Pipe_Line.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bd20b130",
   "metadata": {},
   "source": [
    "# بسم الله الرحمن الرحيم"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d9ed4de5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import pandas as pd \n",
    "# import numpy as np \n",
    "# from matplotlib import pyplot as plt \n",
    "# import seaborn as sns \n",
    "# plt.style.use('default')\n",
    "# #-------------------------------------------------------------------------------------\n",
    "# from sklearn.utils import resample \n",
    "# from sklearn import preprocessing\n",
    "# from sklearn.linear_model import LogisticRegression\n",
    "# from sklearn.model_selection import train_test_split\n",
    "# from sklearn.ensemble import RandomForestClassifier\n",
    "# from sklearn.tree import DecisionTreeClassifier\n",
    "# from sklearn.svm import SVC\n",
    "# from sklearn.pipeline import make_pipeline\n",
    "# from sklearn.metrics import confusion_matrix\n",
    "# from sklearn.model_selection import cross_validate\n",
    "\n",
    "# from sklearn.naive_bayes import GaussianNB\n",
    "# from sklearn.metrics import confusion_matrix\n",
    "# from sklearn.metrics import classification_report\n",
    "# from sklearn.metrics import precision_score\n",
    "# from sklearn.metrics import recall_score\n",
    "# from sklearn.pipeline import Pipeline \n",
    "\n",
    "# import tensorflow_addons as tfa\n",
    "# import tensorflow as tf \n",
    "# from tensorflow import keras \n",
    "# from tensorflow.keras import layers \n",
    "# from focal_loss import SparseCategoricalFocalLoss\n",
    "\n",
    "# #-------------------------------------------------------------------------------------\n",
    "\n",
    "# from keras.callbacks import EarlyStopping\n",
    "# from keras.callbacks import ModelCheckpoint\n",
    "# #-------------------------------------------------------------------------------------\n",
    "# from imblearn.over_sampling import SMOTE\n",
    "# from utils import *\n",
    "# %matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e76e207c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-05-17 08:02:28.039159: 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:  AVX2 FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2023-05-17 08:02:28.210008: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2023-05-17 08:02:28.210041: I tensorflow/compiler/xla/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n",
      "2023-05-17 08:02:29.074899: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-17 08:02:29.075028: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n",
      "2023-05-17 08:02:29.075042: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n",
      "/home/thebrownboy/anaconda3/lib/python3.9/site-packages/tensorflow_addons/utils/tfa_eol_msg.py:23: UserWarning: \n",
      "\n",
      "TensorFlow Addons (TFA) has ended development and introduction of new features.\n",
      "TFA has entered a minimal maintenance and release mode until a planned end of life in May 2024.\n",
      "Please modify downstream libraries to take dependencies from other repositories in our TensorFlow community (e.g. Keras, Keras-CV, and Keras-NLP). \n",
      "\n",
      "For more information see: https://github.com/tensorflow/addons/issues/2807 \n",
      "\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from utils import *\n",
    "import pandas as pd \n",
    "from sklearn.model_selection import train_test_split\n",
    "import tensorflow as tf \n",
    "import tensorflow.keras \n",
    "import pickle \n",
    "import seaborn as sns \n",
    "from matplotlib import pyplot as plt \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b02bdbad",
   "metadata": {},
   "source": [
    "## Reading the Dataset, cleaning , preparing it for the training "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ae5c39bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"dataset/body_level_classification_train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "af2862f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_original= cleaning_data(df).copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c3b68f25",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_class_train,all_class_test=data_spliting(df_original,1/3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ce7e5589",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train=all_class_train.drop([\"Body_Level\"],axis=1).to_numpy()\n",
    "Y_train=all_class_train[\"Body_Level\"].to_numpy()\n",
    "X_test =all_class_test.drop([\"Body_Level\"],axis=1).to_numpy()\n",
    "Y_test =all_class_test[\"Body_Level\"].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ee1fc46e",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, scaler= data_scaling(X_train)\n",
    "with open(f\"scaler\",\"wb\") as fp : \n",
    "    pickle.dump(scaler,fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4858c01c",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_val, X_test, Y_val, Y_test = train_test_split(X_test\n",
    "                                                     , Y_test, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f8a9ce06",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_val = scaler.transform(X_val)\n",
    "X_test=scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "83113f00",
   "metadata": {},
   "outputs": [],
   "source": [
    "model=build_model(2,0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0b904b40",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/300\n",
      "31/31 [==============================] - 1s 8ms/step - loss: 0.8218 - accuracy: 0.4817 - val_loss: 0.4839 - val_accuracy: 0.6204\n",
      "Epoch 2/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.3955 - accuracy: 0.6907 - val_loss: 0.3360 - val_accuracy: 0.7061\n",
      "Epoch 3/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.3060 - accuracy: 0.7525 - val_loss: 0.2871 - val_accuracy: 0.7714\n",
      "Epoch 4/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.2541 - accuracy: 0.7924\n",
      "Yes You are here 0.7870182394981384 0.7836734652519226\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:46        17192\n",
      "config.json                                    2023-05-17 08:02:46         1588\n",
      "metadata.json                                  2023-05-17 08:02:46           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.2628 - accuracy: 0.7870 - val_loss: 0.2662 - val_accuracy: 0.7837\n",
      "Epoch 5/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.2399 - accuracy: 0.8103 - val_loss: 0.2498 - val_accuracy: 0.8204\n",
      "Epoch 6/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.2250 - accuracy: 0.8256 - val_loss: 0.2323 - val_accuracy: 0.8408\n",
      "Epoch 7/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1822 - accuracy: 0.9062\n",
      "Yes You are here 0.842799186706543 0.844897985458374\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:46        17192\n",
      "config.json                                    2023-05-17 08:02:46         1588\n",
      "metadata.json                                  2023-05-17 08:02:46           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.2103 - accuracy: 0.8428 - val_loss: 0.2198 - val_accuracy: 0.8449\n",
      "Epoch 8/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1957 - accuracy: 0.8125\n",
      "Yes You are here 0.8468559980392456 0.844897985458374\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1975 - accuracy: 0.8469 - val_loss: 0.2107 - val_accuracy: 0.8449\n",
      "Epoch 9/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1294 - accuracy: 0.9062\n",
      "Yes You are here 0.8620689511299133 0.8489795923233032\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1874 - accuracy: 0.8621 - val_loss: 0.2033 - val_accuracy: 0.8490\n",
      "Epoch 10/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1828 - accuracy: 0.8438\n",
      "Yes You are here 0.8681541681289673 0.8530611991882324\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1786 - accuracy: 0.8682 - val_loss: 0.1933 - val_accuracy: 0.8531\n",
      "Epoch 11/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1843 - accuracy: 0.9375\n",
      "Yes You are here 0.8681541681289673 0.8612244725227356\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1700 - accuracy: 0.8682 - val_loss: 0.1898 - val_accuracy: 0.8612\n",
      "Epoch 12/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1125 - accuracy: 0.9375\n",
      "Yes You are here 0.8681541681289673 0.8775510191917419\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1649 - accuracy: 0.8682 - val_loss: 0.1815 - val_accuracy: 0.8776\n",
      "Epoch 13/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.1588 - accuracy: 0.8718\n",
      "Yes You are here 0.8742393255233765 0.8775510191917419\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1573 - accuracy: 0.8742 - val_loss: 0.1725 - val_accuracy: 0.8776\n",
      "Epoch 14/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.1522 - accuracy: 0.8825\n",
      "Yes You are here 0.8813387155532837 0.8897958993911743\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1504 - accuracy: 0.8813 - val_loss: 0.1681 - val_accuracy: 0.8898\n",
      "Epoch 15/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1446 - accuracy: 0.8803 - val_loss: 0.1640 - val_accuracy: 0.8857\n",
      "Epoch 16/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1397 - accuracy: 0.8844 - val_loss: 0.1562 - val_accuracy: 0.8857\n",
      "Epoch 17/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.1375 - accuracy: 0.9062\n",
      "Yes You are here 0.8924949169158936 0.8979591727256775\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:47        17192\n",
      "config.json                                    2023-05-17 08:02:47         1588\n",
      "metadata.json                                  2023-05-17 08:02:47           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1355 - accuracy: 0.8925 - val_loss: 0.1536 - val_accuracy: 0.8980\n",
      "Epoch 18/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1312 - accuracy: 0.8834 - val_loss: 0.1495 - val_accuracy: 0.9020\n",
      "Epoch 19/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1287 - accuracy: 0.8905 - val_loss: 0.1430 - val_accuracy: 0.8939\n",
      "Epoch 20/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0598 - accuracy: 1.0000\n",
