{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from keras.callbacks import EarlyStopping\n", "import tensorflow as tf\n", "from tensorflow.keras.models import load_model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BanksInsuranceFinancial ServicesReal EstateFinancialsHealth Care ServicesEducational ServicesHotels and TourismTransportationTechnology and Communications
03668.3703312834.3803083711.6045933191.0640653058.425142821.9336882683.1183241794.578557944.5600711818.240146
13644.7457562851.3389193786.2654583252.6179863065.512114840.3234832666.8885521828.890460973.0283231848.458801
23657.1638822849.2230763807.8781813264.1474453076.301079831.3999842699.4432961864.474556985.8781031839.393204
33644.7478572826.4399943750.4598623230.7368363056.118501823.8966672706.3623421864.063330982.7453971847.645109
43673.5771712824.8536493778.4177713295.1993043084.142033823.8966672752.5502671865.6984801000.4390161879.491146
.................................
29353803.8872821923.0080841367.5107241695.6688632555.554805741.9456772560.008895794.089027289.856535593.868521
29363833.7165291918.2485741367.2347221695.1473622571.871390745.4882302555.722731786.067534289.733528606.365957
29373877.6098531933.2139291371.7220691699.1795762598.091870745.4882302555.722731791.276341290.719635606.805427
29383888.3550141932.2091431371.6344091684.0218322602.340085750.5068482550.813125791.553915291.666790601.593585
29393894.8389251929.0361361363.2141081679.8039582604.463667750.5068482549.098659797.212545294.690715603.790936
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2940 rows × 10 columns

\n", "
" ], "text/plain": [ " Banks Insurance Financial Services Real Estate Financials \\\n", "0 3668.370331 2834.380308 3711.604593 3191.064065 3058.425142 \n", "1 3644.745756 2851.338919 3786.265458 3252.617986 3065.512114 \n", "2 3657.163882 2849.223076 3807.878181 3264.147445 3076.301079 \n", "3 3644.747857 2826.439994 3750.459862 3230.736836 3056.118501 \n", "4 3673.577171 2824.853649 3778.417771 3295.199304 3084.142033 \n", "... ... ... ... ... ... \n", "2935 3803.887282 1923.008084 1367.510724 1695.668863 2555.554805 \n", "2936 3833.716529 1918.248574 1367.234722 1695.147362 2571.871390 \n", "2937 3877.609853 1933.213929 1371.722069 1699.179576 2598.091870 \n", "2938 3888.355014 1932.209143 1371.634409 1684.021832 2602.340085 \n", "2939 3894.838925 1929.036136 1363.214108 1679.803958 2604.463667 \n", "\n", " Health Care Services Educational Services Hotels and Tourism \\\n", "0 821.933688 2683.118324 1794.578557 \n", "1 840.323483 2666.888552 1828.890460 \n", "2 831.399984 2699.443296 1864.474556 \n", "3 823.896667 2706.362342 1864.063330 \n", "4 823.896667 2752.550267 1865.698480 \n", "... ... ... ... \n", "2935 741.945677 2560.008895 794.089027 \n", "2936 745.488230 2555.722731 786.067534 \n", "2937 745.488230 2555.722731 791.276341 \n", "2938 750.506848 2550.813125 791.553915 \n", "2939 750.506848 2549.098659 797.212545 \n", "\n", " Transportation Technology and Communications \n", "0 944.560071 1818.240146 \n", "1 973.028323 1848.458801 \n", "2 985.878103 1839.393204 \n", "3 982.745397 1847.645109 \n", "4 1000.439016 1879.491146 \n", "... ... ... \n", "2935 289.856535 593.868521 \n", "2936 289.733528 606.365957 \n", "2937 290.719635 606.805427 \n", "2938 291.666790 601.593585 \n", "2939 294.690715 603.790936 \n", "\n", "[2940 rows x 10 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_excel(\"Data/Original Data/Original data.xlsx\" , header=3)\n", "\n", "df.drop(['Date' , 'Num'] , axis = 1 , inplace = True)\n", "\n", "df" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'Banks': 4715.8695568735475, 'Insurance': 2851.3389190585926, 'Financial Services': 4605.133745958546, 'Real Estate': 3577.1414097308407, 'Financials': 3249.479391889429, 'Health Care Services': 1052.0862453933528, 'Educational Services': 4231.285432524926, 'Hotels and Tourism': 1887.650408643211, 'Transportation': 1028.8798179450855, 'Technology and Communications': 1998.5796146897605}\n" ] } ], "source": [ "columns = df.columns\n", "\n", "max_values = {}\n", "for column in columns:\n", " max_values[column] = df[column].max()\n", " df[column] = df[column] / max_values[column]\n", "\n", "print(max_values)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def make_sequences(column_data, seq_length=2):\n", " train_sequences = []\n", " train_targets = []\n", " \n", "\n", " # Split data into 70% training and 30% testing\n", " # split_idx = int(0.7 * len(column_data))\n", "\n", " for i in range(len(column_data) - seq_length):\n", " sequence = column_data[i:i+seq_length]\n", " target = column_data[i+seq_length]\n", " \n", " train_sequences.append(sequence)\n", " train_targets.append(target)\n", " \n", "\n", " # Convert lists to NumPy arrays\n", " train_sequences = np.array(train_sequences)\n", " train_targets = np.array(train_targets)\n", " # test_sequences = np.array(test_sequences)\n", " # test_targets = np.array(test_targets)\n", "\n", " train_sequences = np.reshape(train_sequences, (train_sequences.shape[0], 1 ,train_sequences.shape[1]))\n", " # test_sequences = np.reshape(test_sequences, (test_sequences.shape[0], 1 ,test_sequences.shape[1]))\n", "\n", " return train_sequences , train_targets\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Epoch 1: loss improved from inf to 0.24408, saving model to Banks_model.h5\n", "\n", "Epoch 2: loss improved from 0.24408 to 0.01853, saving model to Banks_model.h5\n", "\n", "Epoch 3: loss improved from 0.01853 to 0.01144, saving model to Banks_model.h5\n", "\n", "Epoch 4: loss improved from 0.01144 to 0.00529, saving model to Banks_model.h5\n", "\n", "Epoch 5: loss improved from 0.00529 to 0.00412, saving model to Banks_model.h5\n", "\n", "Epoch 6: loss improved from 0.00412 to 0.00406, saving model to Banks_model.h5\n", "\n", "Epoch 7: loss improved from 0.00406 to 0.00393, saving model to Banks_model.h5\n", "\n", "Epoch 8: loss did not improve from 0.00393\n", "\n", "Epoch 9: loss did not improve from 0.00393\n", "\n", "Epoch 10: loss did not improve from 0.00393\n", "\n", "Epoch 11: loss improved from 0.00393 to 0.00385, saving model to Banks_model.h5\n", "\n", "Epoch 12: loss did not improve from 0.00385\n", "\n", "Epoch 13: loss did not improve from 0.00385\n", "\n", "Epoch 14: loss did not improve from 0.00385\n", "\n", "Epoch 15: loss did not improve from 0.00385\n", "\n", "Epoch 16: loss did not improve from 0.00385\n", "\n", "Epoch 17: loss improved from 0.00385 to 0.00381, saving model to Banks_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00381\n", "\n", "Epoch 19: loss did not improve from 0.00381\n", "\n", "Epoch 20: loss did not improve from 0.00381\n", "\n", "Epoch 21: loss did not improve from 0.00381\n", "\n", "Epoch 22: loss did not improve from 0.00381\n", "\n", "Epoch 23: loss did not improve from 0.00381\n", "\n", "Epoch 24: loss did not improve from 0.00381\n", "\n", "Epoch 25: loss improved from 0.00381 to 0.00377, saving model to Banks_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00377\n", "\n", "Epoch 27: loss did not improve from 0.00377\n", "\n", "Epoch 28: loss improved from 0.00377 to 0.00376, saving model to Banks_model.h5\n", "\n", "Epoch 29: loss did not improve from 0.00376\n", "\n", "Epoch 30: loss did not improve from 0.00376\n", "\n", "Epoch 31: loss did not improve from 0.00376\n", "\n", "Epoch 32: loss did not improve from 0.00376\n", "\n", "Epoch 33: loss did not improve from 0.00376\n", "\n", "Epoch 34: loss improved from 0.00376 to 0.00372, saving model to Banks_model.h5\n", "\n", "Epoch 35: loss did not improve from 0.00372\n", "\n", "Epoch 36: loss did not improve from 0.00372\n", "\n", "Epoch 37: loss did not improve from 0.00372\n", "\n", "Epoch 38: loss did not improve from 0.00372\n", "\n", "Epoch 39: loss did not improve from 0.00372\n", "\n", "Epoch 40: loss did not improve from 0.00372\n", "\n", "Epoch 41: loss did not improve from 0.00372\n", "\n", "Epoch 42: loss improved from 0.00372 to 0.00369, saving model to Banks_model.h5\n", "\n", "Epoch 43: loss did not improve from 0.00369\n", "\n", "Epoch 44: loss did not improve from 0.00369\n", "\n", "Epoch 45: loss did not improve from 0.00369\n", "\n", "Epoch 46: loss did not improve from 0.00369\n", "\n", "Epoch 47: loss did not improve from 0.00369\n", "\n", "Epoch 48: loss did not improve from 0.00369\n", "\n", "Epoch 49: loss did not improve from 0.00369\n", "\n", "Epoch 50: loss did not improve from 0.00369\n", "\n", "Epoch 51: loss did not improve from 0.00369\n", "\n", "Epoch 52: loss did not improve from 0.00369\n", "\n", "Epoch 53: loss did not improve from 0.00369\n", "\n", "Epoch 54: loss did not improve from 0.00369\n", "\n", "Epoch 55: loss did not improve from 0.00369\n", "\n", "Epoch 56: loss did not improve from 0.00369\n", "\n", "Epoch 57: loss did not improve from 0.00369\n", "\n", "Epoch 58: loss did not improve from 0.00369\n", "\n", "Epoch 59: loss improved from 0.00369 to 0.00365, saving model to Banks_model.h5\n", "\n", "Epoch 60: loss did not improve from 0.00365\n", "\n", "Epoch 61: loss did not improve from 0.00365\n", "\n", "Epoch 62: loss did not improve from 0.00365\n", "\n", "Epoch 63: loss did not improve from 0.00365\n", "\n", "Epoch 64: loss did not improve from 0.00365\n", "\n", "Epoch 65: loss did not improve from 0.00365\n", "\n", "Epoch 66: loss did not improve from 0.00365\n", "\n", "Epoch 67: loss did not improve from 0.00365\n", "\n", "Epoch 68: loss did not improve from 0.00365\n", "\n", "Epoch 69: loss did not improve from 0.00365\n", "\n", "Epoch 70: loss improved from 0.00365 to 0.00362, saving model to Banks_model.h5\n", "\n", "Epoch 71: loss did not improve from 0.00362\n", "\n", "Epoch 72: loss improved from 0.00362 to 0.00362, saving model to Banks_model.h5\n", "\n", "Epoch 73: loss improved from 0.00362 to 0.00361, saving model to Banks_model.h5\n", "\n", "Epoch 74: loss did not improve from 0.00361\n", "\n", "Epoch 75: loss did not improve from 0.00361\n", "\n", "Epoch 76: loss did not improve from 0.00361\n", "\n", "Epoch 77: loss did not improve from 0.00361\n", "\n", "Epoch 78: loss did not improve from 0.00361\n", "\n", "Epoch 79: loss did not improve from 0.00361\n", "\n", "Epoch 80: loss did not improve from 0.00361\n", "\n", "Epoch 81: loss improved from 0.00361 to 0.00361, saving model to Banks_model.h5\n", "\n", "Epoch 82: loss did not improve from 0.00361\n", "\n", "Epoch 83: loss did not improve from 0.00361\n", "\n", "Epoch 84: loss did not improve from 0.00361\n", "\n", "Epoch 85: loss did not improve from 0.00361\n", "\n", "Epoch 86: loss did not improve from 0.00361\n", "\n", "Epoch 87: loss did not improve from 0.00361\n", "\n", "Epoch 88: loss did not improve from 0.00361\n", "\n", "Epoch 89: loss did not improve from 0.00361\n", "\n", "Epoch 90: loss did not improve from 0.00361\n", "\n", "Epoch 91: loss improved from 0.00361 to 0.00359, saving model to Banks_model.h5\n", "\n", "Epoch 92: loss did not improve from 0.00359\n", "\n", "Epoch 93: loss did not improve from 0.00359\n", "\n", "Epoch 94: loss did not improve from 0.00359\n", "\n", "Epoch 95: loss did not improve from 0.00359\n", "\n", "Epoch 96: loss did not improve from 0.00359\n", "\n", "Epoch 97: loss did not improve from 0.00359\n", "\n", "Epoch 98: loss did not improve from 0.00359\n", "\n", "Epoch 99: loss did not improve from 0.00359\n", "\n", "Epoch 100: loss did not improve from 0.00359\n", "\n", "Epoch 1: loss improved from inf to 0.25540, saving model to Insurance_model.h5\n", "\n", "Epoch 2: loss improved from 0.25540 to 0.01684, saving model to Insurance_model.h5\n", "\n", "Epoch 3: loss improved from 0.01684 to 0.01360, saving model to Insurance_model.h5\n", "\n", "Epoch 4: loss improved from 0.01360 to 0.00994, saving model to Insurance_model.h5\n", "\n", "Epoch 5: loss improved from 0.00994 to 0.00658, saving model to Insurance_model.h5\n", "\n", "Epoch 6: loss improved from 0.00658 to 0.00414, saving model to Insurance_model.h5\n", "\n", "Epoch 7: loss improved from 0.00414 to 0.00364, saving model to Insurance_model.h5\n", "\n", "Epoch 8: loss improved from 0.00364 to 0.00353, saving model to Insurance_model.h5\n", "\n", "Epoch 9: loss improved from 0.00353 to 0.00328, saving model to Insurance_model.h5\n", "\n", "Epoch 10: loss did not improve from 0.00328\n", "\n", "Epoch 11: loss did not improve from 0.00328\n", "\n", "Epoch 12: loss improved from 0.00328 to 0.00326, saving model to Insurance_model.h5\n", "\n", "Epoch 13: loss did not improve from 0.00326\n", "\n", "Epoch 14: loss did not improve from 0.00326\n", "\n", "Epoch 15: loss did not improve from 0.00326\n", "\n", "Epoch 16: loss did not improve from 0.00326\n", "\n", "Epoch 17: loss did not improve from 0.00326\n", "\n", "Epoch 18: loss did not improve from 0.00326\n", "\n", "Epoch 19: loss did not improve from 0.00326\n", "\n", "Epoch 20: loss did not improve from 0.00326\n", "\n", "Epoch 21: loss did not improve from 0.00326\n", "\n", "Epoch 22: loss improved from 0.00326 to 0.00325, saving model to Insurance_model.h5\n", "\n", "Epoch 23: loss did not improve from 0.00325\n", "\n", "Epoch 24: loss did not improve from 0.00325\n", "\n", "Epoch 25: loss did not improve from 0.00325\n", "\n", "Epoch 26: loss did not improve from 0.00325\n", "\n", "Epoch 27: loss did not improve from 0.00325\n", "\n", "Epoch 28: loss did not improve from 0.00325\n", "\n", "Epoch 29: loss did not improve from 0.00325\n", "\n", "Epoch 30: loss did not improve from 0.00325\n", "\n", "Epoch 31: loss improved from 0.00325 to 0.00323, saving model to Insurance_model.h5\n", "\n", "Epoch 32: loss did not improve from 0.00323\n", "\n", "Epoch 33: loss did not improve from 0.00323\n", "\n", "Epoch 34: loss did not improve from 0.00323\n", "\n", "Epoch 35: loss did not improve from 0.00323\n", "\n", "Epoch 36: loss did not improve from 0.00323\n", "\n", "Epoch 37: loss did not improve from 0.00323\n", "\n", "Epoch 38: loss did not improve from 0.00323\n", "\n", "Epoch 39: loss did not improve from 0.00323\n", "\n", "Epoch 40: loss did not improve from 0.00323\n", "\n", "Epoch 41: loss did not improve from 0.00323\n", "\n", "Epoch 42: loss did not improve from 0.00323\n", "\n", "Epoch 43: loss did not improve from 0.00323\n", "\n", "Epoch 44: loss did not improve from 0.00323\n", "\n", "Epoch 45: loss did not improve from 0.00323\n", "\n", "Epoch 46: loss did not improve from 0.00323\n", "\n", "Epoch 47: loss did not improve from 0.00323\n", "\n", "Epoch 48: loss did not improve from 0.00323\n", "\n", "Epoch 49: loss did not improve from 0.00323\n", "\n", "Epoch 50: loss did not improve from 0.00323\n", "\n", "Epoch 51: loss did not improve from 0.00323\n", "\n", "Epoch 52: loss did not improve from 0.00323\n", "\n", "Epoch 53: loss improved from 0.00323 to 0.00312, saving model to Insurance_model.h5\n", "\n", "Epoch 54: loss did not improve from 0.00312\n", "\n", "Epoch 55: loss did not improve from 0.00312\n", "\n", "Epoch 56: loss did not improve from 0.00312\n", "\n", "Epoch 57: loss did not improve from 0.00312\n", "\n", "Epoch 58: loss did not improve from 0.00312\n", "\n", "Epoch 59: loss did not improve from 0.00312\n", "\n", "Epoch 60: loss did not improve from 0.00312\n", "\n", "Epoch 61: loss did not improve from 0.00312\n", "\n", "Epoch 62: loss did not improve from 0.00312\n", "\n", "Epoch 63: loss did not improve from 0.00312\n", "\n", "Epoch 64: loss did not improve from 0.00312\n", "\n", "Epoch 65: loss did not improve from 0.00312\n", "\n", "Epoch 66: loss did not improve from 0.00312\n", "\n", "Epoch 67: loss did not improve from 0.00312\n", "\n", "Epoch 68: loss did not improve from 0.00312\n", "\n", "Epoch 69: loss did not improve from 0.00312\n", "\n", "Epoch 70: loss improved from 0.00312 to 0.00309, saving model to Insurance_model.h5\n", "\n", "Epoch 71: loss did not improve from 0.00309\n", "\n", "Epoch 72: loss improved from 0.00309 to 0.00308, saving model to Insurance_model.h5\n", "\n", "Epoch 73: loss did not improve from 0.00308\n", "\n", "Epoch 74: loss did not improve from 0.00308\n", "\n", "Epoch 75: loss did not improve from 0.00308\n", "\n", "Epoch 76: loss did not improve from 0.00308\n", "\n", "Epoch 77: loss did not improve from 0.00308\n", "\n", "Epoch 78: loss did not improve from 0.00308\n", "\n", "Epoch 79: loss did not improve from 0.00308\n", "\n", "Epoch 80: loss did not improve from 0.00308\n", "\n", "Epoch 81: loss improved from 0.00308 to 0.00307, saving model to Insurance_model.h5\n", "\n", "Epoch 82: loss did not improve from 0.00307\n", "\n", "Epoch 83: loss did not improve from 0.00307\n", "\n", "Epoch 84: loss did not improve from 0.00307\n", "\n", "Epoch 85: loss did not improve from 0.00307\n", "\n", "Epoch 86: loss did not improve from 0.00307\n", "\n", "Epoch 87: loss did not improve from 0.00307\n", "\n", "Epoch 88: loss did not improve from 0.00307\n", "\n", "Epoch 89: loss improved from 0.00307 to 0.00304, saving model to Insurance_model.h5\n", "\n", "Epoch 90: loss did not improve from 0.00304\n", "\n", "Epoch 91: loss did not improve from 0.00304\n", "\n", "Epoch 92: loss did not improve from 0.00304\n", "\n", "Epoch 93: loss did not improve from 0.00304\n", "\n", "Epoch 94: loss did not improve from 0.00304\n", "\n", "Epoch 95: loss did not improve from 0.00304\n", "\n", "Epoch 96: loss did not improve from 0.00304\n", "\n", "Epoch 97: loss did not improve from 0.00304\n", "\n", "Epoch 98: loss did not improve from 0.00304\n", "\n", "Epoch 99: loss did not improve from 0.00304\n", "\n", "Epoch 100: loss did not improve from 0.00304\n", "\n", "Epoch 1: loss improved from inf to 0.11398, saving model to Financial Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.11398 to 0.02113, saving model to Financial Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.02113 to 0.00488, saving model to Financial Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.00488 to 0.00468, saving model to Financial Services_model.h5\n", "\n", "Epoch 5: loss improved from 0.00468 to 0.00426, saving model to Financial Services_model.h5\n", "\n", "Epoch 6: loss did not improve from 0.00426\n", "\n", "Epoch 7: loss improved from 0.00426 to 0.00401, saving model to Financial Services_model.h5\n", "\n", "Epoch 8: loss improved from 0.00401 to 0.00391, saving model to Financial Services_model.h5\n", "\n", "Epoch 9: loss improved from 0.00391 to 0.00373, saving model to Financial Services_model.h5\n", "\n", "Epoch 10: loss did not improve from 0.00373\n", "\n", "Epoch 11: loss did not improve from 0.00373\n", "\n", "Epoch 12: loss did not improve from 0.00373\n", "\n", "Epoch 13: loss improved from 0.00373 to 0.00350, saving model to Financial Services_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00350\n", "\n", "Epoch 15: loss did not improve from 0.00350\n", "\n", "Epoch 16: loss did not improve from 0.00350\n", "\n", "Epoch 17: loss improved from 0.00350 to 0.00336, saving model to Financial Services_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00336\n", "\n", "Epoch 19: loss did not improve from 0.00336\n", "\n", "Epoch 20: loss did not improve from 0.00336\n", "\n", "Epoch 21: loss did not improve from 0.00336\n", "\n", "Epoch 22: loss did not improve from 0.00336\n", "\n", "Epoch 23: loss improved from 0.00336 to 0.00336, saving model to Financial Services_model.h5\n", "\n", "Epoch 24: loss improved from 0.00336 to 0.00335, saving model to Financial Services_model.h5\n", "\n", "Epoch 25: loss improved from 0.00335 to 0.00331, saving model to Financial Services_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00331\n", "\n", "Epoch 27: loss did not improve from 0.00331\n", "\n", "Epoch 28: loss did not improve from 0.00331\n", "\n", "Epoch 29: loss did not improve from 0.00331\n", "\n", "Epoch 30: loss improved from 0.00331 to 0.00323, saving model to Financial Services_model.h5\n", "\n", "Epoch 31: loss did not improve from 0.00323\n", "\n", "Epoch 32: loss did not improve from 0.00323\n", "\n", "Epoch 33: loss did not improve from 0.00323\n", "\n", "Epoch 34: loss did not improve from 0.00323\n", "\n", "Epoch 35: loss improved from 0.00323 to 0.00320, saving model to Financial Services_model.h5\n", "\n", "Epoch 36: loss did not improve from 0.00320\n", "\n", "Epoch 37: loss did not improve from 0.00320\n", "\n", "Epoch 38: loss did not improve from 0.00320\n", "\n", "Epoch 39: loss did not improve from 0.00320\n", "\n", "Epoch 40: loss did not improve from 0.00320\n", "\n", "Epoch 41: loss did not improve from 0.00320\n", "\n", "Epoch 42: loss did not improve from 0.00320\n", "\n", "Epoch 43: loss did not improve from 0.00320\n", "\n", "Epoch 44: loss did not improve from 0.00320\n", "\n", "Epoch 45: loss did not improve from 0.00320\n", "\n", "Epoch 46: loss did not improve from 0.00320\n", "\n", "Epoch 47: loss did not improve from 0.00320\n", "\n", "Epoch 48: loss did not improve from 0.00320\n", "\n", "Epoch 49: loss did not improve from 0.00320\n", "\n", "Epoch 50: loss did not improve from 0.00320\n", "\n", "Epoch 51: loss did not improve from 0.00320\n", "\n", "Epoch 52: loss did not improve from 0.00320\n", "\n", "Epoch 53: loss did not improve from 0.00320\n", "\n", "Epoch 54: loss did not improve from 0.00320\n", "\n", "Epoch 55: loss did not improve from 0.00320\n", "\n", "Epoch 56: loss did not improve from 0.00320\n", "\n", "Epoch 57: loss did not improve from 0.00320\n", "\n", "Epoch 58: loss did not improve from 0.00320\n", "\n", "Epoch 59: loss did not improve from 0.00320\n", "\n", "Epoch 60: loss did not improve from 0.00320\n", "\n", "Epoch 61: loss did not improve from 0.00320\n", "\n", "Epoch 62: loss did not improve from 0.00320\n", "\n", "Epoch 63: loss did not improve from 0.00320\n", "\n", "Epoch 64: loss did not improve from 0.00320\n", "\n", "Epoch 65: loss improved from 0.00320 to 0.00316, saving model to Financial Services_model.h5\n", "\n", "Epoch 66: loss did not improve from 0.00316\n", "\n", "Epoch 67: loss did not improve from 0.00316\n", "\n", "Epoch 68: loss did not improve from 0.00316\n", "\n", "Epoch 69: loss did not improve from 0.00316\n", "\n", "Epoch 70: loss did not improve from 0.00316\n", "\n", "Epoch 71: loss did not improve from 0.00316\n", "\n", "Epoch 72: loss did not improve from 0.00316\n", "\n", "Epoch 73: loss did not improve from 0.00316\n", "\n", "Epoch 74: loss did not improve from 0.00316\n", "\n", "Epoch 75: loss did not improve from 0.00316\n", "\n", "Epoch 76: loss did not improve from 0.00316\n", "\n", "Epoch 77: loss improved from 0.00316 to 0.00316, saving model to Financial Services_model.h5\n", "\n", "Epoch 78: loss did not improve from 0.00316\n", "\n", "Epoch 79: loss did not improve from 0.00316\n", "\n", "Epoch 80: loss did not improve from 0.00316\n", "\n", "Epoch 81: loss did not improve from 0.00316\n", "\n", "Epoch 82: loss improved from 0.00316 to 0.00312, saving model to Financial Services_model.h5\n", "\n", "Epoch 83: loss did not improve from 0.00312\n", "\n", "Epoch 84: loss did not improve from 0.00312\n", "\n", "Epoch 85: loss did not improve from 0.00312\n", "\n", "Epoch 86: loss did not improve from 0.00312\n", "\n", "Epoch 87: loss did not improve from 0.00312\n", "\n", "Epoch 88: loss did not improve from 0.00312\n", "\n", "Epoch 89: loss did not improve from 0.00312\n", "\n", "Epoch 90: loss did not improve from 0.00312\n", "\n", "Epoch 91: loss did not improve from 0.00312\n", "\n", "Epoch 92: loss did not improve from 0.00312\n", "\n", "Epoch 93: loss did not improve from 0.00312\n", "\n", "Epoch 94: loss did not improve from 0.00312\n", "\n", "Epoch 95: loss did not improve from 0.00312\n", "\n", "Epoch 96: loss did not improve from 0.00312\n", "\n", "Epoch 97: loss did not improve from 0.00312\n", "\n", "Epoch 98: loss did not improve from 0.00312\n", "\n", "Epoch 99: loss did not improve from 0.00312\n", "\n", "Epoch 100: loss did not improve from 0.00312\n", "\n", "Epoch 1: loss improved from inf to 0.20805, saving model to Real Estate_model.h5\n", "\n", "Epoch 2: loss improved from 0.20805 to 0.02941, saving model to Real Estate_model.h5\n", "\n", "Epoch 3: loss improved from 0.02941 to 0.01448, saving model to Real Estate_model.h5\n", "\n", "Epoch 4: loss improved from 0.01448 to 0.00533, saving model to Real Estate_model.h5\n", "\n", "Epoch 5: loss improved from 0.00533 to 0.00507, saving model to Real Estate_model.h5\n", "\n", "Epoch 6: loss improved from 0.00507 to 0.00501, saving model to Real Estate_model.h5\n", "\n", "Epoch 7: loss did not improve from 0.00501\n", "\n", "Epoch 8: loss did not improve from 0.00501\n", "\n", "Epoch 9: loss did not improve from 0.00501\n", "\n", "Epoch 10: loss improved from 0.00501 to 0.00494, saving model to Real Estate_model.h5\n", "\n", "Epoch 11: loss improved from 0.00494 to 0.00491, saving model to Real Estate_model.h5\n", "\n", "Epoch 12: loss did not improve from 0.00491\n", "\n", "Epoch 13: loss improved from 0.00491 to 0.00476, saving model to Real Estate_model.h5\n", "\n", "Epoch 14: loss improved from 0.00476 to 0.00474, saving model to Real Estate_model.h5\n", "\n", "Epoch 15: loss did not improve from 0.00474\n", "\n", "Epoch 16: loss did not improve from 0.00474\n", "\n", "Epoch 17: loss did not improve from 0.00474\n", "\n", "Epoch 18: loss did not improve from 0.00474\n", "\n", "Epoch 19: loss improved from 0.00474 to 0.00463, saving model to Real Estate_model.h5\n", "\n", "Epoch 20: loss did not improve from 0.00463\n", "\n", "Epoch 21: loss improved from 0.00463 to 0.00459, saving model to Real Estate_model.h5\n", "\n", "Epoch 22: loss did not improve from 0.00459\n", "\n", "Epoch 23: loss did not improve from 0.00459\n", "\n", "Epoch 24: loss improved from 0.00459 to 0.00450, saving model to Real Estate_model.h5\n", "\n", "Epoch 25: loss did not improve from 0.00450\n", "\n", "Epoch 26: loss improved from 0.00450 to 0.00448, saving model to Real Estate_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00448\n", "\n", "Epoch 28: loss did not improve from 0.00448\n", "\n", "Epoch 29: loss did not improve from 0.00448\n", "\n", "Epoch 30: loss did not improve from 0.00448\n", "\n", "Epoch 31: loss did not improve from 0.00448\n", "\n", "Epoch 32: loss did not improve from 0.00448\n", "\n", "Epoch 33: loss improved from 0.00448 to 0.00438, saving model to Real Estate_model.h5\n", "\n", "Epoch 34: loss did not improve from 0.00438\n", "\n", "Epoch 35: loss did not improve from 0.00438\n", "\n", "Epoch 36: loss did not improve from 0.00438\n", "\n", "Epoch 37: loss did not improve from 0.00438\n", "\n", "Epoch 38: loss did not improve from 0.00438\n", "\n", "Epoch 39: loss improved from 0.00438 to 0.00430, saving model to Real Estate_model.h5\n", "\n", "Epoch 40: loss did not improve from 0.00430\n", "\n", "Epoch 41: loss did not improve from 0.00430\n", "\n", "Epoch 42: loss did not improve from 0.00430\n", "\n", "Epoch 43: loss did not improve from 0.00430\n", "\n", "Epoch 44: loss did not improve from 0.00430\n", "\n", "Epoch 45: loss did not improve from 0.00430\n", "\n", "Epoch 46: loss did not improve from 0.00430\n", "\n", "Epoch 47: loss did not improve from 0.00430\n", "\n", "Epoch 48: loss did not improve from 0.00430\n", "\n", "Epoch 49: loss did not improve from 0.00430\n", "\n", "Epoch 50: loss did not improve from 0.00430\n", "\n", "Epoch 51: loss did not improve from 0.00430\n", "\n", "Epoch 52: loss improved from 0.00430 to 0.00426, saving model to Real Estate_model.h5\n", "\n", "Epoch 53: loss did not improve from 0.00426\n", "\n", "Epoch 54: loss did not improve from 0.00426\n", "\n", "Epoch 55: loss did not improve from 0.00426\n", "\n", "Epoch 56: loss did not improve from 0.00426\n", "\n", "Epoch 57: loss did not improve from 0.00426\n", "\n", "Epoch 58: loss improved from 0.00426 to 0.00424, saving model to Real Estate_model.h5\n", "\n", "Epoch 59: loss did not improve from 0.00424\n", "\n", "Epoch 60: loss did not improve from 0.00424\n", "\n", "Epoch 61: loss did not improve from 0.00424\n", "\n", "Epoch 62: loss improved from 0.00424 to 0.00421, saving model to Real Estate_model.h5\n", "\n", "Epoch 63: loss did not improve from 0.00421\n", "\n", "Epoch 64: loss did not improve from 0.00421\n", "\n", "Epoch 65: loss did not improve from 0.00421\n", "\n", "Epoch 66: loss did not improve from 0.00421\n", "\n", "Epoch 67: loss did not improve from 0.00421\n", "\n", "Epoch 68: loss did not improve from 0.00421\n", "\n", "Epoch 69: loss did not improve from 0.00421\n", "\n", "Epoch 70: loss improved from 0.00421 to 0.00420, saving model to Real Estate_model.h5\n", "\n", "Epoch 71: loss did not improve from 0.00420\n", "\n", "Epoch 72: loss did not improve from 0.00420\n", "\n", "Epoch 73: loss did not improve from 0.00420\n", "\n", "Epoch 74: loss did not improve from 0.00420\n", "\n", "Epoch 75: loss did not improve from 0.00420\n", "\n", "Epoch 76: loss did not improve from 0.00420\n", "\n", "Epoch 77: loss did not improve from 0.00420\n", "\n", "Epoch 78: loss improved from 0.00420 to 0.00408, saving model to Real Estate_model.h5\n", "\n", "Epoch 79: loss did not improve from 0.00408\n", "\n", "Epoch 80: loss did not improve from 0.00408\n", "\n", "Epoch 81: loss did not improve from 0.00408\n", "\n", "Epoch 82: loss did not improve from 0.00408\n", "\n", "Epoch 83: loss did not improve from 0.00408\n", "\n", "Epoch 84: loss did not improve from 0.00408\n", "\n", "Epoch 85: loss did not improve from 0.00408\n", "\n", "Epoch 86: loss did not improve from 0.00408\n", "\n", "Epoch 87: loss did not improve from 0.00408\n", "\n", "Epoch 88: loss did not improve from 0.00408\n", "\n", "Epoch 89: loss did not improve from 0.00408\n", "\n", "Epoch 90: loss did not improve from 0.00408\n", "\n", "Epoch 91: loss did not improve from 0.00408\n", "\n", "Epoch 92: loss did not improve from 0.00408\n", "\n", "Epoch 93: loss did not improve from 0.00408\n", "\n", "Epoch 94: loss did not improve from 0.00408\n", "\n", "Epoch 95: loss did not improve from 0.00408\n", "\n", "Epoch 96: loss did not improve from 0.00408\n", "\n", "Epoch 97: loss did not improve from 0.00408\n", "\n", "Epoch 98: loss did not improve from 0.00408\n", "\n", "Epoch 99: loss did not improve from 0.00408\n", "\n", "Epoch 100: loss did not improve from 0.00408\n", "\n", "Epoch 1: loss improved from inf to 0.26419, saving model to Financials_model.h5\n", "\n", "Epoch 2: loss improved from 0.26419 to 0.01744, saving model to Financials_model.h5\n", "\n", "Epoch 3: loss improved from 0.01744 to 0.01195, saving model to Financials_model.h5\n", "\n", "Epoch 4: loss improved from 0.01195 to 0.00612, saving model to Financials_model.h5\n", "\n", "Epoch 5: loss improved from 0.00612 to 0.00445, saving model to Financials_model.h5\n", "\n", "Epoch 6: loss improved from 0.00445 to 0.00373, saving model to Financials_model.h5\n", "\n", "Epoch 7: loss did not improve from 0.00373\n", "\n", "Epoch 8: loss did not improve from 0.00373\n", "\n", "Epoch 9: loss did not improve from 0.00373\n", "\n", "Epoch 10: loss did not improve from 0.00373\n", "\n", "Epoch 11: loss did not improve from 0.00373\n", "\n", "Epoch 12: loss did not improve from 0.00373\n", "\n", "Epoch 13: loss improved from 0.00373 to 0.00358, saving model to Financials_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00358\n", "\n", "Epoch 15: loss did not improve from 0.00358\n", "\n", "Epoch 16: loss did not improve from 0.00358\n", "\n", "Epoch 17: loss did not improve from 0.00358\n", "\n", "Epoch 18: loss did not improve from 0.00358\n", "\n", "Epoch 19: loss did not improve from 0.00358\n", "\n", "Epoch 20: loss did not improve from 0.00358\n", "\n", "Epoch 21: loss did not improve from 0.00358\n", "\n", "Epoch 22: loss did not improve from 0.00358\n", "\n", "Epoch 23: loss did not improve from 0.00358\n", "\n", "Epoch 24: loss did not improve from 0.00358\n", "\n", "Epoch 25: loss improved from 0.00358 to 0.00356, saving model to Financials_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00356\n", "\n", "Epoch 27: loss did not improve from 0.00356\n", "\n", "Epoch 28: loss did not improve from 0.00356\n", "\n", "Epoch 29: loss did not improve from 0.00356\n", "\n", "Epoch 30: loss did not improve from 0.00356\n", "\n", "Epoch 31: loss did not improve from 0.00356\n", "\n", "Epoch 32: loss did not improve from 0.00356\n", "\n", "Epoch 33: loss did not improve from 0.00356\n", "\n", "Epoch 34: loss did not improve from 0.00356\n", "\n", "Epoch 35: loss did not improve from 0.00356\n", "\n", "Epoch 36: loss did not improve from 0.00356\n", "\n", "Epoch 37: loss did not improve from 0.00356\n", "\n", "Epoch 38: loss did not improve from 0.00356\n", "\n", "Epoch 39: loss improved from 0.00356 to 0.00354, saving model to Financials_model.h5\n", "\n", "Epoch 40: loss did not improve from 0.00354\n", "\n", "Epoch 41: loss did not improve from 0.00354\n", "\n", "Epoch 42: loss did not improve from 0.00354\n", "\n", "Epoch 43: loss did not improve from 0.00354\n", "\n", "Epoch 44: loss did not improve from 0.00354\n", "\n", "Epoch 45: loss did not improve from 0.00354\n", "\n", "Epoch 46: loss did not improve from 0.00354\n", "\n", "Epoch 47: loss did not improve from 0.00354\n", "\n", "Epoch 48: loss did not improve from 0.00354\n", "\n", "Epoch 49: loss did not improve from 0.00354\n", "\n", "Epoch 50: loss improved from 0.00354 to 0.00348, saving model to Financials_model.h5\n", "\n", "Epoch 51: loss did not improve from 0.00348\n", "\n", "Epoch 52: loss did not improve from 0.00348\n", "\n", "Epoch 53: loss did not improve from 0.00348\n", "\n", "Epoch 54: loss did not improve from 0.00348\n", "\n", "Epoch 55: loss did not improve from 0.00348\n", "\n", "Epoch 56: loss did not improve from 0.00348\n", "\n", "Epoch 57: loss did not improve from 0.00348\n", "\n", "Epoch 58: loss did not improve from 0.00348\n", "\n", "Epoch 59: loss did not improve from 0.00348\n", "\n", "Epoch 60: loss did not improve from 0.00348\n", "\n", "Epoch 61: loss did not improve from 0.00348\n", "\n", "Epoch 62: loss did not improve from 0.00348\n", "\n", "Epoch 63: loss did not improve from 0.00348\n", "\n", "Epoch 