188ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 200ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 196ms/step\n",
      "1/1 [==============================] - 0s 195ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 199ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 197ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 201ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 204ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 206ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 208ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 237ms/step\n",
      "1/1 [==============================] - 0s 181ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 180ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 193ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 190ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 178ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 172ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 175ms/step\n",
      "1/1 [==============================] - 0s 177ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 173ms/step\n",
      "1/1 [==============================] - 0s 174ms/step\n",
      "1/1 [==============================] - 0s 176ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 205ms/step\n",
      "1/1 [==============================] - 0s 198ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 210ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 269ms/step\n",
      "1/1 [==============================] - 0s 247ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 203ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 211ms/step\n",
      "1/1 [==============================] - 0s 202ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 252ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 237ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 250ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 209ms/step\n",
      "1/1 [==============================] - 0s 207ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 216ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 242ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 252ms/step\n",
      "1/1 [==============================] - 0s 257ms/step\n",
      "1/1 [==============================] - 0s 221ms/step\n",
      "1/1 [==============================] - 0s 254ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 240ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 249ms/step\n",
      "1/1 [==============================] - 0s 255ms/step\n",
      "1/1 [==============================] - 0s 253ms/step\n",
      "1/1 [==============================] - 0s 240ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 237ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 227ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 244ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 243ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 233ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 258ms/step\n",
      "1/1 [==============================] - 0s 259ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 239ms/step\n",
      "1/1 [==============================] - 0s 222ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 243ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 249ms/step\n",
      "1/1 [==============================] - 0s 264ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 223ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 215ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 212ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 251ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 214ms/step\n",
      "1/1 [==============================] - 0s 217ms/step\n",
      "1/1 [==============================] - 0s 236ms/step\n",
      "1/1 [==============================] - 0s 219ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 250ms/step\n",
      "1/1 [==============================] - 0s 262ms/step\n",
      "1/1 [==============================] - 0s 258ms/step\n",
      "1/1 [==============================] - 0s 243ms/step\n",
      "1/1 [==============================] - 0s 346ms/step\n",
      "1/1 [==============================] - 0s 361ms/step\n",
      "1/1 [==============================] - 0s 230ms/step\n",
      "1/1 [==============================] - 0s 220ms/step\n",
      "1/1 [==============================] - 0s 232ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 344ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 330ms/step\n",
      "1/1 [==============================] - 0s 262ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 234ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 213ms/step\n",
      "1/1 [==============================] - 0s 246ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 241ms/step\n",
      "1/1 [==============================] - 0s 272ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 288ms/step\n",
      "1/1 [==============================] - 0s 421ms/step\n",
      "1/1 [==============================] - 0s 318ms/step\n",
      "1/1 [==============================] - 0s 470ms/step\n",
      "1/1 [==============================] - 0s 440ms/step\n",
      "1/1 [==============================] - 0s 430ms/step\n",
      "1/1 [==============================] - 0s 394ms/step\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "1/1 [==============================] - 0s 323ms/step\n",
      "1/1 [==============================] - 0s 323ms/step\n",
      "1/1 [==============================] - 0s 327ms/step\n",
      "1/1 [==============================] - 0s 304ms/step\n",
      "1/1 [==============================] - 0s 347ms/step\n",
      "1/1 [==============================] - 0s 282ms/step\n",
      "1/1 [==============================] - 0s 387ms/step\n",
      "1/1 [==============================] - 0s 314ms/step\n",
      "1/1 [==============================] - 0s 331ms/step\n",
      "1/1 [==============================] - 0s 335ms/step\n",
      "1/1 [==============================] - 0s 306ms/step\n",
      "1/1 [==============================] - 0s 292ms/step\n",
      "1/1 [==============================] - 0s 394ms/step\n",
      "1/1 [==============================] - 0s 368ms/step\n",
      "1/1 [==============================] - 0s 307ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 299ms/step\n",
      "1/1 [==============================] - 0s 313ms/step\n",
      "1/1 [==============================] - 0s 259ms/step\n",
      "1/1 [==============================] - 0s 280ms/step\n",
      "1/1 [==============================] - 0s 274ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 269ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 280ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 269ms/step\n",
      "1/1 [==============================] - 0s 282ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 288ms/step\n",
      "1/1 [==============================] - 0s 389ms/step\n",
      "1/1 [==============================] - 0s 293ms/step\n",
      "1/1 [==============================] - 0s 442ms/step\n",
      "1/1 [==============================] - 0s 428ms/step\n",
      "1/1 [==============================] - 0s 390ms/step\n",
      "1/1 [==============================] - 0s 342ms/step\n",
      "1/1 [==============================] - 0s 360ms/step\n",
      "1/1 [==============================] - 0s 487ms/step\n",
      "1/1 [==============================] - 1s 516ms/step\n",
      "1/1 [==============================] - 0s 461ms/step\n",
      "1/1 [==============================] - 0s 329ms/step\n",
      "1/1 [==============================] - 0s 317ms/step\n",
      "1/1 [==============================] - 0s 292ms/step\n",
      "1/1 [==============================] - 0s 300ms/step\n",
      "1/1 [==============================] - 0s 370ms/step\n",
      "1/1 [==============================] - 0s 354ms/step\n",
      "1/1 [==============================] - 0s 458ms/step\n",
      "1/1 [==============================] - 0s 464ms/step\n",
      "1/1 [==============================] - 0s 490ms/step\n",
      "1/1 [==============================] - 1s 514ms/step\n",
      "1/1 [==============================] - 1s 522ms/step\n",
      "1/1 [==============================] - 0s 414ms/step\n",
      "1/1 [==============================] - 1s 547ms/step\n",
      "1/1 [==============================] - 0s 399ms/step\n",
      "1/1 [==============================] - 0s 433ms/step\n",
      "1/1 [==============================] - 0s 353ms/step\n",
      "1/1 [==============================] - 0s 326ms/step\n",
      "1/1 [==============================] - 0s 302ms/step\n",
      "1/1 [==============================] - 0s 321ms/step\n",
      "1/1 [==============================] - 0s 302ms/step\n",
      "1/1 [==============================] - 0s 292ms/step\n",
      "1/1 [==============================] - 0s 293ms/step\n",
      "1/1 [==============================] - 0s 322ms/step\n",
      "1/1 [==============================] - 0s 313ms/step\n",
      "1/1 [==============================] - 0s 351ms/step\n",
      "1/1 [==============================] - 0s 325ms/step\n",
      "1/1 [==============================] - 0s 337ms/step\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "1/1 [==============================] - 0s 359ms/step\n",
      "1/1 [==============================] - 0s 309ms/step\n",
      "1/1 [==============================] - 0s 332ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 363ms/step\n",
      "1/1 [==============================] - 0s 301ms/step\n",
      "1/1 [==============================] - 0s 295ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 484ms/step\n",
      "1/1 [==============================] - 1s 504ms/step\n",
      "1/1 [==============================] - 0s 429ms/step\n",
      "1/1 [==============================] - 1s 548ms/step\n",
      "1/1 [==============================] - 1s 511ms/step\n",
      "1/1 [==============================] - 0s 447ms/step\n",
      "1/1 [==============================] - 0s 404ms/step\n",
      "1/1 [==============================] - 0s 461ms/step\n",
      "1/1 [==============================] - 0s 400ms/step\n",
      "1/1 [==============================] - 0s 402ms/step\n",
      "1/1 [==============================] - 0s 372ms/step\n",
      "1/1 [==============================] - 0s 300ms/step\n",
      "1/1 [==============================] - 0s 327ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 281ms/step\n",
      "1/1 [==============================] - 0s 275ms/step\n",
      "1/1 [==============================] - 0s 269ms/step\n",
      "1/1 [==============================] - 0s 289ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 282ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 264ms/step\n",
      "1/1 [==============================] - 0s 261ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 252ms/step\n",
      "1/1 [==============================] - 0s 218ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 228ms/step\n",
      "1/1 [==============================] - 0s 231ms/step\n",
      "1/1 [==============================] - 0s 225ms/step\n",
      "1/1 [==============================] - 0s 224ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 226ms/step\n",
      "1/1 [==============================] - 0s 249ms/step\n",
      "1/1 [==============================] - 0s 274ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 264ms/step\n",
      "1/1 [==============================] - 0s 269ms/step\n",
      "1/1 [==============================] - 0s 281ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 277ms/step\n",
      "1/1 [==============================] - 0s 288ms/step\n",
      "1/1 [==============================] - 0s 256ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 312ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 280ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 274ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 272ms/step\n",
      "1/1 [==============================] - 0s 265ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 304ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 280ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 287ms/step\n",
      "1/1 [==============================] - 0s 278ms/step\n",
      "1/1 [==============================] - 0s 271ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 273ms/step\n",
      "1/1 [==============================] - 0s 338ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 345ms/step\n",
      "1/1 [==============================] - 0s 280ms/step\n",
      "1/1 [==============================] - 0s 336ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 260ms/step\n",
      "1/1 [==============================] - 0s 229ms/step\n",
      "1/1 [==============================] - 0s 235ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 267ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 273ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 270ms/step\n",
      "1/1 [==============================] - 0s 288ms/step\n",
      "1/1 [==============================] - 0s 283ms/step\n",
      "1/1 [==============================] - 0s 276ms/step\n",
      "1/1 [==============================] - 0s 284ms/step\n",
      "1/1 [==============================] - 0s 266ms/step\n",
      "1/1 [==============================] - 0s 263ms/step\n",
      "1/1 [==============================] - 0s 283ms/step\n",
      "1/1 [==============================] - 0s 282ms/step\n",
      "1/1 [==============================] - 0s 273ms/step\n",
      "1/1 [==============================] - 0s 268ms/step\n",
      "1/1 [==============================] - 0s 279ms/step\n",
      "1/1 [==============================] - 0s 272ms/step\n",
      "1/1 [==============================] - 0s 291ms/step\n",
      "1/1 [==============================] - 0s 304ms/step\n",
      "1/1 [==============================] - 0s 302ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 294ms/step\n",
      "1/1 [==============================] - 0s 286ms/step\n",
      "1/1 [==============================] - 0s 346ms/step\n",
      "1/1 [==============================] - 0s 290ms/step\n",
      "1/1 [==============================] - 0s 297ms/step\n"
     ]
    }
   ],
   "source": [
    "features = extract_features(dataset_images)\n",
    "dump(features, open(\"features.p\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4daae510",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = load(open(\"features.p\",\"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "88bed9cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_photos(filename):\n",
    "    file = load_doc(filename)\n",
    "    photos = file.split(\"\\n\")[:-1]\n",
    "    return photos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3705aa58",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_clean_descriptions(filename, photos): \n",
    "    file = load_doc(filename)\n",
    "    descriptions = {}\n",
    "    for line in file.split(\"\\n\"):\n",
    "        words = line.split()\n",
    "        if len(words)<1 :\n",
    "            continue\n",
    "        image, image_caption = words[0], words[1:]\n",
    "        if image in photos:\n",
    "            if image not in descriptions:\n",
    "                descriptions[image] = []\n",
    "            desc = '<start> ' + \" \".join(image_caption) + ' <end>'\n",
    "            descriptions[image].append(desc)\n",
    "    return descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1e2a1fb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_features(photos):\n",
    "    all_features = load(open(\"features.p\",\"rb\"))\n",
    "    features = {k:all_features[k] for k in photos}\n",
    "    return features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8aa5000a",
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = dataset_text + \"/\" + \"Flickr_8k.trainImages.txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "aadc8c92",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_imgs = load_photos(filename)\n",
    "train_descriptions = load_clean_descriptions(\"descriptions.txt\", train_imgs)\n",
    "train_features = load_features(train_imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "03ba4266",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dict_to_list(descriptions):\n",
    "    all_desc = []\n",
    "    for key in descriptions.keys():\n",
    "        [all_desc.append(d) for d in descriptions[key]]\n",
    "    return all_desc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "824d2cff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_tokenizer(descriptions):\n",
    "    desc_list = dict_to_list(descriptions)\n",
    "    tokenizer = Tokenizer()\n",
    "    tokenizer.fit_on_texts(desc_list)\n",
    "    return tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f9eed6a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7577"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenizer = create_tokenizer(train_descriptions)\n",
    "dump(tokenizer, open('tokenizer.p', 'wb'))\n",
    "vocab_size = len(tokenizer.word_index) + 1\n",
    "vocab_size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2947706b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def max_length(descriptions):\n",
    "    desc_list = dict_to_list(descriptions)\n",
    "    return max(len(d.split()) for d in desc_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a6285ef7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_length = max_length(descriptions)\n",
    "max_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c4693fbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_generator(descriptions, features, tokenizer, max_length):\n",
    "    while 1:\n",
    "        for key, description_list in descriptions.items():\n",
    "            feature = features[key][0]\n",
    "            input_image, input_sequence, output_word = create_sequences(tokenizer, max_length, description_list, feature)\n",
    "            yield [[input_image, input_sequence], output_word]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a6dd89e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_sequences(tokenizer, max_length, desc_list, feature):\n",
    "    X1, X2, y = list(), list(), list()\n",
    "    # walk through each description for the image\n",
    "    for desc in desc_list:\n",
    "        # encode the sequence\n",
    "        seq = tokenizer.texts_to_sequences([desc])[0]\n",
    "        # split one sequence into multiple X,y pairs\n",
    "        for i in range(1, len(seq)):\n",
    "            # split into input and output pair\n",
    "            in_seq, out_seq = seq[:i], seq[i]\n",
    "            # pad input sequence\n",
    "            in_seq = pad_sequences([in_seq], maxlen=max_length)[0]\n",
    "            # encode output sequence\n",
    "            out_seq = to_categorical([out_seq], num_classes=vocab_size)[0]\n",
    "            # store\n",
    "            X1.append(feature)\n",
    "            X2.append(in_seq)\n",
    "            y.append(out_seq)\n",
    "    return np.array(X1), np.array(X2), np.array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4cd7bbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((47, 2048), (47, 32), (47, 7577))"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[a,b],c = next(data_generator(train_descriptions, features, tokenizer, max_length))\n",
    "a.shape, b.shape, c.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "343a20a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def define_model(vocab_size, max_length):\n",
    "    inputs1 = Input(shape=(2048,))\n",
    "    fe1 = Dropout(0.5)(inputs1)\n",
    "    fe2 = Dense(256, activation='relu')(fe1)\n",
    "    inputs2 = Input(shape=(max_length,))\n",
    "    se1 = Embedding(vocab_size, 256, mask_zero=True)(inputs2)\n",
    "    se2 = Dropout(0.5)(se1)\n",
    "    se3 = LSTM(256)(se2)\n",
    "    decoder1 = add([fe2, se3])\n",
    "    decoder2 = Dense(256, activation='relu')(decoder1)\n",
    "    outputs = Dense(vocab_size, activation='softmax')(decoder2)\n",
    "    model = Model(inputs=[inputs1, inputs2], outputs=outputs)\n",
    "    model.compile(loss='categorical_crossentropy', optimizer='adam')\n",
    "    print(model.summary())\n",
    "    plot_model(model, to_file='model.png', show_shapes=True)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f731115f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset:  6000\n",
      "Descriptions: train= 6000\n",
      "Photos: train= 6000\n",
      "Vocabulary Size: 7577\n",
      "Description Length:  32\n",
      "Model: \"model_1\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " input_5 (InputLayer)           [(None, 32)]         0           []                               \n",
      "                                                                                                  \n",
      " input_4 (InputLayer)           [(None, 2048)]       0           []                               \n",
      "                                                                                                  \n",
      " embedding_1 (Embedding)        (None, 32, 256)      1939712     ['input_5[0][0]']                \n",
      "                                                                                                  \n",
      " dropout_2 (Dropout)            (None, 2048)         0           ['input_4[0][0]']                \n",
      "                                                                                                  \n",
      " dropout_3 (Dropout)            (None, 32, 256)      0           ['embedding_1[0][0]']            \n",
      "                                                                                                  \n",
      " dense_3 (Dense)                (None, 256)          524544      ['dropout_2[0][0]']              \n",
      "                                                                                                  \n",
      " lstm_1 (LSTM)                  (None, 256)          525312      ['dropout_3[0][0]']              \n",
      "                                                                                                  \n",
      " add_13 (Add)                   (None, 256)          0           ['dense_3[0][0]',                \n",
      "                                                                  'lstm_1[0][0]']                 \n",
      "                                                                                                  \n",
      " dense_4 (Dense)                (None, 256)          65792       ['add_13[0][0]']                 \n",
      "                                                                                                  \n",
      " dense_5 (Dense)                (None, 7577)         1947289     ['dense_4[0][0]']                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 5,002,649\n",
      "Trainable params: 5,002,649\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model/model_to_dot to work.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/b_/9rw5mf8944v4bpwyn_sjt_8h0000gn/T/ipykernel_68505/2976028617.py:13: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
      "  model.fit_generator(generator, epochs=1, steps_per_epoch= steps, verbose=1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6000/6000 [==============================] - 591s 98ms/step - loss: 4.5206\n",
      "6000/6000 [==============================] - 603s 101ms/step - loss: 3.6730\n",
      "6000/6000 [==============================] - 633s 105ms/step - loss: 3.3923\n",
      "6000/6000 [==============================] - 643s 107ms/step - loss: 3.2226\n",
      "6000/6000 [==============================] - 647s 108ms/step - loss: 3.1047\n",
      "6000/6000 [==============================] - 574s 96ms/step - loss: 3.0131\n",
      "6000/6000 [==============================] - 586s 98ms/step - loss: 2.9435\n",
      "6000/6000 [==============================] - 589s 98ms/step - loss: 2.8835\n",
      "6000/6000 [==============================] - 585s 98ms/step - loss: 2.8411\n",
      "6000/6000 [==============================] - 584s 97ms/step - loss: 2.8011\n"
     ]
    }
   ],
   "source": [
    "print('Dataset: ', len(train_imgs))\n",
    "print('Descriptions: train=', len(train_descriptions))\n",
    "print('Photos: train=', len(train_features))\n",
    "print('Vocabulary Size:', vocab_size)\n",
    "print('Description Length: ', max_length)\n",
    "\n",
    "model = define_model(vocab_size, max_length)\n",
    "epochs = 10\n",
    "steps = len(train_descriptions)\n",
    "os.mkdir(\"models\")\n",
    "for i in range(epochs):\n",
    "    generator = data_generator(train_descriptions, train_features, tokenizer, max_length)\n",
    "    model.fit_generator(generator, epochs=1, steps_per_epoch= steps, verbose=1)\n",
    "    model.save(\"models/model_\" + str(i) + \".h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5bc9392f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}