      "Yes You are here 0.9036511182785034 0.9061224460601807\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:48        17192\n",
      "config.json                                    2023-05-17 08:02:48         1588\n",
      "metadata.json                                  2023-05-17 08:02:48           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1225 - accuracy: 0.9037 - val_loss: 0.1397 - val_accuracy: 0.9061\n",
      "Epoch 21/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1193 - accuracy: 0.8966 - val_loss: 0.1365 - val_accuracy: 0.8980\n",
      "Epoch 22/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1164 - accuracy: 0.8976 - val_loss: 0.1323 - val_accuracy: 0.9184\n",
      "Epoch 23/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1123 - accuracy: 0.9006 - val_loss: 0.1274 - val_accuracy: 0.9184\n",
      "Epoch 24/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1096 - accuracy: 0.9087 - val_loss: 0.1248 - val_accuracy: 0.9306\n",
      "Epoch 25/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.1086 - accuracy: 0.8990\n",
      "Yes You are here 0.9016227126121521 0.9061224460601807\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:48        17192\n",
      "config.json                                    2023-05-17 08:02:48         1588\n",
      "metadata.json                                  2023-05-17 08:02:48           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1076 - accuracy: 0.9016 - val_loss: 0.1229 - val_accuracy: 0.9061\n",
      "Epoch 26/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0699 - accuracy: 1.0000\n",
      "Yes You are here 0.906693696975708 0.9142857193946838\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:48        17192\n",
      "config.json                                    2023-05-17 08:02:48         1588\n",
      "metadata.json                                  2023-05-17 08:02:48           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.1049 - accuracy: 0.9067 - val_loss: 0.1206 - val_accuracy: 0.9143\n",
      "Epoch 27/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.1029 - accuracy: 0.9037 - val_loss: 0.1171 - val_accuracy: 0.9184\n",
      "Epoch 28/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0999 - accuracy: 0.9097 - val_loss: 0.1142 - val_accuracy: 0.9388\n",
      "Epoch 29/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0967 - accuracy: 0.9087 - val_loss: 0.1111 - val_accuracy: 0.9306\n",
      "Epoch 30/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0942 - accuracy: 0.9168 - val_loss: 0.1072 - val_accuracy: 0.9347\n",
      "Epoch 31/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0916 - accuracy: 0.9199 - val_loss: 0.1078 - val_accuracy: 0.9388\n",
      "Epoch 32/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0919 - accuracy: 0.9199 - val_loss: 0.1053 - val_accuracy: 0.9429\n",
      "Epoch 33/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0874 - accuracy: 0.9240\n",
      "Yes You are here 0.9219067096710205 0.9306122660636902\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:49        17192\n",
      "config.json                                    2023-05-17 08:02:49         1588\n",
      "metadata.json                                  2023-05-17 08:02:49           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0887 - accuracy: 0.9219 - val_loss: 0.1019 - val_accuracy: 0.9306\n",
      "Epoch 34/300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1/31 [..............................] - ETA: 0s - loss: 0.0966 - accuracy: 0.9062\n",
      "Yes You are here 0.9208924770355225 0.9306122660636902\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:49        17192\n",
      "config.json                                    2023-05-17 08:02:49         1588\n",
      "metadata.json                                  2023-05-17 08:02:49           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0876 - accuracy: 0.9209 - val_loss: 0.0996 - val_accuracy: 0.9306\n",
      "Epoch 35/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0860 - accuracy: 0.9168 - val_loss: 0.0989 - val_accuracy: 0.9347\n",
      "Epoch 36/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0837 - accuracy: 0.9229 - val_loss: 0.0968 - val_accuracy: 0.9265\n",
      "Epoch 37/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0834 - accuracy: 0.9199 - val_loss: 0.0960 - val_accuracy: 0.9429\n",
      "Epoch 38/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0807 - accuracy: 0.9280 - val_loss: 0.0921 - val_accuracy: 0.9429\n",
      "Epoch 39/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0793 - accuracy: 0.9260 - val_loss: 0.0919 - val_accuracy: 0.9388\n",
      "Epoch 40/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0782 - accuracy: 0.9239 - val_loss: 0.0904 - val_accuracy: 0.9469\n",
      "Epoch 41/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0774 - accuracy: 0.9280 - val_loss: 0.0897 - val_accuracy: 0.9388\n",
      "Epoch 42/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0754 - accuracy: 0.9331 - val_loss: 0.0860 - val_accuracy: 0.9510\n",
      "Epoch 43/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0475 - accuracy: 1.0000\n",
      "Yes You are here 0.9350912570953369 0.9428571462631226\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:50        17192\n",
      "config.json                                    2023-05-17 08:02:50         1588\n",
      "metadata.json                                  2023-05-17 08:02:50           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0728 - accuracy: 0.9351 - val_loss: 0.0845 - val_accuracy: 0.9429\n",
      "Epoch 44/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0730 - accuracy: 0.9341 - val_loss: 0.0828 - val_accuracy: 0.9551\n",
      "Epoch 45/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0686 - accuracy: 0.9444\n",
      "Yes You are here 0.9381338953971863 0.9469387531280518\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:50        17192\n",
      "config.json                                    2023-05-17 08:02:50         1588\n",
      "metadata.json                                  2023-05-17 08:02:50           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0712 - accuracy: 0.9381 - val_loss: 0.0833 - val_accuracy: 0.9469\n",
      "Epoch 46/300\n",
      "25/31 [=======================>......] - ETA: 0s - loss: 0.0714 - accuracy: 0.9362\n",
      "Yes You are here 0.9371196627616882 0.9469387531280518\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:51        17192\n",
      "config.json                                    2023-05-17 08:02:50         1588\n",
      "metadata.json                                  2023-05-17 08:02:50           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0709 - accuracy: 0.9371 - val_loss: 0.0805 - val_accuracy: 0.9469\n",
      "Epoch 47/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0684 - accuracy: 0.9341 - val_loss: 0.0801 - val_accuracy: 0.9592\n",
      "Epoch 48/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0712 - accuracy: 0.9062\n",
      "Yes You are here 0.9462474584579468 0.9551020264625549\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:51        17192\n",
      "config.json                                    2023-05-17 08:02:51         1588\n",
      "metadata.json                                  2023-05-17 08:02:51           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0681 - accuracy: 0.9462 - val_loss: 0.0793 - val_accuracy: 0.9551\n",
      "Epoch 49/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0662 - accuracy: 0.9412 - val_loss: 0.0788 - val_accuracy: 0.9510\n",
      "Epoch 50/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0661 - accuracy: 0.9432 - val_loss: 0.0773 - val_accuracy: 0.9469\n",
      "Epoch 51/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0654 - accuracy: 0.9361 - val_loss: 0.0749 - val_accuracy: 0.9592\n",
      "Epoch 52/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0643 - accuracy: 0.9442 - val_loss: 0.0739 - val_accuracy: 0.9551\n",
      "Epoch 53/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0630 - accuracy: 0.9422 - val_loss: 0.0727 - val_accuracy: 0.9633\n",
      "Epoch 54/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0618 - accuracy: 0.9493 - val_loss: 0.0723 - val_accuracy: 0.9510\n",
      "Epoch 55/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0607 - accuracy: 0.9432 - val_loss: 0.0715 - val_accuracy: 0.9714\n",
      "Epoch 56/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0602 - accuracy: 0.9513 - val_loss: 0.0701 - val_accuracy: 0.9714\n",
      "Epoch 57/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0592 - accuracy: 0.9513 - val_loss: 0.0702 - val_accuracy: 0.9755\n",
      "Epoch 58/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0585 - accuracy: 0.9493 - val_loss: 0.0687 - val_accuracy: 0.9714\n",
      "Epoch 59/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0528 - accuracy: 0.9375\n",
      "Yes You are here 0.953346848487854 0.9591836929321289\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:52        17192\n",
      "config.json                                    2023-05-17 08:02:52         1588\n",
      "metadata.json                                  2023-05-17 08:02:52           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0577 - accuracy: 0.9533 - val_loss: 0.0672 - val_accuracy: 0.9592\n",
      "Epoch 60/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0481 - accuracy: 1.0000\n",
      "Yes You are here 0.9563894271850586 0.9632652997970581\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:52        17192\n",
      "config.json                                    2023-05-17 08:02:52         1588\n",
      "metadata.json                                  2023-05-17 08:02:52           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0569 - accuracy: 0.9564 - val_loss: 0.0670 - val_accuracy: 0.9633\n",
      "Epoch 61/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0562 - accuracy: 0.9533 - val_loss: 0.0660 - val_accuracy: 0.9755\n",
      "Epoch 62/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0561 - accuracy: 0.9503 - val_loss: 0.0642 - val_accuracy: 0.9673\n",
      "Epoch 63/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0549 - accuracy: 0.9462 - val_loss: 0.0641 - val_accuracy: 0.9633\n",
      "Epoch 64/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0543 - accuracy: 0.9544 - val_loss: 0.0630 - val_accuracy: 0.9755\n",
      "Epoch 65/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0538 - accuracy: 0.9513 - val_loss: 0.0652 - val_accuracy: 0.9592\n",