64: loss did not improve from 0.00348\n", "\n", "Epoch 65: loss did not improve from 0.00348\n", "\n", "Epoch 66: loss did not improve from 0.00348\n", "\n", "Epoch 67: loss did not improve from 0.00348\n", "\n", "Epoch 68: loss did not improve from 0.00348\n", "\n", "Epoch 69: loss did not improve from 0.00348\n", "\n", "Epoch 70: loss did not improve from 0.00348\n", "\n", "Epoch 71: loss did not improve from 0.00348\n", "\n", "Epoch 72: loss did not improve from 0.00348\n", "\n", "Epoch 73: loss did not improve from 0.00348\n", "\n", "Epoch 74: loss did not improve from 0.00348\n", "\n", "Epoch 75: loss did not improve from 0.00348\n", "\n", "Epoch 76: loss did not improve from 0.00348\n", "\n", "Epoch 77: loss did not improve from 0.00348\n", "\n", "Epoch 78: loss improved from 0.00348 to 0.00345, saving model to Financials_model.h5\n", "\n", "Epoch 79: loss did not improve from 0.00345\n", "\n", "Epoch 80: loss did not improve from 0.00345\n", "\n", "Epoch 81: loss did not improve from 0.00345\n", "\n", "Epoch 82: loss did not improve from 0.00345\n", "\n", "Epoch 83: loss did not improve from 0.00345\n", "\n", "Epoch 84: loss did not improve from 0.00345\n", "\n", "Epoch 85: loss did not improve from 0.00345\n", "\n", "Epoch 86: loss did not improve from 0.00345\n", "\n", "Epoch 87: loss did not improve from 0.00345\n", "\n", "Epoch 88: loss did not improve from 0.00345\n", "\n", "Epoch 89: loss improved from 0.00345 to 0.00343, saving model to Financials_model.h5\n", "\n", "Epoch 90: loss did not improve from 0.00343\n", "\n", "Epoch 91: loss did not improve from 0.00343\n", "\n", "Epoch 92: loss did not improve from 0.00343\n", "\n", "Epoch 93: loss improved from 0.00343 to 0.00340, saving model to Financials_model.h5\n", "\n", "Epoch 94: loss did not improve from 0.00340\n", "\n", "Epoch 95: loss did not improve from 0.00340\n", "\n", "Epoch 96: loss did not improve from 0.00340\n", "\n", "Epoch 97: loss did not improve from 0.00340\n", "\n", "Epoch 98: loss did not improve from 0.00340\n", "\n", "Epoch 99: loss did not improve from 0.00340\n", "\n", "Epoch 100: loss did not improve from 0.00340\n", "\n", "Epoch 1: loss improved from inf to 0.31688, saving model to Health Care Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.31688 to 0.01866, saving model to Health Care Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.01866 to 0.01527, saving model to Health Care Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.01527 to 0.01226, saving model to Health Care Services_model.h5\n", "\n", "Epoch 5: loss improved from 0.01226 to 0.00874, saving model to Health Care Services_model.h5\n", "\n", "Epoch 6: loss improved from 0.00874 to 0.00710, saving model to Health Care Services_model.h5\n", "\n", "Epoch 7: loss improved from 0.00710 to 0.00647, saving model to Health Care Services_model.h5\n", "\n", "Epoch 8: loss improved from 0.00647 to 0.00624, saving model to Health Care Services_model.h5\n", "\n", "Epoch 9: loss did not improve from 0.00624\n", "\n", "Epoch 10: loss did not improve from 0.00624\n", "\n", "Epoch 11: loss did not improve from 0.00624\n", "\n", "Epoch 12: loss did not improve from 0.00624\n", "\n", "Epoch 13: loss did not improve from 0.00624\n", "\n", "Epoch 14: loss improved from 0.00624 to 0.00619, saving model to Health Care Services_model.h5\n", "\n", "Epoch 15: loss did not improve from 0.00619\n", "\n", "Epoch 16: loss did not improve from 0.00619\n", "\n", "Epoch 17: loss did not improve from 0.00619\n", "\n", "Epoch 18: loss did not improve from 0.00619\n", "\n", "Epoch 19: loss did not improve from 0.00619\n", "\n", "Epoch 20: loss did not improve from 0.00619\n", "\n", "Epoch 21: loss improved from 0.00619 to 0.00609, saving model to Health Care Services_model.h5\n", "\n", "Epoch 22: loss did not improve from 0.00609\n", "\n", "Epoch 23: loss did not improve from 0.00609\n", "\n", "Epoch 24: loss did not improve from 0.00609\n", "\n", "Epoch 25: loss did not improve from 0.00609\n", "\n", "Epoch 26: loss improved from 0.00609 to 0.00605, saving model to Health Care Services_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00605\n", "\n", "Epoch 28: loss did not improve from 0.00605\n", "\n", "Epoch 29: loss did not improve from 0.00605\n", "\n", "Epoch 30: loss did not improve from 0.00605\n", "\n", "Epoch 31: loss did not improve from 0.00605\n", "\n", "Epoch 32: loss improved from 0.00605 to 0.00598, saving model to Health Care Services_model.h5\n", "\n", "Epoch 33: loss did not improve from 0.00598\n", "\n", "Epoch 34: loss did not improve from 0.00598\n", "\n", "Epoch 35: loss did not improve from 0.00598\n", "\n", "Epoch 36: loss did not improve from 0.00598\n", "\n", "Epoch 37: loss did not improve from 0.00598\n", "\n", "Epoch 38: loss did not improve from 0.00598\n", "\n", "Epoch 39: loss did not improve from 0.00598\n", "\n", "Epoch 40: loss did not improve from 0.00598\n", "\n", "Epoch 41: loss did not improve from 0.00598\n", "\n", "Epoch 42: loss did not improve from 0.00598\n", "\n", "Epoch 43: loss did not improve from 0.00598\n", "\n", "Epoch 44: loss did not improve from 0.00598\n", "\n", "Epoch 45: loss did not improve from 0.00598\n", "\n", "Epoch 46: loss did not improve from 0.00598\n", "\n", "Epoch 47: loss did not improve from 0.00598\n", "\n", "Epoch 48: loss improved from 0.00598 to 0.00586, saving model to Health Care Services_model.h5\n", "\n", "Epoch 49: loss did not improve from 0.00586\n", "\n", "Epoch 50: loss did not improve from 0.00586\n", "\n", "Epoch 51: loss did not improve from 0.00586\n", "\n", "Epoch 52: loss did not improve from 0.00586\n", "\n", "Epoch 53: loss did not improve from 0.00586\n", "\n", "Epoch 54: loss did not improve from 0.00586\n", "\n", "Epoch 55: loss did not improve from 0.00586\n", "\n", "Epoch 56: loss did not improve from 0.00586\n", "\n", "Epoch 57: loss did not improve from 0.00586\n", "\n", "Epoch 58: loss did not improve from 0.00586\n", "\n", "Epoch 59: loss did not improve from 0.00586\n", "\n", "Epoch 60: loss did not improve from 0.00586\n", "\n", "Epoch 61: loss did not improve from 0.00586\n", "\n", "Epoch 62: loss did not improve from 0.00586\n", "\n", "Epoch 63: loss did not improve from 0.00586\n", "\n", "Epoch 64: loss did not improve from 0.00586\n", "\n", "Epoch 65: loss did not improve from 0.00586\n", "\n", "Epoch 66: loss improved from 0.00586 to 0.00583, saving model to Health Care Services_model.h5\n", "\n", "Epoch 67: loss did not improve from 0.00583\n", "\n", "Epoch 68: loss did not improve from 0.00583\n", "\n", "Epoch 69: loss did not improve from 0.00583\n", "\n", "Epoch 70: loss did not improve from 0.00583\n", "\n", "Epoch 71: loss did not improve from 0.00583\n", "\n", "Epoch 72: loss did not improve from 0.00583\n", "\n", "Epoch 73: loss did not improve from 0.00583\n", "\n", "Epoch 74: loss did not improve from 0.00583\n", "\n", "Epoch 75: loss did not improve from 0.00583\n", "\n", "Epoch 76: loss did not improve from 0.00583\n", "\n", "Epoch 77: loss did not improve from 0.00583\n", "\n", "Epoch 78: loss did not improve from 0.00583\n", "\n", "Epoch 79: loss did not improve from 0.00583\n", "\n", "Epoch 80: loss did not improve from 0.00583\n", "\n", "Epoch 81: loss did not improve from 0.00583\n", "\n", "Epoch 82: loss did not improve from 0.00583\n", "\n", "Epoch 83: loss did not improve from 0.00583\n", "\n", "Epoch 84: loss did not improve from 0.00583\n", "\n", "Epoch 85: loss did not improve from 0.00583\n", "\n", "Epoch 86: loss did not improve from 0.00583\n", "\n", "Epoch 87: loss did not improve from 0.00583\n", "\n", "Epoch 88: loss did not improve from 0.00583\n", "\n", "Epoch 89: loss did not improve from 0.00583\n", "\n", "Epoch 90: loss did not improve from 0.00583\n", "\n", "Epoch 91: loss did not improve from 0.00583\n", "\n", "Epoch 92: loss improved from 0.00583 to 0.00581, saving model to Health Care Services_model.h5\n", "\n", "Epoch 93: loss improved from 0.00581 to 0.00565, saving model to Health Care Services_model.h5\n", "\n", "Epoch 94: loss did not improve from 0.00565\n", "\n", "Epoch 95: loss did not improve from 0.00565\n", "\n", "Epoch 96: loss did not improve from 0.00565\n", "\n", "Epoch 97: loss did not improve from 0.00565\n", "\n", "Epoch 98: loss did not improve from 0.00565\n", "\n", "Epoch 99: loss did not improve from 0.00565\n", "\n", "Epoch 100: loss did not improve from 0.00565\n", "\n", "Epoch 1: loss improved from inf to 0.20847, saving model to Educational Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.20847 to 0.02371, saving model to Educational Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.02371 to 0.00551, saving model to Educational Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.00551 to 0.00434, saving model to Educational Services_model.h5\n", "\n", "Epoch 5: loss improved from 0.00434 to 0.00425, saving model to Educational Services_model.h5\n", "\n", "Epoch 6: loss improved from 0.00425 to 0.00408, saving model to Educational Services_model.h5\n", "\n", "Epoch 7: loss did not improve from 0.00408\n", "\n", "Epoch 8: loss did not improve from 0.00408\n", "\n", "Epoch 9: loss did not improve from 0.00408\n", "\n", "Epoch 10: loss did not improve from 0.00408\n", "\n", "Epoch 11: loss did not improve from 0.00408\n", "\n", "Epoch 12: loss improved from 0.00408 to 0.00406, saving model to Educational Services_model.h5\n", "\n", "Epoch 13: loss did not improve from 0.00406\n", "\n", "Epoch 14: loss did not improve from 0.00406\n", "\n", "Epoch 15: loss did not improve from 0.00406\n", "\n", "Epoch 16: loss improved from 0.00406 to 0.00403, saving model to Educational Services_model.h5\n", "\n", "Epoch 17: loss did not improve from 0.00403\n", "\n", "Epoch 18: loss improved from 0.00403 to 0.00385, saving model to Educational Services_model.h5\n", "\n", "Epoch 19: loss did not improve from 0.00385\n", "\n", "Epoch 20: loss did not improve from 0.00385\n", "\n", "Epoch 21: loss improved from 0.00385 to 0.00381, saving model to Educational Services_model.h5\n", "\n", "Epoch 22: loss did not improve from 0.00381\n", "\n", "Epoch 23: loss did not improve from 0.00381\n", "\n", "Epoch 24: loss did not improve from 0.00381\n", "\n", "Epoch 25: loss did not improve from 0.00381\n", "\n", "Epoch 26: loss improved from 0.00381 to 0.00369, saving model to Educational Services_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00369\n", "\n", "Epoch 28: loss did not improve from 0.00369\n", "\n", "Epoch 29: loss did not improve from 0.00369\n", "\n", "Epoch 30: loss did not improve from 0.00369\n", "\n", "Epoch 31: loss did not improve from 0.00369\n", "\n", "Epoch 32: loss did not improve from 0.00369\n", "\n", "Epoch 33: loss did not improve from 0.00369\n", "\n", "Epoch 34: loss improved from 0.00369 to 0.00365, saving model to Educational Services_model.h5\n", "\n", "Epoch 35: loss did not improve from 0.00365\n", "\n", "Epoch 36: loss did not improve from 0.00365\n", "\n", "Epoch 37: loss did not improve from 0.00365\n", "\n", "Epoch 38: loss did not improve from 0.00365\n", "\n", "Epoch 39: loss did not improve from 0.00365\n", "\n", "Epoch 40: loss did not improve from 0.00365\n", "\n", "Epoch 41: loss did not improve from 0.00365\n", "\n", "Epoch 42: loss did not improve from 0.00365\n", "\n", "Epoch 43: loss improved from 0.00365 to 0.00359, saving model to Educational Services_model.h5\n", "\n", "Epoch 44: loss improved from 0.00359 to 0.00358, saving model to Educational Services_model.h5\n", "\n", "Epoch 45: loss improved from 0.00358 to 0.00358, saving model to Educational Services_model.h5\n", "\n", "Epoch 46: loss did not improve from 0.00358\n", "\n", "Epoch 47: loss did not improve from 0.00358\n", "\n", "Epoch 48: loss did not improve from 0.00358\n", "\n", "Epoch 49: loss did not improve from 0.00358\n", "\n", "Epoch 50: loss improved from 0.00358 to 0.00357, saving model to Educational Services_model.h5\n", "\n", "Epoch 51: loss did not improve from 0.00357\n", "\n", "Epoch 52: loss did not improve from 0.00357\n", "\n", "Epoch 53: loss did not improve from 0.00357\n", "\n", "Epoch 54: loss did not improve from 0.00357\n", "\n", "Epoch 55: loss did not improve from 0.00357\n", "\n", "Epoch 56: loss did not improve from 0.00357\n", "\n", "Epoch 57: loss did not improve from 0.00357\n", "\n", "Epoch 58: loss did not improve from 0.00357\n", "\n", "Epoch 59: loss did not improve from 0.00357\n", "\n", "Epoch 60: loss did not improve from 0.00357\n", "\n", "Epoch 61: loss did not improve from 0.00357\n", "\n", "Epoch 62: loss did not improve from 0.00357\n", "\n", "Epoch 63: loss did not improve from 0.00357\n", "\n", "Epoch 64: loss did not improve from 0.00357\n", "\n", "Epoch 65: loss improved from 0.00357 to 0.00354, saving model to Educational Services_model.h5\n", "\n", "Epoch 66: loss did not improve from 0.00354\n", "\n", "Epoch 67: loss did not improve from 0.00354\n", "\n", "Epoch 68: loss did not improve from 0.00354\n", "\n", "Epoch 69: loss did not improve from 0.00354\n", "\n", "Epoch 70: loss improved from 0.00354 to 0.00346, saving model to Educational Services_model.h5\n", "\n", "Epoch 71: loss did not improve from 0.00346\n", "\n", "Epoch 72: loss did not improve from 0.00346\n", "\n", "Epoch 73: loss did not improve from 0.00346\n", "\n", "Epoch 74: loss did not improve from 0.00346\n", "\n", "Epoch 75: loss did not improve from 0.00346\n", "\n", "Epoch 76: loss did not improve from 0.00346\n", "\n", "Epoch 77: loss did not improve from 0.00346\n", "\n", "Epoch 78: loss did not improve from 0.00346\n", "\n", "Epoch 79: loss did not improve from 0.00346\n", "\n", "Epoch 80: loss did not improve from 0.00346\n", "\n", "Epoch 81: loss did not improve from 0.00346\n", "\n", "Epoch 82: loss did not improve from 0.00346\n", "\n", "Epoch 83: loss did not improve from 0.00346\n", "\n", "Epoch 84: loss did not improve from 0.00346\n", "\n", "Epoch 85: loss did not improve from 0.00346\n", "\n", "Epoch 86: loss did not improve from 0.00346\n", "\n", "Epoch 87: loss did not improve from 0.00346\n", "\n", "Epoch 88: loss did not improve from 0.00346\n", "\n", "Epoch 89: loss did not improve from 0.00346\n", "\n", "Epoch 90: loss did not improve from 0.00346\n", "\n", "Epoch 91: loss did not improve from 0.00346\n", "\n", "Epoch 92: loss did not improve from 0.00346\n", "\n", "Epoch 93: loss did not improve from 0.00346\n", "\n", "Epoch 94: loss did not improve from 0.00346\n", "\n", "Epoch 95: loss did not improve from 0.00346\n", "\n", "Epoch 96: loss did not improve from 0.00346\n", "\n", "Epoch 97: loss did not improve from 0.00346\n", "\n", "Epoch 98: loss improved from 0.00346 to 0.00344, saving model to Educational Services_model.h5\n", "\n", "Epoch 99: loss did not improve from 0.00344\n", "\n", "Epoch 100: loss did not improve from 0.00344\n", "\n", "Epoch 1: loss improved from inf to 0.20810, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 2: loss improved from 0.20810 to 0.02713, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 3: loss improved from 0.02713 to 0.00712, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 4: loss improved from 0.00712 to 0.00457, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 5: loss did not improve from 0.00457\n", "\n", "Epoch 6: loss did not improve from 0.00457\n", "\n", "Epoch 7: loss improved from 0.00457 to 0.00451, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 8: loss improved from 0.00451 to 0.00445, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 9: loss improved from 0.00445 to 0.00435, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 10: loss improved from 0.00435 to 0.00411, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 11: loss did not improve from 0.00411\n", "\n", "Epoch 12: loss did not improve from 0.00411\n", "\n", "Epoch 13: loss improved from 0.00411 to 0.00394, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00394\n", "\n", "Epoch 15: loss improved from 0.00394 to 0.00393, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 16: loss did not improve from 0.00393\n", "\n", "Epoch 17: loss improved from 0.00393 to 0.00386, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00386\n", "\n", "Epoch 19: loss improved from 0.00386 to 0.00373, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 20: loss did not improve from 0.00373\n", "\n", "Epoch 21: loss did not improve from 0.00373\n", "\n", "Epoch 22: loss did not improve from 0.00373\n", "\n", "Epoch 23: loss improved from 0.00373 to 0.00362, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 24: loss did not improve from 0.00362\n", "\n", "Epoch 25: loss did not improve from 0.00362\n", "\n", "Epoch 26: loss did not improve from 0.00362\n", "\n", "Epoch 27: loss did not improve from 0.00362\n", "\n", "Epoch 28: loss improved from 0.00362 to 0.00357, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 29: loss did not improve from 0.00357\n", "\n", "Epoch 30: loss improved from 0.00357 to 0.00348, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 31: loss did not improve from 0.00348\n", "\n", "Epoch 32: loss did not improve from 0.00348\n", "\n", "Epoch 33: loss did not improve from 0.00348\n", "\n", "Epoch 34: loss did not improve from 0.00348\n", "\n", "Epoch 35: loss did not improve from 0.00348\n", "\n", "Epoch 36: loss did not improve from 0.00348\n", "\n", "Epoch 37: loss did not improve from 0.00348\n", "\n", "Epoch 38: loss did not improve from 0.00348\n", "\n", "Epoch 39: loss improved from 0.00348 to 0.00347, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 40: loss did not improve from 0.00347\n", "\n", "Epoch 41: loss did not improve from 0.00347\n", "\n", "Epoch 42: loss did not improve from 0.00347\n", "\n", "Epoch 43: loss did not improve from 0.00347\n", "\n", "Epoch 44: loss did not improve from 0.00347\n", "\n", "Epoch 45: loss did not improve from 0.00347\n", "\n", "Epoch 46: loss did not improve from 0.00347\n", "\n", "Epoch 47: loss did not improve from 0.00347\n", "\n", "Epoch 48: loss did not improve from 0.00347\n", "\n", "Epoch 49: loss did not improve from 0.00347\n", "\n", "Epoch 50: loss did not improve from 0.00347\n", "\n", "Epoch 51: loss did not improve from 0.00347\n", "\n", "Epoch 52: loss did not improve from 0.00347\n", "\n", "Epoch 53: loss did not improve from 0.00347\n", "\n", "Epoch 54: loss did not improve from 0.00347\n", "\n", "Epoch 55: loss did not improve from 0.00347\n", "\n", "Epoch 56: loss improved from 0.00347 to 0.00344, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 57: loss did not improve from 0.00344\n", "\n", "Epoch 58: loss did not improve from 0.00344\n", "\n", "Epoch 59: loss did not improve from 0.00344\n", "\n", "Epoch 60: loss did not improve from 0.00344\n", "\n", "Epoch 61: loss did not improve from 0.00344\n", "\n", "Epoch 62: loss did not improve from 0.00344\n", "\n", "Epoch 63: loss did not improve from 0.00344\n", "\n", "Epoch 64: loss improved from 0.00344 to 0.00343, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 65: loss did not improve from 0.00343\n", "\n", "Epoch 66: loss did not improve from 0.00343\n", "\n", "Epoch 67: loss did not improve from 0.00343\n", "\n", "Epoch 68: loss did not improve from 0.00343\n", "\n", "Epoch 69: loss did not improve from 0.00343\n", "\n", "Epoch 70: loss did not improve from 0.00343\n", "\n", "Epoch 71: loss did not improve from 0.00343\n", "\n", "Epoch 72: loss did not improve from 0.00343\n", "\n", "Epoch 73: loss did not improve from 0.00343\n", "\n", "Epoch 74: loss did not improve from 0.00343\n", "\n", "Epoch 75: loss did not improve from 0.00343\n", "\n", "Epoch 76: loss did not improve from 0.00343\n", "\n", "Epoch 77: loss did not improve from 0.00343\n", "\n", "Epoch 78: loss did not improve from 0.00343\n", "\n", "Epoch 79: loss did not improve from 0.00343\n", "\n", "Epoch 80: loss did not improve from 0.00343\n", "\n", "Epoch 81: loss did not improve from 0.00343\n", "\n", "Epoch 82: loss did not improve from 0.00343\n", "\n", "Epoch 83: loss did not improve from 0.00343\n", "\n", "Epoch 84: loss did not improve from 0.00343\n", "\n", "Epoch 85: loss did not improve from 0.00343\n", "\n", "Epoch 86: loss did not improve from 0.00343\n", "\n", "Epoch 87: loss did not improve from 0.00343\n", "\n", "Epoch 88: loss did not improve from 0.00343\n", "\n", "Epoch 89: loss did not improve from 0.00343\n", "\n", "Epoch 90: loss did not improve from 0.00343\n", "\n", "Epoch 91: loss improved from 0.00343 to 0.00340, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 92: loss did not improve from 0.00340\n", "\n", "Epoch 93: loss did not improve from 0.00340\n", "\n", "Epoch 94: loss did not improve from 0.00340\n", "\n", "Epoch 95: loss improved from 0.00340 to 0.00333, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 96: loss did not improve from 0.00333\n", "\n", "Epoch 97: loss did not improve from 0.00333\n", "\n", "Epoch 98: loss did not improve from 0.00333\n", "\n", "Epoch 99: loss did not improve from 0.00333\n", "\n", "Epoch 100: loss did not improve from 0.00333\n", "\n", "Epoch 1: loss improved from inf to 0.13686, saving model to Transportation_model.h5\n", "\n", "Epoch 2: loss improved from 0.13686 to 0.02250, saving model to Transportation_model.h5\n", "\n", "Epoch 3: loss improved from 0.02250 to 0.00543, saving model to Transportation_model.h5\n", "\n", "Epoch 4: loss improved from 0.00543 to 0.00510, saving model to Transportation_model.h5\n", "\n", "Epoch 5: loss improved from 0.00510 to 0.00488, saving model to Transportation_model.h5\n", "\n", "Epoch 6: loss improved from 0.00488 to 0.00453, saving model to Transportation_model.h5\n", "\n", "Epoch 7: loss improved from 0.00453 to 0.00429, saving model to Transportation_model.h5\n", "\n", "Epoch 8: loss improved from 0.00429 to 0.00409, saving model to Transportation_model.h5\n", "\n", "Epoch 9: loss improved from 0.00409 to 0.00391, saving model to Transportation_model.h5\n", "\n", "Epoch 10: loss improved from 0.00391 to 0.00375, saving model to Transportation_model.h5\n", "\n", "Epoch 11: loss did not improve from 0.00375\n", "\n", "Epoch 12: loss improved from 0.00375 to 0.00373, saving model to Transportation_model.h5\n", "\n", "Epoch 13: loss improved from 0.00373 to 0.00363, saving model to Transportation_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00363\n", "\n", "Epoch 15: loss did not improve from 0.00363\n", "\n", "Epoch 16: loss improved from 0.00363 to 0.00357, saving model to Transportation_model.h5\n", "\n", "Epoch 17: loss did not improve from 0.00357\n", "\n", "Epoch 18: loss did not improve from 0.00357\n", "\n", "Epoch 19: loss did not improve from 0.00357\n", "\n", "Epoch 20: loss did not improve from 0.00357\n", "\n", "Epoch 21: loss did not improve from 0.00357\n", "\n", "Epoch 22: loss did not improve from 0.00357\n", "\n", "Epoch 23: loss did not improve from 0.00357\n", "\n", "Epoch 24: loss did not improve from 0.00357\n", "\n", "Epoch 25: loss did not improve from 0.00357\n", "\n", "Epoch 26: loss improved from 0.00357 to 0.00357, saving model to Transportation_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00357\n", "\n", "Epoch 28: loss did not improve from 0.00357\n", "\n", "Epoch 29: loss did not improve from 0.00357\n", "\n", "Epoch 30: loss did not improve from 0.00357\n", "\n", "Epoch 31: loss did not improve from 0.00357\n", "\n", "Epoch 32: loss did not improve from 0.00357\n", "\n", "Epoch 33: loss did not improve from 0.00357\n", "\n", "Epoch 34: loss did not improve from 0.00357\n", "\n", "Epoch 35: loss did not improve from 0.00357\n", "\n", "Epoch 36: loss did not improve from 0.00357\n", "\n", "Epoch 37: loss did not improve from 0.00357\n", "\n", "Epoch 38: loss did not improve from 0.00357\n", "\n", "Epoch 39: loss did not improve from 0.00357\n", "\n", "Epoch 40: loss did not improve from 0.00357\n", "\n", "Epoch 41: loss improved from 0.00357 to 0.00349, saving model to Transportation_model.h5\n", "\n", "Epoch 42: loss did not improve from 0.00349\n", "\n", "Epoch 43: loss did not improve from 0.00349\n", "\n", "Epoch 44: loss did not improve from 0.00349\n", "\n", "Epoch 45: loss did not improve from 0.00349\n", "\n", "Epoch 46: loss did not improve from 0.00349\n", "\n", "Epoch 47: loss did not improve from 0.00349\n", "\n", "Epoch 48: loss improved from 0.00349 to 0.00349, saving model to Transportation_model.h5\n", "\n", "Epoch 49: loss did not improve from 0.00349\n", "\n", "Epoch 50: loss did not improve from 0.00349\n", "\n", "Epoch 51: loss did not improve from 0.00349\n", "\n", "Epoch 52: loss did not improve from 0.00349\n", "\n", "Epoch 53: loss did not improve from 0.00349\n", "\n", "Epoch 54: loss did not improve from 0.00349\n", "\n", "Epoch 55: loss did not improve from 0.00349\n", "\n", "Epoch 56: loss improved from 0.00349 to 0.00348, saving model to Transportation_model.h5\n", "\n", "Epoch 57: loss did not improve from 0.00348\n", "\n", "Epoch 58: loss did not improve from 0.00348\n", "\n", "Epoch 59: loss did not improve from 0.00348\n", "\n", "Epoch 60: loss did not improve from 0.00348\n", "\n", "Epoch 61: loss did not improve from 0.00348\n", "\n", "Epoch 62: loss did not improve from 0.00348\n", "\n", "Epoch 63: loss improved from 0.00348 to 0.00345, saving model to Transportation_model.h5\n", "\n", "Epoch 64: loss did not improve from 0.00345\n", "\n", "Epoch 65: loss did not improve from 0.00345\n", "\n", "Epoch 66: loss did not improve from 0.00345\n", "\n", "Epoch 67: loss did not improve from 0.00345\n", "\n", "Epoch 68: loss did not improve from 0.00345\n", "\n", "Epoch 69: loss did not improve from 0.00345\n", "\n", "Epoch 70: loss did not improve from 0.00345\n", "\n", "Epoch 71: loss did not improve from 0.00345\n", "\n", "Epoch 72: loss did not improve from 0.00345\n", "\n", "Epoch 73: loss did not improve from 0.00345\n", "\n", "Epoch 74: loss did not improve from 0.00345\n", "\n", "Epoch 75: loss improved from 0.00345 to 0.00341, saving model to Transportation_model.h5\n", "\n", "Epoch 76: loss did not improve from 0.00341\n", "\n", "Epoch 77: loss did not improve from 0.00341\n", "\n", "Epoch 78: loss did not improve from 0.00341\n", "\n", "Epoch 79: loss did not improve from 0.00341\n", "\n", "Epoch 80: loss did not improve from 0.00341\n", "\n", "Epoch 81: loss did not improve from 0.00341\n", "\n", "Epoch 82: loss did not improve from 0.00341\n", "\n", "Epoch 83: loss did not improve from 0.00341\n", "\n", "Epoch 84: loss did not improve from 0.00341\n", "\n", "Epoch 85: loss did not improve from 0.00341\n", "\n", "Epoch 86: loss did not improve from 0.00341\n", "\n", "Epoch 87: loss did not improve from 0.00341\n", "\n", "Epoch 88: loss did not improve from 0.00341\n", "\n", "Epoch 89: loss did not improve from 0.00341\n", "\n", "Epoch 90: loss did not improve from 0.00341\n", "\n", "Epoch 91: loss did not improve from 0.00341\n", "\n", "Epoch 92: loss did not improve from 0.00341\n", "\n", "Epoch 93: loss did not improve from 0.00341\n", "\n", "Epoch 94: loss did not improve from 0.00341\n", "\n", "Epoch 95: loss did not improve from 0.00341\n", "\n", "Epoch 96: loss did not improve from 0.00341\n", "\n", "Epoch 97: loss did not improve from 0.00341\n", "\n", "Epoch 98: loss did not improve from 0.00341\n", "\n", "Epoch 99: loss did not improve from 0.00341\n", "\n", "Epoch 100: loss did not improve from 0.00341\n", "\n", "Epoch 1: loss improved from inf to 0.18539, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 2: loss improved from 0.18539 to 0.01678, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 3: loss improved from 0.01678 to 0.00749, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 4: loss improved from 0.00749 to 0.00690, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 5: loss did not improve from 0.00690\n", "\n", "Epoch 6: loss improved from 0.00690 to 0.00626, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 7: loss improved from 0.00626 to 0.00584, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 8: loss improved from 0.00584 to 0.00561, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 9: loss improved from 0.00561 to 0.00530, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 10: loss improved from 0.00530 to 0.00513, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 11: loss did not improve from 0.00513\n", "\n", "Epoch 12: loss improved from 0.00513 to 0.00499, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 13: loss improved from 0.00499 to 0.00487, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 14: loss improved from 0.00487 to 0.00479, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 15: loss did not improve from 0.00479\n", "\n", "Epoch 16: loss did not improve from 0.00479\n", "\n", "Epoch 17: loss did not improve from 0.00479\n", "\n", "Epoch 18: loss improved from 0.00479 to 0.00477, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 19: loss did not improve from 0.00477\n", "\n", "Epoch 20: loss did not improve from 0.00477\n", "\n", "Epoch 21: loss did not improve from 0.00477\n", "\n", "Epoch 22: loss did not improve from 0.00477\n", "\n", "Epoch 23: loss did not improve from 0.00477\n", "\n", "Epoch 24: loss improved from 0.00477 to 0.00469, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 25: loss did not improve from 0.00469\n", "\n", "Epoch 26: loss did not improve from 0.00469\n", "\n", "Epoch 27: loss did not improve from 0.00469\n", "\n", "Epoch 28: loss did not improve from 0.00469\n", "\n", "Epoch 29: loss did not improve from 0.00469\n", "\n", "Epoch 30: loss did not improve from 0.00469\n", "\n", "Epoch 31: loss did not improve from 0.00469\n", "\n", "Epoch 32: loss did not improve from 0.00469\n", "\n", "Epoch 33: loss did not improve from 0.00469\n", "\n", "Epoch 34: loss did not improve from 0.00469\n", "\n", "Epoch 35: loss did not improve from 0.00469\n", "\n", "Epoch 36: loss did not improve from 0.00469\n", "\n", "Epoch 37: loss did not improve from 0.00469\n", "\n", "Epoch 38: loss did not improve from 0.00469\n", "\n", "Epoch 39: loss did not improve from 0.00469\n", "\n", "Epoch 40: loss improved from 0.00469 to 0.00461, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 41: loss did not improve from 0.00461\n", "\n", "Epoch 42: loss did not improve from 0.00461\n", "\n", "Epoch 43: loss did not improve from 0.00461\n", "\n", "Epoch 44: loss improved from 0.00461 to 0.00459, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 45: loss did not improve from 0.00459\n", "\n", "Epoch 46: loss did not improve from 0.00459\n", "\n", "Epoch 47: loss did not improve from 0.00459\n", "\n", "Epoch 48: loss did not improve from 0.00459\n", "\n", "Epoch 49: loss did not improve from 0.00459\n", "\n", "Epoch 50: loss did not improve from 0.00459\n", "\n", "Epoch 51: loss did not improve from 0.00459\n", "\n", "Epoch 52: loss did not improve from 0.00459\n", "\n", "Epoch 53: loss did not improve from 0.00459\n", "\n", "Epoch 54: loss did not improve from 0.00459\n", "\n", "Epoch 55: loss did not improve from 0.00459\n", "\n", "Epoch 56: loss did not improve from 0.00459\n", "\n", "Epoch 57: loss did not improve from 0.00459\n", "\n", "Epoch 58: loss did not improve from 0.00459\n", "\n", "Epoch 59: loss did not improve from 0.00459\n", "\n", "Epoch 60: loss improved from 0.00459 to 0.00456, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 61: loss did not improve from 0.00456\n", "\n", "Epoch 62: loss did not improve from 0.00456\n", "\n", "Epoch 63: loss did not improve from 0.00456\n", "\n", "Epoch 64: loss did not improve from 0.00456\n", "\n", "Epoch 65: loss did not improve from 0.00456\n", "\n", "Epoch 66: loss did not improve from 0.00456\n", "\n", "Epoch 67: loss did not improve from 0.00456\n", "\n", "Epoch 68: loss did not improve from 0.00456\n", "\n", "Epoch 69: loss did not improve from 0.00456\n", "\n", "Epoch 70: loss did not improve from 0.00456\n", "\n", "Epoch 71: loss did not improve from 0.00456\n", "\n", "Epoch 72: loss did not improve from 0.00456\n", "\n", "Epoch 73: loss did not improve from 0.00456\n", "\n", "Epoch 74: loss did not improve from 0.00456\n", "\n", "Epoch 75: loss did not improve from 0.00456\n", "\n", "Epoch 76: loss did not improve from 0.00456\n", "\n", "Epoch 77: loss did not improve from 0.00456\n", "\n", "Epoch 78: loss did not improve from 0.00456\n", "\n", "Epoch 79: loss did not improve from 0.00456\n", "\n", "Epoch 80: loss did not improve from 0.00456\n", "\n", "Epoch 81: loss did not improve from 0.00456\n", "\n", "Epoch 82: loss did not improve from 0.00456\n", "\n", "Epoch 83: loss did not improve from 0.00456\n", "\n", "Epoch 84: loss did not improve from 0.00456\n", "\n", "Epoch 85: loss did not improve from 0.00456\n", "\n", "Epoch 86: loss improved from 0.00456 to 0.00453, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 87: loss did not improve from 0.00453\n", "\n", "Epoch 88: loss did not improve from 0.00453\n", "\n", "Epoch 89: loss did not improve from 0.00453\n", "\n", "Epoch 90: loss did not improve from 0.00453\n", "\n", "Epoch 91: loss improved from 0.00453 to 0.00452, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 92: loss did not improve from 0.00452\n", "\n", "Epoch 93: loss did not improve from 0.00452\n", "\n", "Epoch 94: loss did not improve from 0.00452\n", "\n", "Epoch 95: loss did not improve from 0.00452\n", "\n", "Epoch 96: loss did not improve from 0.00452\n", "\n", "Epoch 97: loss did not improve from 0.00452\n", "\n", "Epoch 98: loss did not improve from 0.00452\n", "\n", "Epoch 99: loss did not improve from 0.00452\n", "\n", "Epoch 100: loss did not improve from 0.00452\n" ] } ], "source": [ "for column in columns:\n", "\n", " Banks_train , Banks_target_train = make_sequences(df[column].values)\n", "\n", " checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(\n", " filepath=str(column) + '_model.h5', # Path to save the best model\n", " monitor='loss', # Metric to monitor for saving the best model\n", " save_best_only=True, # Save only the best model \n", " save_weights_only=False, # Save the entire model, not just the