      "Epoch 66/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0534 - accuracy: 0.9544 - val_loss: 0.0619 - val_accuracy: 0.9755\n",
      "Epoch 67/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0511 - accuracy: 0.9625 - val_loss: 0.0607 - val_accuracy: 0.9755\n",
      "Epoch 68/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0514 - accuracy: 0.9574 - val_loss: 0.0606 - val_accuracy: 0.9796\n",
      "Epoch 69/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0513 - accuracy: 0.9594 - val_loss: 0.0600 - val_accuracy: 0.9755\n",
      "Epoch 70/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0506 - accuracy: 0.9574 - val_loss: 0.0596 - val_accuracy: 0.9796\n",
      "Epoch 71/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0495 - accuracy: 0.9635 - val_loss: 0.0584 - val_accuracy: 0.9755\n",
      "Epoch 72/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0490 - accuracy: 0.9635 - val_loss: 0.0575 - val_accuracy: 0.9755\n",
      "Epoch 73/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0487 - accuracy: 0.9584 - val_loss: 0.0576 - val_accuracy: 0.9755\n",
      "Epoch 74/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0482 - accuracy: 0.9604 - val_loss: 0.0559 - val_accuracy: 0.9755\n",
      "Epoch 75/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0476 - accuracy: 0.9574 - val_loss: 0.0560 - val_accuracy: 0.9837\n",
      "Epoch 76/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0469 - accuracy: 0.9635 - val_loss: 0.0538 - val_accuracy: 0.9755\n",
      "Epoch 77/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0494 - accuracy: 0.9688\n",
      "Yes You are here 0.9634888172149658 0.9673469662666321\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:54        17192\n",
      "config.json                                    2023-05-17 08:02:54         1588\n",
      "metadata.json                                  2023-05-17 08:02:54           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0472 - accuracy: 0.9635 - val_loss: 0.0565 - val_accuracy: 0.9673\n",
      "Epoch 78/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0458 - accuracy: 0.9645 - val_loss: 0.0535 - val_accuracy: 0.9755\n",
      "Epoch 79/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0455 - accuracy: 0.9635 - val_loss: 0.0542 - val_accuracy: 0.9796\n",
      "Epoch 80/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0445 - accuracy: 0.9625 - val_loss: 0.0534 - val_accuracy: 0.9755\n",
      "Epoch 81/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0443 - accuracy: 0.9604 - val_loss: 0.0537 - val_accuracy: 0.9796\n",
      "Epoch 82/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0634 - accuracy: 0.9375\n",
      "Yes You are here 0.9655172228813171 0.9755101799964905\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:54        17192\n",
      "config.json                                    2023-05-17 08:02:54         1588\n",
      "metadata.json                                  2023-05-17 08:02:54           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0444 - accuracy: 0.9655 - val_loss: 0.0516 - val_accuracy: 0.9755\n",
      "Epoch 83/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0439 - accuracy: 0.9615 - val_loss: 0.0526 - val_accuracy: 0.9755\n",
      "Epoch 84/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0427 - accuracy: 0.9645 - val_loss: 0.0518 - val_accuracy: 0.9755\n",
      "Epoch 85/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0421 - accuracy: 0.9665 - val_loss: 0.0514 - val_accuracy: 0.9673\n",
      "Epoch 86/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0416 - accuracy: 0.9688\n",
      "Yes You are here 0.9665314555168152 0.9755101799964905\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:54        17192\n",
      "config.json                                    2023-05-17 08:02:54         1588\n",
      "metadata.json                                  2023-05-17 08:02:54           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0423 - accuracy: 0.9665 - val_loss: 0.0494 - val_accuracy: 0.9755\n",
      "Epoch 87/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0423 - accuracy: 0.9615 - val_loss: 0.0503 - val_accuracy: 0.9755\n",
      "Epoch 88/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0428 - accuracy: 0.9665 - val_loss: 0.0509 - val_accuracy: 0.9796\n",
      "Epoch 89/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0403 - accuracy: 0.9675 - val_loss: 0.0494 - val_accuracy: 0.9796\n",
      "Epoch 90/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0401 - accuracy: 0.9675 - val_loss: 0.0483 - val_accuracy: 0.9796\n",
      "Epoch 91/300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0404 - accuracy: 0.9709\n",
      "Yes You are here 0.9726166129112244 0.9755101799964905\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:55        17192\n",
      "config.json                                    2023-05-17 08:02:55         1588\n",
      "metadata.json                                  2023-05-17 08:02:55           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0397 - accuracy: 0.9726 - val_loss: 0.0479 - val_accuracy: 0.9755\n",
      "Epoch 92/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0397 - accuracy: 0.9655 - val_loss: 0.0480 - val_accuracy: 0.9796\n",
      "Epoch 93/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0396 - accuracy: 0.9675 - val_loss: 0.0486 - val_accuracy: 0.9714\n",
      "Epoch 94/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0399 - accuracy: 0.9686 - val_loss: 0.0489 - val_accuracy: 0.9796\n",
      "Epoch 95/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0383 - accuracy: 0.9655 - val_loss: 0.0472 - val_accuracy: 0.9796\n",
      "Epoch 96/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0390 - accuracy: 0.9686 - val_loss: 0.0483 - val_accuracy: 0.9796\n",
      "Epoch 97/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0392 - accuracy: 0.9665\n",
      "Yes You are here 0.9675456285476685 0.9755101799964905\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:56        17192\n",
      "config.json                                    2023-05-17 08:02:56         1588\n",
      "metadata.json                                  2023-05-17 08:02:56           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0385 - accuracy: 0.9675 - val_loss: 0.0464 - val_accuracy: 0.9755\n",
      "Epoch 98/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0376 - accuracy: 0.9686 - val_loss: 0.0463 - val_accuracy: 0.9796\n",
      "Epoch 99/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0371 - accuracy: 0.9645 - val_loss: 0.0451 - val_accuracy: 0.9796\n",
      "Epoch 100/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0368 - accuracy: 0.9721\n",
      "Yes You are here 0.9716024398803711 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:56        17192\n",
      "config.json                                    2023-05-17 08:02:56         1588\n",
      "metadata.json                                  2023-05-17 08:02:56           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0367 - accuracy: 0.9716 - val_loss: 0.0453 - val_accuracy: 0.9796\n",
      "Epoch 101/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0371 - accuracy: 0.9665 - val_loss: 0.0458 - val_accuracy: 0.9755\n",
      "Epoch 102/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0390 - accuracy: 0.9375\n",
      "Yes You are here 0.9726166129112244 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:56        17192\n",
      "config.json                                    2023-05-17 08:02:56         1588\n",
      "metadata.json                                  2023-05-17 08:02:56           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0372 - accuracy: 0.9726 - val_loss: 0.0454 - val_accuracy: 0.9796\n",
      "Epoch 103/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0368 - accuracy: 0.9665 - val_loss: 0.0447 - val_accuracy: 0.9755\n",
      "Epoch 104/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0361 - accuracy: 0.9665 - val_loss: 0.0474 - val_accuracy: 0.9633\n",
      "Epoch 105/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0366 - accuracy: 0.9675 - val_loss: 0.0439 - val_accuracy: 0.9796\n",
      "Epoch 106/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0353 - accuracy: 0.9655 - val_loss: 0.0422 - val_accuracy: 0.9837\n",
      "Epoch 107/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0352 - accuracy: 0.9686 - val_loss: 0.0450 - val_accuracy: 0.9714\n",
      "Epoch 108/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0357 - accuracy: 0.9635 - val_loss: 0.0426 - val_accuracy: 0.9755\n",
      "Epoch 109/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0336 - accuracy: 0.9706\n",
      "Yes You are here 0.970588207244873 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:57        17192\n",
      "config.json                                    2023-05-17 08:02:57         1588\n",
      "metadata.json                                  2023-05-17 08:02:57           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0336 - accuracy: 0.9706 - val_loss: 0.0425 - val_accuracy: 0.9796\n",
      "Epoch 110/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0227 - accuracy: 1.0000\n",
      "Yes You are here 0.970588207244873 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:57        17192\n",
      "config.json                                    2023-05-17 08:02:57         1588\n",
      "metadata.json                                  2023-05-17 08:02:57           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0335 - accuracy: 0.9706 - val_loss: 0.0421 - val_accuracy: 0.9796\n",
      "Epoch 111/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0331 - accuracy: 0.9696 - val_loss: 0.0426 - val_accuracy: 0.9837\n",
      "Epoch 112/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0328 - accuracy: 0.9777 - val_loss: 0.0414 - val_accuracy: 0.9755\n",
      "Epoch 113/300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 1/31 [..............................] - ETA: 0s - loss: 0.0324 - accuracy: 0.9688\n",
      "Yes You are here 0.9736308455467224 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:57        17192\n",
      "config.json                                    2023-05-17 08:02:57         1588\n",
      "metadata.json                                  2023-05-17 08:02:57           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0330 - accuracy: 0.9736 - val_loss: 0.0412 - val_accuracy: 0.9796\n",