weights\n", " verbose=1\n", " )\n", "\n", " Banks = tf.keras.models.Sequential([\n", " tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(50 , input_shape = (1 , 2) )),\n", " tf.keras.layers.Dense(1)\n", " ])\n", "\n", " Banks.compile(loss = tf.keras.losses.MeanAbsoluteError() , metrics = ['mae'] , optimizer = 'adam')\n", "\n", " Banks.fit(Banks_train , Banks_target_train , \n", " epochs=100, callbacks=[checkpoint_callback] , verbose = 0)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Epoch 1: loss improved from inf to 0.38736, saving model to Banks_model.h5\n", "\n", "Epoch 2: loss improved from 0.38736 to 0.02469, saving model to Banks_model.h5\n", "\n", "Epoch 3: loss improved from 0.02469 to 0.01852, saving model to Banks_model.h5\n", "\n", "Epoch 4: loss improved from 0.01852 to 0.01160, saving model to Banks_model.h5\n", "\n", "Epoch 5: loss improved from 0.01160 to 0.00601, saving model to Banks_model.h5\n", "\n", "Epoch 6: loss improved from 0.00601 to 0.00380, saving model to Banks_model.h5\n", "\n", "Epoch 7: loss improved from 0.00380 to 0.00373, saving model to Banks_model.h5\n", "\n", "Epoch 8: loss improved from 0.00373 to 0.00371, saving model to Banks_model.h5\n", "\n", "Epoch 9: loss did not improve from 0.00371\n", "\n", "Epoch 10: loss did not improve from 0.00371\n", "\n", "Epoch 11: loss did not improve from 0.00371\n", "\n", "Epoch 12: loss did not improve from 0.00371\n", "\n", "Epoch 13: loss did not improve from 0.00371\n", "\n", "Epoch 14: loss did not improve from 0.00371\n", "\n", "Epoch 15: loss did not improve from 0.00371\n", "\n", "Epoch 16: loss did not improve from 0.00371\n", "\n", "Epoch 17: loss did not improve from 0.00371\n", "\n", "Epoch 18: loss did not improve from 0.00371\n", "\n", "Epoch 19: loss did not improve from 0.00371\n", "\n", "Epoch 20: loss did not improve from 0.00371\n", "\n", "Epoch 21: loss did not improve from 0.00371\n", "\n", "Epoch 22: loss did not improve from 0.00371\n", "\n", "Epoch 23: loss improved from 0.00371 to 0.00367, saving model to Banks_model.h5\n", "\n", "Epoch 24: loss did not improve from 0.00367\n", "\n", "Epoch 25: loss improved from 0.00367 to 0.00365, saving model to Banks_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00365\n", "\n", "Epoch 27: loss did not improve from 0.00365\n", "\n", "Epoch 28: loss did not improve from 0.00365\n", "\n", "Epoch 29: loss did not improve from 0.00365\n", "\n", "Epoch 30: loss did not improve from 0.00365\n", "\n", "Epoch 31: loss improved from 0.00365 to 0.00363, saving model to Banks_model.h5\n", "\n", "Epoch 32: loss did not improve from 0.00363\n", "\n", "Epoch 33: loss did not improve from 0.00363\n", "\n", "Epoch 34: loss did not improve from 0.00363\n", "\n", "Epoch 35: loss did not improve from 0.00363\n", "\n", "Epoch 36: loss did not improve from 0.00363\n", "\n", "Epoch 37: loss improved from 0.00363 to 0.00362, saving model to Banks_model.h5\n", "\n", "Epoch 38: loss did not improve from 0.00362\n", "\n", "Epoch 39: loss did not improve from 0.00362\n", "\n", "Epoch 40: loss did not improve from 0.00362\n", "\n", "Epoch 41: loss did not improve from 0.00362\n", "\n", "Epoch 42: loss improved from 0.00362 to 0.00356, saving model to Banks_model.h5\n", "\n", "Epoch 43: loss did not improve from 0.00356\n", "\n", "Epoch 44: loss improved from 0.00356 to 0.00352, saving model to Banks_model.h5\n", "\n", "Epoch 45: loss did not improve from 0.00352\n", "\n", "Epoch 46: loss did not improve from 0.00352\n", "\n", "Epoch 47: loss did not improve from 0.00352\n", "\n", "Epoch 48: loss did not improve from 0.00352\n", "\n", "Epoch 49: loss did not improve from 0.00352\n", "\n", "Epoch 50: loss did not improve from 0.00352\n", "\n", "Epoch 51: loss improved from 0.00352 to 0.00351, saving model to Banks_model.h5\n", "\n", "Epoch 52: loss did not improve from 0.00351\n", "\n", "Epoch 53: loss did not improve from 0.00351\n", "\n", "Epoch 54: loss did not improve from 0.00351\n", "\n", "Epoch 55: loss did not improve from 0.00351\n", "\n", "Epoch 56: loss did not improve from 0.00351\n", "\n", "Epoch 57: loss did not improve from 0.00351\n", "\n", "Epoch 58: loss did not improve from 0.00351\n", "\n", "Epoch 59: loss did not improve from 0.00351\n", "\n", "Epoch 60: loss did not improve from 0.00351\n", "\n", "Epoch 61: loss did not improve from 0.00351\n", "\n", "Epoch 62: loss did not improve from 0.00351\n", "\n", "Epoch 63: loss did not improve from 0.00351\n", "\n", "Epoch 64: loss did not improve from 0.00351\n", "\n", "Epoch 65: loss did not improve from 0.00351\n", "\n", "Epoch 66: loss did not improve from 0.00351\n", "\n", "Epoch 67: loss did not improve from 0.00351\n", "\n", "Epoch 68: loss did not improve from 0.00351\n", "\n", "Epoch 69: loss did not improve from 0.00351\n", "\n", "Epoch 70: loss did not improve from 0.00351\n", "\n", "Epoch 71: loss did not improve from 0.00351\n", "\n", "Epoch 72: loss did not improve from 0.00351\n", "\n", "Epoch 73: loss did not improve from 0.00351\n", "\n", "Epoch 74: loss did not improve from 0.00351\n", "\n", "Epoch 75: loss did not improve from 0.00351\n", "\n", "Epoch 76: loss did not improve from 0.00351\n", "\n", "Epoch 77: loss did not improve from 0.00351\n", "\n", "Epoch 78: loss did not improve from 0.00351\n", "\n", "Epoch 79: loss did not improve from 0.00351\n", "\n", "Epoch 80: loss did not improve from 0.00351\n", "\n", "Epoch 81: loss did not improve from 0.00351\n", "\n", "Epoch 82: loss did not improve from 0.00351\n", "\n", "Epoch 83: loss did not improve from 0.00351\n", "\n", "Epoch 84: loss did not improve from 0.00351\n", "\n", "Epoch 85: loss did not improve from 0.00351\n", "\n", "Epoch 86: loss did not improve from 0.00351\n", "\n", "Epoch 87: loss did not improve from 0.00351\n", "\n", "Epoch 88: loss did not improve from 0.00351\n", "\n", "Epoch 89: loss did not improve from 0.00351\n", "\n", "Epoch 90: loss did not improve from 0.00351\n", "\n", "Epoch 91: loss did not improve from 0.00351\n", "\n", "Epoch 92: loss did not improve from 0.00351\n", "\n", "Epoch 93: loss did not improve from 0.00351\n", "\n", "Epoch 94: loss did not improve from 0.00351\n", "\n", "Epoch 95: loss did not improve from 0.00351\n", "\n", "Epoch 96: loss did not improve from 0.00351\n", "\n", "Epoch 97: loss did not improve from 0.00351\n", "\n", "Epoch 98: loss did not improve from 0.00351\n", "\n", "Epoch 99: loss did not improve from 0.00351\n", "\n", "Epoch 100: loss did not improve from 0.00351\n", "\n", "Epoch 1: loss improved from inf to 0.32732, saving model to Insurance_model.h5\n", "\n", "Epoch 2: loss improved from 0.32732 to 0.01749, saving model to Insurance_model.h5\n", "\n", "Epoch 3: loss improved from 0.01749 to 0.01476, saving model to Insurance_model.h5\n", "\n", "Epoch 4: loss improved from 0.01476 to 0.01189, saving model to Insurance_model.h5\n", "\n", "Epoch 5: loss improved from 0.01189 to 0.00851, saving model to Insurance_model.h5\n", "\n", "Epoch 6: loss improved from 0.00851 to 0.00522, saving model to Insurance_model.h5\n", "\n", "Epoch 7: loss improved from 0.00522 to 0.00361, saving model to Insurance_model.h5\n", "\n", "Epoch 8: loss improved from 0.00361 to 0.00338, saving model to Insurance_model.h5\n", "\n", "Epoch 9: loss did not improve from 0.00338\n", "\n", "Epoch 10: loss did not improve from 0.00338\n", "\n", "Epoch 11: loss did not improve from 0.00338\n", "\n", "Epoch 12: loss did not improve from 0.00338\n", "\n", "Epoch 13: loss did not improve from 0.00338\n", "\n", "Epoch 14: loss did not improve from 0.00338\n", "\n", "Epoch 15: loss did not improve from 0.00338\n", "\n", "Epoch 16: loss improved from 0.00338 to 0.00330, saving model to Insurance_model.h5\n", "\n", "Epoch 17: loss improved from 0.00330 to 0.00324, saving model to Insurance_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00324\n", "\n", "Epoch 19: loss did not improve from 0.00324\n", "\n", "Epoch 20: loss did not improve from 0.00324\n", "\n", "Epoch 21: loss did not improve from 0.00324\n", "\n", "Epoch 22: loss did not improve from 0.00324\n", "\n", "Epoch 23: loss did not improve from 0.00324\n", "\n", "Epoch 24: loss did not improve from 0.00324\n", "\n", "Epoch 25: loss did not improve from 0.00324\n", "\n", "Epoch 26: loss did not improve from 0.00324\n", "\n", "Epoch 27: loss did not improve from 0.00324\n", "\n", "Epoch 28: loss did not improve from 0.00324\n", "\n", "Epoch 29: loss did not improve from 0.00324\n", "\n", "Epoch 30: loss did not improve from 0.00324\n", "\n", "Epoch 31: loss did not improve from 0.00324\n", "\n", "Epoch 32: loss did not improve from 0.00324\n", "\n", "Epoch 33: loss did not improve from 0.00324\n", "\n", "Epoch 34: loss improved from 0.00324 to 0.00323, saving model to Insurance_model.h5\n", "\n", "Epoch 35: loss did not improve from 0.00323\n", "\n", "Epoch 36: loss did not improve from 0.00323\n", "\n", "Epoch 37: loss did not improve from 0.00323\n", "\n", "Epoch 38: loss did not improve from 0.00323\n", "\n", "Epoch 39: loss did not improve from 0.00323\n", "\n", "Epoch 40: loss did not improve from 0.00323\n", "\n", "Epoch 41: loss did not improve from 0.00323\n", "\n", "Epoch 42: loss did not improve from 0.00323\n", "\n", "Epoch 43: loss improved from 0.00323 to 0.00322, saving model to Insurance_model.h5\n", "\n", "Epoch 44: loss did not improve from 0.00322\n", "\n", "Epoch 45: loss did not improve from 0.00322\n", "\n", "Epoch 46: loss did not improve from 0.00322\n", "\n", "Epoch 47: loss did not improve from 0.00322\n", "\n", "Epoch 48: loss did not improve from 0.00322\n", "\n", "Epoch 49: loss did not improve from 0.00322\n", "\n", "Epoch 50: loss did not improve from 0.00322\n", "\n", "Epoch 51: loss improved from 0.00322 to 0.00320, saving model to Insurance_model.h5\n", "\n", "Epoch 52: loss improved from 0.00320 to 0.00316, saving model to Insurance_model.h5\n", "\n", "Epoch 53: loss did not improve from 0.00316\n", "\n", "Epoch 54: loss did not improve from 0.00316\n", "\n", "Epoch 55: loss did not improve from 0.00316\n", "\n", "Epoch 56: loss did not improve from 0.00316\n", "\n", "Epoch 57: loss did not improve from 0.00316\n", "\n", "Epoch 58: loss did not improve from 0.00316\n", "\n", "Epoch 59: loss did not improve from 0.00316\n", "\n", "Epoch 60: loss did not improve from 0.00316\n", "\n", "Epoch 61: loss did not improve from 0.00316\n", "\n", "Epoch 62: loss did not improve from 0.00316\n", "\n", "Epoch 63: loss did not improve from 0.00316\n", "\n", "Epoch 64: loss did not improve from 0.00316\n", "\n", "Epoch 65: loss did not improve from 0.00316\n", "\n", "Epoch 66: loss did not improve from 0.00316\n", "\n", "Epoch 67: loss did not improve from 0.00316\n", "\n", "Epoch 68: loss improved from 0.00316 to 0.00312, saving model to Insurance_model.h5\n", "\n", "Epoch 69: loss did not improve from 0.00312\n", "\n", "Epoch 70: loss did not improve from 0.00312\n", "\n", "Epoch 71: loss did not improve from 0.00312\n", "\n", "Epoch 72: loss did not improve from 0.00312\n", "\n", "Epoch 73: loss did not improve from 0.00312\n", "\n", "Epoch 74: loss did not improve from 0.00312\n", "\n", "Epoch 75: loss did not improve from 0.00312\n", "\n", "Epoch 76: loss did not improve from 0.00312\n", "\n", "Epoch 77: loss did not improve from 0.00312\n", "\n", "Epoch 78: loss did not improve from 0.00312\n", "\n", "Epoch 79: loss did not improve from 0.00312\n", "\n", "Epoch 80: loss did not improve from 0.00312\n", "\n", "Epoch 81: loss did not improve from 0.00312\n", "\n", "Epoch 82: loss did not improve from 0.00312\n", "\n", "Epoch 83: loss did not improve from 0.00312\n", "\n", "Epoch 84: loss did not improve from 0.00312\n", "\n", "Epoch 85: loss did not improve from 0.00312\n", "\n", "Epoch 86: loss did not improve from 0.00312\n", "\n", "Epoch 87: loss did not improve from 0.00312\n", "\n", "Epoch 88: loss did not improve from 0.00312\n", "\n", "Epoch 89: loss did not improve from 0.00312\n", "\n", "Epoch 90: loss did not improve from 0.00312\n", "\n", "Epoch 91: loss did not improve from 0.00312\n", "\n", "Epoch 92: loss did not improve from 0.00312\n", "\n", "Epoch 93: loss did not improve from 0.00312\n", "\n", "Epoch 94: loss improved from 0.00312 to 0.00309, saving model to Insurance_model.h5\n", "\n", "Epoch 95: loss did not improve from 0.00309\n", "\n", "Epoch 96: loss did not improve from 0.00309\n", "\n", "Epoch 97: loss did not improve from 0.00309\n", "\n", "Epoch 98: loss did not improve from 0.00309\n", "\n", "Epoch 99: loss did not improve from 0.00309\n", "\n", "Epoch 100: loss did not improve from 0.00309\n", "\n", "Epoch 1: loss improved from inf to 0.14702, saving model to Financial Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.14702 to 0.03184, saving model to Financial Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.03184 to 0.01284, saving model to Financial Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.01284 to 0.00499, saving model to Financial Services_model.h5\n", "\n", "Epoch 5: loss did not improve from 0.00499\n", "\n", "Epoch 6: loss improved from 0.00499 to 0.00475, saving model to Financial Services_model.h5\n", "\n", "Epoch 7: loss improved from 0.00475 to 0.00451, saving model to Financial Services_model.h5\n", "\n", "Epoch 8: loss improved from 0.00451 to 0.00445, saving model to Financial Services_model.h5\n", "\n", "Epoch 9: loss improved from 0.00445 to 0.00418, saving model to Financial Services_model.h5\n", "\n", "Epoch 10: loss improved from 0.00418 to 0.00402, saving model to Financial Services_model.h5\n", "\n", "Epoch 11: loss improved from 0.00402 to 0.00401, saving model to Financial Services_model.h5\n", "\n", "Epoch 12: loss improved from 0.00401 to 0.00398, saving model to Financial Services_model.h5\n", "\n", "Epoch 13: loss improved from 0.00398 to 0.00387, saving model to Financial Services_model.h5\n", "\n", "Epoch 14: loss improved from 0.00387 to 0.00370, saving model to Financial Services_model.h5\n", "\n", "Epoch 15: loss improved from 0.00370 to 0.00360, saving model to Financial Services_model.h5\n", "\n", "Epoch 16: loss improved from 0.00360 to 0.00359, saving model to Financial Services_model.h5\n", "\n", "Epoch 17: loss improved from 0.00359 to 0.00348, saving model to Financial Services_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00348\n", "\n", "Epoch 19: loss did not improve from 0.00348\n", "\n", "Epoch 20: loss did not improve from 0.00348\n", "\n", "Epoch 21: loss did not improve from 0.00348\n", "\n", "Epoch 22: loss improved from 0.00348 to 0.00335, saving model to Financial Services_model.h5\n", "\n", "Epoch 23: loss did not improve from 0.00335\n", "\n", "Epoch 24: loss did not improve from 0.00335\n", "\n", "Epoch 25: loss improved from 0.00335 to 0.00335, saving model to Financial Services_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00335\n", "\n", "Epoch 27: loss improved from 0.00335 to 0.00334, saving model to Financial Services_model.h5\n", "\n", "Epoch 28: loss did not improve from 0.00334\n", "\n", "Epoch 29: loss did not improve from 0.00334\n", "\n", "Epoch 30: loss did not improve from 0.00334\n", "\n", "Epoch 31: loss did not improve from 0.00334\n", "\n", "Epoch 32: loss did not improve from 0.00334\n", "\n", "Epoch 33: loss did not improve from 0.00334\n", "\n", "Epoch 34: loss did not improve from 0.00334\n", "\n", "Epoch 35: loss did not improve from 0.00334\n", "\n", "Epoch 36: loss did not improve from 0.00334\n", "\n", "Epoch 37: loss improved from 0.00334 to 0.00334, saving model to Financial Services_model.h5\n", "\n", "Epoch 38: loss improved from 0.00334 to 0.00332, saving model to Financial Services_model.h5\n", "\n", "Epoch 39: loss did not improve from 0.00332\n", "\n", "Epoch 40: loss did not improve from 0.00332\n", "\n", "Epoch 41: loss did not improve from 0.00332\n", "\n", "Epoch 42: loss did not improve from 0.00332\n", "\n", "Epoch 43: loss did not improve from 0.00332\n", "\n", "Epoch 44: loss improved from 0.00332 to 0.00327, saving model to Financial Services_model.h5\n", "\n", "Epoch 45: loss did not improve from 0.00327\n", "\n", "Epoch 46: loss did not improve from 0.00327\n", "\n", "Epoch 47: loss did not improve from 0.00327\n", "\n", "Epoch 48: loss did not improve from 0.00327\n", "\n", "Epoch 49: loss did not improve from 0.00327\n", "\n", "Epoch 50: loss did not improve from 0.00327\n", "\n", "Epoch 51: loss did not improve from 0.00327\n", "\n", "Epoch 52: loss did not improve from 0.00327\n", "\n", "Epoch 53: loss did not improve from 0.00327\n", "\n", "Epoch 54: loss did not improve from 0.00327\n", "\n", "Epoch 55: loss did not improve from 0.00327\n", "\n", "Epoch 56: loss did not improve from 0.00327\n", "\n", "Epoch 57: loss did not improve from 0.00327\n", "\n", "Epoch 58: loss did not improve from 0.00327\n", "\n", "Epoch 59: loss did not improve from 0.00327\n", "\n", "Epoch 60: loss improved from 0.00327 to 0.00327, saving model to Financial Services_model.h5\n", "\n", "Epoch 61: loss did not improve from 0.00327\n", "\n", "Epoch 62: loss improved from 0.00327 to 0.00326, saving model to Financial Services_model.h5\n", "\n", "Epoch 63: loss did not improve from 0.00326\n", "\n", "Epoch 64: loss did not improve from 0.00326\n", "\n", "Epoch 65: loss did not improve from 0.00326\n", "\n", "Epoch 66: loss did not improve from 0.00326\n", "\n", "Epoch 67: loss did not improve from 0.00326\n", "\n", "Epoch 68: loss improved from 0.00326 to 0.00322, saving model to Financial Services_model.h5\n", "\n", "Epoch 69: loss did not improve from 0.00322\n", "\n", "Epoch 70: loss did not improve from 0.00322\n", "\n", "Epoch 71: loss did not improve from 0.00322\n", "\n", "Epoch 72: loss did not improve from 0.00322\n", "\n", "Epoch 73: loss did not improve from 0.00322\n", "\n", "Epoch 74: loss did not improve from 0.00322\n", "\n", "Epoch 75: loss did not improve from 0.00322\n", "\n", "Epoch 76: loss did not improve from 0.00322\n", "\n", "Epoch 77: loss did not improve from 0.00322\n", "\n", "Epoch 78: loss did not improve from 0.00322\n", "\n", "Epoch 79: loss did not improve from 0.00322\n", "\n", "Epoch 80: loss did not improve from 0.00322\n", "\n", "Epoch 81: loss did not improve from 0.00322\n", "\n", "Epoch 82: loss did not improve from 0.00322\n", "\n", "Epoch 83: loss did not improve from 0.00322\n", "\n", "Epoch 84: loss did not improve from 0.00322\n", "\n", "Epoch 85: loss did not improve from 0.00322\n", "\n", "Epoch 86: loss did not improve from 0.00322\n", "\n", "Epoch 87: loss did not improve from 0.00322\n", "\n", "Epoch 88: loss did not improve from 0.00322\n", "\n", "Epoch 89: loss did not improve from 0.00322\n", "\n", "Epoch 90: loss did not improve from 0.00322\n", "\n", "Epoch 91: loss did not improve from 0.00322\n", "\n", "Epoch 92: loss did not improve from 0.00322\n", "\n", "Epoch 93: loss improved from 0.00322 to 0.00321, saving model to Financial Services_model.h5\n", "\n", "Epoch 94: loss did not improve from 0.00321\n", "\n", "Epoch 95: loss did not improve from 0.00321\n", "\n", "Epoch 96: loss improved from 0.00321 to 0.00321, saving model to Financial Services_model.h5\n", "\n", "Epoch 97: loss did not improve from 0.00321\n", "\n", "Epoch 98: loss improved from 0.00321 to 0.00320, saving model to Financial Services_model.h5\n", "\n", "Epoch 99: loss improved from 0.00320 to 0.00317, saving model to Financial Services_model.h5\n", "\n", "Epoch 100: loss did not improve from 0.00317\n", "\n", "Epoch 1: loss improved from inf to 0.22001, saving model to Real Estate_model.h5\n", "\n", "Epoch 2: loss improved from 0.22001 to 0.03374, saving model to Real Estate_model.h5\n", "\n", "Epoch 3: loss improved from 0.03374 to 0.02137, saving model to Real Estate_model.h5\n", "\n", "Epoch 4: loss improved from 0.02137 to 0.00829, saving model to Real Estate_model.h5\n", "\n", "Epoch 5: loss improved from 0.00829 to 0.00495, saving model to Real Estate_model.h5\n", "\n", "Epoch 6: loss did not improve from 0.00495\n", "\n", "Epoch 7: loss improved from 0.00495 to 0.00488, saving model to Real Estate_model.h5\n", "\n", "Epoch 8: loss improved from 0.00488 to 0.00488, saving model to Real Estate_model.h5\n", "\n", "Epoch 9: loss did not improve from 0.00488\n", "\n", "Epoch 10: loss did not improve from 0.00488\n", "\n", "Epoch 11: loss did not improve from 0.00488\n", "\n", "Epoch 12: loss improved from 0.00488 to 0.00470, saving model to Real Estate_model.h5\n", "\n", "Epoch 13: loss did not improve from 0.00470\n", "\n", "Epoch 14: loss did not improve from 0.00470\n", "\n", "Epoch 15: loss did not improve from 0.00470\n", "\n", "Epoch 16: loss improved from 0.00470 to 0.00468, saving model to Real Estate_model.h5\n", "\n", "Epoch 17: loss improved from 0.00468 to 0.00462, saving model to Real Estate_model.h5\n", "\n", "Epoch 18: loss did not improve from 0.00462\n", "\n", "Epoch 19: loss did not improve from 0.00462\n", "\n", "Epoch 20: loss improved from 0.00462 to 0.00461, saving model to Real Estate_model.h5\n", "\n", "Epoch 21: loss improved from 0.00461 to 0.00454, saving model to Real Estate_model.h5\n", "\n", "Epoch 22: loss did not improve from 0.00454\n", "\n", "Epoch 23: loss improved from 0.00454 to 0.00445, saving model to Real Estate_model.h5\n", "\n", "Epoch 24: loss did not improve from 0.00445\n", "\n", "Epoch 25: loss did not improve from 0.00445\n", "\n", "Epoch 26: loss did not improve from 0.00445\n", "\n", "Epoch 27: loss did not improve from 0.00445\n", "\n", "Epoch 28: loss did not improve from 0.00445\n", "\n", "Epoch 29: loss did not improve from 0.00445\n", "\n", "Epoch 30: loss did not improve from 0.00445\n", "\n", "Epoch 31: loss did not improve from 0.00445\n", "\n", "Epoch 32: loss improved from 0.00445 to 0.00440, saving model to Real Estate_model.h5\n", "\n", "Epoch 33: loss did not improve from 0.00440\n", "\n", "Epoch 34: loss improved from 0.00440 to 0.00428, saving model to Real Estate_model.h5\n", "\n", "Epoch 35: loss did not improve from 0.00428\n", "\n", "Epoch 36: loss did not improve from 0.00428\n", "\n", "Epoch 37: loss did not improve from 0.00428\n", "\n", "Epoch 38: loss did not improve from 0.00428\n", "\n", "Epoch 39: loss did not improve from 0.00428\n", "\n", "Epoch 40: loss did not improve from 0.00428\n", "\n", "Epoch 41: loss did not improve from 0.00428\n", "\n", "Epoch 42: loss did not improve from 0.00428\n", "\n", "Epoch 43: loss improved from 0.00428 to 0.00424, saving model to Real Estate_model.h5\n", "\n", "Epoch 44: loss did not improve from 0.00424\n", "\n", "Epoch 45: loss did not improve from 0.00424\n", "\n", "Epoch 46: loss did not improve from 0.00424\n", "\n", "Epoch 47: loss did not improve from 0.00424\n", "\n", "Epoch 48: loss did not improve from 0.00424\n", "\n", "Epoch 49: loss did not improve from 0.00424\n", "\n", "Epoch 50: loss did not improve from 0.00424\n", "\n", "Epoch 51: loss did not improve from 0.00424\n", "\n", "Epoch 52: loss did not improve from 0.00424\n", "\n", "Epoch 53: loss improved from 0.00424 to 0.00421, saving model to Real Estate_model.h5\n", "\n", "Epoch 54: loss did not improve from 0.00421\n", "\n", "Epoch 55: loss did not improve from 0.00421\n", "\n", "Epoch 56: loss did not improve from 0.00421\n", "\n", "Epoch 57: loss improved from 0.00421 to 0.00414, saving model to Real Estate_model.h5\n", "\n", "Epoch 58: loss did not improve from 0.00414\n", "\n", "Epoch 59: loss did not improve from 0.00414\n", "\n", "Epoch 60: loss did not improve from 0.00414\n", "\n", "Epoch 61: loss did not improve from 0.00414\n", "\n", "Epoch 62: loss did not improve from 0.00414\n", "\n", "Epoch 63: loss did not improve from 0.00414\n", "\n", "Epoch 64: loss did not improve from 0.00414\n", "\n", "Epoch 65: loss did not improve from 0.00414\n", "\n", "Epoch 66: loss did not improve from 0.00414\n", "\n", "Epoch 67: loss did not improve from 0.00414\n", "\n", "Epoch 68: loss did not improve from 0.00414\n", "\n", "Epoch 69: loss did not improve from 0.00414\n", "\n", "Epoch 70: loss did not improve from 0.00414\n", "\n", "Epoch 71: loss did not improve from 0.00414\n", "\n", "Epoch 72: loss did not improve from 0.00414\n", "\n", "Epoch 73: loss did not improve from 0.00414\n", "\n", "Epoch 74: loss did not improve from 0.00414\n", "\n", "Epoch 75: loss did not improve from 0.00414\n", "\n", "Epoch 76: loss did not improve from 0.00414\n", "\n", "Epoch 77: loss did not improve from 0.00414\n", "\n", "Epoch 78: loss did not improve from 0.00414\n", "\n", "Epoch 79: loss did not improve from 0.00414\n", "\n", "Epoch 80: loss did not improve from 0.00414\n", "\n", "Epoch 81: loss improved from 0.00414 to 0.00413, saving model to Real Estate_model.h5\n", "\n", "Epoch 82: loss did not improve from 0.00413\n", "\n", "Epoch 83: loss did not improve from 0.00413\n", "\n", "Epoch 84: loss did not improve from 0.00413\n", "\n", "Epoch 85: loss did not improve from 0.00413\n", "\n", "Epoch 86: loss did not improve from 0.00413\n", "\n", "Epoch 87: loss improved from 0.00413 to 0.00409, saving model to Real Estate_model.h5\n", "\n", "Epoch 88: loss did not improve from 0.00409\n", "\n", "Epoch 89: loss did not improve from 0.00409\n", "\n", "Epoch 90: loss did not improve from 0.00409\n", "\n", "Epoch 91: loss did not improve from 0.00409\n", "\n", "Epoch 92: loss did not improve from 0.00409\n", "\n", "Epoch 93: loss did not improve from 0.00409\n", "\n", "Epoch 94: loss did not improve from 0.00409\n", "\n", "Epoch 95: loss improved from 0.00409 to 0.00406, saving model to Real Estate_model.h5\n", "\n", "Epoch 96: loss did not improve from 0.00406\n", "\n", "Epoch 97: loss did not improve from 0.00406\n", "\n", "Epoch 98: loss did not improve from 0.00406\n", "\n", "Epoch 99: loss did not improve from 0.00406\n", "\n", "Epoch 100: loss did not improve from 0.00406\n", "\n", "Epoch 1: loss improved from inf to 0.33747, saving model to Financials_model.h5\n", "\n", "Epoch 2: loss improved from 0.33747 to 0.01821, saving model to Financials_model.h5\n", "\n", "Epoch 3: loss improved from 0.01821 to 0.01385, saving model to Financials_model.h5\n", "\n", "Epoch 4: loss improved from 0.01385 to 0.00927, saving model to Financials_model.h5\n", "\n", "Epoch 5: loss improved from 0.00927 to 0.00492, saving model to Financials_model.h5\n", "\n", "Epoch 6: loss improved from 0.00492 to 0.00367, saving model to Financials_model.h5\n", "\n", "Epoch 7: loss did not improve from 0.00367\n", "\n", "Epoch 8: loss did not improve from 0.00367\n", "\n", "Epoch 9: loss improved from 0.00367 to 0.00357, saving model to Financials_model.h5\n", "\n", "Epoch 10: loss did not improve from 0.00357\n", "\n", "Epoch 11: loss improved from 0.00357 to 0.00350, saving model to Financials_model.h5\n", "\n", "Epoch 12: loss did not improve from 0.00350\n", "\n", "Epoch 13: loss did not improve from 0.00350\n", "\n", "Epoch 14: loss did not improve from 0.00350\n", "\n", "Epoch 15: loss did not improve from 0.00350\n", "\n", "Epoch 16: loss did not improve from 0.00350\n", "\n", "Epoch 17: loss did not improve from 0.00350\n", "\n", "Epoch 18: loss did not improve from 0.00350\n", "\n", "Epoch 19: loss did not improve from 0.00350\n", "\n", "Epoch 20: loss did not improve from 0.00350\n", "\n", "Epoch 21: loss did not improve from 0.00350\n", "\n", "Epoch 22: loss did not improve from 0.00350\n", "\n", "Epoch 23: loss did not improve from 0.00350\n", "\n", "Epoch 24: loss did not improve from 0.00350\n", "\n", "Epoch 25: loss did not improve from 0.00350\n", "\n", "Epoch 26: loss did not improve from 0.00350\n", "\n", "Epoch 27: loss did not improve from 0.00350\n", "\n", "Epoch 28: loss did not improve from 0.00350\n", "\n", "Epoch 29: loss did not improve from 0.00350\n", "\n", "Epoch 30: loss did not improve from 0.00350\n", "\n", "Epoch 31: loss did not improve from 0.00350\n", "\n", "Epoch 32: loss did not improve from 0.00350\n", "\n", "Epoch 33: loss did not improve from 0.00350\n", "\n", "Epoch 34: loss did not improve from 0.00350\n", "\n", "Epoch 35: loss did not improve from 0.00350\n", "\n", "Epoch 36: loss did not improve from 0.00350\n", "\n", "Epoch 37: loss did not improve from 0.00350\n", "\n", "Epoch 38: loss did not improve from 0.00350\n", "\n", "Epoch 39: loss improved from 0.00350 to 0.00346, saving model to Financials_model.h5\n", "\n", "Epoch 40: loss did not improve from 0.00346\n", "\n", "Epoch 41: loss did not improve from 0.00346\n", "\n", "Epoch 42: loss did not improve from 0.00346\n", "\n", "Epoch 43: loss improved from 0.00346 to 0.00344, saving model to Financials_model.h5\n", "\n", "Epoch 44: loss improved from 0.00344 to 0.00343, saving model to Financials_model.h5\n", "\n", "Epoch 45: loss did not improve from 0.00343\n", "\n", "Epoch 46: loss did not improve from 0.00343\n", "\n", "Epoch 47: loss did not improve from 0.00343\n", "\n", "Epoch 48: loss did not improve from 0.00343\n", "\n", "Epoch 49: loss did not improve from 0.00343\n", "\n", "Epoch 50: loss did not improve from 0.00343\n", "\n", "Epoch 51: loss did not improve from 0.00343\n", "\n", "Epoch 52: loss did not improve from 0.00343\n", "\n", "Epoch 53: loss did not improve from 0.00343\n", "\n", "Epoch 54: loss did not improve from 0.00343\n", "\n", "Epoch 55: loss did not improve from 0.00343\n", "\n", "Epoch 56: loss did not improve from 0.00343\n", "\n", "Epoch 57: loss did not improve from 0.00343\n", "\n", "Epoch 58: loss did not improve from 0.00343\n", "\n", "Epoch 59: loss did not improve from 0.00343\n", "\n", "Epoch 60: loss did not improve from 0.00343\n", "\n", "Epoch 61: loss did not improve from 0.00343\n", "\n", "Epoch 62: loss did not improve from 0.00343\n", "\n", "Epoch 63: loss did not improve from 0.00343\n", "\n", "Epoch 64: loss did not improve from 0.00343\n", "\n", "Epoch 65: loss did not improve from 0.00343\n", "\n", "Epoch 66: loss did not improve from 0.00343\n", "\n", "Epoch 67: loss did not improve from 0.00343\n", "\n", "Epoch 68: loss did not improve from 0.00343\n", "\n", "Epoch 69: loss did not improve from 0.00343\n", "\n", "Epoch 70: loss did not improve from 0.00343\n", "\n", "Epoch 71: loss did not improve from 0.00343\n", "\n", "Epoch 72: loss did not improve from 0.00343\n", "\n", "Epoch 73: loss did not improve from 0.00343\n", "\n", "Epoch 74: loss did not improve from 0.00343\n", "\n", "Epoch 75: loss did not improve from 0.00343\n", "\n", "Epoch 76: loss did not improve from 0.00343\n", "\n", "Epoch 77: loss did not improve from 0.00343\n", "\n", "Epoch 78: loss did not improve from 0.00343\n", "\n", "Epoch 79: loss did not improve from 0.00343\n", "\n", "Epoch 80: loss did not improve from 0.00343\n", "\n", "Epoch 81: loss did not improve from 0.00343\n", "\n", "Epoch 82: loss improved from 0.00343 to 0.00343, saving model to Financials_model.h5\n", "\n", "Epoch 83: loss did not improve from 0.00343\n", "\n", "Epoch 84: loss did not improve from 0.00343\n", "\n", "Epoch 85: loss did not improve from 0.00343\n", "\n", "Epoch 86: loss did not improve from 0.00343\n", "\n", "Epoch 87: loss improved from 0.00343 to 0.00337, saving model to Financials_model.h5\n", "\n", "Epoch 88: loss did not improve from 0.00337\n", "\n", "Epoch 89: loss did not improve from 0.00337\n", "\n", "Epoch 90: loss did not improve from 0.00337\n", "\n", "Epoch 91: loss improved from 0.00337 to 0.00337, saving model to Financials_model.h5\n", "\n", "Epoch 92: loss did not improve from 0.00337\n", "\n", "Epoch 93: loss did not improve from 0.00337\n", "\n", "Epoch 94: loss did not improve from 0.00337\n", "\n", "Epoch 95: loss did not improve from 0.00337\n", "\n", "Epoch 96: loss did not improve from 0.00337\n", "\n", "Epoch 97: loss did not improve from 0.00337\n", "\n", "Epoch 98: loss did not improve from 0.00337\n", "\n", "Epoch 99: loss did not improve from 0.00337\n", "\n", "Epoch 100: loss did not improve from 0.00337\n", "\n", "Epoch 1: loss improved from inf to 0.33406, saving model to Health Care Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.33406 to 0.01940, saving model to Health Care Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.01940 to 0.01638, saving model to Health Care Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.01638 to 0.01345, saving model to Health Care Services_model.h5\n", "\n", "Epoch 5: loss improved from 0.01345 to 0.01005, saving model to Health Care Services_model.h5\n", "\n", "Epoch 6: loss improved from 0.01005 to 0.00780, saving model to Health Care Services_model.h5\n", "\n", "Epoch 7: loss improved from 0.00780 to 0.00665, saving model to Health Care Services_model.h5\n", "\n", "Epoch 8: loss improved from 0.00665 to 0.00593, saving model to Health Care Services_model.h5\n", "\n", "Epoch 9: loss did not improve from 0.00593\n", "\n", "Epoch 10: loss did not improve from 0.00593\n", "\n", "Epoch 11: loss did not improve from 0.00593\n", "\n", "Epoch 12: loss did not improve from 0.00593\n", "\n", "Epoch 13: loss did not improve from 0.00593\n", "\n", "Epoch 14: loss did not improve from 0.00593\n", "\n", "Epoch 15: loss did not improve from 0.00593\n", "\n", "Epoch 16: loss did not improve from 0.00593\n", "\n", "Epoch 17: loss did not improve from 0.00593\n", "\n", "Epoch 18: loss did not improve from 0.00593\n", "\n", "Epoch 19: loss did not improve from 0.00593\n", "\n", "Epoch 20: loss did not improve from 0.00593\n", "\n", "Epoch 21: loss did not improve from 0.00593\n", "\n", "Epoch 22: loss did not improve from 0.00593\n", "\n", "Epoch 23: loss did not improve from 0.00593\n", "\n", "Epoch 24: loss did not improve from 0.00593\n", "\n", "Epoch 25: loss improved from 0.00593 to 0.00591, saving model to Health Care Services_model.h5\n", "\n", "Epoch 26: loss did not improve from 0.00591\n", "\n", "Epoch 27: loss did not improve from 0.00591\n", "\n", "Epoch 28: loss did not improve from 0.00591\n", "\n", "Epoch 29: loss did not improve from 0.00591\n", "\n", "Epoch 30: loss did not improve from 0.00591\n", "\n", "Epoch 31: loss did not improve from 0.00591\n", "\n", "Epoch 32: loss did not improve from 0.00591\n", "\n", "Epoch 33: loss did not improve from 