      "Epoch 114/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0329 - accuracy: 0.9706 - val_loss: 0.0416 - val_accuracy: 0.9837\n",
      "Epoch 115/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0330 - accuracy: 0.9716 - val_loss: 0.0418 - val_accuracy: 0.9673\n",
      "Epoch 116/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0330 - accuracy: 0.9696 - val_loss: 0.0408 - val_accuracy: 0.9837\n",
      "Epoch 117/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0317 - accuracy: 0.9726 - val_loss: 0.0397 - val_accuracy: 0.9837\n",
      "Epoch 118/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0326 - accuracy: 0.9706 - val_loss: 0.0399 - val_accuracy: 0.9837\n",
      "Epoch 119/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0323 - accuracy: 0.9686 - val_loss: 0.0387 - val_accuracy: 0.9755\n",
      "Epoch 120/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0326 - accuracy: 0.9665 - val_loss: 0.0416 - val_accuracy: 0.9673\n",
      "Epoch 121/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0315 - accuracy: 0.9706 - val_loss: 0.0400 - val_accuracy: 0.9755\n",
      "Epoch 122/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0411 - accuracy: 0.9688\n",
      "Yes You are here 0.9756592512130737 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:58        17192\n",
      "config.json                                    2023-05-17 08:02:58         1588\n",
      "metadata.json                                  2023-05-17 08:02:58           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0312 - accuracy: 0.9757 - val_loss: 0.0383 - val_accuracy: 0.9796\n",
      "Epoch 123/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0312 - accuracy: 0.9716 - val_loss: 0.0400 - val_accuracy: 0.9755\n",
      "Epoch 124/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0323 - accuracy: 0.9726 - val_loss: 0.0411 - val_accuracy: 0.9837\n",
      "Epoch 125/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0490 - accuracy: 0.9375\n",
      "Yes You are here 0.9726166129112244 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:58        17192\n",
      "config.json                                    2023-05-17 08:02:58         1588\n",
      "metadata.json                                  2023-05-17 08:02:58           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0311 - accuracy: 0.9726 - val_loss: 0.0392 - val_accuracy: 0.9796\n",
      "Epoch 126/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0146 - accuracy: 1.0000\n",
      "Yes You are here 0.976673424243927 0.9795918464660645\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:59        17192\n",
      "config.json                                    2023-05-17 08:02:58         1588\n",
      "metadata.json                                  2023-05-17 08:02:58           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0300 - accuracy: 0.9767 - val_loss: 0.0384 - val_accuracy: 0.9796\n",
      "Epoch 127/300\n",
      "26/31 [========================>.....] - ETA: 0s - loss: 0.0312 - accuracy: 0.9748\n",
      "Yes You are here 0.9756592512130737 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:59        17192\n",
      "config.json                                    2023-05-17 08:02:59         1588\n",
      "metadata.json                                  2023-05-17 08:02:59           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0298 - accuracy: 0.9757 - val_loss: 0.0384 - val_accuracy: 0.9837\n",
      "Epoch 128/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0309 - accuracy: 0.9686 - val_loss: 0.0377 - val_accuracy: 0.9796\n",
      "Epoch 129/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0300 - accuracy: 0.9746 - val_loss: 0.0373 - val_accuracy: 0.9796\n",
      "Epoch 130/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0297 - accuracy: 0.9746 - val_loss: 0.0375 - val_accuracy: 0.9796\n",
      "Epoch 131/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0284 - accuracy: 0.9754\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:59        17192\n",
      "config.json                                    2023-05-17 08:02:59         1588\n",
      "metadata.json                                  2023-05-17 08:02:59           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0290 - accuracy: 0.9746 - val_loss: 0.0365 - val_accuracy: 0.9837\n",
      "Epoch 132/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0293 - accuracy: 0.9726 - val_loss: 0.0369 - val_accuracy: 0.9837\n",
      "Epoch 133/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0284 - accuracy: 0.9740\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:02:59        17192\n",
      "config.json                                    2023-05-17 08:02:59         1588\n",
      "metadata.json                                  2023-05-17 08:02:59           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0283 - accuracy: 0.9746 - val_loss: 0.0362 - val_accuracy: 0.9837\n",
      "Epoch 134/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0291 - accuracy: 0.9746 - val_loss: 0.0372 - val_accuracy: 0.9755\n",
      "Epoch 135/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0280 - accuracy: 0.9757 - val_loss: 0.0361 - val_accuracy: 0.9796\n",
      "Epoch 136/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0110 - accuracy: 1.0000\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:00        17192\n",
      "config.json                                    2023-05-17 08:03:00         1588\n",
      "metadata.json                                  2023-05-17 08:03:00           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0280 - accuracy: 0.9787 - val_loss: 0.0372 - val_accuracy: 0.9837\n",
      "Epoch 137/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0280 - accuracy: 0.9736 - val_loss: 0.0370 - val_accuracy: 0.9837\n",
      "Epoch 138/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0289 - accuracy: 0.9716 - val_loss: 0.0385 - val_accuracy: 0.9755\n",
      "Epoch 139/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0277 - accuracy: 0.9726 - val_loss: 0.0357 - val_accuracy: 0.9796\n",
      "Epoch 140/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0163 - accuracy: 1.0000\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:00        17192\n",
      "config.json                                    2023-05-17 08:03:00         1588\n",
      "metadata.json                                  2023-05-17 08:03:00           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0270 - accuracy: 0.9777 - val_loss: 0.0350 - val_accuracy: 0.9837\n",
      "Epoch 141/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0307 - accuracy: 0.9688\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:00        17192\n",
      "config.json                                    2023-05-17 08:03:00         1588\n",
      "metadata.json                                  2023-05-17 08:03:00           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0273 - accuracy: 0.9777 - val_loss: 0.0368 - val_accuracy: 0.9837\n",
      "Epoch 142/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0273 - accuracy: 0.9766\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:00        17192\n",
      "config.json                                    2023-05-17 08:03:00         1588\n",
      "metadata.json                                  2023-05-17 08:03:00           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0268 - accuracy: 0.9777 - val_loss: 0.0363 - val_accuracy: 0.9837\n",
      "Epoch 143/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0265 - accuracy: 0.9746 - val_loss: 0.0363 - val_accuracy: 0.9755\n",
      "Epoch 144/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0268 - accuracy: 0.9787 - val_loss: 0.0339 - val_accuracy: 0.9796\n",
      "Epoch 145/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0266 - accuracy: 0.9760\n",
      "Yes You are here 0.9756592512130737 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n",
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0268 - accuracy: 0.9757 - val_loss: 0.0331 - val_accuracy: 0.9837\n",
      "Epoch 146/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0267 - accuracy: 0.9726 - val_loss: 0.0370 - val_accuracy: 0.9755\n",
      "Epoch 147/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0315 - accuracy: 0.9688\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n",
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0268 - accuracy: 0.9746 - val_loss: 0.0347 - val_accuracy: 0.9837\n",
      "Epoch 148/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0186 - accuracy: 1.0000\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0264 - accuracy: 0.9767 - val_loss: 0.0338 - val_accuracy: 0.9837\n",
      "Epoch 149/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0250 - accuracy: 0.9784\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n",
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0252 - accuracy: 0.9787 - val_loss: 0.0346 - val_accuracy: 0.9837\n",
      "Epoch 150/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0255 - accuracy: 0.9792\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n",
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0256 - accuracy: 0.9787 - val_loss: 0.0349 - val_accuracy: 0.9837\n",
      "Epoch 151/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0245 - accuracy: 0.9688\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:01        17192\n",
      "config.json                                    2023-05-17 08:03:01         1588\n",
      "metadata.json                                  2023-05-17 08:03:01           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0262 - accuracy: 0.9746 - val_loss: 0.0345 - val_accuracy: 0.9837\n",
      "Epoch 152/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0267 - accuracy: 0.9726 - val_loss: 0.0333 - val_accuracy: 0.9837\n",
      "Epoch 153/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0265 - accuracy: 0.9757 - val_loss: 0.0343 - val_accuracy: 0.9796\n",
      "Epoch 154/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0252 - accuracy: 0.9757 - val_loss: 0.0324 - val_accuracy: 0.9755\n",
      "Epoch 155/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0256 - accuracy: 0.9792\n",
      "Yes You are here 0.9797160029411316 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n",
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0251 - accuracy: 0.9797 - val_loss: 0.0343 - val_accuracy: 0.9837\n",
      "Epoch 156/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0235 - accuracy: 0.9792\n",
      "Yes You are here 0.9756592512130737 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n",
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0243 - accuracy: 0.9757 - val_loss: 0.0332 - val_accuracy: 0.9837\n",
      "Epoch 157/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0254 - accuracy: 0.9821\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n",
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0247 - accuracy: 0.9828 - val_loss: 0.0335 - val_accuracy: 0.9837\n",
      "Epoch 158/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0237 - accuracy: 0.9802\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n",
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0244 - accuracy: 0.9767 - val_loss: 0.0327 - val_accuracy: 0.9837\n",
      "Epoch 159/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0239 - accuracy: 0.9760\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0244 - accuracy: 0.9746 - val_loss: 0.0336 - val_accuracy: 0.9837\n",
      "Epoch 160/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0251 - accuracy: 0.9807 - val_loss: 0.0323 - val_accuracy: 0.9796\n",
      "Epoch 161/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0249 - accuracy: 0.9777\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:02        17192\n",
      "config.json                                    2023-05-17 08:03:02         1588\n",
      "metadata.json                                  2023-05-17 08:03:02           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0249 - accuracy: 0.9777 - val_loss: 0.0319 - val_accuracy: 0.9837\n",
      "Epoch 162/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0241 - accuracy: 0.9777 - val_loss: 0.0328 - val_accuracy: 0.9796\n",
      "Epoch 163/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0308 - accuracy: 0.9375\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:03        17192\n",
      "config.json                                    2023-05-17 08:03:03         1588\n",
      "metadata.json                                  2023-05-17 08:03:03           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0250 - accuracy: 0.9767 - val_loss: 0.0340 - val_accuracy: 0.9837\n",
      "Epoch 164/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0247 - accuracy: 0.9807 - val_loss: 0.0332 - val_accuracy: 0.9796\n",
      "Epoch 165/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0236 - accuracy: 0.9777\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:03        17192\n",
      "config.json                                    2023-05-17 08:03:03         1588\n",
      "metadata.json                                  2023-05-17 08:03:03           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0242 - accuracy: 0.9777 - val_loss: 0.0322 - val_accuracy: 0.9837\n",
      "Epoch 166/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0234 - accuracy: 0.9757 - val_loss: 0.0324 - val_accuracy: 0.9796\n",
      "Epoch 167/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0233 - accuracy: 0.9760\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:03        17192\n",
      "config.json                                    2023-05-17 08:03:03         1588\n",
      "metadata.json                                  2023-05-17 08:03:03           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0232 - accuracy: 0.9767 - val_loss: 0.0334 - val_accuracy: 0.9837\n",
      "Epoch 168/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0243 - accuracy: 0.9777 - val_loss: 0.0334 - val_accuracy: 0.9796\n",
      "Epoch 169/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0232 - accuracy: 0.9757 - val_loss: 0.0329 - val_accuracy: 0.9796\n",
      "Epoch 170/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0229 - accuracy: 0.9792\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:03        17192\n",
      "config.json                                    2023-05-17 08:03:03         1588\n",
      "metadata.json                                  2023-05-17 08:03:03           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0231 - accuracy: 0.9777 - val_loss: 0.0331 - val_accuracy: 0.9837\n",
      "Epoch 171/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0108 - accuracy: 1.0000\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:04        17192\n",
      "config.json                                    2023-05-17 08:03:04         1588\n",
      "metadata.json                                  2023-05-17 08:03:04           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0229 - accuracy: 0.9767 - val_loss: 0.0320 - val_accuracy: 0.9837\n",
      "Epoch 172/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0224 - accuracy: 0.9807 - val_loss: 0.0348 - val_accuracy: 0.9755\n",
      "Epoch 173/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0253 - accuracy: 0.9726 - val_loss: 0.0319 - val_accuracy: 0.9837\n",
      "Epoch 174/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0230 - accuracy: 0.9746 - val_loss: 0.0332 - val_accuracy: 0.9796\n",
      "Epoch 175/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0232 - accuracy: 0.9767 - val_loss: 0.0318 - val_accuracy: 0.9796\n",
      "Epoch 176/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0217 - accuracy: 0.9838 - val_loss: 0.0324 - val_accuracy: 0.9796\n",
      "Epoch 177/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0210 - accuracy: 0.9838\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "variables.h5                                   2023-05-17 08:03:04        17192\n",
      "config.json                                    2023-05-17 08:03:04         1588\n",
      "metadata.json                                  2023-05-17 08:03:04           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0215 - accuracy: 0.9817 - val_loss: 0.0311 - val_accuracy: 0.9837\n",
      "Epoch 178/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0158 - accuracy: 0.9688\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:04        17192\n",
      "config.json                                    2023-05-17 08:03:04         1588\n",
      "metadata.json                                  2023-05-17 08:03:04           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0220 - accuracy: 0.9787 - val_loss: 0.0309 - val_accuracy: 0.9837\n",
      "Epoch 179/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0222 - accuracy: 0.9767 - val_loss: 0.0328 - val_accuracy: 0.9796\n",
      "Epoch 180/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0222 - accuracy: 0.9767 - val_loss: 0.0307 - val_accuracy: 0.9796\n",
      "Epoch 181/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0226 - accuracy: 0.9757\n",
      "Yes You are here 0.9756592512130737 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0226 - accuracy: 0.9757 - val_loss: 0.0322 - val_accuracy: 0.9837\n",
      "Epoch 182/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0219 - accuracy: 0.9812\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0215 - accuracy: 0.9817 - val_loss: 0.0308 - val_accuracy: 0.9837\n",
      "Epoch 183/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0204 - accuracy: 1.0000\n",
      "Yes You are here 0.9797160029411316 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0218 - accuracy: 0.9797 - val_loss: 0.0320 - val_accuracy: 0.9837\n",
      "Epoch 184/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0217 - accuracy: 0.9787 - val_loss: 0.0333 - val_accuracy: 0.9796\n",
      "Epoch 185/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0242 - accuracy: 0.9760\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0239 - accuracy: 0.9767 - val_loss: 0.0302 - val_accuracy: 0.9837\n",
      "Epoch 186/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0225 - accuracy: 0.9740\n",
      "Yes You are here 0.9746450185775757 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0224 - accuracy: 0.9746 - val_loss: 0.0301 - val_accuracy: 0.9837\n",
      "Epoch 187/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0210 - accuracy: 0.9812\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:05        17192\n",
      "config.json                                    2023-05-17 08:03:05         1588\n",
      "metadata.json                                  2023-05-17 08:03:05           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0209 - accuracy: 0.9817 - val_loss: 0.0317 - val_accuracy: 0.9837\n",
      "Epoch 188/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0207 - accuracy: 0.9787 - val_loss: 0.0309 - val_accuracy: 0.9796\n",
      "Epoch 189/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0212 - accuracy: 0.9750\n",
      "Yes You are here 0.9756592512130737 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:06        17192\n",
      "config.json                                    2023-05-17 08:03:06         1588\n",
      "metadata.json                                  2023-05-17 08:03:06           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0209 - accuracy: 0.9757 - val_loss: 0.0306 - val_accuracy: 0.9837\n",
      "Epoch 190/300\n",
      "24/31 [======================>.......] - ETA: 0s - loss: 0.0201 - accuracy: 0.9844\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:06        17192\n",
      "config.json                                    2023-05-17 08:03:06         1588\n",
      "metadata.json                                  2023-05-17 08:03:06           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0208 - accuracy: 0.9828 - val_loss: 0.0305 - val_accuracy: 0.9837\n",
      "Epoch 191/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0204 - accuracy: 0.9802\n",
      "Yes You are here 0.9797160029411316 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:06        17192\n",
      "config.json                                    2023-05-17 08:03:06         1588\n",
      "metadata.json                                  2023-05-17 08:03:06           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0205 - accuracy: 0.9797 - val_loss: 0.0295 - val_accuracy: 0.9837\n",
      "Epoch 192/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0208 - accuracy: 0.9777 - val_loss: 0.0296 - val_accuracy: 0.9796\n",
      "Epoch 193/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0197 - accuracy: 0.9850\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:06        17192\n",
      "config.json                                    2023-05-17 08:03:06         1588\n",
      "metadata.json                                  2023-05-17 08:03:06           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0207 - accuracy: 0.9838 - val_loss: 0.0307 - val_accuracy: 0.9837\n",
      "Epoch 194/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0200 - accuracy: 0.9788\n",
      "Yes You are here 0.9797160029411316 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:06        17192\n",
      "config.json                                    2023-05-17 08:03:06         1588\n",
      "metadata.json                                  2023-05-17 08:03:06           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0205 - accuracy: 0.9797 - val_loss: 0.0316 - val_accuracy: 0.9837\n",
      "Epoch 195/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0204 - accuracy: 0.9777 - val_loss: 0.0301 - val_accuracy: 0.9796\n",
      "Epoch 196/300\n",
      "25/31 [=======================>......] - ETA: 0s - loss: 0.0207 - accuracy: 0.9837\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0216 - accuracy: 0.9828 - val_loss: 0.0304 - val_accuracy: 0.9837\n",
      "Epoch 197/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0205 - accuracy: 0.9797 - val_loss: 0.0301 - val_accuracy: 0.9796\n",
      "Epoch 198/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0186 - accuracy: 1.0000\n",
      "Yes You are here 0.9858012199401855 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0200 - accuracy: 0.9858 - val_loss: 0.0317 - val_accuracy: 0.9837\n",
      "Epoch 199/300\n",
      "21/31 [===================>..........] - ETA: 0s - loss: 0.0192 - accuracy: 0.9807\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0199 - accuracy: 0.9817 - val_loss: 0.0308 - val_accuracy: 0.9837\n",
      "Epoch 200/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0194 - accuracy: 0.9792\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0194 - accuracy: 0.9787 - val_loss: 0.0300 - val_accuracy: 0.9837\n",
      "Epoch 201/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0167 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0203 - accuracy: 0.9807 - val_loss: 0.0302 - val_accuracy: 0.9837\n",
      "Epoch 202/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0198 - accuracy: 0.9821\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:07        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0202 - accuracy: 0.9817 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 203/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0143 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:07         1588\n",
      "metadata.json                                  2023-05-17 08:03:07           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0198 - accuracy: 0.9807 - val_loss: 0.0309 - val_accuracy: 0.9837\n",
      "Epoch 204/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0150 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:08         1588\n",
      "metadata.json                                  2023-05-17 08:03:08           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0206 - accuracy: 0.9807 - val_loss: 0.0318 - val_accuracy: 0.9837\n",
      "Epoch 205/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0203 - accuracy: 0.9777\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:08         1588\n",
      "metadata.json                                  2023-05-17 08:03:08           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0199 - accuracy: 0.9787 - val_loss: 0.0293 - val_accuracy: 0.9837\n",
      "Epoch 206/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0192 - accuracy: 0.9828\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:08         1588\n",
      "metadata.json                                  2023-05-17 08:03:08           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0192 - accuracy: 0.9828 - val_loss: 0.0299 - val_accuracy: 0.9837\n",
      "Epoch 207/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0191 - accuracy: 0.9817 - val_loss: 0.0305 - val_accuracy: 0.9796\n",
      "Epoch 208/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0186 - accuracy: 0.9854\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:08         1588\n",
      "metadata.json                                  2023-05-17 08:03:08           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0190 - accuracy: 0.9848 - val_loss: 0.0304 - val_accuracy: 0.9837\n",
      "Epoch 209/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0196 - accuracy: 0.9787 - val_loss: 0.0313 - val_accuracy: 0.9755\n",
      "Epoch 210/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0198 - accuracy: 0.9817 - val_loss: 0.0298 - val_accuracy: 0.9796\n",
      "Epoch 211/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0099 - accuracy: 1.0000\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:08        17192\n",
      "config.json                                    2023-05-17 08:03:08         1588\n",
      "metadata.json                                  2023-05-17 08:03:08           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0192 - accuracy: 0.9777 - val_loss: 0.0307 - val_accuracy: 0.9837\n",
      "Epoch 212/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0190 - accuracy: 0.9787 - val_loss: 0.0299 - val_accuracy: 0.9796\n",
      "Epoch 213/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0244 - accuracy: 0.9688\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0195 - accuracy: 0.9787 - val_loss: 0.0301 - val_accuracy: 0.9837\n",
      "Epoch 214/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0319 - accuracy: 0.9688\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0195 - accuracy: 0.9817 - val_loss: 0.0316 - val_accuracy: 0.9837\n",
      "Epoch 215/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0186 - accuracy: 0.9828\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0182 - accuracy: 0.9828 - val_loss: 0.0295 - val_accuracy: 0.9837\n",
      "Epoch 216/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0187 - accuracy: 0.9787 - val_loss: 0.0300 - val_accuracy: 0.9796\n",
      "Epoch 217/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0180 - accuracy: 0.9823\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0184 - accuracy: 0.9807 - val_loss: 0.0295 - val_accuracy: 0.9837\n",
      "Epoch 218/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0185 - accuracy: 0.9858\n",
      "Yes You are here 0.9858012199401855 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0185 - accuracy: 0.9858 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 219/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0194 - accuracy: 0.9807 - val_loss: 0.0293 - val_accuracy: 0.9796\n",
      "Epoch 220/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0196 - accuracy: 0.9688\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:09        17192\n",
      "config.json                                    2023-05-17 08:03:09         1588\n",
      "metadata.json                                  2023-05-17 08:03:09           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0184 - accuracy: 0.9787 - val_loss: 0.0302 - val_accuracy: 0.9837\n",
      "Epoch 221/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0184 - accuracy: 0.9817 - val_loss: 0.0297 - val_accuracy: 0.9755\n",
      "Epoch 222/300\n",
      "26/31 [========================>.....] - ETA: 0s - loss: 0.0200 - accuracy: 0.9796\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0196 - accuracy: 0.9807 - val_loss: 0.0323 - val_accuracy: 0.9837\n",
      "Epoch 223/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0185 - accuracy: 0.9833\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0186 - accuracy: 0.9828 - val_loss: 0.0298 - val_accuracy: 0.9837\n",
      "Epoch 224/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0125 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0183 - accuracy: 0.9807 - val_loss: 0.0295 - val_accuracy: 0.9837\n",
      "Epoch 225/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0274 - accuracy: 0.9688\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0186 - accuracy: 0.9817 - val_loss: 0.0294 - val_accuracy: 0.9837\n",
      "Epoch 226/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0175 - accuracy: 0.9817 - val_loss: 0.0295 - val_accuracy: 0.9796\n",
      "Epoch 227/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0173 - accuracy: 0.9844\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0174 - accuracy: 0.9838 - val_loss: 0.0298 - val_accuracy: 0.9837\n",
      "Epoch 228/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0252 - accuracy: 0.9688\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:10        17192\n",
      "config.json                                    2023-05-17 08:03:10         1588\n",
      "metadata.json                                  2023-05-17 08:03:10           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0175 - accuracy: 0.9848 - val_loss: 0.0310 - val_accuracy: 0.9837\n",
      "Epoch 229/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0180 - accuracy: 0.9777 - val_loss: 0.0292 - val_accuracy: 0.9796\n",
      "Epoch 230/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0115 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0181 - accuracy: 0.9817 - val_loss: 0.0286 - val_accuracy: 0.9837\n",
      "Epoch 231/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0224 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0177 - accuracy: 0.9828 - val_loss: 0.0289 - val_accuracy: 0.9837\n",
      "Epoch 232/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0176 - accuracy: 0.9807 - val_loss: 0.0315 - val_accuracy: 0.9796\n",
      "Epoch 233/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0072 - accuracy: 1.0000\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0174 - accuracy: 0.9838 - val_loss: 0.0296 - val_accuracy: 0.9837\n",
      "Epoch 234/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0174 - accuracy: 0.9833\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0177 - accuracy: 0.9828 - val_loss: 0.0285 - val_accuracy: 0.9837\n",
      "Epoch 235/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0173 - accuracy: 0.9817 - val_loss: 0.0309 - val_accuracy: 0.9796\n",
      "Epoch 236/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0082 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0175 - accuracy: 0.9807 - val_loss: 0.0298 - val_accuracy: 0.9837\n",
      "Epoch 237/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0190 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:11        17192\n",
      "config.json                                    2023-05-17 08:03:11         1588\n",
      "metadata.json                                  2023-05-17 08:03:11           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0181 - accuracy: 0.9817 - val_loss: 0.0305 - val_accuracy: 0.9837\n",
      "Epoch 238/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0175 - accuracy: 0.9817 - val_loss: 0.0296 - val_accuracy: 0.9796\n",
      "Epoch 239/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0169 - accuracy: 0.9844\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0171 - accuracy: 0.9838 - val_loss: 0.0296 - val_accuracy: 0.9837\n",
      "Epoch 240/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0147 - accuracy: 1.0000\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0172 - accuracy: 0.9807 - val_loss: 0.0305 - val_accuracy: 0.9837\n",
      "Epoch 241/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0177 - accuracy: 0.9812\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0176 - accuracy: 0.9817 - val_loss: 0.0300 - val_accuracy: 0.9837\n",
      "Epoch 242/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0169 - accuracy: 0.9848 - val_loss: 0.0289 - val_accuracy: 0.9796\n",
      "Epoch 243/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0176 - accuracy: 0.9833\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0174 - accuracy: 0.9838 - val_loss: 0.0305 - val_accuracy: 0.9837\n",
      "Epoch 244/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0172 - accuracy: 0.9838\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0172 - accuracy: 0.9838 - val_loss: 0.0290 - val_accuracy: 0.9837\n",
      "Epoch 245/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0068 - accuracy: 1.0000\n",
      "Yes You are here 0.9787018299102783 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:12        17192\n",
      "config.json                                    2023-05-17 08:03:12         1588\n",
      "metadata.json                                  2023-05-17 08:03:12           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0173 - accuracy: 0.9787 - val_loss: 0.0316 - val_accuracy: 0.9837\n",
      "Epoch 246/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0173 - accuracy: 0.9766\n",
      "Yes You are here 0.9776875972747803 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0174 - accuracy: 0.9777 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 247/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0228 - accuracy: 0.9688\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0166 - accuracy: 0.9848 - val_loss: 0.0300 - val_accuracy: 0.9837\n",
      "Epoch 248/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0169 - accuracy: 0.9823\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0173 - accuracy: 0.9817 - val_loss: 0.0290 - val_accuracy: 0.9837\n",
      "Epoch 249/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0104 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0168 - accuracy: 0.9817 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 250/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0100 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0164 - accuracy: 0.9828 - val_loss: 0.0302 - val_accuracy: 0.9837\n",
      "Epoch 251/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0176 - accuracy: 0.9787 - val_loss: 0.0303 - val_accuracy: 0.9796\n",
      "Epoch 252/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0167 - accuracy: 0.9828 - val_loss: 0.0288 - val_accuracy: 0.9796\n",
      "Epoch 253/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0164 - accuracy: 0.9838 - val_loss: 0.0297 - val_accuracy: 0.9796\n",
      "Epoch 254/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0142 - accuracy: 1.0000\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:13        17192\n",
      "config.json                                    2023-05-17 08:03:13         1588\n",
      "metadata.json                                  2023-05-17 08:03:13           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0164 - accuracy: 0.9838 - val_loss: 0.0289 - val_accuracy: 0.9837\n",
      "Epoch 255/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0164 - accuracy: 0.9787 - val_loss: 0.0305 - val_accuracy: 0.9796\n",
      "Epoch 256/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0178 - accuracy: 0.9752\n",
      "Yes You are here 0.976673424243927 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:14        17192\n",
      "config.json                                    2023-05-17 08:03:14         1588\n",
      "metadata.json                                  2023-05-17 08:03:14           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0175 - accuracy: 0.9767 - val_loss: 0.0310 - val_accuracy: 0.9837\n",
      "Epoch 257/300\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0193 - accuracy: 0.9848 - val_loss: 0.0325 - val_accuracy: 0.9796\n",
      "Epoch 258/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0190 - accuracy: 0.9757 - val_loss: 0.0301 - val_accuracy: 0.9796\n",
      "Epoch 259/300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0165 - accuracy: 0.9817 - val_loss: 0.0294 - val_accuracy: 0.9796\n",
      "Epoch 260/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0158 - accuracy: 0.9833\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:14        17192\n",
      "config.json                                    2023-05-17 08:03:14         1588\n",
      "metadata.json                                  2023-05-17 08:03:14           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0167 - accuracy: 0.9838 - val_loss: 0.0308 - val_accuracy: 0.9837\n",
      "Epoch 261/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0163 - accuracy: 0.9795\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:14        17192\n",
      "config.json                                    2023-05-17 08:03:14         1588\n",
      "metadata.json                                  2023-05-17 08:03:14           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0160 - accuracy: 0.9807 - val_loss: 0.0309 - val_accuracy: 0.9837\n",
      "Epoch 262/300\n",
      "30/31 [============================>.] - ETA: 0s - loss: 0.0158 - accuracy: 0.9844\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:14        17192\n",
      "config.json                                    2023-05-17 08:03:14         1588\n",
      "metadata.json                                  2023-05-17 08:03:14           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0159 - accuracy: 0.9838 - val_loss: 0.0310 - val_accuracy: 0.9837\n",
      "Epoch 263/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0156 - accuracy: 0.9826\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:15        17192\n",
      "config.json                                    2023-05-17 08:03:15         1588\n",
      "metadata.json                                  2023-05-17 08:03:15           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0161 - accuracy: 0.9828 - val_loss: 0.0294 - val_accuracy: 0.9837\n",
      "Epoch 264/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0159 - accuracy: 0.9807 - val_loss: 0.0302 - val_accuracy: 0.9796\n",
      "Epoch 265/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0158 - accuracy: 0.9797 - val_loss: 0.0306 - val_accuracy: 0.9796\n",
      "Epoch 266/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0161 - accuracy: 0.9838 - val_loss: 0.0303 - val_accuracy: 0.9796\n",
      "Epoch 267/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0160 - accuracy: 0.9810\n",
      "Yes You are here 0.9807302355766296 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:15        17192\n",
      "config.json                                    2023-05-17 08:03:15         1588\n",
      "metadata.json                                  2023-05-17 08:03:15           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0161 - accuracy: 0.9807 - val_loss: 0.0307 - val_accuracy: 0.9837\n",
      "Epoch 268/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0160 - accuracy: 0.9828 - val_loss: 0.0301 - val_accuracy: 0.9796\n",
      "Epoch 269/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0153 - accuracy: 0.9828 - val_loss: 0.0313 - val_accuracy: 0.9796\n",
      "Epoch 270/300\n",
      "28/31 [==========================>...] - ETA: 0s - loss: 0.0150 - accuracy: 0.9844\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:15        17192\n",
      "config.json                                    2023-05-17 08:03:15         1588\n",
      "metadata.json                                  2023-05-17 08:03:15           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0158 - accuracy: 0.9828 - val_loss: 0.0296 - val_accuracy: 0.9837\n",
      "Epoch 271/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0152 - accuracy: 0.9807 - val_loss: 0.0303 - val_accuracy: 0.9796\n",
      "Epoch 272/300\n",
      "31/31 [==============================] - ETA: 0s - loss: 0.0151 - accuracy: 0.9868\n",
      "Yes You are here 0.9868153929710388 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:15        17192\n",
      "config.json                                    2023-05-17 08:03:15         1588\n",
      "metadata.json                                  2023-05-17 08:03:15           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0151 - accuracy: 0.9868 - val_loss: 0.0299 - val_accuracy: 0.9837\n",
      "Epoch 273/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0160 - accuracy: 0.9815\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0157 - accuracy: 0.9828 - val_loss: 0.0309 - val_accuracy: 0.9837\n",
      "Epoch 274/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0156 - accuracy: 0.9688\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0151 - accuracy: 0.9838 - val_loss: 0.0297 - val_accuracy: 0.9837\n",
      "Epoch 275/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0153 - accuracy: 0.9848 - val_loss: 0.0305 - val_accuracy: 0.9796\n",
      "Epoch 276/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0165 - accuracy: 0.9838\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0165 - accuracy: 0.9828 - val_loss: 0.0306 - val_accuracy: 0.9837\n",
      "Epoch 277/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0150 - accuracy: 0.9838 - val_loss: 0.0301 - val_accuracy: 0.9796\n",
      "Epoch 278/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0046 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0153 - accuracy: 0.9817 - val_loss: 0.0300 - val_accuracy: 0.9837\n",
      "Epoch 279/300\n",
      "29/31 [===========================>..] - ETA: 0s - loss: 0.0148 - accuracy: 0.9849\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0152 - accuracy: 0.9828 - val_loss: 0.0300 - val_accuracy: 0.9837\n",
      "Epoch 280/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0078 - accuracy: 1.0000\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:16        17192\n",
      "config.json                                    2023-05-17 08:03:16         1588\n",
      "metadata.json                                  2023-05-17 08:03:16           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0148 - accuracy: 0.9848 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 281/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0057 - accuracy: 1.0000\n",
      "Yes You are here 0.9858012199401855 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0152 - accuracy: 0.9858 - val_loss: 0.0326 - val_accuracy: 0.9837\n",
      "Epoch 282/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0154 - accuracy: 0.9777 - val_loss: 0.0311 - val_accuracy: 0.9796\n",
      "Epoch 283/300\n",
      "31/31 [==============================] - 0s 2ms/step - loss: 0.0168 - accuracy: 0.9807 - val_loss: 0.0320 - val_accuracy: 0.9796\n",
      "Epoch 284/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0169 - accuracy: 0.9797 - val_loss: 0.0317 - val_accuracy: 0.9796\n",
      "Epoch 285/300\n",
      "27/31 [=========================>....] - ETA: 0s - loss: 0.0146 - accuracy: 0.9826\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 5ms/step - loss: 0.0146 - accuracy: 0.9828 - val_loss: 0.0313 - val_accuracy: 0.9837\n",
      "Epoch 286/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0070 - accuracy: 1.0000\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0148 - accuracy: 0.9848 - val_loss: 0.0312 - val_accuracy: 0.9837\n",
      "Epoch 287/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0092 - accuracy: 1.0000\n",
      "Yes You are here 0.9837728142738342 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0147 - accuracy: 0.9838 - val_loss: 0.0307 - val_accuracy: 0.9837\n",
      "Epoch 288/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0164 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0150 - accuracy: 0.9828 - val_loss: 0.0309 - val_accuracy: 0.9837\n",
      "Epoch 289/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0109 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:17        17192\n",
      "config.json                                    2023-05-17 08:03:17         1588\n",
      "metadata.json                                  2023-05-17 08:03:17           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0147 - accuracy: 0.9828 - val_loss: 0.0303 - val_accuracy: 0.9837\n",
      "Epoch 290/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0133 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0148 - accuracy: 0.9828 - val_loss: 0.0328 - val_accuracy: 0.9837\n",
      "Epoch 291/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0205 - accuracy: 0.9688\n",
      "Yes You are here 0.9847870469093323 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0146 - accuracy: 0.9848 - val_loss: 0.0305 - val_accuracy: 0.9837\n",
      "Epoch 292/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0162 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0159 - accuracy: 0.9817 - val_loss: 0.0312 - val_accuracy: 0.9837\n",
      "Epoch 293/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0142 - accuracy: 0.9858 - val_loss: 0.0321 - val_accuracy: 0.9796\n",
      "Epoch 294/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0165 - accuracy: 1.0000\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0148 - accuracy: 0.9828 - val_loss: 0.0310 - val_accuracy: 0.9837\n",
      "Epoch 295/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0151 - accuracy: 0.9807 - val_loss: 0.0312 - val_accuracy: 0.9796\n",
      "Epoch 296/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0078 - accuracy: 1.0000\n",
      "Yes You are here 0.9817444086074829 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0151 - accuracy: 0.9817 - val_loss: 0.0316 - val_accuracy: 0.9837\n",
      "Epoch 297/300\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0149 - accuracy: 0.9797 - val_loss: 0.0329 - val_accuracy: 0.9796\n",
      "Epoch 298/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0075 - accuracy: 1.0000\n",
      "Yes You are here 0.9858012199401855 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:18        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 4ms/step - loss: 0.0142 - accuracy: 0.9858 - val_loss: 0.0311 - val_accuracy: 0.9837\n",
      "Epoch 299/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0153 - accuracy: 0.9688\n",
      "Yes You are here 0.9878296256065369 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:19        17192\n",
      "config.json                                    2023-05-17 08:03:18         1588\n",
      "metadata.json                                  2023-05-17 08:03:18           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0141 - accuracy: 0.9878 - val_loss: 0.0310 - val_accuracy: 0.9837\n",
      "Epoch 300/300\n",
      " 1/31 [..............................] - ETA: 0s - loss: 0.0149 - accuracy: 0.9688\n",
      "Yes You are here 0.982758641242981 0.9836734533309937\n",
      "Keras weights file (<HDF5 file \"variables.h5\" (mode r+)>) saving:\n",
      "...layers\n",
      "......dense\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...metrics\n",
      "......mean\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "......mean_metric_wrapper\n",
      ".........vars\n",
      "............0\n",
      "............1\n",
      "...optimizer\n",
      "......vars\n",
      ".........0\n",
      ".........1\n",
      ".........2\n",
      ".........3\n",
      ".........4\n",
      "...vars\n",
      "Keras model archive saving:\n",
      "File Name                                             Modified             Size\n",
      "variables.h5                                   2023-05-17 08:03:19        17192\n",
      "config.json                                    2023-05-17 08:03:19         1588\n",
      "metadata.json                                  2023-05-17 08:03:19           64\n",
      "31/31 [==============================] - 0s 3ms/step - loss: 0.0145 - accuracy: 0.9828 - val_loss: 0.0301 - val_accuracy: 0.9837\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(X_train,Y_train,validation_data=[X_val,Y_val] \n",
    "             ,batch_size=32, epochs=300 , verbose =1, \n",
    "                       callbacks=[CustomCallback(\"NNModels/before_sampling/before_sampling.h5\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a6b650d3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31/31 [==============================] - 0s 813us/step\n"
     ]
    }
   ],
   "source": [
    "accurate_train_accuracy,classify_report= test_model(model,X_train,Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "df8360d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9878296146044625"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accurate_train_accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c8fb6bf7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.95      1.00      0.97       127\n",
      "           1       0.99      0.92      0.95       134\n",
      "           2       0.99      1.00      0.99       271\n",
      "           3       1.00      1.00      1.00       454\n",
      "\n",
      "    accuracy                           0.99       986\n",
      "   macro avg       0.98      0.98      0.98       986\n",
      "weighted avg       0.99      0.99      0.99       986\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classify_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1957871f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8/8 [==============================] - 0s 1ms/step\n"
     ]
    }
   ],
   "source": [
    "accurate_val_accuracy,classify_report= test_model(model,X_val,Y_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5998fbb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9836734693877551"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accurate_val_accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5d4b1ef3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        29\n",
      "           1       1.00      0.97      0.98        31\n",
      "           2       0.96      0.99      0.97        73\n",
      "           3       0.99      0.98      0.99       112\n",
      "\n",
      "    accuracy                           0.98       245\n",
      "   macro avg       0.99      0.98      0.99       245\n",
      "weighted avg       0.98      0.98      0.98       245\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classify_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f782e880",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8/8 [==============================] - 0s 1ms/step\n"
     ]
    }
   ],
   "source": [
    "accurate_test_accuracy,classify_report= test_model(model,X_test,Y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e7857271",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9715447154471545"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accurate_test_accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d5fda85",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(classify_report)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcfdab7f",
   "metadata": {},
   "source": [
    "## important-Note\n",
    "gamma=1 on-test(0.967479674796748) on-val(0.9836734693877551)\n",
    "gamma=2 on-test(0.967479674796748) on-val(0.9836734693877551) \n",
    "gamma=3 on-test(0.975609756097561) on-val(0.9836734693877551)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "256d9447",
   "metadata": {},
   "outputs": [],
   "source": [
    "## I can't consider observations in the  age to be false outlier \n",
    "## I will consider it a true outlier, I will just make a log transformation for it \n",
    "## bc it's so skewed , it have skewness value 1.481576 \n",
    "\n",
    "# you can't do log transformation in the Time_E_DEV column \n",
    "\n",
    "\n",
    "# meal_Count log transforamtion has increase the skewness \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1aa79af",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8eeeb75d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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