0.00591\n", "\n", "Epoch 34: loss did not improve from 0.00591\n", "\n", "Epoch 35: loss did not improve from 0.00591\n", "\n", "Epoch 36: loss did not improve from 0.00591\n", "\n", "Epoch 37: loss did not improve from 0.00591\n", "\n", "Epoch 38: loss did not improve from 0.00591\n", "\n", "Epoch 39: loss did not improve from 0.00591\n", "\n", "Epoch 40: loss did not improve from 0.00591\n", "\n", "Epoch 41: loss did not improve from 0.00591\n", "\n", "Epoch 42: loss improved from 0.00591 to 0.00587, saving model to Health Care Services_model.h5\n", "\n", "Epoch 43: loss did not improve from 0.00587\n", "\n", "Epoch 44: loss did not improve from 0.00587\n", "\n", "Epoch 45: loss improved from 0.00587 to 0.00583, saving model to Health Care Services_model.h5\n", "\n", "Epoch 46: loss did not improve from 0.00583\n", "\n", "Epoch 47: loss did not improve from 0.00583\n", "\n", "Epoch 48: loss improved from 0.00583 to 0.00576, saving model to Health Care Services_model.h5\n", "\n", "Epoch 49: loss did not improve from 0.00576\n", "\n", "Epoch 50: loss did not improve from 0.00576\n", "\n", "Epoch 51: loss did not improve from 0.00576\n", "\n", "Epoch 52: loss did not improve from 0.00576\n", "\n", "Epoch 53: loss did not improve from 0.00576\n", "\n", "Epoch 54: loss did not improve from 0.00576\n", "\n", "Epoch 55: loss did not improve from 0.00576\n", "\n", "Epoch 56: loss did not improve from 0.00576\n", "\n", "Epoch 57: loss did not improve from 0.00576\n", "\n", "Epoch 58: loss did not improve from 0.00576\n", "\n", "Epoch 59: loss did not improve from 0.00576\n", "\n", "Epoch 60: loss improved from 0.00576 to 0.00576, saving model to Health Care Services_model.h5\n", "\n", "Epoch 61: loss did not improve from 0.00576\n", "\n", "Epoch 62: loss did not improve from 0.00576\n", "\n", "Epoch 63: loss did not improve from 0.00576\n", "\n", "Epoch 64: loss did not improve from 0.00576\n", "\n", "Epoch 65: loss did not improve from 0.00576\n", "\n", "Epoch 66: loss did not improve from 0.00576\n", "\n", "Epoch 67: loss did not improve from 0.00576\n", "\n", "Epoch 68: loss did not improve from 0.00576\n", "\n", "Epoch 69: loss did not improve from 0.00576\n", "\n", "Epoch 70: loss did not improve from 0.00576\n", "\n", "Epoch 71: loss did not improve from 0.00576\n", "\n", "Epoch 72: loss did not improve from 0.00576\n", "\n", "Epoch 73: loss did not improve from 0.00576\n", "\n", "Epoch 74: loss did not improve from 0.00576\n", "\n", "Epoch 75: loss did not improve from 0.00576\n", "\n", "Epoch 76: loss did not improve from 0.00576\n", "\n", "Epoch 77: loss did not improve from 0.00576\n", "\n", "Epoch 78: loss did not improve from 0.00576\n", "\n", "Epoch 79: loss improved from 0.00576 to 0.00566, saving model to Health Care Services_model.h5\n", "\n", "Epoch 80: loss did not improve from 0.00566\n", "\n", "Epoch 81: loss did not improve from 0.00566\n", "\n", "Epoch 82: loss did not improve from 0.00566\n", "\n", "Epoch 83: loss did not improve from 0.00566\n", "\n", "Epoch 84: loss did not improve from 0.00566\n", "\n", "Epoch 85: loss did not improve from 0.00566\n", "\n", "Epoch 86: loss did not improve from 0.00566\n", "\n", "Epoch 87: loss did not improve from 0.00566\n", "\n", "Epoch 88: loss improved from 0.00566 to 0.00565, saving model to Health Care Services_model.h5\n", "\n", "Epoch 89: loss did not improve from 0.00565\n", "\n", "Epoch 90: loss did not improve from 0.00565\n", "\n", "Epoch 91: loss did not improve from 0.00565\n", "\n", "Epoch 92: loss did not improve from 0.00565\n", "\n", "Epoch 93: loss did not improve from 0.00565\n", "\n", "Epoch 94: loss did not improve from 0.00565\n", "\n", "Epoch 95: loss improved from 0.00565 to 0.00562, saving model to Health Care Services_model.h5\n", "\n", "Epoch 96: loss did not improve from 0.00562\n", "\n", "Epoch 97: loss did not improve from 0.00562\n", "\n", "Epoch 98: loss did not improve from 0.00562\n", "\n", "Epoch 99: loss did not improve from 0.00562\n", "\n", "Epoch 100: loss did not improve from 0.00562\n", "\n", "Epoch 1: loss improved from inf to 0.30406, saving model to Educational Services_model.h5\n", "\n", "Epoch 2: loss improved from 0.30406 to 0.03622, saving model to Educational Services_model.h5\n", "\n", "Epoch 3: loss improved from 0.03622 to 0.01535, saving model to Educational Services_model.h5\n", "\n", "Epoch 4: loss improved from 0.01535 to 0.00463, saving model to Educational Services_model.h5\n", "\n", "Epoch 5: loss improved from 0.00463 to 0.00463, saving model to Educational Services_model.h5\n", "\n", "Epoch 6: loss did not improve from 0.00463\n", "\n", "Epoch 7: loss improved from 0.00463 to 0.00454, saving model to Educational Services_model.h5\n", "\n", "Epoch 8: loss improved from 0.00454 to 0.00452, saving model to Educational Services_model.h5\n", "\n", "Epoch 9: loss improved from 0.00452 to 0.00441, saving model to Educational Services_model.h5\n", "\n", "Epoch 10: loss did not improve from 0.00441\n", "\n", "Epoch 11: loss did not improve from 0.00441\n", "\n", "Epoch 12: loss did not improve from 0.00441\n", "\n", "Epoch 13: loss improved from 0.00441 to 0.00423, saving model to Educational Services_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00423\n", "\n", "Epoch 15: loss did not improve from 0.00423\n", "\n", "Epoch 16: loss did not improve from 0.00423\n", "\n", "Epoch 17: loss did not improve from 0.00423\n", "\n", "Epoch 18: loss did not improve from 0.00423\n", "\n", "Epoch 19: loss improved from 0.00423 to 0.00412, saving model to Educational Services_model.h5\n", "\n", "Epoch 20: loss did not improve from 0.00412\n", "\n", "Epoch 21: loss did not improve from 0.00412\n", "\n", "Epoch 22: loss did not improve from 0.00412\n", "\n", "Epoch 23: loss improved from 0.00412 to 0.00399, saving model to Educational Services_model.h5\n", "\n", "Epoch 24: loss did not improve from 0.00399\n", "\n", "Epoch 25: loss did not improve from 0.00399\n", "\n", "Epoch 26: loss improved from 0.00399 to 0.00399, saving model to Educational Services_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00399\n", "\n", "Epoch 28: loss improved from 0.00399 to 0.00396, saving model to Educational Services_model.h5\n", "\n", "Epoch 29: loss did not improve from 0.00396\n", "\n", "Epoch 30: loss did not improve from 0.00396\n", "\n", "Epoch 31: loss did not improve from 0.00396\n", "\n", "Epoch 32: loss did not improve from 0.00396\n", "\n", "Epoch 33: loss did not improve from 0.00396\n", "\n", "Epoch 34: loss improved from 0.00396 to 0.00386, saving model to Educational Services_model.h5\n", "\n", "Epoch 35: loss improved from 0.00386 to 0.00385, saving model to Educational Services_model.h5\n", "\n", "Epoch 36: loss did not improve from 0.00385\n", "\n", "Epoch 37: loss did not improve from 0.00385\n", "\n", "Epoch 38: loss improved from 0.00385 to 0.00374, saving model to Educational Services_model.h5\n", "\n", "Epoch 39: loss did not improve from 0.00374\n", "\n", "Epoch 40: loss did not improve from 0.00374\n", "\n", "Epoch 41: loss did not improve from 0.00374\n", "\n", "Epoch 42: loss improved from 0.00374 to 0.00366, saving model to Educational Services_model.h5\n", "\n", "Epoch 43: loss did not improve from 0.00366\n", "\n", "Epoch 44: loss did not improve from 0.00366\n", "\n", "Epoch 45: loss did not improve from 0.00366\n", "\n", "Epoch 46: loss did not improve from 0.00366\n", "\n", "Epoch 47: loss did not improve from 0.00366\n", "\n", "Epoch 48: loss did not improve from 0.00366\n", "\n", "Epoch 49: loss did not improve from 0.00366\n", "\n", "Epoch 50: loss did not improve from 0.00366\n", "\n", "Epoch 51: loss did not improve from 0.00366\n", "\n", "Epoch 52: loss did not improve from 0.00366\n", "\n", "Epoch 53: loss did not improve from 0.00366\n", "\n", "Epoch 54: loss did not improve from 0.00366\n", "\n", "Epoch 55: loss did not improve from 0.00366\n", "\n", "Epoch 56: loss did not improve from 0.00366\n", "\n", "Epoch 57: loss did not improve from 0.00366\n", "\n", "Epoch 58: loss did not improve from 0.00366\n", "\n", "Epoch 59: loss improved from 0.00366 to 0.00360, saving model to Educational Services_model.h5\n", "\n", "Epoch 60: loss did not improve from 0.00360\n", "\n", "Epoch 61: loss did not improve from 0.00360\n", "\n", "Epoch 62: loss improved from 0.00360 to 0.00357, saving model to Educational Services_model.h5\n", "\n", "Epoch 63: loss did not improve from 0.00357\n", "\n", "Epoch 64: loss did not improve from 0.00357\n", "\n", "Epoch 65: loss did not improve from 0.00357\n", "\n", "Epoch 66: loss did not improve from 0.00357\n", "\n", "Epoch 67: loss did not improve from 0.00357\n", "\n", "Epoch 68: loss did not improve from 0.00357\n", "\n", "Epoch 69: loss did not improve from 0.00357\n", "\n", "Epoch 70: loss did not improve from 0.00357\n", "\n", "Epoch 71: loss did not improve from 0.00357\n", "\n", "Epoch 72: loss did not improve from 0.00357\n", "\n", "Epoch 73: loss did not improve from 0.00357\n", "\n", "Epoch 74: loss improved from 0.00357 to 0.00354, saving model to Educational Services_model.h5\n", "\n", "Epoch 75: loss did not improve from 0.00354\n", "\n", "Epoch 76: loss did not improve from 0.00354\n", "\n", "Epoch 77: loss did not improve from 0.00354\n", "\n", "Epoch 78: loss did not improve from 0.00354\n", "\n", "Epoch 79: loss did not improve from 0.00354\n", "\n", "Epoch 80: loss did not improve from 0.00354\n", "\n", "Epoch 81: loss did not improve from 0.00354\n", "\n", "Epoch 82: loss did not improve from 0.00354\n", "\n", "Epoch 83: loss did not improve from 0.00354\n", "\n", "Epoch 84: loss did not improve from 0.00354\n", "\n", "Epoch 85: loss improved from 0.00354 to 0.00352, saving model to Educational Services_model.h5\n", "\n", "Epoch 86: loss did not improve from 0.00352\n", "\n", "Epoch 87: loss did not improve from 0.00352\n", "\n", "Epoch 88: loss improved from 0.00352 to 0.00347, saving model to Educational Services_model.h5\n", "\n", "Epoch 89: loss did not improve from 0.00347\n", "\n", "Epoch 90: loss did not improve from 0.00347\n", "\n", "Epoch 91: loss did not improve from 0.00347\n", "\n", "Epoch 92: loss did not improve from 0.00347\n", "\n", "Epoch 93: loss did not improve from 0.00347\n", "\n", "Epoch 94: loss did not improve from 0.00347\n", "\n", "Epoch 95: loss did not improve from 0.00347\n", "\n", "Epoch 96: loss did not improve from 0.00347\n", "\n", "Epoch 97: loss did not improve from 0.00347\n", "\n", "Epoch 98: loss did not improve from 0.00347\n", "\n", "Epoch 99: loss improved from 0.00347 to 0.00347, saving model to Educational Services_model.h5\n", "\n", "Epoch 100: loss did not improve from 0.00347\n", "\n", "Epoch 1: loss improved from inf to 0.24643, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 2: loss improved from 0.24643 to 0.03379, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 3: loss improved from 0.03379 to 0.01457, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 4: loss improved from 0.01457 to 0.00498, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 5: loss improved from 0.00498 to 0.00497, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 6: loss improved from 0.00497 to 0.00478, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 7: loss did not improve from 0.00478\n", "\n", "Epoch 8: loss did not improve from 0.00478\n", "\n", "Epoch 9: loss did not improve from 0.00478\n", "\n", "Epoch 10: loss improved from 0.00478 to 0.00449, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 11: loss did not improve from 0.00449\n", "\n", "Epoch 12: loss did not improve from 0.00449\n", "\n", "Epoch 13: loss improved from 0.00449 to 0.00423, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 14: loss did not improve from 0.00423\n", "\n", "Epoch 15: loss improved from 0.00423 to 0.00419, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 16: loss did not improve from 0.00419\n", "\n", "Epoch 17: loss improved from 0.00419 to 0.00418, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 18: loss improved from 0.00418 to 0.00396, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 19: loss did not improve from 0.00396\n", "\n", "Epoch 20: loss improved from 0.00396 to 0.00394, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 21: loss improved from 0.00394 to 0.00385, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 22: loss did not improve from 0.00385\n", "\n", "Epoch 23: loss did not improve from 0.00385\n", "\n", "Epoch 24: loss did not improve from 0.00385\n", "\n", "Epoch 25: loss improved from 0.00385 to 0.00383, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 26: loss improved from 0.00383 to 0.00380, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00380\n", "\n", "Epoch 28: loss improved from 0.00380 to 0.00372, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 29: loss improved from 0.00372 to 0.00363, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 30: loss did not improve from 0.00363\n", "\n", "Epoch 31: loss did not improve from 0.00363\n", "\n", "Epoch 32: loss improved from 0.00363 to 0.00362, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 33: loss improved from 0.00362 to 0.00362, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 34: loss did not improve from 0.00362\n", "\n", "Epoch 35: loss improved from 0.00362 to 0.00358, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 36: loss did not improve from 0.00358\n", "\n", "Epoch 37: loss did not improve from 0.00358\n", "\n", "Epoch 38: loss did not improve from 0.00358\n", "\n", "Epoch 39: loss did not improve from 0.00358\n", "\n", "Epoch 40: loss improved from 0.00358 to 0.00353, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 41: loss did not improve from 0.00353\n", "\n", "Epoch 42: loss improved from 0.00353 to 0.00347, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 43: loss did not improve from 0.00347\n", "\n", "Epoch 44: loss did not improve from 0.00347\n", "\n", "Epoch 45: loss did not improve from 0.00347\n", "\n", "Epoch 46: loss did not improve from 0.00347\n", "\n", "Epoch 47: loss did not improve from 0.00347\n", "\n", "Epoch 48: loss did not improve from 0.00347\n", "\n", "Epoch 49: loss did not improve from 0.00347\n", "\n", "Epoch 50: loss improved from 0.00347 to 0.00343, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 51: loss did not improve from 0.00343\n", "\n", "Epoch 52: loss did not improve from 0.00343\n", "\n", "Epoch 53: loss did not improve from 0.00343\n", "\n", "Epoch 54: loss did not improve from 0.00343\n", "\n", "Epoch 55: loss did not improve from 0.00343\n", "\n", "Epoch 56: loss did not improve from 0.00343\n", "\n", "Epoch 57: loss improved from 0.00343 to 0.00339, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 58: loss did not improve from 0.00339\n", "\n", "Epoch 59: loss did not improve from 0.00339\n", "\n", "Epoch 60: loss did not improve from 0.00339\n", "\n", "Epoch 61: loss did not improve from 0.00339\n", "\n", "Epoch 62: loss did not improve from 0.00339\n", "\n", "Epoch 63: loss did not improve from 0.00339\n", "\n", "Epoch 64: loss did not improve from 0.00339\n", "\n", "Epoch 65: loss did not improve from 0.00339\n", "\n", "Epoch 66: loss did not improve from 0.00339\n", "\n", "Epoch 67: loss did not improve from 0.00339\n", "\n", "Epoch 68: loss did not improve from 0.00339\n", "\n", "Epoch 69: loss did not improve from 0.00339\n", "\n", "Epoch 70: loss did not improve from 0.00339\n", "\n", "Epoch 71: loss did not improve from 0.00339\n", "\n", "Epoch 72: loss did not improve from 0.00339\n", "\n", "Epoch 73: loss did not improve from 0.00339\n", "\n", "Epoch 74: loss did not improve from 0.00339\n", "\n", "Epoch 75: loss did not improve from 0.00339\n", "\n", "Epoch 76: loss did not improve from 0.00339\n", "\n", "Epoch 77: loss did not improve from 0.00339\n", "\n", "Epoch 78: loss did not improve from 0.00339\n", "\n", "Epoch 79: loss improved from 0.00339 to 0.00338, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 80: loss did not improve from 0.00338\n", "\n", "Epoch 81: loss improved from 0.00338 to 0.00335, saving model to Hotels and Tourism_model.h5\n", "\n", "Epoch 82: loss did not improve from 0.00335\n", "\n", "Epoch 83: loss did not improve from 0.00335\n", "\n", "Epoch 84: loss did not improve from 0.00335\n", "\n", "Epoch 85: loss did not improve from 0.00335\n", "\n", "Epoch 86: loss did not improve from 0.00335\n", "\n", "Epoch 87: loss did not improve from 0.00335\n", "\n", "Epoch 88: loss did not improve from 0.00335\n", "\n", "Epoch 89: loss did not improve from 0.00335\n", "\n", "Epoch 90: loss did not improve from 0.00335\n", "\n", "Epoch 91: loss did not improve from 0.00335\n", "\n", "Epoch 92: loss did not improve from 0.00335\n", "\n", "Epoch 93: loss did not improve from 0.00335\n", "\n", "Epoch 94: loss did not improve from 0.00335\n", "\n", "Epoch 95: loss did not improve from 0.00335\n", "\n", "Epoch 96: loss did not improve from 0.00335\n", "\n", "Epoch 97: loss did not improve from 0.00335\n", "\n", "Epoch 98: loss did not improve from 0.00335\n", "\n", "Epoch 99: loss did not improve from 0.00335\n", "\n", "Epoch 100: loss did not improve from 0.00335\n", "\n", "Epoch 1: loss improved from inf to 0.16030, saving model to Transportation_model.h5\n", "\n", "Epoch 2: loss improved from 0.16030 to 0.03618, saving model to Transportation_model.h5\n", "\n", "Epoch 3: loss improved from 0.03618 to 0.00828, saving model to Transportation_model.h5\n", "\n", "Epoch 4: loss improved from 0.00828 to 0.00591, saving model to Transportation_model.h5\n", "\n", "Epoch 5: loss improved from 0.00591 to 0.00545, saving model to Transportation_model.h5\n", "\n", "Epoch 6: loss improved from 0.00545 to 0.00523, saving model to Transportation_model.h5\n", "\n", "Epoch 7: loss improved from 0.00523 to 0.00495, saving model to Transportation_model.h5\n", "\n", "Epoch 8: loss improved from 0.00495 to 0.00460, saving model to Transportation_model.h5\n", "\n", "Epoch 9: loss improved from 0.00460 to 0.00437, saving model to Transportation_model.h5\n", "\n", "Epoch 10: loss improved from 0.00437 to 0.00408, saving model to Transportation_model.h5\n", "\n", "Epoch 11: loss did not improve from 0.00408\n", "\n", "Epoch 12: loss improved from 0.00408 to 0.00396, saving model to Transportation_model.h5\n", "\n", "Epoch 13: loss improved from 0.00396 to 0.00382, saving model to Transportation_model.h5\n", "\n", "Epoch 14: loss improved from 0.00382 to 0.00371, saving model to Transportation_model.h5\n", "\n", "Epoch 15: loss improved from 0.00371 to 0.00358, saving model to Transportation_model.h5\n", "\n", "Epoch 16: loss did not improve from 0.00358\n", "\n", "Epoch 17: loss did not improve from 0.00358\n", "\n", "Epoch 18: loss improved from 0.00358 to 0.00355, saving model to Transportation_model.h5\n", "\n", "Epoch 19: loss did not improve from 0.00355\n", "\n", "Epoch 20: loss did not improve from 0.00355\n", "\n", "Epoch 21: loss did not improve from 0.00355\n", "\n", "Epoch 22: loss did not improve from 0.00355\n", "\n", "Epoch 23: loss did not improve from 0.00355\n", "\n", "Epoch 24: loss improved from 0.00355 to 0.00353, saving model to Transportation_model.h5\n", "\n", "Epoch 25: loss did not improve from 0.00353\n", "\n", "Epoch 26: loss did not improve from 0.00353\n", "\n", "Epoch 27: loss improved from 0.00353 to 0.00353, saving model to Transportation_model.h5\n", "\n", "Epoch 28: loss did not improve from 0.00353\n", "\n", "Epoch 29: loss improved from 0.00353 to 0.00351, saving model to Transportation_model.h5\n", "\n", "Epoch 30: loss improved from 0.00351 to 0.00344, saving model to Transportation_model.h5\n", "\n", "Epoch 31: loss did not improve from 0.00344\n", "\n", "Epoch 32: loss did not improve from 0.00344\n", "\n", "Epoch 33: loss did not improve from 0.00344\n", "\n", "Epoch 34: loss did not improve from 0.00344\n", "\n", "Epoch 35: loss did not improve from 0.00344\n", "\n", "Epoch 36: loss did not improve from 0.00344\n", "\n", "Epoch 37: loss did not improve from 0.00344\n", "\n", "Epoch 38: loss did not improve from 0.00344\n", "\n", "Epoch 39: loss did not improve from 0.00344\n", "\n", "Epoch 40: loss did not improve from 0.00344\n", "\n", "Epoch 41: loss did not improve from 0.00344\n", "\n", "Epoch 42: loss did not improve from 0.00344\n", "\n", "Epoch 43: loss did not improve from 0.00344\n", "\n", "Epoch 44: loss did not improve from 0.00344\n", "\n", "Epoch 45: loss did not improve from 0.00344\n", "\n", "Epoch 46: loss did not improve from 0.00344\n", "\n", "Epoch 47: loss did not improve from 0.00344\n", "\n", "Epoch 48: loss did not improve from 0.00344\n", "\n", "Epoch 49: loss did not improve from 0.00344\n", "\n", "Epoch 50: loss did not improve from 0.00344\n", "\n", "Epoch 51: loss did not improve from 0.00344\n", "\n", "Epoch 52: loss improved from 0.00344 to 0.00343, saving model to Transportation_model.h5\n", "\n", "Epoch 53: loss did not improve from 0.00343\n", "\n", "Epoch 54: loss did not improve from 0.00343\n", "\n", "Epoch 55: loss did not improve from 0.00343\n", "\n", "Epoch 56: loss did not improve from 0.00343\n", "\n", "Epoch 57: loss improved from 0.00343 to 0.00343, saving model to Transportation_model.h5\n", "\n", "Epoch 58: loss did not improve from 0.00343\n", "\n", "Epoch 59: loss did not improve from 0.00343\n", "\n", "Epoch 60: loss did not improve from 0.00343\n", "\n", "Epoch 61: loss did not improve from 0.00343\n", "\n", "Epoch 62: loss did not improve from 0.00343\n", "\n", "Epoch 63: loss did not improve from 0.00343\n", "\n", "Epoch 64: loss did not improve from 0.00343\n", "\n", "Epoch 65: loss did not improve from 0.00343\n", "\n", "Epoch 66: loss did not improve from 0.00343\n", "\n", "Epoch 67: loss did not improve from 0.00343\n", "\n", "Epoch 68: loss did not improve from 0.00343\n", "\n", "Epoch 69: loss improved from 0.00343 to 0.00339, saving model to Transportation_model.h5\n", "\n", "Epoch 70: loss did not improve from 0.00339\n", "\n", "Epoch 71: loss did not improve from 0.00339\n", "\n", "Epoch 72: loss did not improve from 0.00339\n", "\n", "Epoch 73: loss did not improve from 0.00339\n", "\n", "Epoch 74: loss did not improve from 0.00339\n", "\n", "Epoch 75: loss did not improve from 0.00339\n", "\n", "Epoch 76: loss did not improve from 0.00339\n", "\n", "Epoch 77: loss did not improve from 0.00339\n", "\n", "Epoch 78: loss did not improve from 0.00339\n", "\n", "Epoch 79: loss did not improve from 0.00339\n", "\n", "Epoch 80: loss did not improve from 0.00339\n", "\n", "Epoch 81: loss did not improve from 0.00339\n", "\n", "Epoch 82: loss did not improve from 0.00339\n", "\n", "Epoch 83: loss did not improve from 0.00339\n", "\n", "Epoch 84: loss did not improve from 0.00339\n", "\n", "Epoch 85: loss did not improve from 0.00339\n", "\n", "Epoch 86: loss did not improve from 0.00339\n", "\n", "Epoch 87: loss did not improve from 0.00339\n", "\n", "Epoch 88: loss did not improve from 0.00339\n", "\n", "Epoch 89: loss did not improve from 0.00339\n", "\n", "Epoch 90: loss did not improve from 0.00339\n", "\n", "Epoch 91: loss did not improve from 0.00339\n", "\n", "Epoch 92: loss did not improve from 0.00339\n", "\n", "Epoch 93: loss did not improve from 0.00339\n", "\n", "Epoch 94: loss did not improve from 0.00339\n", "\n", "Epoch 95: loss did not improve from 0.00339\n", "\n", "Epoch 96: loss did not improve from 0.00339\n", "\n", "Epoch 97: loss did not improve from 0.00339\n", "\n", "Epoch 98: loss did not improve from 0.00339\n", "\n", "Epoch 99: loss improved from 0.00339 to 0.00338, saving model to Transportation_model.h5\n", "\n", "Epoch 100: loss did not improve from 0.00338\n", "\n", "Epoch 1: loss improved from inf to 0.23672, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 2: loss improved from 0.23672 to 0.04184, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 3: loss improved from 0.04184 to 0.00780, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 4: loss improved from 0.00780 to 0.00707, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 5: loss improved from 0.00707 to 0.00665, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 6: loss improved from 0.00665 to 0.00627, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 7: loss improved from 0.00627 to 0.00575, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 8: loss improved from 0.00575 to 0.00530, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 9: loss improved from 0.00530 to 0.00509, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 10: loss improved from 0.00509 to 0.00506, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 11: loss improved from 0.00506 to 0.00504, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 12: loss improved from 0.00504 to 0.00495, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 13: loss improved from 0.00495 to 0.00481, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 14: loss improved from 0.00481 to 0.00479, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 15: loss did not improve from 0.00479\n", "\n", "Epoch 16: loss improved from 0.00479 to 0.00472, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 17: loss did not improve from 0.00472\n", "\n", "Epoch 18: loss did not improve from 0.00472\n", "\n", "Epoch 19: loss did not improve from 0.00472\n", "\n", "Epoch 20: loss did not improve from 0.00472\n", "\n", "Epoch 21: loss did not improve from 0.00472\n", "\n", "Epoch 22: loss did not improve from 0.00472\n", "\n", "Epoch 23: loss did not improve from 0.00472\n", "\n", "Epoch 24: loss did not improve from 0.00472\n", "\n", "Epoch 25: loss did not improve from 0.00472\n", "\n", "Epoch 26: loss improved from 0.00472 to 0.00470, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 27: loss did not improve from 0.00470\n", "\n", "Epoch 28: loss improved from 0.00470 to 0.00466, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 29: loss did not improve from 0.00466\n", "\n", "Epoch 30: loss did not improve from 0.00466\n", "\n", "Epoch 31: loss did not improve from 0.00466\n", "\n", "Epoch 32: loss did not improve from 0.00466\n", "\n", "Epoch 33: loss did not improve from 0.00466\n", "\n", "Epoch 34: loss did not improve from 0.00466\n", "\n", "Epoch 35: loss did not improve from 0.00466\n", "\n", "Epoch 36: loss did not improve from 0.00466\n", "\n", "Epoch 37: loss improved from 0.00466 to 0.00465, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 38: loss did not improve from 0.00465\n", "\n", "Epoch 39: loss did not improve from 0.00465\n", "\n", "Epoch 40: loss improved from 0.00465 to 0.00464, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 41: loss did not improve from 0.00464\n", "\n", "Epoch 42: loss did not improve from 0.00464\n", "\n", "Epoch 43: loss improved from 0.00464 to 0.00460, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 44: loss did not improve from 0.00460\n", "\n", "Epoch 45: loss did not improve from 0.00460\n", "\n", "Epoch 46: loss did not improve from 0.00460\n", "\n", "Epoch 47: loss did not improve from 0.00460\n", "\n", "Epoch 48: loss improved from 0.00460 to 0.00454, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 49: loss did not improve from 0.00454\n", "\n", "Epoch 50: loss did not improve from 0.00454\n", "\n", "Epoch 51: loss improved from 0.00454 to 0.00453, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 52: loss did not improve from 0.00453\n", "\n", "Epoch 53: loss did not improve from 0.00453\n", "\n", "Epoch 54: loss did not improve from 0.00453\n", "\n", "Epoch 55: loss did not improve from 0.00453\n", "\n", "Epoch 56: loss did not improve from 0.00453\n", "\n", "Epoch 57: loss did not improve from 0.00453\n", "\n", "Epoch 58: loss did not improve from 0.00453\n", "\n", "Epoch 59: loss did not improve from 0.00453\n", "\n", "Epoch 60: loss did not improve from 0.00453\n", "\n", "Epoch 61: loss did not improve from 0.00453\n", "\n", "Epoch 62: loss did not improve from 0.00453\n", "\n", "Epoch 63: loss did not improve from 0.00453\n", "\n", "Epoch 64: loss did not improve from 0.00453\n", "\n", "Epoch 65: loss did not improve from 0.00453\n", "\n", "Epoch 66: loss did not improve from 0.00453\n", "\n", "Epoch 67: loss did not improve from 0.00453\n", "\n", "Epoch 68: loss did not improve from 0.00453\n", "\n", "Epoch 69: loss did not improve from 0.00453\n", "\n", "Epoch 70: loss did not improve from 0.00453\n", "\n", "Epoch 71: loss did not improve from 0.00453\n", "\n", "Epoch 72: loss did not improve from 0.00453\n", "\n", "Epoch 73: loss did not improve from 0.00453\n", "\n", "Epoch 74: loss did not improve from 0.00453\n", "\n", "Epoch 75: loss did not improve from 0.00453\n", "\n", "Epoch 76: loss did not improve from 0.00453\n", "\n", "Epoch 77: loss improved from 0.00453 to 0.00452, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 78: loss did not improve from 0.00452\n", "\n", "Epoch 79: loss did not improve from 0.00452\n", "\n", "Epoch 80: loss improved from 0.00452 to 0.00451, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 81: loss did not improve from 0.00451\n", "\n", "Epoch 82: loss did not improve from 0.00451\n", "\n", "Epoch 83: loss did not improve from 0.00451\n", "\n", "Epoch 84: loss did not improve from 0.00451\n", "\n", "Epoch 85: loss did not improve from 0.00451\n", "\n", "Epoch 86: loss did not improve from 0.00451\n", "\n", "Epoch 87: loss did not improve from 0.00451\n", "\n", "Epoch 88: loss did not improve from 0.00451\n", "\n", "Epoch 89: loss did not improve from 0.00451\n", "\n", "Epoch 90: loss did not improve from 0.00451\n", "\n", "Epoch 91: loss improved from 0.00451 to 0.00450, saving model to Technology and Communications_model.h5\n", "\n", "Epoch 92: loss did not improve from 0.00450\n", "\n", "Epoch 93: loss did not improve from 0.00450\n", "\n", "Epoch 94: loss did not improve from 0.00450\n", "\n", "Epoch 95: loss did not improve from 0.00450\n", "\n", "Epoch 96: loss did not improve from 0.00450\n", "\n", "Epoch 97: loss did not improve from 0.00450\n", "\n", "Epoch 98: loss did not improve from 0.00450\n", "\n", "Epoch 99: loss did not improve from 0.00450\n", "\n", "Epoch 100: loss improved from 0.00450 to 0.00448, saving model to Technology and Communications_model.h5\n" ] } ], "source": [ "for column in columns:\n", "\n", " Banks_train , Banks_target_train = make_sequences(df[column].values)\n", "\n", " checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(\n", " filepath=str(column) + '_model.h5', # Path to save the best model\n", " monitor='loss', # Metric to monitor for saving the best model\n", " save_best_only=True, # Save only the best model \n", " save_weights_only=False, # Save the entire model, not just the weights\n", " verbose=1\n", " )\n", " \n", " input_tensor = tf.keras.layers.Input(shape=(1, 2))\n", " bidlstm = tf.keras.layers.LSTM(50)(input_tensor)\n", " attention = tf.keras.layers.Attention()([bidlstm , bidlstm])\n", " output = tf.keras.layers.Dense(1)(bidlstm)\n", "\n", " model = tf.keras.Model(inputs = input_tensor , outputs = output)\n", "\n", " model.compile(loss = tf.keras.losses.MeanAbsoluteError() , metrics = ['mae'] , optimizer = 'adam')\n", "\n", " model.fit(Banks_train , Banks_target_train , \n", " epochs=100, callbacks=[checkpoint_callback] , verbose = 0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def fill_missing(ModelPath , missing_series , original_series , maxValue):\n", "\n", " for i in range(2):\n", " missing_series[i] = original_series[i]\n", "\n", " missing_indices = missing_series[missing_series.isnull()].index.values\n", " model = load_model(ModelPath)\n", "\n", " for missing in missing_indices:\n", " start_index = missing - 1\n", " sequence = missing_series[start_index:missing] / maxValue\n", " sequence = np.resize(sequence , (1, 1 , 2))\n", " ModelPrediction = model.predict(sequence , verbose = 0) * maxValue\n", " missing_series[missing] = ModelPrediction\n", "\n", " return missing_series\n", "\n", "\n", "ModelList = [\"Banks_model.h5\" , \"Insurance_model.h5\" , \"Financial Services_model.h5\" , \"Real Estate_model.h5\" , \"Financials_model.h5\" , \"Health Care Services_model.h5\",\n", " \"Educational Services_model.h5\" , \"Hotels and Tourism_model.h5\" , \"Transportation_model.h5\" , \"Technology and Communications_model.h5\"]\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "missing = pd.read_excel(f\"Data/Missing Data/Missing 50/data_missing_50.xlsx\")\n", "orignal_data = pd.read_excel(\"Data/Original Data/Original data.xlsx\" , header=3)\n", "orignal_data.drop(['Date' , 'Num'] , axis = 1 , inplace = True)\n", "\n", "orignal_column = orignal_data.columns.values\n", "missing_column = missing.columns.values\n", "\n", "FullData = pd.DataFrame()\n", "\n", "for i in range(len(orignal_column)):\n", " FullData[orignal_column[i]] = fill_missing(ModelList[i] , missing[missing_column[i]] , orignal_data[orignal_column[i]] , max_values[orignal_column[i]])\n", " \n", "FullData.to_excel(f\"missing50.xlsx\")\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\abdel\\AppData\\Local\\Temp\\ipykernel_19292\\2157768078.py:4: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " missing_series[i] = original_series[i]\n", "C:\\Users\\abdel\\AppData\\Local\\Temp\\ipykernel_19292\\2157768078.py:14: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " missing_series[missing] = ModelPrediction\n" ] } ], "source": [ "\n", "\n", "missing = pd.read_excel(f\"MNAR/Missing_MNAR_50.xlsx\" , header=3)\n", "orignal_data = pd.read_excel(\"Data/Original Data/Original data.xlsx\" , header=3)\n", "orignal_data.drop(['Date' , 'Num'] , axis = 1 , inplace = True)\n", "\n", "orignal_column = orignal_data.columns.values\n", "missing_column = missing.columns.values\n", "\n", "FullData = pd.DataFrame()\n", "\n", "for i in range(len(orignal_column)):\n", " FullData[orignal_column[i]] = fill_missing(ModelList[i] , missing[missing_column[i]] , orignal_data[orignal_column[i]] , max_values[orignal_column[i]])\n", " \n", "FullData.to_excel(f\"MNAR50.xlsx\")" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }