{ "cells": [ { "cell_type": "markdown", "id": "2219bc17", "metadata": {}, "source": [ "# Using LSTM for time-series predictions" ] }, { "cell_type": "code", "execution_count": 1, "id": "4d5acd53-db36-42ae-a3f7-65b423ceba72", "metadata": {}, "outputs": [], "source": [ "# Extra packages that we will use\n", "# !pip install tensorflow \n", "\n", "# Importing the required libraries\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "import seaborn as sns\n", "import time\n", "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_absolute_error , mean_squared_error\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.preprocessing import LabelEncoder\n", "from keras.callbacks import EarlyStopping\n", "from keras.models import load_model\n", "from keras.callbacks import ModelCheckpoint\n", "\n", "from tensorflow.keras.layers import LSTM, Dense, Dropout, BatchNormalization\n", "from tensorflow.keras.models import Sequential" ] }, { "cell_type": "markdown", "id": "3bf2e405-1860-4930-a6fb-55595eaaf944", "metadata": {}, "source": [ "There are three types of gates within a unit:\n", "\n", "- Forget Gate: conditionally decides what information to throw away from the block. \n", "- Input Gate: conditionally decides which values from the input to update the memory state. \n", "- Output Gate: conditionally decides what to output based on input and the memory of the block.# LSTM Network\n", "\n", "The Long Short-Term Memory network (LSTM) is a type of Recurrent Neural Network (RNN). A benefit of this type of network is that it can learn and remember over long sequences and does not rely on a pre-specified window lagged observation as input.\n", "\n", "By default, an LSTM layer in Keras maintains state between data within one batch. A batch of data is a fixed-sized number of rows from the training dataset that defines how many patterns to process before updating the weights of the network. State in the LSTM layer between batches is cleared by default, therefore we must make the LSTM stateful. This gives us fine-grained control over when state of the LSTM layer is cleared, by calling the reset_states() function.\n", "\n", "The LSTM layer expects input to be in a matrix with the dimensions: [samples, time steps, features].\n", "\n", "- Samples: These are independent observations from the domain, typically rows of data. \n", "- Time steps: These are separate time steps of a given variable for a given observation. \n", "- Features: These are separate measures observed at the time of observation. We have some flexibility in how the dataset is framed for the network. " ] }, { "attachments": { "69b406c8-23be-4bfb-8476-20c0d6e21a02.png": { "image/png": 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" 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" 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" 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" } }, "cell_type": "markdown", "id": "b721d462-e999-472d-ab77-e945de3f2957", "metadata": {}, "source": [ "![image.png](attachment:dd0ff601-d855-4f47-9b8d-ad0d238b297e.png)\n", "![image.png](attachment:3f1bfac1-b409-4457-b162-ec7899346dec.png)\n", "![image.png](attachment:bffbd65e-0aec-4e4e-bcfb-f0ab22db67d5.png)" ] }, { "cell_type": "markdown", "id": "e99b28b8-1cd7-421a-9746-668d64b5b722", "metadata": {}, "source": [ "There are three types of gates within a unit: \n", "- Forget Gate: conditionally decides what information to throw away from the block. \n", "- Input Gate: conditionally decides which values from the input to update the memory state. \n", "- Output Gate: conditionally decides what to output based on input and the memory of the block." ] }, { "cell_type": "code", "execution_count": 2, "id": "f7323e3f-b621-4374-8df8-bd2d82ab9446", "metadata": {}, "outputs": [], "source": [ "# fix random seed for reproducibility\n", "np.random.seed(7)" ] }, { "cell_type": "code", "execution_count": 10, "id": "3d904ad7-83fa-494b-92c5-d138a81af842", "metadata": {}, "outputs": [], "source": [ "# load the dataset (inspired on https://climate.nasa.gov/scientific-consensus/)\n", "dataframe = pd.read_csv('../Climate/climate.csv')#, usecols=[1], engine='python')\n", "dataset = dataframe.values\n", "dataset = dataset.astype('float32')" ] }, { "attachments": { "1e66f6ba-70bc-4d3d-a69e-c5f2d06b7a38.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "f05048f8-40af-4e04-a77b-46cccad4737b", "metadata": {}, "source": [ "## The real data\n", "![image.png](attachment:1e66f6ba-70bc-4d3d-a69e-c5f2d06b7a38.png)" ] }, { "cell_type": "code", "execution_count": 11, "id": "4cec8dae-ebfa-4081-83cb-d7ce29d078c8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " date Temp Anomaly\n", "0 1960.00000 0.000000\n", "1 1960.41958 0.009646\n", "2 1960.83916 0.032154\n", "3 1961.25874 0.027331\n", "4 1961.67832 0.014469\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fake dataset')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Inspect the dataset\n", "print(dataframe.head())\n", "plt.plot(dataset[:,0],dataset[:,1])\n", "plt.xlabel('Time (monthts)')\n", "plt.ylabel('Temp. Anomaly (C)')\n", "plt.title('Fake dataset')" ] }, { "cell_type": "code", "execution_count": 5, "id": "ded2edf2-c749-43fe-ab9f-c2885a240c87", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(144, 2)\n" ] } ], "source": [ "# normalize the dataset\n", "print(dataset.shape)\n", "scaler = MinMaxScaler(feature_range=(0, 1))\n", "dataset = scaler.fit_transform(dataset)" ] }, { "cell_type": "code", "execution_count": 6, "id": "5fe1ad2e-1fb2-4807-9f45-21d799b7275e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len(dataset): 144\n", "96 48\n" ] } ], "source": [ "# split into train and test sets\n", "dataframe = pd.read_csv('../Climate/climate.csv', usecols=[1], engine='python')\n", "dataset = dataframe.values\n", "dataset = dataset.astype('float32')\n", "scaler = MinMaxScaler(feature_range=(0, 1))\n", "dataset = scaler.fit_transform(dataset)\n", "\n", "print('len(dataset): ',len(dataset))\n", "train_size = int(len(dataset) * 0.67)\n", "test_size = len(dataset) - train_size\n", "train, test = dataset[0:train_size,:], dataset[train_size:len(dataset),:]\n", "print(len(train), len(test))" ] }, { "cell_type": "code", "execution_count": 7, "id": "5e81dcfa-145f-47be-971f-85c84291bb4f", "metadata": {}, "outputs": [], "source": [ "# convert an array of values into a dataset matrix\n", "def create_dataset(dataset, look_back=1):\n", " dataX, dataY = [], []\n", " for i in range(len(dataset)-look_back-1):\n", " a = dataset[i:(i+look_back), 0]\n", " dataX.append(a)\n", " dataY.append(dataset[i + look_back, 0])\n", " return np.array(dataX), np.array(dataY)" ] }, { "cell_type": "markdown", "id": "1b8bb5d6-0325-4559-8021-4ffc85b01078", "metadata": {}, "source": [ "We have some flexibility in how the dataset is framed for the network. We will keep it simple and frame the problem as each time step in the original sequence is one separate sample, with one timestep and one feature." ] }, { "cell_type": "code", "execution_count": 8, "id": "ab70ea6a-d1a6-49f1-8541-acd9b5d4bf18", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (94, 1, 1)\n", "trainY.shape: (94,)\n", "testX.shape: (46, 1, 1)\n", "trainX[:5]: [0.01544402 0.02702703 0.05405406 0.04826255 0.03281853]\n", "trainY[:5]: [0.02702703 0.05405406 0.04826255 0.03281853 0.05984557]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-06-13 16:55:57.611732: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 31.93408489227295 seconds ---\n" ] } ], "source": [ "## Let's train the LSTM using SGD as optimizer\n", "# reshape into X=t and Y=t+1\n", "look_back = 1\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n", "testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('testX.shape: ',testX.shape)\n", "print('trainX[:5]: ', trainX[:5,:,:].flatten())\n", "print('trainY[:5]: ', trainY[:5])\n", "\n", "\n", "# create and fit the LSTM network\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, input_shape=(1, look_back))) # hidden layer with 4 LSTM blocks or neurons, with time_step=1 and features=1.\n", "model.add(Dense(1)) # output layer that makes a single value prediction\n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer=tf.optimizers.SGD(learning_rate=0.01))\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=300, batch_size=1, verbose=0, validation_data=(testX, testY))\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 48, "id": "e3bbc7cd-85d6-4060-a72a-364f02e9e203", "metadata": {}, "outputs": [], "source": [ "# summarize history for loss\n", "def plot_hist(history):\n", " plt.plot(history.history['loss'])\n", " plt.plot(history.history['val_loss'])\n", " plt.title('model loss')\n", " plt.ylabel('loss')\n", " plt.xlabel('epoch')\n", " plt.legend(['train','val'], loc='upper left')\n", " plt.show()\n", "\n", "# make predictions\n", "def make_preds(trainX,trainY,testX,testY):\n", " trainPredict = model.predict(trainX)\n", " testPredict = model.predict(testX)\n", " # invert predictions\n", " trainPredict = scaler.inverse_transform(trainPredict)\n", " trainY = scaler.inverse_transform([trainY])\n", " testPredict = scaler.inverse_transform(testPredict)\n", " testY = scaler.inverse_transform([testY])\n", " # calculate root mean squared error\n", " trainScore = np.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n", " print('Train Score: %.2f RMSE' % (trainScore))\n", " print('Train R^2: ', r2_score(trainY[0], trainPredict[:,0]))\n", " testScore = np.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n", " print('Test Score: %.2f RMSE' % (testScore))\n", " print('Test R^2: ', r2_score(testY[0], testPredict[:,0]))\n", "\n", " return trainPredict, testPredict\n", "\n", "# shift train predictions for plotting\n", "def plot_preds(trainPredict,testPredict):\n", " trainPredictPlot = np.empty_like(dataset)\n", " trainPredictPlot[:, :] = np.nan\n", " trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n", " # shift test predictions for plotting\n", " testPredictPlot = np.empty_like(dataset)\n", " testPredictPlot[:, :] = np.nan\n", " testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n", " # plot baseline and predictions\n", " plt.plot(scaler.inverse_transform(dataset))\n", " plt.plot(trainPredictPlot)\n", " plt.plot(testPredictPlot)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 49, "id": "0a8378f2-db5e-4978-ab42-785a5994b7e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_hist(history)" ] }, { "cell_type": "code", "execution_count": 50, "id": "6f2e7f3d-9ffb-44d7-930c-4c6819886092", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3/3 [==============================] - 0s 1ms/step\n", "2/2 [==============================] - 0s 2ms/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.8983784437818891\n", "Test Score: 0.09 RMSE\n", "Test R^2: 0.4585090347416374\n" ] } ], "source": [ "trainPredict, testPredict = make_preds(trainX,trainY,testX,testY)" ] }, { "cell_type": "code", "execution_count": 51, "id": "27529d22-5eed-4d0d-8a4a-ef10552cd538", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_preds(trainPredict,testPredict)" ] }, { "cell_type": "markdown", "id": "27420d35-2fc2-441d-8339-b90df008328d", "metadata": {}, "source": [ "Question: Now that you are an expert in Neural Nets design, what else would you change in this model in order to make it better?" ] }, { "cell_type": "markdown", "id": "e1b7431d-3dde-4e9e-b8bd-6a4e799bbcc3", "metadata": {}, "source": [ "Look at the configs used by the [LSTM](https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM)" ] }, { "cell_type": "code", "execution_count": 25, "id": "f567b382-39a8-4f83-ba5b-7ad981ce4a54", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (94, 1, 1)\n", "trainY.shape: (94,)\n", "trainX[:5]: [0.01544402 0.02702703 0.05405406 0.04826255 0.03281853]\n", "trainY[:5]: [0.02702703 0.05405406 0.04826255 0.03281853 0.05984557]\n", "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 11.610872983932495 seconds ---\n" ] } ], "source": [ "# Let's redo it using ADAM\n", "# reshape into X=t and Y=t+1\n", "look_back = 1\n", "# our data is in the form: [samples, features]\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "\n", "# The LSTM network expects the input data (X) to be provided with a specific array structure in the form of: [samples, time steps, features].\n", "# Reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n", "testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: ', trainX[:5,:,:].flatten())\n", "print('trainY[:5]: ', trainY[:5])\n", "\n", "# create and fit the LSTM network\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, input_shape=(1, look_back))) \n", "model.add(Dense(1)) \n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer=tf.optimizers.Adam(learning_rate=0.001))\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=100, batch_size=1, verbose=0, validation_data=(testX, testY))\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 26, "id": "37abeb95-7fae-4639-9246-4e7d292ddbfb", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_hist(history)" ] }, { "cell_type": "code", "execution_count": 27, "id": "bfbd6580-d075-454c-a5c5-1f5c83af66c0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3/3 [==============================] - 0s 1ms/step\n", "2/2 [==============================] - 0s 2ms/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.8973066925104927\n", "Test Score: 0.08 RMSE\n", "Test R^2: 0.6008098394369548\n" ] } ], "source": [ "trainPredict, testPredict = make_preds(trainX,trainY,testX,testY)" ] }, { "cell_type": "code", "execution_count": 28, "id": "019b6408-cfa0-4f38-b4ee-82903ad52f32", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_preds(trainPredict,testPredict)" ] }, { "cell_type": "markdown", "id": "93a2ab84-1fb3-492b-b8b6-3fe41bb4dbe0", "metadata": {}, "source": [ "## LSTM for Regression Using the Window Method" ] }, { "cell_type": "markdown", "id": "796dd731-7504-4002-ab8d-e9e80d0149a3", "metadata": {}, "source": [ "We have been using a single feauture/time step to perform prediction. What if we use more samples to perform the prediction?" ] }, { "cell_type": "code", "execution_count": 29, "id": "00509c0f-fceb-46bd-ae69-bcb5224497d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (92, 3)\n", "trainY.shape: (92,)\n", "trainX[:5]: \n", " [[0.01544402 0.02702703 0.05405406]\n", " [0.02702703 0.05405406 0.04826255]\n", " [0.05405406 0.04826255 0.03281853]\n", " [0.04826255 0.03281853 0.05984557]\n", " [0.03281853 0.05984557 0.08494209]]\n", "trainY[:5]: \n", " [0.04826255 0.03281853 0.05984557 0.08494209 0.08494209]\n" ] } ], "source": [ " # reshape into X=t and Y=t+3\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: \\n', trainX[:5])\n", "print('trainY[:5]: \\n', trainY[:5])" ] }, { "cell_type": "code", "execution_count": 30, "id": "ba3bf713-4fe3-4482-9c0c-7058cafdd654", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (92, 1, 3)\n", "trainY.shape: (92,)\n", "trainX[:5]: \n", " [[[0.01544402 0.02702703 0.05405406]]\n", "\n", " [[0.02702703 0.05405406 0.04826255]]\n", "\n", " [[0.05405406 0.04826255 0.03281853]]\n", "\n", " [[0.04826255 0.03281853 0.05984557]]\n", "\n", " [[0.03281853 0.05984557 0.08494209]]]\n", "trainY[:5]: \n", " [0.04826255 0.03281853 0.05984557 0.08494209 0.08494209]\n", "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 11.916315078735352 seconds ---\n" ] } ], "source": [ "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n", "testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n", "\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: \\n', trainX[:5])\n", "print('trainY[:5]: \\n', trainY[:5])\n", "\n", "# create and fit the LSTM network\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, input_shape=(1, look_back)))\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=100, batch_size=1, verbose=0, validation_data=(testX, testY))\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 31, "id": "6f043c5d-35ba-4d0e-8d49-2001d01f01cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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+QyEiIpVBZ1L3Vj8m3HK0bWepSyIiUlIKiN4axoa/e7eUthwiIiWmgOitIfol1N7NpS2HiEiJKSB6qx8T/uqXTCJS4RQQvXV3MSkgRKSyKSB6qx0JllRAiEjFU0D0lkhAg06WExFRQORT36QWhIhUPAVEPg1jFBAiUvEUEPk0jIV9Og9CRCqbAiKfbBeT573CuIhIRVBA5NMwBjKdcGDH4acVESlTCoh8sudCqJtJRCqYAiKfel1uQ0REAZFPQ3S5Df2SSUQqWEEBYWZfNrNhFvzMzJ42s/fEXbiSUReTiEjBLYi/cvfdwHuAJuAvge/EVqpSGzICElXqYhKRilZoQGRvrXYJ8H/d/dmcYeUnkQhXddU9IUSkghUaEEvN7LeEgFhkZkOBTHzFOgpkbz0qIlKhCr0n9aeBWcBqd99vZqMI3Uzlq36MuphEpKIV2oJ4K7DS3Xea2VXA3wK74ivWUaBhrLqYRKSiFRoQPwL2m9lM4K+BtcB/xFaqo0FDU/gVU6a8e9JERPpSaEB0ubsDc4Hvu/v3gaHxFesoUB9dbqNtZ6lLIiJSEoUGxB4z+wbwceA+M0sCqcPNZGYXm9lKM1tlZtfnGX+SmT1hZu1m9tVe49aY2fNmtszMlhRYzuLRyXIiUuEKDYgrgHbC+RCbgAnAdw81QxQiNwBzgOnAR81seq/JtgNfAr7Xx2IucvdZ7j67wHIWT3dA6EC1iFSmggIiCoVbgeFm9n6gzd0PdwziLGCVu6929w7gDkIXVe5yW919MdDZ/6LHTGdTi0iFK/RSGx8BngI+DHwE+LOZfegws00A1uU8b4mGFcqB35rZUjObf4iyzTezJWa2ZMuWIm7Muy/Ypy4mEalMhZ4H8U3gTHdvBTCzJuBB4K5DzJPvTOv+3IHnXHffYGZjgN+Z2Uvu/tgbFuh+E3ATwOzZs4t3h5/akZBIqYtJRCpWoccgEtlwiGwrYN4WYFLO84nAhkIL5u4bor+twL2ELqvBYxaOQ6iLSUQqVKEB8YCZLTKzT5nZp4D7gIWHmWcxMNXMpphZNTAPWFDIysysPrqcB2ZWT7hI4PICy1o8Q8fBrnWHn05EpAwV1MXk7l8zs8uBcwldRze5+72HmafLzK4BFgFJ4GZ3X2FmV0fjbzSz44AlwDAgY2bXEn7x1Ajca2bZMt7m7g8MpIJHZMxJsHLwVysicjQo9BgE7n43cHd/Fu7uC+nV0nD3G3MebyJ0PfW2G5jZn3XFYuwp8MwvwoHq7M9eRUQqxCEDwsz2kP/AsgHu7sNiKdXRYuyM8Hfzcmh4R2nLIiIyyA4ZEO5e3pfTOJwx2YBYAScoIESksuie1IdSPxoajoPNL5S6JCIig04BcThjp4cuJhGRCqOAOJyxM2DLSkh3lbokIiKDSgFxOGNmQLodtr9a6pKIiAwqBcThjM05UC0iUkEUEIfTdCJYUgEhIhVHAXE4VTXQOFUBISIVRwFRiLEzoFUBISKVRQFRiDHTYefr0La71CURERk0CohCjD0l/G19sbTlEBEZRAqIQoyNbqWtE+ZEpIIoIAoxfBLUDINWXXJDRCqHAqIQZuFA9Sa1IESkciggCjVuFmx6TpfcEJGKoYAo1PjToHM/bF1Z6pKIiAwKBUShJpwe/q5/urTlEBEZJAqIQo06IRyo3qCAEJHKoIAoVCIB42fBhmdKXRIRkUGhgOiP8aeHXzJ1tZe6JCIisVNA9Mf40yDTqRPmRKQiKCD6QweqRaSCxBoQZnaxma00s1Vmdn2e8SeZ2RNm1m5mX+3PvCUxfBLUNeo4hIhUhNgCwsySwA3AHGA68FEzm95rsu3Al4DvDWDewWcWWhFqQYhIBYizBXEWsMrdV7t7B3AHMDd3AndvdffFQGd/5y2Z8aeHk+Xa95a6JCIisYozICYA63Ket0TDijqvmc03syVmtmTLli0DKmi/TDgdPBMuuyEiUsbiDAjLM8yLPa+73+Tus919dlNTU8GFG7Dxp4W/6mYSkTIXZ0C0AJNynk8ENgzCvPFqGAPDJuqMahEpe3EGxGJgqplNMbNqYB6wYBDmjd/EM2Dt45DJlLokIiKxiS0g3L0LuAZYBLwI3OnuK8zsajO7GsDMjjOzFuD/Bf7WzFrMbFhf88ZV1n6bPhf2bIQ1fyh1SUREYlMV58LdfSGwsNewG3MebyJ0HxU071HjxEvChfuevQPe9PZSl0ZEJBY6k3ogUrWhFfHiAujYV+rSiIjEQgExUDPnQcdeeOm+UpdERCQWCoiBmvw2GD45dDOJiJQhBcRAJRJw6kdg9e9hz6ZSl0ZEpOgUEEdi5rxwVvXzvyx1SUREik4BcSQap8KEM9TNJCJlSQFxpGZ+NNxAaNPzpS6JiEhRKSCO1IwPQiKlVoSIlB0FxJGqHw3T3gvP3QnprlKXRkSkaBQQxTBzHuxrDb9oEhEpEwqIYpj6HqgdCc/eXuqSiIgUjQKiGKpq4JTLw1nVbbtKXRoRkaJQQBTLzI9BVxu88OtSl0REpCgUEMUy4XQYPRWWqZtJRMqDAqJYzGDmFfD647CrpdSlERE5YgqIYprxwfBX3UwiUgYUEMU0+gQ47i2w4t5Sl0RE5IgpIIpt+mXQsljdTCJyzFNAAJmM09aZLs7CZvxF+KtuJhE5xlV8QKQzzlu+tYh/ffiV4ixQ3UwiUiYqPiCSCaNpaA1rtu4v3kLVzSQiZaDiAwKgubGe17buK94C1c0kImUg1oAws4vNbKWZrTKz6/OMNzP7QTT+OTM7PWfcGjN73syWmdmSOMvZPLqeNdv24e7FWaC6mUSkDMQWEGaWBG4A5gDTgY+a2fRek80Bpkb/5wM/6jX+Inef5e6z4yonwJTGevZ3pNmyp714Cz3lQ6Gb6Vdf1PWZROSYFGcL4ixglbuvdvcO4A5gbq9p5gL/4cGTwAgzGxdjmfJqbqwHKG430zlfgPO/As/eBj98G6x+pHjLFhEZBHEGxARgXc7zlmhYodM48FszW2pm8/taiZnNN7MlZrZky5YtAyrolNEhINZsK2JAVFXDO/8OPv07SNXCz/8CNj5bvOWLiMQszoCwPMN6d/Ifappz3f10QjfUF83sgnwrcfeb3H22u89uamoaUEHHjxhCKmm8VsxfMmVNnA2feRCqh8Kj/7v4yxcRiUmcAdECTMp5PhHYUOg07p792wrcS+iyikVVMsGkUXWsKWYXU67aEXDO5+Gl38Cm5fGsQ0SkyOIMiMXAVDObYmbVwDxgQa9pFgCfiH7NdA6wy903mlm9mQ0FMLN64D1ArFvWKdEvmWJzztWhFfHYd+Nbh4hIEcUWEO7eBVwDLAJeBO509xVmdrWZXR1NthBYDawCfgJ8IRo+FvijmT0LPAXc5+4PxFVWCAeq12zbRyZTpJ+69lY7Es7+XDg3ovXFeNYhIlJEVXEu3N0XEkIgd9iNOY8d+GKe+VYDM+MsW2/NjfW0dWbYvKeNccNr41nJW78IT/4IHvsefOhn8axDRKRIdCZ1JPtLpqL+1LW3ulFw1mdhxT2w+YX41iMiUgQKiEhzYx1Aca/JlM+5X4YhI+A310ImE++6RESOgAIiMn54LdVViXgPVENoRbz3H2Hdn+HpW+Jdl4jIEVBARBIJ4/hRdfF2MWXN/Cg0nw8P/j3s2Rz/+kREBkABkaO5sT6+cyFymcH7/wU6D8Cib8S/PhGRAVBA5HhTYz1rt++P76euuRrfDOd/FZbfDX++Kf71iYj0kwIiR3NjPR1dGTbsOjA4KzzvWpg2B+7/Gjz4D1Csy42LiBSBAiJHc/aifXH/kimrqgau+AWc/kn44z/Drz4PXR2Ds24RkcNQQOSY0n3Z772Dt9JkFVz6fbjom/Ds7fCzd8PWIt0fW0TkCCggcowdVkNtKsmq1kEMCAgHrd/+13DFrbDzdfjxBbDkZnU5iUhJKSBymBnnT23knqfXs31fCbp6Tn4/fP5xmHQ2/OY6WPTNwS+DiEhEAdHL1957Ivs6uvjXh0vUzTNsHFx1D5w1H568AZ64oTTlEJGKp4DoZerYoVxx5iR+8eRa1sZ9VnVfEgm4+Dtw8gdg0d/A8ntKUw4ROTrt3gh7W2NfTaxXcz1WXfeuafzqmQ18d9FK/u1jp5emEIkkfPAn8PMtcO/nYO3jMPQ4aBgTLh1eMwxqhkLjNKhpKE0ZReTIuMNL98Ef/il8j6e+J/xvnBaOTebqaoeVC+Hpn8OrD0PVkPADl5lXxFY88zI6EDp79mxfsmRJUZb1z797mR889Aq/+uK5zJo0oijLHJD92+GXn4QNy6B99xvH1wyDWR+DMz8DjVN7hqc7Ye2fYOX9YAm44GvhOlC9ucPqR+D1J+DES2D8rJgqIhXjwA5IVkN1ff7x7XvgmVuh6wCc/XlIDRnc8uX60/ehugHO/PTgrtc97PQ99N9h3ZMweiokU9AaXeV52hy4/Kc9O38718GtH4YtL8KwCeE7v/bx8B0/63Ph+m7J1ICKYmZL3X123nEKiPz2tndx4XcfoSuT4QsXnsAn3trMkFSyKMsesM4DsG8LHNgZwuLADnjxv0IXVKYTRhwPqdpwfsX2NdC+K+xlZLpCq+OS78L0y8KeSeeBsBfyh3+C9Ut71jFuJsz8GIx6E9Q3hhbL0PGh2ytu6U5Id/S9YRnoMre9CiOj1+Zo0bHv8PXc+ToMGR7+H+3SXbDqd2Hv9uUHQt3O+CScfTUMnxjqu/WVcOWApbeEzybAcafCh/8dRp8Q6vuHf4YNT8Oc78Lks/tXhkwaXn8Sxpycf2eot2fvCK1zDD65AKbkve1939YtDnv0Xe3R57YO3vr/QENT/um72sPO2MqF8PIi2LMRGsbCRX8Ds64KP3nf1QLP/Sc8/I8wdjp87E7YtzWEQ+cBmPtvcNL7Qg9DuhN+9/fhWOXkt8KVdw2oN0EBMUArN+3hfy58kUdf3sJxw4bw2QvexNxZ42lsqCnaOopibys883PYshK62sIHsb4xtAjedCFsXw2/vgY2LoOmk0Kw7I0uEjiyGc69NnzoXvh1+PJufv7g5SdrYNQUGDEZ2naF/s99reHD3TgVRp0Q9gp3rIGda8PGAAcH6kaG8aPeBE0nwtgZMGZ6+LCv/ROs+QNsXhG+GHs2hflqR4Z1jZgcQm/E5LCRqWuEutGhbkOG9zTBO/ZBy2JY/zR07g9fnM4DsOm50PLqOhBaWtM/AKdeARNmhy9zruz3ILdZ33kgvE57W6O/m8Pe5omXwJBhPdNlMrB5eQjcVx+G7a/BtPeGdU2cDfu3QcuSEMQbnw3l2rMxvC5T3wNT3xXKVDsiLG/Ly/D7b4f3Y8hwOO+6sJfYu8y9uUPbzrAD0bYrvC7pjvB6pIbA+NOL1x2Z7e5Y91RUp+fDTkv9mNDlsXsDrPhVeD0bjoPdLdHrm4Dpc8OGdF9rODk03RlerxcWhOlrR4UdoQuvh/O/EjaGh5JJh+B59H/DtlfCe/22L4X7wPdV380vwE/fCeNmhXJ07IfP/+nQweIe6v36E+HE1tceA0tCqi7svbfvDp/Pv/gxnHBRmKd9L7z6UKjby4ugY0/4DL35naGVcPKl+cv4yoPwy0+Fce17w+fgyl+G0Ojt+btCWS79/hu7pQqggDhCT67exvcWrWTJ2h0kE8YFUxu57LQJvOvksdTXHCOHcdJd8OQPwwZs+AQY0Rz2tKZdHPZcstxh17pwldl9W8KGbMdrYaO38/WwERs6DuqbwritL4dxNcNC2Iw8PhwbwcKHdW9rCKjtq/vuIhs/C4ZPDuWqqglhsfP16P+6sIHvrao2/OKruiE0yzNd0QgLX9ZkDYw5CSaeGQLp9SfCBrcjOsdlyPBQD8+EwDywIzxO1YX/Xe09e7n51n3y+0Nra92fYc2f4MD2MG7MjPAavPpwCOshI8JGG8LGsXFa2GsefUIIjTV/CNNBeA1GHh+CM1UXfsm2eQW8sihsZKd/AIZPCq9Toip0Px7YDjvWhtvYtr4YNkB9sWQo84QzwoZwyHBIpMJ7s+2V8Hq7h3JW1cDUd4fWZOObez4bO9aEnZGlt8D+reG1OO6UUKc3vzMEXrarY+fr8NRN4bPUOC3sTEycHcI+a1cL3PXp0Go4/RMhDGuGwn1fged/GV7PmqGhnp1tcNxbQsti7Izwudu4DNb8MZRrzIxw7/eVD8DK+8IOxQnvCDs3I5vDztGY6aG1fdNFIUSv/kP4HP/0XWEn6cO3hM/9stvCTse+raGe+7eHnaBMZyh3w3HwtmvgjE9Fn3dg03K466/Cd+L0T4Tlrn4U0u0h9E56XwjHKReE1/dwNi2H264IO0xX3gnDxh9+ngFQQBTJyk17+NWy9fz6mfVs2NVGTVWCd5w0hkveMo4LpjUxvHZgfYAVwT18YTavCHvbiRQ0nxs2LIfaQ3QPX9LdLWFPfN+2nuDavSFs2MfNhObzYNJZh+6O6dgPqx6Ebat65k8kw5e3dmR43LEfOveFgBk6NrSS6sf0PN65LpzxvvzusOEfMTlcur35/NBaGzYurKttN7y4IPQTN50YWgjjZ72xW6ljP7z+OGx8LrwuW18Oyzr/K6GlBGEZj3wntJDyBUDtqKhldnLYENaODK9DdUM4FpCsDq/T60+EZW1efnBYp+pDYI1sDq+BZ8IGce2fwuPxp4UA3rY6vDaWCDsWZ34m1Plwe/iHk8mEeuW+d+6hC2jxT0JY1o0KobjhmRBouXUff1rozjrp0p6u0JYloft00/Lw2fHo5lyWDHv5+7fCJxbAlPPD8D/+H3jwW6GrpmVxqG/jtOj9bwzrGRL9MGT4pLChz7eR79gHD3wj3OtlxPEhFE6cA5PfdvCOWKG62kO9j/Q1PgQFRJFlMs7S13fwm2c3cN/zm9i6t51kwjjj+JG8fVoTZ08ZxVsmDqemqsTHLCQ+Xe1hI5oNhMHStgt2rQdPhw1d7aiBHeTNpMMecbojtAbzdU3s3gjP3xl+ZTNkeOgSGx11i408/sjrMlB7W0NradSUsLE+XLdKV0dozbSu6Aniae+F2X/VM00mA7deHrrLZn40XB+tadrAy9i2O4TJALp8BpsCIkbpjLNs3Q5+/9IWfr+ylRUbwp5ZTVWC0yaP4Lw3N3Le1CbeMmE4ycTR/2ERqVjZWwAPxg8yjiIKiEG0bW87i9fs4KnXtvPE6m28uDEERkNNFdPGNjB1zFCmjm3gxOOGcuLYoTQNrcGOgb0MESlPCogS2ra3ncdf3cZTr23n5c17WNW6l20513kaXpti8qg6Jo6sZcKIWhqH1jCqrpoRdSlG1lczvDbFiNoUQ6qTVCcT1FQlFCgiUjQlCwgzuxj4PpAEfuru3+k13qLxlwD7gU+5+9OFzJvP0RgQ+Wzd287Lm/fw8qY9vNy6l5YdB1i/Yz/rdx6grTNz2PmHpBLUV1dRV5MklUyQMCNhkDDDosdVUZjUVCWoTiZIJIykGYlE6BbL+BsvFpswSCaMhBlOz8iqRIJUMkEqGYIp42F+I5o+YfSOLMuWp/u5dQ9LZqePRhpGMtFT/t5lyi4nOyrj0JXO0Jlx0hknlTRqqpJUVyWoSoRlJA+RoYlEz+uU8XBMKZ3x7vIlEj2vZ8JC+aJ/JMyoSlr369RTP0gmEt31cIh+6et0pp2utNOVyXSvN/s6VCWyfxNUJcPzdMbpyjgd6QxJM6qrEtH7TPS+HfzGmRnVyQTVVWH9WW94f6PPQDJhuIf3Mff9gux7QPQahs9L0oy0h9eoK+0Hvb/Z16EqYSSTPcuH7OcsfJJyP6PZOne/l5kM7nQP72sHyN0PqlO2nL2n0Q5U/xwqIGL7jaaZJYEbgHcDLcBiM1vg7i/kTDYHmBr9Pxv4EXB2gfMesxobamhsqOFtJzQeNNzdOdCZZvu+Drbv62DXgU527u9k54FO2jvTtHdlaO/K0NaZZl97F/vau+jMhPMN0hnH8e4NSEfa6ehKs6eti850hnS0EXTCFz77Be9ed7T+jGc3lmHj54Rld3Rl6ExnDtrwZ8dlem2JPDoFIjvcozI5YWOc6bVxym6s0r02AIcTgg8606HMUh6SiZxghu5wyif7efRopyU7rCob4NYTlNlASyaMjPd8ppMJozaVpLY6SVUiQXs0vCud6f6sHvS5jJZflTCqeu2gZXeesp/37N+qhJFKhp2ATCaEYle6J0Dd6d6x69lpiMKc/N+bbJ0SBqPqq7nnC+cW820A4r0W01nAKndfDWBmdwBzgdyN/FzgPzzsEj1pZiPMbBzQXMC8ZcfMqKuuoq66iokjD3NSVIXIfvEP2tuFN+xpdqUzdERBmMmEjUq+/cieIAzLNOMNe73ZoMoGV+4GIhug2emyMpkwriunNRJaPda9cciuw6MwzC4nG3DZjUbyoI1JaEl0dGW698RzW1PZMnemPWzUMgfXOztddwhH6+xpKfRsQHOD3d1JR6+ju3fv+SeyP7TwnpZkOpPprne29dP7dc2uvyvjZKJp3J2qnNclO286alFkN/jJqBUTWqrR8vDuHY+0Z+sT7bjkvA+5Hxp36EqH5ScSodWVSiZIu3OgI83+ji7SGaiuSlCdtJ4WYbTenhask06HdXSmMzkbcO/+XGbfo+xOWFfGQ6s3Hcqaym2FRp+V0JoK0x3UYst5LXNb3uS8X3GdjxVnQEwA1uU8byG0Eg43zYQC5wXAzOYD8wEmT558ZCWWo062uyiZd3PfoyqZoCpZWb8+EYlbnN+ovnbgCpmmkHnDQPeb3H22u89uaurjGigiItJvcbYgWoBJOc8nAhsKnKa6gHlFRCRGcbYgFgNTzWyKmVUD84AFvaZZAHzCgnOAXe6+scB5RUQkRrG1INy9y8yuARYRfqp6s7uvMLOro/E3AgsJP3FdRfiZ618eat64yioiIm+kE+VERCrYoc6D0M8+REQkLwWEiIjkpYAQEZG8yuoYhJltAdYOcPZGYGsRi3MsqMQ6Q2XWuxLrDJVZ7/7W+Xh3z3sSWVkFxJEwsyV9HagpV5VYZ6jMeldinaEy613MOquLSURE8lJAiIhIXgqIHjeVugAlUIl1hsqsdyXWGSqz3kWrs45BiIhIXmpBiIhIXgoIERHJq+IDwswuNrOVZrbKzK4vdXniYmaTzOz3Zvaima0wsy9Hw0eZ2e/M7JXo78hSl7XYzCxpZs+Y2W+i55VQ5xFmdpeZvRS9528t93qb2XXRZ3u5md1uZkPKsc5mdrOZtZrZ8pxhfdbTzL4Rbd9Wmtl7+7Ouig6InHtfzwGmAx81s+mlLVVsuoCvuPvJwDnAF6O6Xg885O5TgYei5+Xmy8CLOc8roc7fBx5w95OAmYT6l229zWwC8CVgtrufQrgK9DzKs87/Dlzca1jeekbf8XnAjGieH0bbvYJUdECQc99sd+8Asve+LjvuvtHdn44e7yFsMCYQ6ntLNNktwGUlKWBMzGwi8D7gpzmDy73Ow4ALgJ8BuHuHu++kzOtNuH1BrZlVAXWEm4yVXZ3d/TFge6/BfdVzLnCHu7e7+2uEWyucVei6Kj0g+rondlkzs2bgNODPwNjoJk1Ef8eUsGhx+Bfgr4FMzrByr/ObgC3A/4261n5qZvWUcb3dfT3wPeB1YCPh5mO/pYzr3Etf9TyibVylB0TB974uF2bWANwNXOvuu0tdnjiZ2fuBVndfWuqyDLIq4HTgR+5+GrCP8uha6VPU5z4XmAKMB+rN7KrSluqocETbuEoPiELum102zCxFCIdb3f2eaPBmMxsXjR8HtJaqfDE4F/iAma0hdB++w8x+QXnXGcLnusXd/xw9v4sQGOVc73cBr7n7FnfvBO4B3kZ51zlXX/U8om1cpQdExdz72syM0Cf9orv/c86oBcAno8efBH492GWLi7t/w90nunsz4b192N2voozrDODum4B1ZnZiNOidwAuUd71fB84xs7ros/5OwnG2cq5zrr7quQCYZ2Y1ZjYFmAo8VfBS3b2i/xPuif0y8CrwzVKXJ8Z6nkdoWj4HLIv+XwKMJvzq4ZXo76hSlzWm+l8I/CZ6XPZ1BmYBS6L3+1fAyHKvN/APwEvAcuDnQE051hm4nXCcpZPQQvj0oeoJfDPavq0E5vRnXbrUhoiI5FXpXUwiItIHBYSIiOSlgBARkbwUECIikpcCQkRE8lJAiBwFzOzC7NVmRY4WCggREclLASHSD2Z2lZk9ZWbLzOzH0b0m9prZP5nZ02b2kJk1RdPOMrMnzew5M7s3e41+M3uzmT1oZs9G85wQLb4h5x4Ot0ZnBIuUjAJCpEBmdjJwBXCuu88C0sCVQD3wtLufDjwK/H00y38AX3f3U4Hnc4bfCtzg7jMJ1wvaGA0/DbiWcG+SNxGuJSVSMlWlLoDIMeSdwBnA4mjnvpZwUbQM8J/RNL8A7jGz4cAId380Gn4L8EszGwpMcPd7Ady9DSBa3lPu3hI9XwY0A3+MvVYifVBAiBTOgFvc/RsHDTT7b72mO9T1aw7VbdSe8ziNvp9SYupiEincQ8CHzGwMdN8H+HjC9+hD0TQfA/7o7ruAHWZ2fjT848CjHu7B0WJml0XLqDGzusGshEihtIciUiB3f8HM/hb4rZklCFfT/CLhhjwzzGwpsItwnALCZZdvjAJgNfCX0fCPAz82s/8eLePDg1gNkYLpaq4iR8jM9rp7Q6nLIVJs6mISEZG81IIQEZG81IIQEZG8FBAiIpKXAkJERPJSQIiISF4KCBERyev/B76NjpZzGQAAAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_hist(history)" ] }, { "cell_type": "code", "execution_count": 32, "id": "1cf95e88-7594-41ea-a937-746dac4bec14", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3/3 [==============================] - 0s 2ms/step\n", "2/2 [==============================] - 0s 2ms/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.9004872597023564\n", "Test Score: 0.11 RMSE\n", "Test R^2: 0.27320511136417924\n" ] } ], "source": [ "trainPredict, testPredict = make_preds(trainX,trainY,testX,testY)" ] }, { "cell_type": "code", "execution_count": 33, "id": "a38a6f20-1687-4d56-9c3f-77b385d1f633", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_preds(trainPredict,testPredict)" ] }, { "cell_type": "markdown", "id": "8375ab1e-2559-4faa-8395-8a1f2062d5d7", "metadata": {}, "source": [ "Question: Compare the performance obtained on single points versus the window method. What are the advantages of one versus the other?" ] }, { "cell_type": "markdown", "id": "4877fa1c-7fc3-4378-ac87-20aaa69c3c28", "metadata": {}, "source": [ "## LSTM for Regression with Time Steps" ] }, { "cell_type": "markdown", "id": "79dba1a4-7899-474c-9486-c2de3a898f67", "metadata": {}, "source": [ "Now we will reformulate the problem: instead of dealing with the past observations as independent features, we will consider them as time steps of one input feature." ] }, { "cell_type": "code", "execution_count": 34, "id": "df8db06f-1716-4783-a3e4-af4222b5a5ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (92, 3, 1)\n", "trainY.shape: (92,)\n", "trainX[:5]: \n", " [[[0.01544402]\n", " [0.02702703]\n", " [0.05405406]]\n", "\n", " [[0.02702703]\n", " [0.05405406]\n", " [0.04826255]]\n", "\n", " [[0.05405406]\n", " [0.04826255]\n", " [0.03281853]]\n", "\n", " [[0.04826255]\n", " [0.03281853]\n", " [0.05984557]]\n", "\n", " [[0.03281853]\n", " [0.05984557]\n", " [0.08494209]]]\n", "trainY[:5]: \n", " [0.04826255 0.03281853 0.05984557 0.08494209 0.08494209]\n", "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 12.65823483467102 seconds ---\n" ] } ], "source": [ "# reshape into X=t and Y=t+1\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], trainX.shape[1], 1))\n", "testX = np.reshape(testX, (testX.shape[0], testX.shape[1], 1))\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: \\n', trainX[:5])\n", "print('trainY[:5]: \\n', trainY[:5])\n", "\n", "# create and fit the LSTM network\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, input_shape=(look_back, 1))) # with time_step=3 and 1 feature.\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=100, batch_size=1, verbose=0, validation_data=(testX, testY))\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 35, "id": "6c4ec6c2-7c7c-407b-a109-a98717b53b9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_hist(history)" ] }, { "cell_type": "code", "execution_count": 36, "id": "893cebc0-2acf-4aea-9177-61e841c39ef5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3/3 [==============================] - 0s 1ms/step\n", "2/2 [==============================] - 0s 2ms/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.8974523663538914\n", "Test Score: 0.09 RMSE\n", "Test R^2: 0.5021745644386617\n" ] } ], "source": [ "trainPredict, testPredict = make_preds(trainX,trainY,testX,testY)" ] }, { "cell_type": "code", "execution_count": 37, "id": "84ec9220-d79d-44a2-9775-9d7d75a91890", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_preds(trainPredict,testPredict)" ] }, { "cell_type": "markdown", "id": "f8d87fe1-e9d7-482f-9be5-f87c1e467088", "metadata": {}, "source": [ "## LSTM with Memory Between Batches" ] }, { "cell_type": "markdown", "id": "0b9bf439-a3d9-41e0-9055-cce9bbba0f7f", "metadata": {}, "source": [ "In order to prevent the LSTM to find dependencies between your batches, it is set to be “stateless” by default. But what if the dependency between the batches is somehow informative for LSTM to learn? Let’s see what happens when we let the LSTM to build state over the entire training sequence." ] }, { "cell_type": "code", "execution_count": 38, "id": "e1547f49-9fd9-4727-9b41-3476a0e9f8b5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 17.505539655685425 seconds ---\n" ] } ], "source": [ "# reshape into X=t and Y=t+1\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], trainX.shape[1], 1))\n", "testX = np.reshape(testX, (testX.shape[0], testX.shape[1], 1))\n", "# create and fit the LSTM network\n", "batch_size = 1\n", "\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, batch_input_shape=(batch_size, look_back, 1), stateful=True))\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "for i in range(100):\n", " history = model.fit(trainX, trainY, epochs=1, batch_size=batch_size, verbose=0, shuffle=False, validation_data=(testX, testY))\n", " model.reset_states()\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 39, "id": "573b917e-de90-4045-b21b-f79ed63f7c21", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "92/92 [==============================] - 0s 729us/step\n", "44/44 [==============================] - 0s 911us/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.8456616738615461\n", "Test Score: 0.10 RMSE\n", "Test R^2: 0.3831366682611168\n" ] } ], "source": [ "# make predictions\n", "trainPredict = model.predict(trainX, batch_size=batch_size) #Now we need to specify the batch_size\n", "model.reset_states()\n", "testPredict = model.predict(testX, batch_size=batch_size)\n", "# invert predictions\n", "trainPredict = scaler.inverse_transform(trainPredict)\n", "trainY = scaler.inverse_transform([trainY])\n", "testPredict = scaler.inverse_transform(testPredict)\n", "testY = scaler.inverse_transform([testY])\n", "# calculate root mean squared error\n", "trainScore = np.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n", "print('Train Score: %.2f RMSE' % (trainScore))\n", "print('Train R^2: ', r2_score(trainY[0], trainPredict[:,0]))\n", "testScore = np.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n", "print('Test Score: %.2f RMSE' % (testScore))\n", "print('Test R^2: ', r2_score(testY[0], testPredict[:,0]))" ] }, { "cell_type": "code", "execution_count": 40, "id": "027816d4-29bf-495d-835f-cdd939840916", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# shift train predictions for plotting\n", "trainPredictPlot = np.empty_like(dataset)\n", "trainPredictPlot[:, :] = np.nan\n", "trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n", "# shift test predictions for plotting\n", "testPredictPlot = np.empty_like(dataset)\n", "testPredictPlot[:, :] = np.nan\n", "testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n", "# plot baseline and predictions\n", "plt.plot(scaler.inverse_transform(dataset))\n", "plt.plot(trainPredictPlot)\n", "plt.plot(testPredictPlot)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7766d848-a3e5-45e6-b83f-ea7aba55f9de", "metadata": {}, "source": [ "## Stacked LSTMs with Memory Between Batches" ] }, { "cell_type": "code", "execution_count": 41, "id": "9d0914eb-ad52-4c0c-a077-b3536466ccd3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 108.016756772995 seconds ---\n" ] } ], "source": [ "# reshape into X=t and Y=t+1\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], trainX.shape[1], 1))\n", "testX = np.reshape(testX, (testX.shape[0], testX.shape[1], 1))\n", "# create and fit the LSTM network\n", "batch_size = 1\n", "\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, batch_input_shape=(batch_size, look_back, 1), stateful=True, return_sequences=True))\n", "model.add(LSTM(4, batch_input_shape=(batch_size, look_back, 1), stateful=True))\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "for i in range(500):\n", " history = model.fit(trainX, trainY, epochs=1, batch_size=batch_size, verbose=0, shuffle=False, validation_data=(testX, testY))\n", " model.reset_states()\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))" ] }, { "cell_type": "code", "execution_count": 42, "id": "de4ef3c6-0495-4e5a-afbc-f90b88fc111a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "92/92 [==============================] - 1s 801us/step\n", "44/44 [==============================] - 0s 770us/step\n", "Train Score: 0.03 RMSE\n", "Train R^2: 0.9162506832880468\n", "Test Score: 0.12 RMSE\n", "Test R^2: 0.11206466691333383\n" ] }, { "data": { "image/png": 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w9cVjBT2eihOIB3IeutfqxRfz5WL0ykM/N0MutKBrNJocLQPKQ/davRRbi+mIqnS/Qnro3f4o5S4rg7FBiqxFmAwmqh0NGK3dBcl06fZF8dhMOCwmTgyeAGBDyQbMRjPF1mIiqQFgZh56KJakLxinfhwPfSCq1suPoSdlklBCha6KHRYGdchFo9Gca1oHw1jMMbxWL9srtnPSfwCgoBujPYEY5R6Vq11sKwag0bMKg7WnICGXTl80F245PqC+YawvWQ9AuaOcwVg/LqtpRh566+DEGS59kT6A4Ri6VRUd5acuDoTj52S2qBZ0jUaTo3Uggs0Wx21xs6NyB13hdoTJX9iQSyBGmVsQS6kPDoDV3lUI8yD94eCc1+/2R6kqUhWaJwZP4LV6c/Hzcns5vZFeKtzWGXnoLf0TC3p/RO0z5HvoMFwtWuK0EE+mCcfVxvJ8NDvLogVdo9HkaB0MYzZFcVvc7KzcCYDDfZa+QOFCBgOhGG57pl95Rvw2lK5FCElbsHlWa4YTYdoCbUDGQ/eoHPeTgydZV7wOIVQTsHJHuaoW9VhnlOUyWQ56f3SUoNvUe/JFlYeebeE7EFJe+s5/fpwv/2F+5v9oQddoNICaw9k2EEEYlaCvK16HyWDC7u6mP1QYD11KyWA4gc2mxDQrfptKVbOrznDzrNa958g93P7724knU/QGY1QV2UnLNCeHlKBnKbeX0x/tp9xlmZGH3joQxm01jRmYAXkeel7aIuR56I7hatHBcIJgLEmFe2wueyHQ7XM1Gg2gQiHxVJokYTwWD2ajmVVFq2iLdxYs5BKOp4gn01isGUHPeOj1nnqQRnqiLbNatzfciy/mo2VwEClVDnpboI1IMjJS0B3lpGSKIncsVy2a9d4no2UgTH2JY9xr+6P9uMwubCYl0tkYelbQ8z30dCaMPlH641zRHrpGowGyG3+SeDqE2+IGYH3xehKm9oKFXLIFNgaTCmEUW9WmqNlgxpCsYCDROqt1gwkVez850AWoKtFshstoDx3AbgsTTUy/WnTSHPTIcA465G2Kxsb2c5ksdFMItKBrNBoA2gcjIJIkZSIn6OuK15FgiL5MWGGu5ApsDCqlLyt+AFZZQyDdNqt1symCZwd7ANVW4PjgcQzCwGrv6tx15Q4l6GarKi7KzjadjHRa0joYoaF0kqIi27Cgmwwm3Gb3mJDLQCiRa01cX2KfydubNlrQNRoNoIqHslWiHosHgHUlyrv1pVpJpeeedpf10NNirKA7qCFGL9HkzFvbZgX9dH83oPqQnxg4wQrPilwoBMirFg0Aw6Pq8kmlJSe7A7nX3YEo8WR6RA76/Sfu56XOl4CxHnr2fWXTFt02E0aDYCAUo6U/TJnLisMyP9FuLegajQaAvmAcs1mJaU7QM+EKYeksSD+SrIeeIIjH4sFkGBY2h0k9Mxs+mQlZQT/W28nqcidFDjMnBk+MCLcAuWrRpBgChtsQ5PM/T5/mum88nfOmD7crb35DlfrWEkvF+PJLX+buA3cDykMvsZWMWCO/QZfBICh2mBkIJTKhm/nxzkELukazpPjhC8384LmmeVl7IBTD41Qx5WzIpcxehsvkxWjrLEimy2CmBD6WDuQ2RLM4zEroYqmZPycYVx8CZwd72LmihFAiRFuwbYygW4wWvFYvUTkEjPXQo4kU33u2CSlh79lBAA62+xACNlWrD5wDvQeIp+Mc7DtINBnFF/ON76FHRzboGgzFJ43FFwIt6BrNEuJ7zzbxT787wtFnfgX7f1bQtQdCcVz2kYIO0OBag8HaVZCN0cFwHKNBEEr4cimLWZxmFRqZTcglnFTedEz62NlYzMnBkwBjBB3Ue4umQjgtxlznxyy/fLmNvmAcIWBf6xAAh9p9rC534bSqbxPZYdCRZIRdXbsARsTQYbwGXRa6A1E6fREt6BqNBhKpNK2DES4XB1nzxAdIP/y5gq7fF4zjsisPOl/Q1xavxWDtpjsQnvMzBkJxvHYzvrhvjIfuzHjo0dT0BV1KSSotcx66MIbY2VhCa0BlyzR4Gsbc4zQ7CSfCVHhsdOeFXFJpyf97+gxb64q4sLGEVzKCfrDdx/l5M0R3de2iwq7G0D3R8gTAGA8926ArS4nTwtFOP2nJuP1gCoUWdI1midA+GGGzPMV3bd8AKTFE+iE8ULD1B0JxrFblsWZj6ADnlW1EGJKcHpx7qGcwHKfYaWEwNjhG0F0WJXTh+PQHKn/pd0e59dtPEU+rbw8Wa4TGUgddoUz6orN6zD0Ok4NwMkylx5obhgHw6OEumvvDfOi1q9le7+Voh5/WgTA9gVhuKHQ0GeVA7wFuXHkjZfYynmx9EhjroXutXgKJAMm0+sZT7LQQTahpTNpD12g0NPWH+DvzTxA2Lw9U/x91sP9UwdYfCMUxm5Wg53vo2yo3AnDGP/dnDYTilDhUY67Rgu6xKQ+9Lxya9npHO/0c6urJvXbYowgh6Ap1UWwtxm4auwHpMDsIJULUeh0qVTPDC2f6cVtNXLe5im31XuKpNL/Yozz9rIe+v3c/iXSCi6ovYlv5tjGdFrOMyUXPpC4CE6Y/FgIt6BrNEqG5L0QVA6QbLiVSexkAie5jBVk7mkgRjCUxmqLYjDYsxmEBWuVdBVLQMcuy/HwGQwk8DkkkGcl1WsxSU6REsNPvn/Z6/aEYwqA+hKQ0YDCpD4POUCdVzqpx78mGXOqK7bmURMj0Oy9xYDQItjV4Afjp7laEgM016hvL7q7dGISBHRU72FaxLbfmeB46DAt6tlrUYjRQOU9l/6AFXaNZMpztD1MiAlg9ZTgrVxKTJsIdxwuydjYlURgiI7xzUJkhBhz482LCs2UwHMflUAKcn4MOUOdVotntD4y5byL6g3HW1yixlAkv0bQaLDGZoDtMjpygSwmdPuWltw5GcgU/1UV2Kj1WegMxVpU5R2yIbirZhMviYmv5VgDsJjsO80ivOyfouRa6qgdMXYkdg2HqVgOzRQu6RrNEaOn14RFhhKOM6mI3Z2Ulqd7CCnraEBkRP89iFg5Cybm1tlWNueLYMn1csmX/WVYUK4HvDk7vOclUmoFwnK31yuM1pEpJpONEkhG6Ql3jxs9BeeihZIjaYiXebYMRpJS0jkop3FbvBYbDLal0igN9B7ig8gIANpZuxGww53Lb88n1c4kOqfeaCbnMZ/wctKBrNEuGwT610YejhGqvjdOyBvPg6YKs3Z8R9JQMj/HQAWwGJ9HU3AQ9GEuSSMkxjbmylLvUc/tC03vOYDiBlGC3qsycmzaeB0BroJVgIjihoNtNduWhe5Wgtw9G6A3EiI2qBt1Wrz5wshuivriPZDpJtUutazVaOb/sfGqcNWOeMbpBV6lTtfPVgq7RaEik0kT8veqFo5TqIhtnZDWO0FlIzX1sW3+mm2JchsYVdIfZRZIIseTshzNki4qyjblGC7rNqDztwcj0NkWzhU5Wi1p3fWkjoIZCA1S5Jo6hSyRel8QgoG0wnJtIVF/sIJFKcLj/MFesKcNoEFyySsXHB6Oq0Ci/KvQrV36Ff77in8c8Y3QMvdSlPXSNRpOhbTBCUToTW3aU4rCY6DTVY5QpGDw7qzXvO3YfX3rhS8BwyCWcDI4r6G6zG2FQnuxMiKfivOuhd7G7azcD4WycXgn26MIiq1F5sdMV9Gyhk8mk/qx31wNwuP8wMH7KIihBB4ino6rN7mCE1gEVR68vsfPo2Ue5/Xe3Y3f2sv8fr8t56NmMlvzN3Epn5bixeqfZiUmYch56jdfOV9+6hbddUD+t9zZbtKBrNEuA5v4QxWJY0AECrpXqdf/JWa15augUj519TC0RimM2CkKJwLgxdK/NgzBGZzQUAqAn3MP+3v3s7tqdG5Q8XmMuAKPBiAET/mhkWvM3sx66YZSg5zx0xwSbopkNTLUx6sgIuvLQ64odOU/86fancVmHe81kj4+O/Y+HEGJMtejbdtZTNM6AjEKiBV2jKTT+DijwQODmvhAlowQ9WbxGve47Mas1S2wlDMWGSKaT9AdjeB1mAonAuB56id2DMETHlMpPRTbLozvcndeYK4Db7MZsGCtuJoOVhIzhi0wdRuoLZj1+FZOvddUCao6oSZjG3awEcJqUhx5KhKgrttM+FKFlIEyF24rNbMy1EXim7ZkR940XcpmM0dWi5wIt6BpNIek9AV/bBM3PTH3tDGjuC1GVybHGoQTFW1JGH0XQNzsPvdhWjEQyFBtSBT8uSMv0uB56hdOLMMbo9k+/6AeGY8jdoe5cWCeaDo7xzrNYDVYQCdoGp64W7Q/GMBkESRnBYXLgMruwGCzEUjEqnZUYDcZx78t56EmVutjpi9DUF8ptiIYTStBf6XmFQHw4hXIgpkIuo0NFE5HfQvdcoQVdoykknfsBWdAKToDm/jANtghYXGBSseYar53T6WpSvbP30EHFhvtDcYqcY/u4ZCl3egFo9w/N6Bn+mCoSynropkxjrtFFRVnsZhvCMD1B7wvGKHVZCCfDOM1OhBCU2NV7migHHYYFPZRQqYtpCQfafdRn0hizHnpKpnix88XcfYPRQdyW8b9ZjMfokMu5QAu6RlNIsuGPYM/k182Q5v4Q1ZZwzjsHNTfzdLpm1h56vqCrTotK0D3WsR56kVWJfOcMBT0raMpDT+B1qD4uE3noTrM946FP3QisPxinzGUlmAjmNjqz8e2JNkRhOOSSjaEDIwZYhBIhKhwVuM3uEWGXwejgtMMtkAm5RLWHrtEsXXKC3l2wJaWUdA5FKTMEc/FzgGqvjTZZhjE6AMmZ9xDPlqsPRAboD8ZxjNNpMUv2WE9ocEbPyIZcAokAfUE/JU4zHaGOCQXXYbZhMiZpH5qGhx6KU+qyEkqEcJldwPCH1GSCPjrkkqU+I+6RpCquuqz2Mp5pfya3QTsYHZzWhmiW7JCL6WzwFgot6BpNIcl6ywX00H2RBPFUGrf0jxD0miI7A2S86VDfjNfNil9PuI9gLInNOrYxV5bssb7wzDzO/BhyT7QHtyOOL+ZjhWfFuNfbTDasltT0Qi6BGGVOC6FEaNhDz4RyJgu5ZK8NJUJUF9kRmUr8/Bi6w+TgNbWvoS/Slxs23R/tnzBUNB5F1iLimcrVc8W0BF0IcYMQ4rgQ4pQQ4rOTXHehECIlhHhr4UzUaJYGMpUcjp0X0EPPTtVxJn0jBL2qyMaAzIhveOaC7rF6MAojHQFVsGQ0jZwnmo/Lojzgwej0G2cBI7I8hmK92BxqY7HR0zju9TajDbNpakGXUtIfilHmHhVymYagO0zDoRWLabhZVraPSzgZxm62s7l0M6DSO2F2IRfgnGa6TCnoQggj8G3gRmATcIcQYtME1/0b8EihjdRoFjv7W4e46Us/gVQMDKaCeujZuZe2xNAIQbeZjSSzXf5CvTNe1yAMFNuK6Qr2A5AQAwjEuPnbHnNm3mc8QDKVntb6Rzv9+GK+XDjEn+jDYFEfPOMNngBVXGQ0Th1D/4dnv0i66FFKnRbCiXBO0KcTcjEbzZgN5tzmZ12xHZNBUF2UEfSMh17nrgNUK4G0TDMUG5qVoJ/LjdHpeOgXAaeklGeklHHgPuDWca77a+CXQGF3gzSaJcCBtiEq4y3qRc0OJegFip12+2OYSWJMBME+UlBMnswU+1D/rNYusZXQF1H3RtK9lNvLMRvHZnFkPXRpiOb6vkzG4Q4fN37zGZoGelnjVfnyoVQ/FtsARmGkzlU37n02kw1hSBKIJsfNRX/kcBdPNR3hN2cewOQ+TOmoTdGdlTvZUbFjwg+MLNkWugAbqt2sq3RjzHRBDCfDOMwObCYbFfYKWgOtBOIBUjI145ALcE5TF01TX0It0Jr3ug24OP8CIUQtcBtwDXDhRAsJIe4E7gRoaJj8L1yjWUp0+KKsFh3qReMV0LYLYgGwjQ1fzJSeQBQv2aKikYJuL6qEIWYVcgEl6G0+FQbxJXtzjadGkxV0YVTFRZWekT29pZTEUjFsJnX8VI9qsNUVHGR9+XlYhZuExY/DKalN1Y77oQFK0KVQQt4+GKHIPnxdJJ7ioz95mRVrnwABBksfpU4zofhwDH1bxTbuufGeKd93vqB//qZNuZ7oMOyhA9S562gLtI1b9j8Voxt0nQum46GP17x3tOvxDeAzUspJO/dIKe+WUu6UUu4sLy+fpokazeKncyjCatFBv3TTY8+U5Bco7NLjj1FvzcSUHaMm4xSXkcA4o03Rv//1Qe784R7SaUmJrQR/XGWu9Ee7qXGN7RwIYDaYsRhsCEMkFwLK5zenf8Pr7399rhAnGwOPpgPIlIN4zEN5UYSuSOuk3rPVaCUl1Z5Btk95lldaBkmkY3Sln8EsrAhDgrSxn6RM5j5wpovdZCeUUEVSdotxREl+ODks6PXueloDrcNVotZZxNDPYeridAS9DcjvKFMHdIy6ZidwnxCiGXgr8B0hxJsKYaBGsxTo8EXZbOnmtKzhxe5MhWKBNkZ7AlEaHeMLerXXwaB0kwhMP4a+q2mAR4908/3nm7EbivDHh1hZZqcn3DVuK9gsbosbJujn0hpoxRfz8VzHc4DqYOiyGhHGMLtOR0nE3NgdAc76z064IQrKQ09k5oN2jEpdfKlpALNnP8IYoTR1HQB9CdU+OOuhT5dsT/TRpGWaSDKSW6/eXU9vpJeOkJK8mXjoizWGvhtYK4RYKYSwALcDD+ZfIKVcKaVslFI2AvcDH5ZS/rrQxmo0i5VOX4RVooMhRyOPnM18gQ0VxkPv9sdosGW84lGCXuO10S/dxHzTf1a3P4YQ8G8PH+PxQyEwxPjCbVUkZXJCDx3AY3FP2M8l6+0+1foUoDz0lRVmhEjTM2TEJIvpibYQSUYmTFkEleUST8cwGyUdvpHfBHY1DeCu2APxKk43qTmnrSGVJjobQY8kxmbSRJPqmdlc9WzDr0N9h4CZCbrZaMZhciwuQZdSJoGPorJXjgI/l1IeFkJ8SAjxofk2UKNZ7KTTkqivF3dqCHfdJp7PeegFCrkEotRYMlkfoz30IjsD0kMqOD0PPZpI4YskeO9ljbitJrqH1DZaRDSr9SbJDvFY3VjMsXFDLsG4ipk/3fY0yXSS1oEwFV4VgZUpOxvK60nJJMCkgp5toVvhMdGZ56HHk2lebhkkbeqiwb6NdNwL0sjxwaPAzAXdYXLkPoTyyYVhMsOls4K+v2c/MP3GXFnOdYOuaeWhSykfklKuk1KullL+S+bYXVLKu8a59r1SyvsLbahGs1jpC8aoT6uv5CvWbWMIF2lhmn3IRUrY8z2IBZFS0u2PUZltzGUf6SFWF9nox4MhMr0sl6x3vanawz3vv4i/vGwLAIf6lQc6mYfusrgwmWN0+sYKejYF0B/380r3K7QPRSh1K0G//YL13LJ5Y+7aST30zKZqZZFxhId+sH2IWDJJihjryssAA8ZUOUcHZinoZse4IZfs+xjtoR8bPIbT7BwxPHs65PdzORcVo7pSVKOZIx2+KHVCecgVDesxGY2ETMWzF/TuQ/C7T8Kh+/FHksSTaUoNQbB6wDRSUFRxkQdzJgtjyqUz3nWlx8Z5tUVcv1GlFB7um3woBKhcdKMplusdnk8wHmSNdw1mg5mHzjxBIiXxOFUs/E1b1rKmVLW2tRgskxb9ZKcWlRcZRmyKvtQ0AAa13saqciwmA3ZRmfN+s7nu0yU7KHo02WPZTdEiaxFus5tkOjmjsv8sXqsXX9xHOBHmxgdu5OGmh2e8xkzQgq7RzJHOoQjlQgmLqaiKxlInA8I7+5BLIPNB0Hs8J8BeAmNSFgHMRgNRSzG2VGBao+i6/cOCDsMhhKMDRym2Fo+ZXp+Py+JCCtU7PN/bTKbSnOrro3vQys7KC3mm/WkAnHYlwEXWIiqdlYAqKDKIiWXHmukkWeoSdPmipNPqObuaBlhZocJDXpuLD125ig2lq3L3zSaGHk6Ex3jNoz10IUSuwGim4RbItNCN+Xim/Rnag+2U2kunvmkOaEHXaOZIhy9KmfAhjRaweVlT4aIz5Zm9oGc9+95juRCJK+UbEz/PIrMiEZ467JJtI1DpyQhnptI0koxMmIOexW1xkyRMLJnKjaLr9EV4+/+8QFfQx0DAwGrXRXRHWhHmfiwW5WEXWYuodChBnyzcAmA3qth1qVuQSEn6QjFSacne5kHOr1MfQk6zk/9z3Xpu2nh+7r7ZCHpSJkmkR34IjvbQYTjsMpMN0SzZkMsjzY9QZi9jR8WOGa8xE7SgazRzpHMoQqXBD85yEII1FS5a4m7kbEMu2eyY3uM5j9o+quw/H4MrWy06dS56jz+KxWTIFezYTfZcmGOylEVQgp6SSRBJWjJhl68/doIjnX68zjSkLUQDKsfcaGvDkNcbxml2ssa7ZkpBy3roRRk97RiKcqonSCCWZE2Vsjkr3ivcwx8OMw655PVEzyfnoY8j6LPx0L1WL/6Yn2fanuHaFddOOHSjUGhB12jmSKcvSq05iHCqkWdrKlz0So/qr5KeXt+TEWQ9e387g4PK6zbHB8eU/WexFClBl9Po59Ltj1LpsSIyLQaFEMP9T6by0M2qEZgwRHOCfrjDz0UrS5Eiitfm4XirA4ERt6eHUCKAzWjLbXT+6tZf8e7N7570GdksF7dDhUI6hyLsbxsCoL5UiWFWbLPevkDkslKmS36DrnxyHrq5MB661+pFIommolzfeP2M758pWtA1mjnSPhSh3OAHZwUAq8td9EovIp2EyMz6hwMjQjWy9zj11jAGXyuUrR33clex2mSMDE39jaDbH6PCPbJsPyvoU3noufJ/k4qjJ1NpTnYH2VDpIpQIUe8t5uWzfizpGiyOTnxx34SDLCYiK8xumxL0Dl+UA21DuK0mihzqwzHroVc4KrCb7LlpRTMhu0bWI8+SfZ0fwpmLh559/+X2crZXbJ/x/TNFC7pGM0c6fRFK5BC4lKCvKnfSK73q5GzCLsHu3IeDbfAkr7dnhmasumrcyz1lyrMODHRNuXR3IJqLn2fJjm2bTgwdoMydpmUgzJm+EPFUmlWVZiSS1WWlRBNpgv4KkqZ2fLGZC3rWQzeaktjMBjqHIhxo83FebRGR1NgNy3p3/Yzj5/lrjM50yfYuzw+5rCleg8PkYK13/A/UychWi17XeN2km8GFQgu6RjMHEqk0PYEortSQiqEDDosJmRH3WQl6qBfqLgSjFU/wNJcZDoPFDdXbxr28rLyKlBREBqd+Vs8kHnqtq3bSe3OCXiRpHQhztFP1Rq8vVTKysaIcISAVrSGOjzO+MzMW9Gw8P5aKUVNk52zmOVvqinLhkXwB31S6adJUy4nIH3KRTzgRxmQwjWgeVmIr4bk7nuOy2stm/Jw13jVU2Ct405o3zfje2TCdbosajWYCuv1R3DKESSZyHjqAu7QGOplVn3KC3apjY9k6KnqbWWXqgRWXgXH8X9dqr4NBpu7nEowlCcaSYzolTqeHOAzH0EtcKU42hTnWFcBkEJRlGkqWO4vYVO3m2KBa56z/7Iy92my8PZqMUuOt5LlTfSRSki11XnrHyUD53EWfG5OpMh2ya4wOuYQSoRHrZzEZZieV1a5qnnj7E7O6dzZoD13z6uHwr2H/zwq6ZKcvmstBz3roAMWVKtsj3X9mRusl41EVd3dWIMvXszl1lMp4K6y8csJ7KtxWBqQbOUWWS08uB31kyOUNq97AR7d9dNxJRflkY+huR5Juf4z9rUOsqXCRkJHc+UtWlZKKDcfiZxxyyWS5xFIxqotshOOq2nRLXdGYHPHszzN9Rv4a42W5TJaLv9jRgq559fDMf8CT/1rQJTuGIpSRGcuWJ+gN1ZUcSa8gfvqZCe4cy4G2IV77xV8AELWV8btODx6R8SAnEXST0UDAWIwxOn4e+r7WIfzRRF4O+kgPfV3xOj649YNTbixmBd9pUx7xrqYBNlS5CSZUHxeHycEbtlRT6ymmxqnCNx7rzPrBZ0Mu0WSUaq/aIC1xWqgrVu1u7SZ7QWLRuU3RUTH0/F7oSxEt6JpXB1JC/2kYbIYC9qfuGIpSmvXQ80IuaypcPJ/ehLlzNyTG9j4Zj32tQxTLIQA+9VAnv+tUYijtxVB53qT3Ri1ebPGxGTX7Woe47TvP8W9/OJZrqjXaQ58udpMdozBitqgK0GRasqHaQyiuvFyXxcWOhmKe++w1bC5TUyqLLDPzns0GMwZhIJqKUlOkxH1LXRFCiBHDoOfKRCGX/F7oSxEt6JpXB4EuyH697j5csGXbh8I0WJWHms1MASXoL6Q3YUzFoG33+DcHe6DlpdzL5r4wdSY1IMLkqeRtN7weANH4GjBM/quatJXiSg6NPJZK83cPHERK+M2+Dpr61PuvGOWhTxchBC6LC6Np+AMq30PPF9v1xeuBmYdchBBYjVZiyVjOQ99S5wUKK7ZWoxWjMI67KapDLhrNYqf/1PDPXQcLtmzbYIRGWwiEYUSvlRKnhePW80ljgOYJwi7Pfwt+8AY1qg442x9inUvFo7/5get5/eWXqmyXLX82pR3CWYZbBpGpZO7YD55v5kinnw9csZJgLMm9L7ZgNxtxW2efC+E2u4mng9jNqshnY7Vn3OyTjaWqu+Js4ts2o41oKsqGKjcem4nXrlOhrPxh0HNFCIHDPLZBVyQZ0R66RrPoyQq60VJwQa81BVVZ/qiy7vLyCs6Y10LT0+PfHOiGdAKanwXg7ECYVfY8b99ogg88DhtvntIOs7scg5AM9nUC4Isk+NpjJ7h6fTmff8NG1le66QvGRlSJzoZaVy3twXYaShwUO8xUuK05Qc8vv7+4+mLu3HInl1ZfOuNn2Ew2oskolR4bB754PResUBWaoUSooN5ztid6s6+Z4wPHAfUtwG6eWdXpYkILumbZc6jdR6DjGJhs0HBJwQRdSknbYJgKo39EuCXLyjInz6c3QdseiI/tvZ0b7Hz6T6TSkpb+MLXmIFiLwDyzsIi9Qs0x7WlRRUhHOvyE4ynee/lKhBDccZGqdpxtuCXLCs8KmvxNXLOhnJu31CCEIJgIqpmjeb3CrUYrf739r2c86zN7byw1/lSkQnnooL5RvND5Am9+8M189I8fBQr7LWAh0IKuWfZ86N69HNq/l3TJKqjeCj1Hp9Vqdir6Q3GiiXSmSnTs0PNVZU4ei6xXXnjLi2MXyHZHPP1HuvxR4qk0FcI37lpTUd64GQBfmxr4cKpXefprK5Sg3ra9DqvJQHXR3AS9saiRQDzAX15dyZfepDZqCy20dpM9Nwoun0KHQ1xmFz3hHrxWL12hLvxx/5LfFNWFRZplTSSeom0wQoWljTOpjayp2gKpGPSdhMpNc1q7PTPZ3pkcBOfGMedXlrn4dnod0mBGND8Da1438oLwAAgj9J+ks0XNxvSmh8BVOWNbqhrWk5BGEj1qndM9QZwWY07AixxmvvueC6n2zlHQMwOem33NuYKkQgu61Wglmhor6IV+zsd2fIyh2BAWg4WP/eljnBk6ozdFNZrFTHN/CBNJVhh6eLzXTbt1tTpRgLBLW0bQbbH+ETnoWVaWOYlgw+dZBx37xi4Q7ofVVwOQOvlHAByJvnHXmgqj2UK3sQqrTxUyneoJsrrCNSJefsXaMlaXzzwEkk9jUSMAzf7m3LFgIjjj9rWTYTVNHHIppNheXH0x1zdezxpvZmpT/2Ekckl76FrQNcuapr4QdaIXEylaRS1f3p0EoxW6CyHoYRxEMSQj44ZJGsuUMLTb1kLnfpULnyUehkRYlfS7q3G3P43ZKDBF+mbloQMM2hvwRloAJehr5ije41HjrMFsMI8Q9IKHXIxjQy5pmZ63DJQaVw0Wg4VDfWquqhZ0jWaR0tQXYqVQXQgrVm5md0sAKjbM3kPvOwmdB4BsyuLYHPQsDouJ6iIbR1kJkQHwtQ2fjGRmgDrKYNXVNAztZn0xiOjsYugA8aKV1KY76QtE6PJHWV1ReEE3Gow0uBto9jXnjhU85GIaG3KJJqNI5LxsWBoNRlYWrRwWdB1y0WgWJ019IbbaVX9xT91Guv0x4mWbZy/oD38WfvxWSKdoH4qw0Z0JDbjGCjqosMuuqMowoevA8Ils3xVHKZz/FlxpP/+RyLQlmKWHbq5Yh0PEeP4V9d7mGl6ZiMaixjEeekFDLpnConzGy3UvJKu8q3LvSXvoGs0ipakvxGZrL9iLaahVw367batU/Do4i06IQy2qG2LTU7QNhlntyBSmZKYVjWZlmZMnh8qRwqDCLlkyGS7PdEjk6tfxr+n3sD6W+ZAZx9ufDkV1amP22KFXAFWtOh+s8KygNdBKMq2KmILxIE5LgbNcMh56Z7ATKWVO0OfLe15VNDxwWuehazSFoP80/PGfITT1sOPp0twXYpXogtI1rK1Q7V/PCCXs9B6b2WJSgq9d/Xjg5yrkYlFVnhOJ8MoyJz1RI6mStblQDUBXl1rnHx/v4jtPnubu+PXsXfNRQEDp6pnZlaFypUpdDHYex2QQrCidH/Fr9DSSTCfpCHYAqhjHaSpwlksyytH+o1z/y+t5vuP5cWd9FpLV3uG/c+2hazRzIZWAh/4Wvn0RPP1VOPLrgizrCyfoD8WpSrRC6Rpqi+3YzAb2RTN9v2cq6FGf6gdjtMLR32KJD3FF38+geCW4q8a9JRv28Hk35jz0tsEwP/nTPgBW1Nfz1UdUlaL/wo/DZ89OOGpuKmwldUSw0iA7aCxzYjbOz6/3yiJVxNTsbyaZThJJRgrqoWcLi/7Q/AckklNDp+Y95LK6aFjQdWGRRjMXDv8adv0PbHsHGEzgby/Isk39IdyEccZ7oXw9RoNgdbmLvYN2sHpUgdFMyNq17R2IeJAfW/4VT6QVbvnWmLL/LCvLlDi0WtdBoAOCvfzbw8exJ4eQwsDX/vy11BWrr/grShxgm3nvkxxC0GupY6XompcMlyzZ4cxNvqZxy/7nit1kJyVTPNL0CAAdwY5cz5X5Ett6Tz0mocpy9KaoRjMXTv9RTbS/+ZvgrhmZDTIHmvtCrBEZES5T3f/WVrg41ROE8g0z99Az4Ra2/BlRWzmbDWcZ2PjOSXuV1xXbMRkER2WjOtC1n5PdATZ4Ygh7McVuO99774V85OrVNJbOXayCrkZWik5WV8yfl1lsK6bIWsRZ/9l5EfTsXNGOkArpdAQ7xh1uUUjMBjMNHjWURIdcNJrZIiXxE4/zp8RG2nxRKKodFs45cqYvxFpDZq3yjKBXuunwRYmXrlMeen5u+FRkPXRvPQeq3kJTuhLj9f886S0mo4GGUge7oypuLzv20zIQpsIYUimLwLpKN5++fgMGw+ybZuUoWUOD6GFt2ex6nk+XRk8jp4dOz8tmZXYMnUBwftn5tIfah58zj2KbjaNrD12jmSWhtkNYIj38IbKJvWcHwVML/sJ46E19Ibbbu1XMu7gRGM786LWtUrng05z5mUilaTpzgjQGLvuvw7z92JW82fifFHlLprx3VZmTI4MCihuJt71COJ6iRARUymKBqVy5GZNIc2nJOM3ACsjW8q0c6jtEX0SlXxbSQ88K+vaK7Zxfdj6dwc55j6GDek+ltlIsBsvUFy9StKBrFpTHf38fAM+lz1ehkKyHnk7Pee3mvhAbTV1qkzET4842qzpFJtNlmnH0v7r3ZfYcOEQPxVy0uoK/u2kD9/7lJdO6d2WZk6a+ELLyfGQm/92d9o/on14oSlecB+4aKo3zK+iX11xOPB3nqbangMIKbTbkcu2Ka6lx1RBMBOkKqeKw+fTQ37nxnfzutt/Nqb3wQqMFXbNgPHuyD3f7swzYGjCXNGQEvV51J5ym5zwRUkqa+kI0pFuhbF3ueEOJA4vRwP7sIONpxNFTackzJ3vZWhSionYV37h9O3deuZrNNdPbwFxZ5iKWTBPwbsDqP4uDKLbE0Lx46NRdAJ86Cg0XF37tPC6ougCb0cZjZx8DCivom0o2sb1iOzesvIFal5pNenLoJDajDeMEm8+FwGQwzard72JCC7pmwXjkwFkuMRyl6LzrWFPh4nRvUIVcYM5hl/ahCMlYiOJ4p9oAzWAyGlhV7mTfoBVs3ml56G2DYWLJNFX0YyiqnbEt2UyXNstqBJKNhhaM0YH5EfRzhNVo5YKqC+gJqyrcQoZc6j31/PDGH1JmL6PapVJMTw2eWtKx7XOFFnTNguE/+RwOEcO45hpWV7ho6guRdGU85zlujB7p8LNadCKQUL5uxLk1FS5O9AShYuO0PPST3UFA4ox1D3/gzIBV5UrQj6GyKF5nP4VIJyesLl0qXFFzRe7nQuah51PrVH/f/dH+JZ0ffq7Qgq5ZEFoHwqwN7iEtjND4GtaUu0ikJG0yE1eeY+ri0c4Aa3IZLhtGnNtQ5aZtMEK8ZHqZLid7ghQRwpiMqBj/DKlwW3FYjBwMFhESTq4wZoZUL2EPHeCy2styPxeyUjSfImtRLm6uBX1qtKBrpkc6VZCNyizPnerjCsNBYpU7wObJdQY84TODyT674qI8+450+rjQ0aMGSJSMLKXfVOMBoMO+DqJD0Hdi/PUiQ3DyMdo72jjflSnxn4WHLoRQG6P9YY7JFWxMLA9BX+lZSbWzGrvJPm+xbSEENZlvbUs5P/xcoQVdMz0e/Bj8+C2zu3eoBfydIw69cvw0WwxN2NarKT7ZdMJTfaFMpssMPfS+k/AvVbkuikc7A2y2dEHJKjCNTEPbWK0EfY/pAnXgxCMj10rG4Ye3wldWwo/fynXN/862okwTrlkIOsCqcheHO/wcSNZjlnF1cB6yXM4lQgiuXXFtbuNyvsgJuo6hT4kWdM3UxIJw6H5o3zu7++//C9VyNhPaSKclsulpDEjE6msA8NjUBPnTPSElmjMV9O5DarTcqccJRBO0DIRZIdtyBUX5VHlsFDvM7B50QsVmOPnoyAv6TsCZJ2HLnyHPeyuXxp7jQvNpdW4WIRdQG6O9gRhHZcPwQcfSjqEDfOKCT/Djm348r8+ocSpB1yGXqdGCrpmak49AMqqaU0WGZn5//0kluKfVmLWjXX62xV8hYXJB7QW5y9ZUuNRw46L6mYdcAt3qz9ZdHOsK4CCKN9I6Jn4OyrPcVOPhaJcf1l4LLS+o95ZvL8AlH6Zr56cxkuay3p+r8M0se5WvymS6HE2vGD64xEMuoErm59tzznroWtCnZlqCLoS4QQhxXAhxSgjx2XHOv1MIcSDz3/NCiK2FN1WzELx4ph/f3vuHDwydndkCsQBEBtXPL/wXAE8f7+VK40FSK14DxuE55WsqXJzuCSI9NRDoUl0Yp0sgE9JpfYkj7T4uMxzGIJMT9lnZWOXhWFeA5JprIZ1UHnkG2XcKgD5rHcdiJTyR3oE5FQZ39YRNuKYim7p4Qtap3uhGK8xTZshyQ8fQp8+Ugi6EMALfBm4ENgF3CCFGj0tvAl4rpdwCfAm4u9CGas49vkiCv77nWWzNT0Ddherg4AwFfahV/Vl1Ppz+I7LrEC/u2U2d6MvFz7OsqXARjCXxWyoBCf6O6T8noCoJCffTe/Yw11kOIs1OaBi/mnNTjYd4Mk2TbbPqcHhiOOzS23yIDlnCZx48zcnuAN9PXa9OzDLcAtCYEXSb3YkoXau88yVckXguycbodQx9aqbjoV8EnJJSnpFSxoH7gFvzL5BSPi+lzLhhvAjZumrNUubHL53lwsQerDIGl39CHZyBh94fjDHYqbxdrvkCmB1EfvYBPh74d3UsEz/Pku0d3prOhCJmEnYJdoG9GABzx26uMu5HrHotmMZvUpXdGD3SHYbVr4NTj+WyZIIdx2iS1TxxrId7X2zhhH071O6E6tl/8SyymylzWdTQibXXQu2OWa/1aiProXssngW2ZPEzHUGvBVrzXrdljk3EXwB/GO+EEOJOIcQeIcSe3t65lXZr5pdoIsX3nm3mNtNz9Moi+muvAWvRjDz0N33nOb72iycA+M+jTuQVnyQW6Mcl4iS3vENloOSxvkpNFDoaUn9Op7joWJef931/F0lfJ6y4HGkr4tLAI1SkumHN6ya8b3W5C4vRwJEOP6y9To2V6z5Ea3+I0mgL9qr1bKhy0zIQZk2lG97/CNz4lWm/9/G4dVstN5xXBdf/C9w+vxuJy4kSWwnfuvpb3Lr61qkvfpUzHUEf73vhuJUYQoirUYL+mfHOSynvllLulFLuLC+f3WRzzbnhgZfbuTXyK6417OXe5Os50RuB4oZpe+iBaILWgQiXl4aICwv/8cIgXxy6iUui3+KH23+C6c3/PSbkUOayUuu180JfZqbjRPnheTx7so8/He8lNtiBdFdz1nEeF4lMOf+a1094n8VkYG2liyOdflj5GnXw7HPc/8wrFIkwazZu51/ffD5CwPpKt4r1zzFE8g83b+LDV62Z0xqvVq5uuBqvzbvQZix6piPobUB93us6YExwUwixBfhf4FYpZeGGQmrOOam05Pgff8TnzT8msuYNfCt1Gyd7AuBdMW0P/Wy/ytve5vZjLmngHRev4J4XzhJLprnjooYJ79vW4OWl9hisugpe/iGMmv4+mvahCFbiONMBHj4rub9HfXmUpWtzLXMnYmO1h6Odfiiqg+JGkmeeZt8+lZrpqdvIjoZifvT+i/nw1VqENUuD6Qj6bmCtEGKlEMIC3A48mH+BEKIBeAD4cynl1G6VZlHzyKFOPhH9Dv7i87G9/X9x2Syc6A4ogRxqmdZQiKygF8W7EN4GvnTredxxUT03nV81aZfC7fVe2ociDG7/sIqLH/zFpM9pH4xwYZkq1Plju4Fe7zYAxCTeeZbNNR76gnE6fRFYcQWy+Xk1fxSgVIn4FWvLqPTYplxLo1kMTCnoUsok8FHgEeAo8HMp5WEhxIeEEB/KXPYFoBT4jhBinxBiz7xZrJlXpJT8/E+7KBZBPJe8G2FxsK7SzYmuoPLQkxEI9ky5TnO/6sdtC7WDtwGjQfDlN2/hO++8YNL7ttV7AdgttqjMmOe+NWnLgQ5fhI1O9ayN69bx0Xe/A7beATvfN6WN2Wftbx2Cxssxx4e40bgbabSAd+JvERrNYmVaeehSyoeklOuklKullP+SOXaXlPKuzM8fkFIWSym3Zf7bOZ9Ga+aPF073E+tWX7IM5Wr6/LpKFyd6AsisyE0jjt7SH6beJRHhvhmJ43m1RZgMgv3tPrjs49B3XBU2TUDHUJSVtiAA77/+UuoriuG2u8atEB3NxmoPZqPgldYhWHE5AFca9iNKVs0631yjWUh0pahmBP/91Gm22jIeeGYwxLpKN0PhBANW1Zt6OnH05v4QF3iV0FI0fUG3mY1sqHazr3UINt+mKjMP/Hz4gt4TcOpxAMLxJAOhOPWmTJWnu3raz8k+a1O1h30tQ6SLGminHAMyF27RaJYaWtA1OXoDMZ452ccNVQGwuHICua5SpREej2SaSQ02T7nW2f4wm+0ZoZ1h+GJbvZcDrT7VWrf2Aug+PHzyiX+Ce98Khx6gYygKQKVhCAzmWTW72lbv5WC7j1O9QV5MZdoEaEHXLFG0oGtynOxRLWJXyDYlapk0vbWVquDnWH8SnBUw1DzpOtFEii5/lDWWAXVgxoJeTCCWVBOMKs9TvVUSSrzp2AdI+NUHCR1XvWFK0gPgrppVWuG2Bi/heIpf7GnlxfRGdbBs7YzX0WgWA1rQNTlO96gQiTvUPELUyl1WvA6zEvziqVMXWwZUhkudoQ+Mlhk3tMpuVr7SOgSVm0Gm1WShUJ8aTXfF/4HilWx4+iNYieNK9M+6ada2elVd+rPdrbxougi55lpYdfWs1tJoFhot6Jocp3qClFlTmPxtIwYrCyFYV+nmaGcmdXGgafzUxZ6jkErQ3KeyTsqS3SrH2zCzf2arypy4rCZVxVl5njrYfRg692UuuApu+grWhJ9rjPuxRrqVhz4LGksdeB1m/NEk9XX1iHfdP6eeLRrNQqIFfania4ffflxtEE4jL3w6nO4NcUVxpiXPqDjyhY3FHGz3Eaq5VHnJj/79yOd2HYTvXAL3vpnOLtXK1h3tmFX6n8EgWF/lVlWcJSvVBKPuw9C5X11QvRVWXEHA6OUt1t2I4OwFXQjB1jovMPzNQKNZqmhBX6rs+zHs/QHc+xYlpHOcwQnKQ9/hzBT5lo0crHzdpipSacnD5uvgog+qVrjPfm34guZn1Z9nn+emXe/iAdv/h6nzZSheOStbNlS5OdbpV61mKzZC9yEGTu2my1jNn//kOBhNvGC9nNekd6v2vLMUdBgW8q1a0DVLHC3oS5DBUJz4qadIl2+C2/4H+k/D8/81u8Uygx0C0QRd/igbTF2AgNKRczjPry2i0mPlsaM9cMP/hfPeCk/8f8Px9NaX1GCKd/8GkYzgNcbgtZ+Bq8a0z58WG6o9+KNJOn1RqDqPcOt+gk17eCXRwDMn+zjW5ef3qYuwkmkN4Jq9oN94fhU7VxRzycqlP3BC8+pGC/oS40cvNHPJl35PuuUl7ulqpKXuFpWvve/HapjETDjyIHxlFXQe4HSvinvXp9vBWw9m+4hLDQbBtZsqefpkL9GUhKs+p06cfFSFXlpegvqLofEKbrPezTfWfB+u/tysPeeNmc6Lx7r8pCs240gO0WDo5dLLr8FoEPzqlXYeDqwmZFabmjPNQc9nQ5WH+//qMooc5lmvodEsBrSgLzEePdLNdUWt2ESC59MbuX9vK1z8QYj5Yf99M1vs+W+paT27/odTmQyXkkgzlI6ftnftpirC8RTPn+6DsjWq/e3JRzlw+CAEOvjKkSLO/8dHaB2I0Fg6t2EE67KtdDsDnDE05o57V+/k8jVl/PSlFmJpA+3V16oT7tlluWg0ywkt6EuIaCLFrqYB3lJyFoQBQ+Pl/PLldtI1F6gCnF13T9r3JMuupgG++t0fQ9tule538H7aO9oxGyQWX9OY+HmWS1aV4LKaePRwZn7n2utInXmKe3/6QwBk/SW8bWc9d165irdfWD/uGtPFYzNTV2znWFeAJ4fyWi1Xb+OWrTX4o0kABs7/C9jyZxParNG8mtCCvoTYe3aQWDLN1uQBqNrCTRduoH0owotN/Wqjsu8END055Tr//uhx1jT/mITJCX92LySj1DTdzz+5foVIhKBu/FY8VpORq9aX8/jRHtJpCWuvw5iK8Vem3yItTj7z7jfzhTdu4u9u2khd8dzHhW2o8nCs088fzyboFWXgqQNnGddvrsRiUv90Sxo2w5vvnnAykUbzakIL+hLi2VN9OA0JvAP7oPEKrttUhctq4pd722Hzm1S5/pEHJ13jcIePpqbTvMHwIg+Ka0jXXgiNr+HmgR/yjvj9cMF74by3THj/6zdW0heMcbDdB41XEMHGStGFqLtwxMDnQrCx2s2ZvhB7zg5yrPoW2P4uANw2M6/bUAFAjdc+2RIazasKLehLiOdO9fG2yk5EKg4rr8RuMXLzlmr+cKiTUMqoCm5OPjZpXvo9zzfzIcvDmEWa/wxexeNHu0lc8AHsRDlZ/Fp4w9cmLaF/7bpyDAL+eKyHwZjgmdRmdaL+4gK/W+Whp9KSeDJN6rWfU5usGT513Tq++MZNuKyF/RDRaJYyWtAXK4kopBK5l0PhOEPtJ/hI7LtgtELDpQDctr2WcDzFUyd6Yd31quin58i4Sw6E4uzd9wrvMT6M3HoHSe8qvvbYCT62r4474p/n6OXfmLJtbLHTwvaGYv54rIeXmvr5Y3q7OjEfgl6tNkbNRsFFK0c23lpT4ea9l88ux12jWa5oQV9kpNMSKSV891r4/adyx4+99CgPWv6e4mQP3P4TsKkJ6DtWFOOwGHnhdD+syWR8nHx03LXvffEsnxQ/wWA0YXjdP/DBK1dxrCvAi00DrL/kDVy/bcW0bLxmQwUH2308uL+DhwxXkbzlv+el/0ljqROrycCOhmIcFu2JazRToX9LFhHJVJorv/InPnxxCe/qOgB9J+H6fyFhclL5/D8SxIHzzkehbFXuHrPRwIWNJbxwph/edJ6a8nPiUbjik8MLS0lnywl6n/pfPmZ8Ca74HHhqeOfFki11XjZWe3KbjNPh6vUVfPWR4zx0sIvXrK3AtOONhfxryGE0CP7h5k2sKnfOy/oazXJDe+iLiFO9QTp8Ufa/pNrCkoyQPvIg3/zhz1iZOEXneXdizhPzLJeuLuVUT5CeQBTWXq+qNiODufPyD39L9fcv4kuGu0l6V8Flfw2oYqGt9d4ZiTmozcrqIlvu2fPJuy5ZwWWry+b1GRrNckELegFJpyWJVJrEwFl4+qtw91WqgdY0OdimyvCrg0eQCPDU0fKn71F3+j4SBjsXvvFD49536Solqi+eGYC114FMwek/qZPxMKm9P+Kx1A5+fcEPMX3kBbDMzeMVQnDV+ooRz9ZoNAuPDrkUiFgyxdVffZIuX5hnrB+nVvSrxlR7f6CyTzbfNuUah9p9OCxGdogzdFsbkatvpeHlb1JrNmPaensubj6azTUe3FYTL5zu55Y37QRnORz8BZz3ZvY/9QBbUxGe9L6Zf7rpjWAszGf4+y9vxGoycH5tUUHW02g0c0d76AVi79lBOnxRPr3JR63o52/TH6b/fc9BzQ61uRnsnXKNg+0+Nle72Wk6zQvRFXzu1GYMQmKWccSF75/wPpPRwEUrS3jxTL/KUtnxbjjxMH94dhdnnr6PgHDxyQ+8D1OBxBxgbaWbL96yuaBrajSauaF/GwvEc6f6MBoEf1FxDGkw83BiB/e82AZv+o5qmvXw5F0Hk6k0Rzr9XFEexpXysSe5iid7nfSVXwJ1F0HN9knvv3R1KU19Ibp8UbjgvUig5/Fvca3pFWzn3UxZkauA71aj0SxGtKAXiGdP9bO93ovl5MOIxiu4ZONK7nnhLKGitXDhB+DIbyAWnPD+070hook0l1ibAegrOo/Xb6yk9AO/hD//1ZTPvyQTy37uVB94G/DVX8M75e9xySDmzbcW5D1qNJrFjRb0AuALJzjYNsTNNUE10Hj9TXzoqtX4Ignu290Ka6+FdAJaXphwjYPtakN0XfIEmGx87aPv4Dvv3IGwusA6tXe9qdpDdZGNhw52AvBH962YRBppdsBqPSNTo3k1oAW9ALxwpp+0hNcZ96oD629kR0Mx2xu8/PqVdlXVabQOZ56MQ3ZD1DtwEKq34nTYZ5ROaDAI3ri1hqdP9jIUjvPjnpU0G1cgNt06pre5RqNZnrw6BT0ZK8jItizPn+7DaTFS2/0kVG1RAyKAy1aXcrTTT0RaoOESOPPkhGscbPdxffkgouNl1Qp3FtyytYZESnLf7lZeafPz4M4fwRu/Nau1NBrN0uPVJejtL8PdV8O/1sLXN6uKygLw7Kk+XrfChKFtF6y/MXd8R0MxybTkQNuQSl3sOQyB7jH3p9KSgY4zfNH/BbAXwyUfnpUdm2s8rCpz8s3HT5KWcNnGejBZZvmuNBrNUuNVIegvtwzy6Z+/TMcPP0Cw9yzyko+ogQi//9SkG5XTodMX4UxviDd5joNMq0rNDNsbijPPHxqOYzc9NeL+RDLJd7//P/w/8S84ZBjedX/Ow58pQqiwSySRwm0z6Sn2Gs2rjGUv6FJKvvjgYeyHfkpN7DR/G3onj9T8Fdzyn+BrgSe/PKf1dzUNALA9tgccpSPSC0ucFlaWOXm5ZVCFYuzFI+Loof52ev7vdu5s/QzVthimd/5U9WKZA7dsqwHgijVlOkdco3mVsex/419pHeJMWyefs92PrL+EQ0VXc9dTp5H1F8MF74MXvwNdB6e/YKgPdv0/iPoBVVDksgi8HU/D6mvAMPKvdHuDl1daBpHCACtfC2f+BFLSG4jxs+/+O7XJFl7a+s84//YYYuWVc36/q8td/P0bNvKRq9fMeS2NRrO0WPaC/oPnmvmE9XfY4wOIG/6Vv3ztava1DvFS0wC8/h/B7IAXvj3lOvfvbeO27zxH+A9fgIf+Bv5rJ+z/GbubBritqh8R7htuX5vHjoZi+oJxWgciql95oJOB48/y1rue5/zQ8wS8G7j4tr8uaKz7A69ZxXm6JF+jedWx/AQ9nYb9P4Pm5+j2R9l/8ADvNTwEW26H2gt42wV1lLks3PXUaRUC2Xo7HPrlpKX5Ukq+/adTtLacxXTo5yRWXQtFdfCrO7mm715utGU8/NXXjLl3RyaOvrdlADbcDCY7HU//AH9/FzsNJ3BvuWVe/ho0Gs2rj+Ul6N2H4XvXw6/uhB/dxlOPPMCnjT/BYDTC674AgM1s5L2XNfLk8V5O9QThojshFYeX75lw2ZdbhmjqC/Hl+pewkODjg28j/t5H6V7xRj5t+hk7e+5XsXNX+Zh711e5cVqMvHx2SDXX2nATjV2P8A7PAYRMw4ab5utvQ6PRvMpY8oIupeTne1o52tQC370OBk7DzV9HFq/kjYc/wc3GFzFc8Qkoqs3d8/ad9QgBvz/QCeXrVUrhnu9BKjnuM375chtec4LXBX9LV9U1PNTp4t6XWrmv+jPsSm/AEu0fN9wCakjD1nove8+q/uTy/LfjSgf4UOqn4K6B6m0F/hvRaDSvVpa8oO9qGuBv7z/Ajf9zkLsr/o7e9zwLO9/PU5fcTb90E7VX5QY6ZKnw2LhwRQl/OKTK5Lnog+Bvh2O/G7N+NJHid/s7+IealzFE+qm84VNcsaaMbz5xksdP+vha6T+qvPGd75vQxstWl3Kk009PIEpn2WX0Szfu1KDKWZ9kILNGo9HMhCUv6D/d1YLbZuKDr13FfzSv4gO/OEMileYHB2O82/I1TH/19LgDHW48v4pjXQFO9wbVZqW3QWWvjOLxo91Yo73cOvh9aHwNYsXl/N1NG/FHExxs97Fh5Qq44cvgqZnQxqs3qGEQTx7vZV9HiN+m1IBn1utwi0ajKRxLWtAHQ3EeOtTFm7fX8rkbN/K1t29jf5uPv//VIZ460cvNF27A5Kkc994bzqsC4OFDXaqH+IUfgLPPQtchdcGL/w1PfZWfP3ecf3PcizEVg5u/AUKwqcbDW3fUAbCzsXhKOzdVe6jy2PjTsR72tQ7xfXkLycs+DqteW5C/B41Go4ElPrHogVfaiSfT3HFxAwBv2FLN40dr+dmeVoSAt184ccVldZGdHQ1eHjrYqXK2t/85/OnLsOtu5bFn+pd/XbopFQG1qVo2nNv9mRs3UGQ3c3VmFNtkCCG4ekM5v93fyZoKF8U1qzBd9+dzfPcajUYzkiXroUsp+emuFrY3eNlQNTya7Z9u3UxDiYPrN1VRV+yYdI2bzq/mcIefs/0hcJTAlrchD/wc+ZuPIKu28MXi/0unoYp07YVw2cdG3FvmsvL3N2/CaZ3eZ+I1GyoJxpLsax3SJfkajWZemJagCyFuEEIcF0KcEkKMGb0jFN/KnD8ghNhReFNH8qMXz3KqJ8gdFzWMOO6xmXn0k1fyrTsmn/ADcOP51QD8Zl8HALEdH0AkI0QiEe4q/zw/6Gzg5evux/CXj4PRPCd7L19TmmuHqwVdo9HMB1MKuhDCCHwbuBHYBNwhhNg06rIbgbWZ/+4E/rvAdo7gN/va+ccHD/P6jRW8eXvtmPM2s3FavcRrvXYuXVXKAy+3IaXk4b4y/i1xO1+0fYZ/252iusjGn00StpkJDospN1VIC7pGo5kPphMvuAg4JaU8AyCEuA+4FTiSd82twA+llBJ4UQjhFUJUSyk7C23wk8d7+NTP93NRYwn/9Y4dc25A9ZYL6vibX+xn79lBfrqrhY6i2/nT31zFjSd6KXdbsZqMBbIc3nvZCtw2EytKJw8FaTQazWyYjhrWAq15r9syx2Z6DUKIO4UQe4QQe3p7Jy61n4yVZU6u21zJ/75nJzbz3MX2xvOqcFiM/MejJ3jxzAC3X1SP0SC4ekNFwfuhXLOhkm+/YwdC555rNJp5YDqCPp76yFlcg5TybinlTinlzvLysWXy02FFqZPvvPMC3La5xbSzOK0mbjivihfO9GMyCN56QV1B1tVoNJpzzXQEvQ3IDyTXAR2zuGbRks0pv3ZTJRVu2wJbo9FoNLNjOoK+G1grhFgphLAAtwMPjrrmQeDdmWyXSwDffMTP54tLVpXykatX88lr1y20KRqNRjNrptwUlVImhRAfBR4BjMD3pJSHhRAfypy/C3gIuAk4BYSBiRubLEIMBsGnr9+w0GZoNBrNnJhWVYyU8iGUaOcfuyvvZwl8pLCmaTQajWYmLNlKUY1Go9GMRAu6RqPRLBO0oGs0Gs0yQQu6RqPRLBO0oGs0Gs0yQQu6RqPRLBO0oGs0Gs0yQagU8gV4sBC9wNlZ3l4G9BXQnPlE21p4loqdsHRsXSp2wtKxdb7sXCGlHLcZ1oIJ+lwQQuyRUu5caDumg7a18CwVO2Hp2LpU7ISlY+tC2KlDLhqNRrNM0IKu0Wg0y4SlKuh3L7QBM0DbWniWip2wdGxdKnbC0rH1nNu5JGPoGo1GoxnLUvXQNRqNRjMKLegajUazTFhygi6EuEEIcVwIcUoI8dmFtieLEKJeCPEnIcRRIcRhIcTHM8dLhBCPCSFOZv4sXmhbswghjEKIV4QQv8u8XnS2CiG8Qoj7hRDHMn+3ly5GOwGEEJ/M/L8/JIT4qRDCtlhsFUJ8TwjRI4Q4lHdsQtuEEJ/L/I4dF0Jcv8B2fjXz//+AEOJXQgjvQts5ka155/5GCCGFEGXn0tYlJehCCCPwbeBGYBNwhxBi08JalSMJfEpKuRG4BPhIxrbPAk9IKdcCT2ReLxY+DhzNe70Ybf0m8LCUcgOwFWXvorNTCFELfAzYKaU8DzXd63YWj60/AG4YdWxc2zL/bm8HNmfu+U7md2+h7HwMOE9KuQU4AXxuEdgJ49uKEKIeuBZoyTt2TmxdUoIOXAScklKekVLGgfuAWxfYJgCklJ1SypczPwdQwlOLsu+ezGX3AG9aEANHIYSoA94A/G/e4UVlqxDCA1wJfBdAShmXUg6xyOzMwwTYhRAmwIEalL4obJVSPg0MjDo8kW23AvdJKWNSyibUaMmLFspOKeWjUspk5uWLqCH0C2rnRLZm+Drwt0B+xsk5sXWpCXot0Jr3ui1zbFEhhGgEtgMvAZXZgdmZPysW0LR8voH6R5fOO7bYbF0F9ALfz4SG/lcI4WTx2YmUsh34d5RX1okalP4oi9DWPCaybTH/nr0f+EPm50VnpxDiFqBdSrl/1KlzYutSE3QxzrFFlXcphHABvwQ+IaX0L7Q94yGEuBnokVLuXWhbpsAE7AD+W0q5HQixCMIr45GJP98KrARqAKcQ4l0La9WsWZS/Z0KIz6NCmz/OHhrnsgWzUwjhAD4PfGG80+McK7itS03Q24D6vNd1qK+1iwIhhBkl5j+WUj6QOdwthKjOnK8GehbKvjwuB24RQjSjwlbXCCHuZfHZ2ga0SSlfyry+HyXwi81OgNcDTVLKXillAngAuIzFaWuWiWxbdL9nQoj3ADcD75TDxTOLzc7VqA/0/ZnfrTrgZSFEFefI1qUm6LuBtUKIlUIIC2qT4cEFtgkAIYRAxXqPSim/lnfqQeA9mZ/fA/zmXNs2Ginl56SUdVLKRtTf4R+llO9ikdkqpewCWoUQ6zOHXgccYZHZmaEFuEQI4cj8W3gdah9lMdqaZSLbHgRuF0JYhRArgbXArgWwD1CZbcBngFuklOG8U4vKTinlQSllhZSyMfO71QbsyPw7Pje2SimX1H/ATaid7tPA5xfanjy7rkB9hToA7Mv8dxNQisogOJn5s2ShbR1l91XA7zI/LzpbgW3Anszf66+B4sVoZ8bWfwKOAYeAHwHWxWIr8FNUbD+BEpq/mMw2VOjgNHAcuHGB7TyFij9nf6/uWmg7J7J11PlmoOxc2qpL/zUajWaZsNRCLhqNRqOZAC3oGo1Gs0zQgq7RaDTLBC3oGo1Gs0zQgq7RaDTLBC3oGo1Gs0zQgq7RaDTLhP8fvtrmLAdc+OoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# make predictions\n", "trainPredict = model.predict(trainX, batch_size=batch_size) #Now we need to specify the batch_size\n", "model.reset_states()\n", "testPredict = model.predict(testX, batch_size=batch_size)\n", "# invert predictions\n", "trainPredict = scaler.inverse_transform(trainPredict)\n", "trainY = scaler.inverse_transform([trainY])\n", "testPredict = scaler.inverse_transform(testPredict)\n", "testY = scaler.inverse_transform([testY])\n", "# calculate root mean squared error\n", "trainScore = np.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n", "print('Train Score: %.2f RMSE' % (trainScore))\n", "print('Train R^2: ', r2_score(trainY[0], trainPredict[:,0]))\n", "testScore = np.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n", "print('Test Score: %.2f RMSE' % (testScore))\n", "print('Test R^2: ', r2_score(testY[0], testPredict[:,0]))\n", "\n", "# shift train predictions for plotting\n", "trainPredictPlot = np.empty_like(dataset)\n", "trainPredictPlot[:, :] = np.nan\n", "trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n", "# shift test predictions for plotting\n", "testPredictPlot = np.empty_like(dataset)\n", "testPredictPlot[:, :] = np.nan\n", "testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n", "# plot baseline and predictions\n", "plt.plot(scaler.inverse_transform(dataset))\n", "plt.plot(trainPredictPlot)\n", "plt.plot(testPredictPlot)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d2d7f6a6-1782-4943-83d7-3db78496775e", "metadata": {}, "source": [ "## Adding Early Stopping" ] }, { "cell_type": "markdown", "id": "9bb9cb96-39a2-45cd-aecb-3096d5ac98d6", "metadata": {}, "source": [ "A problem with training neural networks is in the choice of the number of training epochs to use.\n", "\n", "Too many epochs can lead to overfitting of the training dataset, whereas too few may result in an underfit model. Early stopping is a method that allows you to specify an arbitrary large number of training epochs and stop training once the model performance stops improving on a hold out validation dataset." ] }, { "cell_type": "code", "execution_count": 43, "id": "9400aadf-9360-47b4-ac7e-5a5769a60e95", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (92, 1, 3)\n", "trainY.shape: (92,)\n", "trainX[:5]: [0.01544402 0.02702703 0.05405406 0.02702703 0.05405406 0.04826255\n", " 0.05405406 0.04826255 0.03281853 0.04826255 0.03281853 0.05984557\n", " 0.03281853 0.05984557 0.08494209]\n", "trainY[:5]: [0.04826255 0.03281853 0.05984557 0.08494209 0.08494209]\n", "Deleting \"model\"\n", "Epoch 1/100\n", "84/92 [==========================>...] - ETA: 0s - loss: 0.0379 \n", "Epoch 1: val_loss improved from inf to 0.09698, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 2s 7ms/step - loss: 0.0368 - val_loss: 0.0970\n", "Epoch 2/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0197\n", "Epoch 2: val_loss did not improve from 0.09698\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0197 - val_loss: 0.1133\n", "Epoch 3/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0182\n", "Epoch 3: val_loss did not improve from 0.09698\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0189 - val_loss: 0.0976\n", "Epoch 4/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0160 \n", "Epoch 4: val_loss improved from 0.09698 to 0.08954, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0895\n", "Epoch 5/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0210\n", "Epoch 5: val_loss did not improve from 0.08954\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0182 - val_loss: 0.1025\n", "Epoch 6/100\n", "91/92 [============================>.] - ETA: 0s - loss: 0.0179\n", "Epoch 6: val_loss did not improve from 0.08954\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0179 - val_loss: 0.0966\n", "Epoch 7/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0198\n", "Epoch 7: val_loss did not improve from 0.08954\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0165 - val_loss: 0.0969\n", "Epoch 8/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0174\n", "Epoch 8: val_loss improved from 0.08954 to 0.08318, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0170 - val_loss: 0.0832\n", "Epoch 9/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0198\n", "Epoch 9: val_loss improved from 0.08318 to 0.07944, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0146 - val_loss: 0.0794\n", "Epoch 10/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0142 \n", "Epoch 10: val_loss improved from 0.07944 to 0.07035, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0142 - val_loss: 0.0704\n", "Epoch 11/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0171\n", "Epoch 11: val_loss improved from 0.07035 to 0.05773, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0144 - val_loss: 0.0577\n", "Epoch 12/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0139\n", "Epoch 12: val_loss improved from 0.05773 to 0.05343, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0139 - val_loss: 0.0534\n", "Epoch 13/100\n", "89/92 [============================>.] - ETA: 0s - loss: 0.0108\n", "Epoch 13: val_loss improved from 0.05343 to 0.04374, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0107 - val_loss: 0.0437\n", "Epoch 14/100\n", "86/92 [===========================>..] - ETA: 0s - loss: 0.0087\n", "Epoch 14: val_loss improved from 0.04374 to 0.03720, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0089 - val_loss: 0.0372\n", "Epoch 15/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0081\n", "Epoch 15: val_loss improved from 0.03720 to 0.03137, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0081 - val_loss: 0.0314\n", "Epoch 16/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0070\n", "Epoch 16: val_loss did not improve from 0.03137\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0074 - val_loss: 0.0333\n", "Epoch 17/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0057 \n", "Epoch 17: val_loss did not improve from 0.03137\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0049 - val_loss: 0.0327\n", "Epoch 18/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0042\n", "Epoch 18: val_loss improved from 0.03137 to 0.02220, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0049 - val_loss: 0.0222\n", "Epoch 19/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0059\n", "Epoch 19: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0045 - val_loss: 0.0319\n", "Epoch 20/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0049\n", "Epoch 20: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0040 - val_loss: 0.0285\n", "Epoch 21/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0039 \n", "Epoch 21: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.0256\n", "Epoch 22/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0039\n", "Epoch 22: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.0264\n", "Epoch 23/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0037\n", "Epoch 23: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0039 - val_loss: 0.0281\n", "Epoch 24/100\n", "89/92 [============================>.] - ETA: 0s - loss: 0.0033 \n", "Epoch 24: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0036 - val_loss: 0.0299\n", "Epoch 25/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0037\n", "Epoch 25: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0037 - val_loss: 0.0254\n", "Epoch 26/100\n", "90/92 [============================>.] - ETA: 0s - loss: 0.0034 \n", "Epoch 26: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0245\n", "Epoch 27/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0035\n", "Epoch 27: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0274\n", "Epoch 28/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0034\n", "Epoch 28: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0034 - val_loss: 0.0287\n", "Epoch 29/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0039\n", "Epoch 29: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.0309\n", "Epoch 30/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0037 \n", "Epoch 30: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.0275\n", "Epoch 31/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 31: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0241\n", "Epoch 32/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0026\n", "Epoch 32: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0248\n", "Epoch 33/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0036\n", "Epoch 33: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0296\n", "Epoch 34/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0039\n", "Epoch 34: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0285\n", "Epoch 35/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0032\n", "Epoch 35: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0033 - val_loss: 0.0300\n", "Epoch 36/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0046 \n", "Epoch 36: val_loss did not improve from 0.02220\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.0242\n", "Epoch 37/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0039\n", "Epoch 37: val_loss improved from 0.02220 to 0.02153, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0215\n", "Epoch 38/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0040 \n", "Epoch 38: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0242\n", "Epoch 39/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0040\n", "Epoch 39: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0306\n", "Epoch 40/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0033 \n", "Epoch 40: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0033 - val_loss: 0.0257\n", "Epoch 41/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0032\n", "Epoch 41: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0216\n", "Epoch 42/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0033 \n", "Epoch 42: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0035 - val_loss: 0.0280\n", "Epoch 43/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 43: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0031 - val_loss: 0.0294\n", "Epoch 44/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0035\n", "Epoch 44: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0035 - val_loss: 0.0296\n", "Epoch 45/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0028 \n", "Epoch 45: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0225\n", "Epoch 46/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0025 \n", "Epoch 46: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0248\n", "Epoch 47/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0032\n", "Epoch 47: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0275\n", "Epoch 48/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0039\n", "Epoch 48: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0036 - val_loss: 0.0261\n", "Epoch 49/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0038\n", "Epoch 49: val_loss did not improve from 0.02153\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0034 - val_loss: 0.0221\n", "Epoch 50/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 50: val_loss improved from 0.02153 to 0.02041, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0204\n", "Epoch 51/100\n", "91/92 [============================>.] - ETA: 0s - loss: 0.0031\n", "Epoch 51: val_loss did not improve from 0.02041\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0213\n", "Epoch 52/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0025 \n", "Epoch 52: val_loss improved from 0.02041 to 0.01881, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0188\n", "Epoch 53/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0031\n", "Epoch 53: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0245\n", "Epoch 54/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0029\n", "Epoch 54: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0031 - val_loss: 0.0243\n", "Epoch 55/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0025 \n", "Epoch 55: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0032 - val_loss: 0.0205\n", "Epoch 56/100\n", "91/92 [============================>.] - ETA: 0s - loss: 0.0031 \n", "Epoch 56: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0238\n", "Epoch 57/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0030\n", "Epoch 57: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0251\n", "Epoch 58/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0024 \n", "Epoch 58: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0191\n", "Epoch 59/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0026\n", "Epoch 59: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0254\n", "Epoch 60/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0027\n", "Epoch 60: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0231\n", "Epoch 61/100\n", "85/92 [==========================>...] - ETA: 0s - loss: 0.0029\n", "Epoch 61: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0243\n", "Epoch 62/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0029 \n", "Epoch 62: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0029 - val_loss: 0.0231\n", "Epoch 63/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0027\n", "Epoch 63: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0215\n", "Epoch 64/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 64: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0244\n", "Epoch 65/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0029\n", "Epoch 65: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0227\n", "Epoch 66/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0027\n", "Epoch 66: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0225\n", "Epoch 67/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0032\n", "Epoch 67: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0028 - val_loss: 0.0235\n", "Epoch 68/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0031 \n", "Epoch 68: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0257\n", "Epoch 69/100\n", "90/92 [============================>.] - ETA: 0s - loss: 0.0029\n", "Epoch 69: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0237\n", "Epoch 70/100\n", "88/92 [===========================>..] - ETA: 0s - loss: 0.0025\n", "Epoch 70: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0216\n", "Epoch 71/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0031 \n", "Epoch 71: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0030 - val_loss: 0.0225\n", "Epoch 72/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0023 \n", "Epoch 72: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0212\n", "Epoch 73/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0033\n", "Epoch 73: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0030 - val_loss: 0.0201\n", "Epoch 74/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 74: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0202\n", "Epoch 75/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0032\n", "Epoch 75: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0216\n", "Epoch 76/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0034\n", "Epoch 76: val_loss did not improve from 0.01881\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0190\n", "Epoch 77/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0029 \n", "Epoch 77: val_loss improved from 0.01881 to 0.01722, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0172\n", "Epoch 78/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0025\n", "Epoch 78: val_loss did not improve from 0.01722\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0213\n", "Epoch 79/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0026\n", "Epoch 79: val_loss improved from 0.01722 to 0.01558, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0156\n", "Epoch 80/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0028 \n", "Epoch 80: val_loss did not improve from 0.01558\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0158\n", "Epoch 81/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0029\n", "Epoch 81: val_loss did not improve from 0.01558\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0029 - val_loss: 0.0220\n", "Epoch 82/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0025\n", "Epoch 82: val_loss did not improve from 0.01558\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0028 - val_loss: 0.0195\n", "Epoch 83/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0019\n", "Epoch 83: val_loss did not improve from 0.01558\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0177\n", "Epoch 84/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0029 \n", "Epoch 84: val_loss improved from 0.01558 to 0.01437, saving model to ./models/best_model_LSTM.h5\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0144\n", "Epoch 85/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0020 \n", "Epoch 85: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0253\n", "Epoch 86/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0033\n", "Epoch 86: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0199\n", "Epoch 87/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028 \n", "Epoch 87: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0162\n", "Epoch 88/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0024\n", "Epoch 88: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0027 - val_loss: 0.0223\n", "Epoch 89/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0036\n", "Epoch 89: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0196\n", "Epoch 90/100\n", "92/92 [==============================] - ETA: 0s - loss: 0.0024 \n", "Epoch 90: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0024 - val_loss: 0.0158\n", "Epoch 91/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028\n", "Epoch 91: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0172\n", "Epoch 92/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0020\n", "Epoch 92: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0026 - val_loss: 0.0201\n", "Epoch 93/100\n", "86/92 [===========================>..] - ETA: 0s - loss: 0.0025 \n", "Epoch 93: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0025 - val_loss: 0.0188\n", "Epoch 94/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0023\n", "Epoch 94: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0026 - val_loss: 0.0164\n", "Epoch 95/100\n", "46/92 [==============>...............] - ETA: 0s - loss: 0.0026\n", "Epoch 95: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0168\n", "Epoch 96/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0024\n", "Epoch 96: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0025 - val_loss: 0.0174\n", "Epoch 97/100\n", "48/92 [==============>...............] - ETA: 0s - loss: 0.0027\n", "Epoch 97: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0025 - val_loss: 0.0147\n", "Epoch 98/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0028 \n", "Epoch 98: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0027 - val_loss: 0.0174\n", "Epoch 99/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0029 \n", "Epoch 99: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 1ms/step - loss: 0.0024 - val_loss: 0.0172\n", "Epoch 100/100\n", "47/92 [==============>...............] - ETA: 0s - loss: 0.0027\n", "Epoch 100: val_loss did not improve from 0.01437\n", "92/92 [==============================] - 0s 2ms/step - loss: 0.0024 - val_loss: 0.0203\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 16.477725982666016 seconds ---\n" ] } ], "source": [ "# Using Early stopping\n", "# reshape into X=t and Y=t+1\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n", "testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n", "batch_size=1\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: ', trainX[:5].flatten())\n", "print('trainY[:5]: ', trainY[:5])\n", "\n", "es = EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=100)\n", "mc = ModelCheckpoint('./models/best_model_LSTM.h5', monitor='val_loss', mode='min', verbose=1, save_best_only=True)\n", "\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(4, batch_input_shape=(batch_size,1,look_back), stateful=True, return_sequences=True))\n", "model.add(LSTM(4, batch_input_shape=(batch_size, 1,look_back), stateful=True))\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=100, batch_size=1, verbose=1, validation_data=(testX, testY),callbacks=[es, mc])\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))\n", "\n", "# load the saved model\n", "model = load_model('./models/best_model_LSTM.h5')" ] }, { "cell_type": "code", "execution_count": 44, "id": "0bce54d7-a24c-49bb-910c-08c09519f2e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_hist(history)" ] }, { "cell_type": "code", "execution_count": 45, "id": "aa36cf11-f0f6-4947-9fa1-a36c1dfd88ea", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "92/92 [==============================] - 1s 680us/step\n", "44/44 [==============================] - 0s 693us/step\n", "Train Score: 0.05 RMSE\n", "Train R^2: 0.7882115944144001\n", "Test Score: 0.10 RMSE\n", "Test R^2: 0.363344195136559\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# make predictions\n", "trainPredict = model.predict(trainX, batch_size=batch_size) #Now we need to specify the batch_size\n", "model.reset_states()\n", "testPredict = model.predict(testX, batch_size=batch_size)\n", "# invert predictions\n", "trainPredict = scaler.inverse_transform(trainPredict)\n", "trainY = scaler.inverse_transform([trainY])\n", "testPredict = scaler.inverse_transform(testPredict)\n", "testY = scaler.inverse_transform([testY])\n", "# calculate root mean squared error\n", "trainScore = np.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n", "print('Train Score: %.2f RMSE' % (trainScore))\n", "print('Train R^2: ', r2_score(trainY[0], trainPredict[:,0]))\n", "testScore = np.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n", "print('Test Score: %.2f RMSE' % (testScore))\n", "print('Test R^2: ', r2_score(testY[0], testPredict[:,0]))\n", "\n", "# shift train predictions for plotting\n", "trainPredictPlot = np.empty_like(dataset)\n", "trainPredictPlot[:, :] = np.nan\n", "trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n", "# shift test predictions for plotting\n", "testPredictPlot = np.empty_like(dataset)\n", "testPredictPlot[:, :] = np.nan\n", "testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n", "# plot baseline and predictions\n", "plt.plot(scaler.inverse_transform(dataset))\n", "plt.plot(trainPredictPlot)\n", "plt.plot(testPredictPlot)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 46, "id": "9197edfe-9cbd-4bd9-b70c-f3e6c1f15200", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "trainX.shape: (92, 1, 3)\n", "trainY.shape: (92,)\n", "trainX[:5]: [0.01544402 0.02702703 0.05405406 0.02702703 0.05405406 0.04826255\n", " 0.05405406 0.04826255 0.03281853 0.04826255 0.03281853 0.05984557\n", " 0.03281853 0.05984557 0.08494209]\n", "trainY[:5]: [0.04826255 0.03281853 0.05984557 0.08494209 0.08494209]\n", "Deleting \"model\"\n", "keys: dict_keys(['loss', 'val_loss'])\n", "--- Elapsed time: 27.593353986740112 seconds ---\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "92/92 [==============================] - 1s 652us/step\n", "44/44 [==============================] - 0s 698us/step\n", "Train Score: 0.04 RMSE\n", "Train R^2: 0.8607555149559536\n", "Test Score: 0.06 RMSE\n", "Test R^2: 0.7335385934742549\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Try more nodes in the LSTM\n", "# Using Early stopping\n", "\n", "# reshape into X=t and Y=t+1\n", "look_back = 3\n", "trainX, trainY = create_dataset(train, look_back)\n", "testX, testY = create_dataset(test, look_back)\n", "\n", "# reshape input to be [samples, time steps, features]\n", "trainX = np.reshape(trainX, (trainX.shape[0], 1, trainX.shape[1]))\n", "testX = np.reshape(testX, (testX.shape[0], 1, testX.shape[1]))\n", "print('trainX.shape: ',trainX.shape)\n", "print('trainY.shape: ',trainY.shape)\n", "print('trainX[:5]: ', trainX[:5].flatten())\n", "print('trainY[:5]: ', trainY[:5])\n", "\n", "es = EarlyStopping(monitor='val_loss', mode='min', verbose=0, patience=100)\n", "mc = ModelCheckpoint('./models/best_model_LSTM.h5', monitor='val_loss', mode='min', verbose=0, save_best_only=True)\n", "\n", "if 'model' in globals():\n", " print('Deleting \"model\"')\n", " del model\n", "model = Sequential()\n", "model.add(LSTM(8, batch_input_shape=(batch_size,1,look_back), return_sequences=True))\n", "model.add(LSTM(8, batch_input_shape=(batch_size, 1,look_back)))\n", "model.add(Dense(1))\n", "\n", "start_time = time.time()\n", "# Compile the model\n", "model.compile(loss='mean_squared_error', optimizer='adam')\n", "\n", "# Fit the model\n", "history = model.fit(trainX, trainY, epochs=1000, batch_size=1, verbose=0, validation_data=(testX, testY),callbacks=[es, mc])\n", "# list all data in history\n", "print('keys: ',history.history.keys())\n", "print(\"--- Elapsed time: %s seconds ---\" % (time.time() - start_time))\n", "\n", "# load the saved model\n", "model = load_model('./models/best_model_LSTM.h5')\n", "\n", "plot_hist(history)\n", "\n", "# make predictions\n", "trainPredict = model.predict(trainX, batch_size=batch_size) #Now we need to specify the batch_size\n", "model.reset_states()\n", "testPredict = model.predict(testX, batch_size=batch_size)\n", "# invert predictions\n", "trainPredict = scaler.inverse_transform(trainPredict)\n", "trainY = scaler.inverse_transform([trainY])\n", "testPredict = scaler.inverse_transform(testPredict)\n", "testY = scaler.inverse_transform([testY])\n", "# calculate root mean squared error\n", "trainScore = np.sqrt(mean_squared_error(trainY[0], trainPredict[:,0]))\n", "print('Train Score: %.2f RMSE' % (trainScore))\n", "print('Train R^2: ', r2_score(trainY[0], trainPredict[:,0]))\n", "testScore = np.sqrt(mean_squared_error(testY[0], testPredict[:,0]))\n", "print('Test Score: %.2f RMSE' % (testScore))\n", "print('Test R^2: ', r2_score(testY[0], testPredict[:,0]))\n", "\n", "# shift train predictions for plotting\n", "trainPredictPlot = np.empty_like(dataset)\n", "trainPredictPlot[:, :] = np.nan\n", "trainPredictPlot[look_back:len(trainPredict)+look_back, :] = trainPredict\n", "# shift test predictions for plotting\n", "testPredictPlot = np.empty_like(dataset)\n", "testPredictPlot[:, :] = np.nan\n", "testPredictPlot[len(trainPredict)+(look_back*2)+1:len(dataset)-1, :] = testPredict\n", "# plot baseline and predictions\n", "plt.plot(scaler.inverse_transform(dataset))\n", "plt.plot(trainPredictPlot)\n", "plt.plot(testPredictPlot)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "76b1f166-3a9f-4452-96e5-470efd90a226", "metadata": {}, "source": [ "## Now it is your turn!!!\n", "Use the concepts above to model pollution in a city. " ] }, { "cell_type": "markdown", "id": "dde270dd-f30b-4c73-a78a-6589ba7b2697", "metadata": {}, "source": [ "## Multivariate Time-series - Data\n", "We are given a dataset of multiple features which affect the amount of pollution in air, which are being recorded with a sampling rate of 1 hr, for 5 years.\n", "\n", "We want to use this data to predict the air pollution content for the test data. \n", "\n", "This dataset contains an example of weather conditions data set where we will have attributes/ columns/ like pollution, dew, temp, wind direction, wind speed, snow, rain. Now we will use the Multivariate LSTM time series forecasting technique to predict the pollution for the next hours based on pollution, dew, temp, wind speed, snow, rain conditions.\n", "\n", "Now let's have a look at this dataset. \n" ] }, { "cell_type": "code", "execution_count": 2, "id": "391ebd23-4e73-48d8-8a4c-d4e64ae86723", "metadata": {}, "outputs": [], "source": [ "# Load data\n", "df = pd.read_csv(\"./data/LSTM-Multivariate_pollution.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "20961be8-7e49-4646-b988-024a461abcdd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datepollutiondewtemppresswnd_dirwnd_spdsnowrain
02010-01-02 00:00:00129.0-16-4.01020.0SE1.7900
12010-01-02 01:00:00148.0-15-4.01020.0SE2.6800
22010-01-02 02:00:00159.0-11-5.01021.0SE3.5700
32010-01-02 03:00:00181.0-7-5.01022.0SE5.3610
42010-01-02 04:00:00138.0-7-5.01022.0SE6.2520
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" ], "text/plain": [ " date pollution dew temp press wnd_dir wnd_spd snow \\\n", "0 2010-01-02 00:00:00 129.0 -16 -4.0 1020.0 SE 1.79 0 \n", "1 2010-01-02 01:00:00 148.0 -15 -4.0 1020.0 SE 2.68 0 \n", "2 2010-01-02 02:00:00 159.0 -11 -5.0 1021.0 SE 3.57 0 \n", "3 2010-01-02 03:00:00 181.0 -7 -5.0 1022.0 SE 5.36 1 \n", "4 2010-01-02 04:00:00 138.0 -7 -5.0 1022.0 SE 6.25 2 \n", "\n", " rain \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "id": "c50cacd6-737b-428e-9e7c-5d6b62638a6f", "metadata": {}, "source": [ "- data: Sequence of observations as a list or 2D NumPy array. Required.\n", "- n_in: Number of lag observations as input (X). Values may be between [1..len(data)] Optional. Defaults to 1.\n", "- n_out: Number of observations as output (y). Values may be between [0..len(data)-1]. Optional. Defaults to 1.\n", "- dropnan: Boolean whether or not to drop rows with NaN values. Optional. Defaults to True.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "657b048a-f1b6-4318-8597-09e3b0c941c3", "metadata": {}, "outputs": [], "source": [ "# The function is defined with default parameters so that if you call it with just your data, it will construct a DataFrame with t-1 \n", "# as X and t as y\n", "\n", "def series_to_supervised(data, n_in = 1, n_out = 1, dropnan = True):\n", " n_vars = 1 if type(data) is list else data.shape[1]\n", " \n", " df = pd.DataFrame(data)\n", " cols, names = list(), list()\n", " \n", " # input sequence (t-n, ... t-1)\n", " for i in range(n_in, 0, -1):\n", " cols.append(df.shift(i))\n", " names += [('var%d(t-%d)' % (j+1, i)) for j in range(n_vars)]\n", " \n", " # forecast sequence (t, t+1, ... t+n)\n", " for i in range(0, n_out):\n", " cols.append(df.shift(-i))\n", " if i == 0:\n", " names += [('var%d(t)' % (j+1)) for j in range(n_vars)]\n", " else:\n", " names += [('var%d(t+%d)' % (j+1, i)) for j in range(n_vars)]\n", " \n", " # put it all together\n", " agg = pd.concat(cols, axis=1)\n", " agg.columns = names\n", " # drop rows with NaN values\n", " if dropnan:\n", " agg.dropna(inplace=True)\n", " \n", " return agg" ] }, { "cell_type": "code", "execution_count": 5, "id": "1a01ae06-0e35-4fcb-a54d-1de58cbc4bd3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['SE', 'cv', 'NW', 'NE'], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"wnd_dir\"].unique()" ] }, { "cell_type": "code", "execution_count": 6, "id": "77fae93d-890e-45a2-b785-f675060f5e33", "metadata": {}, "outputs": [], "source": [ "# Encoding the string based data feature into integers\n", "def func(s):\n", " if s == \"SE\":\n", " return 1\n", " elif s == \"NE\":\n", " return 2\n", " elif s == \"NW\":\n", " return 3\n", " else:\n", " return 4\n", "\n", "df[\"wind_dir\"] = df[\"wnd_dir\"].apply(func)\n", "del df[\"wnd_dir\"]" ] }, { "cell_type": "code", "execution_count": 7, "id": "f020097d-ff81-4591-8190-6bc8ca5481f1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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datepollutiondewtemppresswnd_spdsnowrainwind_dir
02010-01-02 00:00:00129.0-16-4.01020.01.79001
12010-01-02 01:00:00148.0-15-4.01020.02.68001
22010-01-02 02:00:00159.0-11-5.01021.03.57001
32010-01-02 03:00:00181.0-7-5.01022.05.36101
42010-01-02 04:00:00138.0-7-5.01022.06.25201
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" ], "text/plain": [ " date pollution dew temp press wnd_spd snow rain \\\n", "0 2010-01-02 00:00:00 129.0 -16 -4.0 1020.0 1.79 0 0 \n", "1 2010-01-02 01:00:00 148.0 -15 -4.0 1020.0 2.68 0 0 \n", "2 2010-01-02 02:00:00 159.0 -11 -5.0 1021.0 3.57 0 0 \n", "3 2010-01-02 03:00:00 181.0 -7 -5.0 1022.0 5.36 1 0 \n", "4 2010-01-02 04:00:00 138.0 -7 -5.0 1022.0 6.25 2 0 \n", "\n", " wind_dir \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "49ad3470-6681-4ad7-9eae-3e702d302e34", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "values = df.values\n", "\n", "# specify columns to plot\n", "groups = [1, 2, 3, 5, 6]\n", "i = 1\n", "\n", "# plot each column\n", "plt.figure(figsize=(20,14))\n", "for group in groups:\n", " plt.subplot(len(groups), 1, i)\n", " plt.plot(values[:, group], c = \"forestgreen\")\n", " plt.title(df.columns[group], y=0.75, loc='right', fontsize = 15)\n", " i += 1\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "d13302f8-9230-4a24-b4d0-9e7cd366ef33", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (20,7))\n", "plt.plot(df.pollution)\n", "plt.title(\"Polution variation across the given no.of hours\", fontsize = 15)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "d5755771-553d-42dc-87d2-0d266deedf5b", "metadata": {}, "outputs": [], "source": [ "del df[\"date\"]" ] }, { "cell_type": "code", "execution_count": 11, "id": "55f72610-7309-447a-ae52-b7fa680df84e", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import mean_absolute_error , mean_squared_error\n", "from sklearn.preprocessing import MinMaxScaler\n", "from sklearn.preprocessing import LabelEncoder" ] }, { "cell_type": "code", "execution_count": 12, "id": "72e6901b-6f09-4a8f-a208-d91cbf03595c", "metadata": {}, "outputs": [], "source": [ "# Scaling the entire dataset\n", "\n", "dataset = df\n", "values = dataset.values\n", "\n", "values = values.astype('float32')\n", "\n", "scaler = MinMaxScaler(feature_range=(0, 1))\n", "scaled = scaler.fit_transform(values)" ] }, { "cell_type": "code", "execution_count": 39, "id": "520d8e69-7d0c-4bae-b583-c44b92f48c91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(43799, 16)\n" ] } ], "source": [ "# converting the dataset as supervised learning\n", "\n", "reframed = series_to_supervised(scaled, 1, 1)\n", "print(reframed.shape)" ] }, { "cell_type": "code", "execution_count": 40, "id": "3c4e90ee-6a5c-4245-80ad-1e08dbba849d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " var1(t-1) var2(t-1) var3(t-1) var4(t-1) var5(t-1) var6(t-1) \\\n", "1 0.129779 0.352941 0.245902 0.527273 0.002290 0.000000 \n", "2 0.148893 0.367647 0.245902 0.527273 0.003811 0.000000 \n", "3 0.159960 0.426471 0.229508 0.545454 0.005332 0.000000 \n", "4 0.182093 0.485294 0.229508 0.563637 0.008391 0.037037 \n", "5 0.138833 0.485294 0.229508 0.563637 0.009912 0.074074 \n", "\n", " var7(t-1) var8(t-1) var1(t) var2(t) var3(t) var4(t) var5(t) \\\n", "1 0.0 0.0 0.148893 0.367647 0.245902 0.527273 0.003811 \n", "2 0.0 0.0 0.159960 0.426471 0.229508 0.545454 0.005332 \n", "3 0.0 0.0 0.182093 0.485294 0.229508 0.563637 0.008391 \n", "4 0.0 0.0 0.138833 0.485294 0.229508 0.563637 0.009912 \n", "5 0.0 0.0 0.109658 0.485294 0.213115 0.563637 0.011433 \n", "\n", " var6(t) var7(t) var8(t) \n", "1 0.000000 0.0 0.0 \n", "2 0.000000 0.0 0.0 \n", "3 0.037037 0.0 0.0 \n", "4 0.074074 0.0 0.0 \n", "5 0.111111 0.0 0.0 \n" ] } ], "source": [ "print(reframed.head())" ] }, { "cell_type": "code", "execution_count": 41, "id": "d6b1584a-4d30-43cf-b632-66d73593acf2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['var1(t-1)', 'var2(t-1)', 'var3(t-1)', 'var4(t-1)', 'var5(t-1)',\n", " 'var6(t-1)', 'var7(t-1)', 'var8(t-1)', 'var1(t)', 'var2(t)', 'var3(t)',\n", " 'var4(t)', 'var5(t)', 'var6(t)', 'var7(t)', 'var8(t)'],\n", " dtype='object')" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reframed.columns" ] }, { "cell_type": "code", "execution_count": 42, "id": "49d3acaf-2037-4f62-9a0f-48b6adc71247", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " var1(t-1) var2(t-1) var3(t-1) var4(t-1) var5(t-1) var6(t-1) \\\n", "1 0.129779 0.352941 0.245902 0.527273 0.002290 0.000000 \n", "2 0.148893 0.367647 0.245902 0.527273 0.003811 0.000000 \n", "3 0.159960 0.426471 0.229508 0.545454 0.005332 0.000000 \n", "4 0.182093 0.485294 0.229508 0.563637 0.008391 0.037037 \n", "5 0.138833 0.485294 0.229508 0.563637 0.009912 0.074074 \n", "\n", " var7(t-1) var8(t-1) var1(t) \n", "1 0.0 0.0 0.148893 \n", "2 0.0 0.0 0.159960 \n", "3 0.0 0.0 0.182093 \n", "4 0.0 0.0 0.138833 \n", "5 0.0 0.0 0.109658 \n" ] } ], "source": [ "# droping columns we don't want to predict\n", "\n", "# reframed.drop(reframed.columns[[9,10,11,12,13,14,15]], axis=1, inplace=True)\n", "# Drop last N columns of dataframe\n", "reframed.drop(columns=reframed.columns[-7:], axis=1, inplace=True)\n", "print(reframed.head())" ] }, { "cell_type": "code", "execution_count": 43, "id": "04216c22-cace-4206-8091-4b78cd063b20", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(26280, 1, 8) (26280,) (17519, 1, 8) (17519,)\n" ] } ], "source": [ "# Splitting the training data given into training and testing data for now\n", "values = reframed.values\n", "\n", "# We train the model on the 1st 3 years and then test on the last year (for now)\n", "n_train_hours = 365 * 24 * 3\n", "\n", "train = values[:n_train_hours, :]\n", "test = values[n_train_hours:, :]\n", "\n", "# split into input and outputs\n", "train_X, train_y = train[:, :-1], train[:, -1]\n", "test_X, test_y = test[:, :-1], test[:, -1]\n", "\n", "# reshape input to be 3D :- (no.of samples, no.of timesteps, no.of features)\n", "train_X = train_X.reshape((train_X.shape[0], 1, train_X.shape[1]))\n", "test_X = test_X.reshape((test_X.shape[0], 1, test_X.shape[1]))\n", "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)" ] }, { "cell_type": "code", "execution_count": 44, "id": "3e18801c-b3bb-450c-bd5b-72e22ab782c6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((26280, 9), (17519, 9), (43799, 9))" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.shape, test.shape, values.shape" ] }, { "cell_type": "code", "execution_count": 19, "id": "e65f0de2-e23e-444a-81a9-7a1d0b7c4e19", "metadata": {}, "outputs": [], "source": [ "# Designing some neural nets and training them\n", "# Creating and testing on a model, which has about 64 LSTM units" ] }, { "cell_type": "code", "execution_count": 20, "id": "f711ac02-73e5-4447-9c13-db910e8b2269", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "id": "1c473599-1423-431d-9254-3b7090335726", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-06-11 15:45:59.955161: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "292/292 - 3s - loss: 0.0057 - val_loss: 0.0036 - 3s/epoch - 9ms/step\n", "Epoch 2/50\n", "292/292 - 0s - loss: 0.0017 - val_loss: 0.0019 - 445ms/epoch - 2ms/step\n", "Epoch 3/50\n", "292/292 - 0s - loss: 0.0010 - val_loss: 9.7535e-04 - 441ms/epoch - 2ms/step\n", "Epoch 4/50\n", "292/292 - 0s - loss: 8.9843e-04 - val_loss: 7.3518e-04 - 427ms/epoch - 1ms/step\n", "Epoch 5/50\n", "292/292 - 0s - loss: 8.6084e-04 - val_loss: 6.6643e-04 - 450ms/epoch - 2ms/step\n", "Epoch 6/50\n", "292/292 - 0s - loss: 8.4922e-04 - val_loss: 6.4308e-04 - 440ms/epoch - 2ms/step\n", "Epoch 7/50\n", "292/292 - 0s - loss: 8.4465e-04 - val_loss: 6.3144e-04 - 451ms/epoch - 2ms/step\n", "Epoch 8/50\n", "292/292 - 0s - loss: 8.4140e-04 - val_loss: 6.1925e-04 - 458ms/epoch - 2ms/step\n", "Epoch 9/50\n", "292/292 - 0s - loss: 8.3888e-04 - val_loss: 6.0689e-04 - 453ms/epoch - 2ms/step\n", "Epoch 10/50\n", "292/292 - 0s - loss: 8.3772e-04 - val_loss: 5.9722e-04 - 459ms/epoch - 2ms/step\n", "Epoch 11/50\n", "292/292 - 0s - loss: 8.3758e-04 - val_loss: 5.8956e-04 - 425ms/epoch - 1ms/step\n", "Epoch 12/50\n", "292/292 - 0s - loss: 8.3762e-04 - val_loss: 5.8294e-04 - 449ms/epoch - 2ms/step\n", "Epoch 13/50\n", "292/292 - 0s - loss: 8.3746e-04 - val_loss: 5.7747e-04 - 445ms/epoch - 2ms/step\n", "Epoch 14/50\n", "292/292 - 0s - loss: 8.3710e-04 - val_loss: 5.7330e-04 - 447ms/epoch - 2ms/step\n", "Epoch 15/50\n", "292/292 - 0s - loss: 8.3657e-04 - val_loss: 5.7031e-04 - 444ms/epoch - 2ms/step\n", "Epoch 16/50\n", "292/292 - 0s - loss: 8.3588e-04 - val_loss: 5.6825e-04 - 444ms/epoch - 2ms/step\n", "Epoch 17/50\n", "292/292 - 0s - loss: 8.3506e-04 - val_loss: 5.6690e-04 - 447ms/epoch - 2ms/step\n", "Epoch 18/50\n", "292/292 - 0s - loss: 8.3416e-04 - val_loss: 5.6606e-04 - 451ms/epoch - 2ms/step\n", "Epoch 19/50\n", "292/292 - 0s - loss: 8.3322e-04 - val_loss: 5.6558e-04 - 448ms/epoch - 2ms/step\n", "Epoch 20/50\n", "292/292 - 0s - loss: 8.3227e-04 - val_loss: 5.6537e-04 - 443ms/epoch - 2ms/step\n", "Epoch 21/50\n", "292/292 - 0s - loss: 8.3133e-04 - val_loss: 5.6534e-04 - 471ms/epoch - 2ms/step\n", "Epoch 22/50\n", "292/292 - 1s - loss: 8.3043e-04 - val_loss: 5.6544e-04 - 517ms/epoch - 2ms/step\n", "Epoch 23/50\n", "292/292 - 0s - loss: 8.2955e-04 - val_loss: 5.6562e-04 - 446ms/epoch - 2ms/step\n", "Epoch 24/50\n", "292/292 - 0s - loss: 8.2871e-04 - val_loss: 5.6586e-04 - 434ms/epoch - 1ms/step\n", "Epoch 25/50\n", "292/292 - 0s - loss: 8.2790e-04 - val_loss: 5.6613e-04 - 434ms/epoch - 1ms/step\n", "Epoch 26/50\n", "292/292 - 0s - loss: 8.2713e-04 - val_loss: 5.6642e-04 - 442ms/epoch - 2ms/step\n", "Epoch 27/50\n", "292/292 - 0s - loss: 8.2638e-04 - val_loss: 5.6673e-04 - 441ms/epoch - 2ms/step\n", "Epoch 28/50\n", "292/292 - 0s - loss: 8.2566e-04 - val_loss: 5.6704e-04 - 446ms/epoch - 2ms/step\n", "Epoch 29/50\n", "292/292 - 0s - loss: 8.2497e-04 - val_loss: 5.6734e-04 - 449ms/epoch - 2ms/step\n", "Epoch 30/50\n", "292/292 - 0s - loss: 8.2429e-04 - val_loss: 5.6764e-04 - 459ms/epoch - 2ms/step\n", "Epoch 31/50\n", "292/292 - 0s - loss: 8.2363e-04 - val_loss: 5.6794e-04 - 444ms/epoch - 2ms/step\n", "Epoch 32/50\n", "292/292 - 0s - loss: 8.2299e-04 - val_loss: 5.6822e-04 - 433ms/epoch - 1ms/step\n", "Epoch 33/50\n", "292/292 - 0s - loss: 8.2237e-04 - val_loss: 5.6848e-04 - 457ms/epoch - 2ms/step\n", "Epoch 34/50\n", "292/292 - 0s - loss: 8.2176e-04 - val_loss: 5.6873e-04 - 435ms/epoch - 1ms/step\n", "Epoch 35/50\n", "292/292 - 0s - loss: 8.2115e-04 - val_loss: 5.6897e-04 - 434ms/epoch - 1ms/step\n", "Epoch 36/50\n", "292/292 - 0s - loss: 8.2057e-04 - val_loss: 5.6919e-04 - 449ms/epoch - 2ms/step\n", "Epoch 37/50\n", "292/292 - 0s - loss: 8.1999e-04 - val_loss: 5.6940e-04 - 437ms/epoch - 1ms/step\n", "Epoch 38/50\n", "292/292 - 0s - loss: 8.1942e-04 - val_loss: 5.6961e-04 - 450ms/epoch - 2ms/step\n", "Epoch 39/50\n", "292/292 - 0s - loss: 8.1885e-04 - val_loss: 5.6981e-04 - 445ms/epoch - 2ms/step\n", "Epoch 40/50\n", "292/292 - 0s - loss: 8.1830e-04 - val_loss: 5.7002e-04 - 485ms/epoch - 2ms/step\n", "Epoch 41/50\n", "292/292 - 0s - loss: 8.1776e-04 - val_loss: 5.7022e-04 - 473ms/epoch - 2ms/step\n", "Epoch 42/50\n", "292/292 - 0s - loss: 8.1722e-04 - val_loss: 5.7042e-04 - 457ms/epoch - 2ms/step\n", "Epoch 43/50\n", "292/292 - 1s - loss: 8.1670e-04 - val_loss: 5.7062e-04 - 501ms/epoch - 2ms/step\n", "Epoch 44/50\n", "292/292 - 1s - loss: 8.1618e-04 - val_loss: 5.7081e-04 - 536ms/epoch - 2ms/step\n", "Epoch 45/50\n", "292/292 - 1s - loss: 8.1567e-04 - val_loss: 5.7100e-04 - 670ms/epoch - 2ms/step\n", "Epoch 46/50\n", "292/292 - 1s - loss: 8.1518e-04 - val_loss: 5.7116e-04 - 540ms/epoch - 2ms/step\n", "Epoch 47/50\n", "292/292 - 0s - loss: 8.1468e-04 - val_loss: 5.7130e-04 - 419ms/epoch - 1ms/step\n", "Epoch 48/50\n", "292/292 - 0s - loss: 8.1420e-04 - val_loss: 5.7157e-04 - 435ms/epoch - 1ms/step\n", "Epoch 49/50\n", "292/292 - 0s - loss: 8.1373e-04 - val_loss: 5.7180e-04 - 464ms/epoch - 2ms/step\n", "Epoch 50/50\n", "292/292 - 0s - loss: 8.1326e-04 - val_loss: 5.7198e-04 - 428ms/epoch - 1ms/step\n" ] } ], "source": [ "model = Sequential()\n", "model.add(LSTM(64, input_shape=(train_X.shape[1], train_X.shape[2])))\n", "model.add(Dense(1))\n", "model.compile(loss='mse', optimizer='adam')\n", "\n", "# fit network\n", "history = model.fit(train_X, train_y, epochs=50, batch_size=72, validation_split=0.2, verbose=2, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 22, "id": "ef3c05d0-0dd0-4fdb-b49c-08d85ce2b7d7", "metadata": {}, "outputs": [ { "data": { "image/png": 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VB+dc2sxukvSQpKSku5xzz5nZjf72OyVtknSNpN2SBiV9crJ9I/kkNaarrTm/PDA0qtn+c+8AAAAAIApThjtJcs5tkhfggm13BpadpE+Xu2+JPsvLqaOezGkbC3P9g6NaOjfGYgAAAAA0vLIeYo7p6wyEu2NMqgIAAAAgYoS7iOQmVJGYMRMAAABA9Ah3EQmO3PUT7gAAAABEjHAXEUbuAAAAAFQT4S4ibamkUknvGe79g4Q7AAAAANEi3EXEzPKXZjJyBwAAACBqhLsIjYW7kZgrAQAAANDoCHcRYuQOAAAAQLUQ7iLU1d4siXAHAAAAIHqEuwjlRu6YUAUAAABA1Ah3EeKyTAAAAADVQriLUC7cHR9OK5N1MVcDAAAAoJER7iKUC3eSdIzROwAAAAARItxFqKt9LNz1E+4AAAAARIhwF6HgyB333QEAAACIEuEuQsGRO8IdAAAAgCgR7iIUHLnrHxyJsRIAAAAAjY5wF6HOtub8MhOqAAAAAIgS4a4Sv35WenCjdPd10smj4zYXjtwR7gAAAABEpynuAurasYPS43d4y307pFmXF2xubkqoLZXU0GiGe+4AAAAARIqRu0rMP3dsuW9HyS65SVUIdwAAAACiRLirROeZUlObt9y3s3QX/9JMnnMHAAAAIEqEu0okEtL8N3rLE4zc5cIdI3cAAAAAokS4q9T8N3k/pxi5G2BCFQAAAAARItxVKnff3YlfS0Ovj9vMyB0AAACAaiDcVSo3cidJfS+O25ybUKV/iIeYAwAAAIgO4a5SBeFu/H13uZG74dGsTqUz1aoKAAAAwAxDuKtU11lSssVbLnHfXWd7c36ZSzMBAAAARIVwV6lkk9Sz0lueZOROYlIVAAAAANEh3IUhN6lKiZG7rmC4Y+QOAAAAQEQId2HI3Xd3rFcaPlawKThy18/IHQAAAICIEO7CkBu5k6Qjuwo2dTJyBwAAAKAKCHdhmGTGzNyjECSpn3AHAAAAICKEuzDMe4OUaPKWi8Ld7FZG7gAAAABEj3AXhmRK6j7HWy6aVCWZMM1p9YLfMcIdAAAAgIgQ7sKSnzGzxOMQ/Esz+wdHqlkRAAAAgBmEcBeW3H13/S9LIycLNuUmVeGyTAAAAABRIdyFJT9jppOOvFiwqautWRITqgAAAACIDuEuLAUzZhbed8fIHQAAAICoEe7C0n2OZElvuei+u9w9d0yoAgAAACAqhLuwNLV4j0SQJhy56x8clXOu2pUBAAAAmAEId2GaYMbMLj/cpbNOgyOZalcFAAAAYAYg3IUpd9/d6/uk0aF8c27kTmJSFQAAAADRINyFKRfuXFY6ujvfHAx3A4OEOwAAAADhI9yFKf84BBXcd5ebUEWS+od4kDkAAACA8BHuwtSzUpJ5y4H77oIjd8yYCQAAACAKhLswpdqkucu95UC462pvzi/zrDsAAAAAUSDchS13313wsszghCrccwcAAAAgAoS7sOXuuzu6R0p799fNak6qKeFdrsnIHQAAAIAolBXuzGytme00s91mtrHEdjOz2/ztz5jZxVPta2b/2e+7zcw2m9nicD5SzPIzZmak1/ZIksxs7EHmhDsAAAAAEZgy3JlZUtLtktZJWiXpI2a2qqjbOkkr/dcGSXeUse+XnHMXOudWS/oXSV+o+NPUgoIZM8dPqsLIHQAAAIAolDNyd6mk3c65vc65EUnfkbS+qM96SXc7zxZJXWa2aLJ9nXPHAvvPkuQq/Cy1oeeNY8slHofAc+4AAAAARKGccLdE0oHAeq/fVk6fSfc1s782swOSPqYJRu7MbIOZbTWzrX19fWWUG7OWDqnzTG+ZkTsAAAAAVVJOuLMSbcWjbBP1mXRf59xfOOeWSfqWpJtKvblz7mvOuTXOuTXz588vo9wakLs0MzBy10W4AwAAABChcsJdr6RlgfWlkg6W2aecfSXpHkkfLKOW+pALd0d2SZm0pLGRu/7BkbiqAgAAANDAygl3T0paaWYrzKxZ0g2S7i/qc7+kT/izZl4macA5d2iyfc1sZWD/ayXtUKPIzZiZHZVef0nSWLg7fiqtTLYxbi8EAAAAUDuapurgnEub2U2SHpKUlHSXc+45M7vR336npE2SrpG0W9KgpE9Otq9/6FvN7FxJWUn7Jd0Y6ieLUy7cSd59dz0r1dneLElyTjo+PKoufx0AAAAAwjBluJMk59wmeQEu2HZnYNlJ+nS5+/rtjXMZZrH5wRkzd0jnvT8/cid5990R7gAAAACEqayHmGOaWjul2f4z2f1JVboC4a6fxyEAAAAACBnhLiq5SVVe9W4lzD3nTmLGTAAAAADhI9xFZcF53s8jL0rZTMHIHeEOAAAAQNgId1HJjdxlTkmv7yu4566fcAcAAAAgZIS7qBTMmLlTcwLh7hjhDgAAAEDICHdR6SmcMbM1lVRryvu6eZA5AAAAgLAR7qLSPk/qWOgt+zNm5i7N5J47AAAAAGEj3EUpd99dnzdjZleb92w7wh0AAACAsBHuopS77+7Ii1I2mx+54zl3AAAAAMJGuItSbuRudFAaOJB/1h0jdwAAAADCRriLUtGMmdxzBwAAACAqhLsoFYS7HYQ7AAAAAJEh3EVpVo/U3u0t9+1Ulx/uBkcyGklnYywMAAAAQKMh3EUtN3rXtyN/z53E6B0AAACAcBHuopZ/HMJOdbY25ZsJdwAAAADCRLiLWm7kbuS4FuhovnlgaCSmggAAAAA0IsJd1HIjd5LmD+/LLzNyBwAAACBMhLuoBWbMnHvypfwyDzIHAAAAECbCXdQ6FkqtnZKkWcd255sZuQMAAAAQJsJd1Mzyo3ctr7+Yb2bkDgAAAECYCHfV4N93Z307NbslKYmROwAAAADhItxVQ+6+u+F+rWg7KUk6RrgDAAAAECLCXTUEZsx8c+qQJKmfcAcAAAAgRIS7aph/Xn7x3MQrkrgsEwAAAEC4CHfVMGex1DxbkvQGHZAk9Q/yEHMAAAAA4SHcVYNZ/tLMpemXJUkDQ+k4KwIAAADQYAh31eJPqnLGqf2SvAlVnHNxVgQAAACggRDuqsUfuWtP92uejmkkk9XQaCbmogAAAAA0CsJdteQehyBppTGpCgAAAIBwEe6qJfA4hJWJXklS/yDhDgAAAEA4CHfV0rlMSrVLks5h5A4AAABAyAh31ZJISD1vlDR2WSYjdwAAAADCQrirJv++u5X+g8yPMXIHAAAAICSEu2ry77tbYP3q1AkuywQAAAAQGsJdNQVmzDzHXlH/0EiMxQAAAABoJIS7aiqYMfMVRu4AAAAAhIZwV01zl0vJFknepCpMqAIAAAAgLIS7akokAzNm9jJyBwAAACA0hLtq8y/NPIfLMgEAAACEiHBXbf6kKovtNY0ODsRcDAAAAIBGQbirtsCkKt1D++KrAwAAAEBDIdxVW+BxCItG9imbdTEWAwAAAKBREO6qbd4KZaxJkvesu+On0jEXBAAAAKAREO6qLZnSiY7lkrzHIQzwOAQAAAAAISDcxWCo8xxJfrhjxkwAAAAAISDcxSDd7d13tyzRp+PHmTETAAAAQOUIdzGwBWOTqmRe3RFjJQAAAAAaBeEuBi2LzssvJ4/ujLESAAAAAI2CcBeDjsXnKu28r77l9V0xVwMAAACgEZQV7sxsrZntNLPdZraxxHYzs9v87c+Y2cVT7WtmXzKzHX7/+8ysK5RPVAdaW9u0X2dIkuYc3xNzNQAAAAAawZThzsySkm6XtE7SKkkfMbNVRd3WSVrpvzZIuqOMfR+WdL5z7kJJL0q6peJPU0f2J5ZJkuYOvhRzJQAAAAAaQTkjd5dK2u2c2+ucG5H0HUnri/qsl3S382yR1GVmiybb1zm32TmXe4L3FklLQ/g8deNg6ixJ0ryRg9LoUMzVAAAAAKh35YS7JZIOBNZ7/bZy+pSzryT9gaQHy6ilYRxpWyFJSshJR7jvDgAAAEBlygl3VqLNldlnyn3N7C8kpSV9q+Sbm20ws61mtrWvr6+McutD/6w3jK30MWMmAAAAgMqUE+56JS0LrC+VdLDMPpPua2a/L+l9kj7mnCsOjJIk59zXnHNrnHNr5s+fX0a59WFozgplnJ99+3jWHQAAAIDKlBPunpS00sxWmFmzpBsk3V/U535Jn/BnzbxM0oBz7tBk+5rZWkmfk3Stc24wpM9TN2bNmq2X3QJvhXAHAAAAoEJNU3VwzqXN7CZJD0lKSrrLOfecmd3ob79T0iZJ10jaLWlQ0icn29c/9D9IapH0sJlJ0hbn3I1hfrha1tmW0gvuLK3QYbkDj8uyWSnBYwcBAAAAnJ4pw50kOec2yQtwwbY7A8tO0qfL3ddvP2dalTaYrvaUfp49X9ckn5Cd7JMOPystekvcZQEAAACoUwwVxaSzLaWfZi8ca9j94/iKAQAAAFD3CHcx6WxPqdct0N7sGV7Dnp/EWxAAAACAuka4i0lnW0qS9Fhu9O7lLdKpEzFWBAAAAKCeEe5iMi7cZUelfT+LsSIAAAAA9YxwF5MuP9xtya5Sxvx5bbjvDgAAAMBpItzFZI4f7gbVqoNzLvIa9xDuAAAAAJwewl1MUsmEOlq8EbudHZd6ja/tlV57KcaqAAAAANQrwl2McvfdbWu5eKyR0TsAAAAAp4FwF6NcuNuRPVPqWOg17uaRCAAAAACmj3AXo652L9y9/PqQdPa7vMaXHpPSIzFWBQAAAKAeEe5idOmKeZKkFw+fUG/327zGkeNS7xMxVgUAAACgHhHuYvS7lyyVmbd8T9/ZkvwVHokAAAAAYJoIdzFaOrddl5/dI0m657lBZRe9xdvApCoAAAAApolwF7Pr37pMktQ/OKo9c37Dazz0tHSiL8aqAAAAANQbwl3M3rNqoea0es+7u/f1N45t2PtITBUBAAAAqEeEu5i1ppK67qIlkqRvHJivbHOHt4H77gAAAABMA+GuBly/xrs0c9Q16aXZl3iNe34iZbMxVgUAAACgnhDuasD5Szq1atEcSdL3j73Jazz5qnR4e4xVAQAAAKgnhLsacf2apZKk759401gjs2YCAAAAKBPhrkasX71EzcmEDriF6kt59+Bx3x0AAACAchHuasTcWc16z5sXSpIeOvVmr/HlLdKpEzFWBQAAAKBeEO5qSG5ilUfSF3gN2VFp37/GWBEAAACAekG4qyGXn9OjxZ2t+mX2zRqV9+w77rsDAAAAUA7CXQ1JJky/e8lSDapVWzP+A8257w4AAABAGQh3NeZD/qWZj2Uv9Bpe2yO9vi++ggAAAADUBcJdjVk2r12/eXb3WLiTGL0DAAAAMCXCXQ26fs0yPe/OVJ/zHmyuPT+JtyAAAAAANY9wV4PWnn+GOlqb9bPc6N3en0qZ0XiLAgAAAFDTCHc1qDWV1PrVi/VYxg93I8el3ifjLQoAAABATSPc1ajr1yzTz7IXjDVw3x0AAACASRDuatQFSzo1/4yl2p5dLklyPO8OAAAAwCQIdzXKzHT9mmVjs2Ye3CadPBprTQAAAABqF+Guhl130RL9XG+RJJmctPeRmCsCAAAAUKsIdzVs3qxmzXvT23XCtUqSRndujrkiAAAAALWKcFfjfuetb9Avs6skSeldP5aci7kiAAAAALWIcFfj3rFyvrY1XyJJajt1RDq8PeaKAAAAANQiwl2NSyZMcy9Ym18/sm1TjNUAAAAAqFWEuzrw7ivepn3ZhZKk4889FHM1AAAAAGoR4a4OnNU9Szs73ipJWnL8aY0OHY+5IgAAAAC1hnBXJ+acf7UkqVlpPfPzB2KuBgAAAECtIdzVidVXXKtRl5Qkvf70gzFXAwAAAKDWEO7qRNvsLh3ouECS9IaBx3X42HDMFQEAAACoJYS7OtJ63nskSW9IHNLDP38y5moAAAAA1BLCXR1ZdPE1+eVXtz0gxwPNAQAAAPgId3XEzniLhlJzJUmrBrdq6/7XY64IAAAAQK0g3NWTREJ2zrskSb+Z2K7vPvFSzAUBAAAAqBWEuzrT+ibvvrs5NqRXtv9MJ06lY64IAAAAQC0g3NWbs9+VX7w0+2/a9MyhGIsBAAAAUCsId/WmY4HcQu+RCO9IPKP/u/VAzAUBAAAAqAVlhTszW2tmO81st5ltLLHdzOw2f/szZnbxVPua2YfM7Dkzy5rZmnA+zsxg5/yWJOlCe0l79+/Xlx7aoePDozFXBQAAACBOU4Y7M0tKul3SOkmrJH3EzFYVdVsnaaX/2iDpjjL23S7pdyQ9VvnHmGH8cJcwp7cntuv2R/bonV96VN/4+UsaSWdjLg4AAABAHMoZubtU0m7n3F7n3Iik70haX9RnvaS7nWeLpC4zWzTZvs65F5xzO0P7JDPJssuk1CxJ0nWzd0iSXjs5or/65+f17r//qR545hDPwAMAAABmmHLC3RJJwRu7ev22cvqUsy+mq6lZWnGFJOldzc/p9o9cpLO62yVJ+48O6tP3/ErXffUXenzv0TirBAAAAFBF5YQ7K9FWPCw0UZ9y9p38zc02mNlWM9va19c3nV0b29nepZl2/JDe2/JvevhP3qm/ev8qzZvVLEl6+kC/Pvy1Lfqjf3xSuw4fj7NSAAAAAFVQTrjrlbQssL5U0sEy+5Sz76Scc19zzq1xzq2ZP3/+dHZtbOeulRIpb/neT6j5uXv17y5foZ9+9krddNU5ak15/7Q/euFVXf2Vx3TLPz2jw8eGYywYAAAAQJTKCXdPSlppZivMrFnSDZLuL+pzv6RP+LNmXiZpwDl3qMx9cTq6zpQ+9L+lZIuUTUv3fUr6+X/X7JYm3Xz1uXr05qv04TXLlDAp66RvP3FAV37pUf3d5p3MrAkAAAA0oCnDnXMuLekmSQ9JekHSvc6558zsRjO70e+2SdJeSbslfV3Sv59sX0kysw+YWa+kt0l6wMweCvWTzQTnvV/6xPel1k5v/eEvSA/9uZTN6ozOVv3N716oH/7xO/Rbb1ogSRoazeh//GS3rvzSo7r7l/s0mmFmTQAAAKBRWD3NqrhmzRq3devWuMuoPYefl775Qem4f8Xr+R+UrrtDamrJd/nlnqO69cEX9HTvQL5teXe7rn7zGTqre5aWd7frrJ5ZWjSnVYlEqVslAQAAAMTNzJ5yzpV8TjjhrlH0H/AC3hH/6RIr3il9+JtS65x8F+ecHnj2kP72hzv18muDJQ/T3JTQWfPaCwLf8u52Le+epcVdbUoS/AAAAIDYEO5misHXpHs+LPU+4a2fcYH0se9JsxcWdBtJZ/XNLft1zxMva9+Rk0pnyzsHUknTsrntOqvbC3+Lu1rV1tyk9lRSs1qS3nJzUm2ppNqbk2pvblJbs7ecSpZzeycAAACAyRDuZpKRQel7fyjt3OStd50l/d59UvfZJbunM1kdGhjWvqMnte/ooPYf8X8ePan9rw1qJB3OfXnNyUQ+6AUDX1PC1JRIqClpSuaWE6ampKkpYUomEkr521LJhN/HW08mTAkrXG5KmBIJU9LktSVMSRv7GWxLJiSz3PbAsr+eO3bCvOXcy0wyv81MMuV+eu0qWDeZxvoq32diNkWHKMdOp6wt8O7BvlbYadL+ll+3ovWifWz8fqX2yfUvqKeoPfieuX+nqb5nAACAWkS4m2kyaemBP5F+dbe33t4tfez/SUsumdZhslmnQ8eGCwLfvqMntf/ooPYdPanhUSZkQWMoDuMFQTMQ3IsDY66/igLouO35Yxb+IaDwDwOFQbjU9pLvVXQslXjf4mOpYL/CffKfs0SdmuS9yv3Mue81WNfEn6no8xTvP8Ex8y0Fxyj6DgLf+bhjBNsmee+Jjqui76Dg+yo6dqn3D/Yr/ceL4uMXHmuiOiZ6j1x78b9D4GMXfLfBY6io70TvM1bD+DrHnzMT1zVh/xLvp6Lvr2D/Et9BsLZJv4cS/yYTbZvO91HOZyx+33Hn0hT7FH3UCeqa+L1lpWst573H1TzBv03JY/HHOKAA4W4mck569L9JP/0bbz3VLl3/f6SVvx3S4Z1OjmQ0OJLW0EhGg/7yoL9cum1seXAkrXTWKZ1xymSdRrNZZfz1dDZbsC2dzfrtft+M1zfjnOro9AUAACGYbsAc/weCwu2TBcxSf1yYTg0TB/ipaxj3eYs/Vxl1TPoZStQyPoyPP95E9Yz7I0Kgcfx7FR5/onqKDzjlHzAK+k70B4bp1fRfPnC+FnW2qZZMFu6aql0MqsRMuurPpY6F0gN/Ko0OSt/+sLT+duktN4RweFNHS5M6WuI9hZxz+aCXzUrpbFbZrJTx27O57YFl76fy6855/bPO+cfztmWzTtnAttx6Nh8qvXXnJCfn//Rq8moLtOf2m/IDTbU5ujQ7VVAObg72DdZU2D5+B1fUz03UrsLthduC368Cy66gX27/4DGL/61yOxRvK+4vV1jT2L/1+Pd1RccL1po7b3LnRHEtxe9XeKyi76vo/Co8B8f+FdwUxwq+b8m6Sn6OwmMVf4f5vlO9V8nPNHb84v6lvueSfQLfdam6x+oLnL3lvPcU30ewPgDRKf7/ion/h8f/IFG5Px/JxF3CtBDuGt1b/1CaNV/63h9JmVPew86P/1q6/DPj/5RRh8z8+/PyLckYqwGAMcE/BOTX88uFwTHXJpUK/UXhscx+ToW/AQeD//gwXPhHilL1jOtb0L9UuB4f9ouPV/w+hetF4T+/rVS/se+gZA1lfAfF+2vSzzDx+01aX9EfBoLHCH4f4/9oNPF3UqrOwhon2V7i+53sj26laj2d9x7bv9S/weTHLFXzdGrQuO3l1xCs+3RqGHduTHouTl735HVM3GfC86XUeTeu/hKfYaL3maRP8faJ6gm2l/x8k/w7TVRXuedT8LjNdTYpIOFuJlh1rTTr+9K3b5CGB6Qf/aUX8K7+r1Kivk5YAKgXwXu7/Ja4SgEAzBD8Zj9TnPWb0id/KM1e7K0/foc3q2b6VLx1AQAAAAgF4W4mWbhK+sPNUs+53vpz/yT97dnSt66XfvEP0qFnpCwzYAIAAAD1iMsyZ5quZdIf/NC7RPPA49LIcWnXQ95LktrmSsvfLq14p7TiHVLPGxvi3jwAAACg0fEohJkqPSI9/31p76PS3p9Kx3pL9+tY6IW83Gvu8ioWCQAAACCI59xhcs5Jr78kvfTY2OtkX+m+XWd6IW/5O6Sla6TZZ0jNs6pbLwAAADBDEe4wPc5JfTukl34mvfRTad/PvFk2J5Jq9x63kHt15JYXSLN6/LYF3s+2eczQCQAAAJwmHmKO6TGTFpznvX5jg5TNSL9+dmxUb/8vpNGTY/1HB6X+/d5rymMnpHY/8LXMlprbvXDYPGvsZ3A51e71ae4YW075fXLtyVR03wUAAABQJwh3mFoiKS1e7b0u/w9SZlR65VfSkRe9yzeDrxP+z8Ejkisx86bLSidf9V5hSTb7wa9jLBwWv1ITtBfs01EYMBM8EB0AAAD1g3CH6UumpDN/w3tNJJuRhl73A9+rfvg74gc7f3nkhDRyUhoZ9EYCRwa9UcDRwenVkxnxXsP9FX2scZraikJg+1hQTLVKqTavT6rVC4VNuTZ/PdXqb28LtLdJTS3ecrLZW042MyMpAAAAKka4QzQSSf9+ux7v8s7pyGbHQt7ISf/noBcGJ1rO9wsExoL2k956qdHEiaSHvNfgkenVfzqSLX7oa/GXmwsDYL7dD4PJZi9k59dT3vaC9pS/HlxulpJNUiLlt6UCy81SoqmoLbBMAAUAAKhphDvUnkRCaunwXmFyTkqfCgTA4kB4smj5ZOn20UFpdMh7pYek0WHvZyUyp7zXqXA+aiQSTYFXcprrTd79lomkZEn/Z6JEW2Bbbr1g2fxXYpJXie3y95ON9cm1FSwnSi8Hf0pFbRr7Wap/QSgu0b9gfZI+QSWD9gTh+3QzecVzbZU4QMkJvMLuV6JvQb/JthVtL3u/ifYpPvQk7zWtY55Ojad7zDLfb6rJ2U63zqi3R/7emnh7uefvhH0r6BfFMav23hUcr+L3ruC/QzX53lPsU8amsjqc7n/7pr1vOdtL9Jm0r6S1t0pzFpXeVoMId5g5zPxLKFu9EcUwOSelhwOhb3h8ABwd9NrTw95zBjOnipb9V2bEbw8uB/rkLkPNjPrbc+sRJ8Ns2nsBAADMFO/6j3FXMC2EOyAMZmP31sXFOS985cJfPvTl1k/520el7KgfDidYzh+naLvLePdT5oJe/lXcVrSeSY/tm//pSrRlvMty8+vZQFvgJVe4Pp3LbQGgoZU72j+dvmH3q8X3LrffdK6cqMbnqfC9p9wnjH1L7D+ue6Bh3LGK961we8k+k/RN1Fdcqq9qAUzMbOw+Oc3AB8u7EoHPZb2QKOdfbuH/LFjOFm3PTrBcfDlVYJ9SbcFt+e0q6q8p+pT8oKU/e+kvZYL2clV4n2XZv7CU+d4V/WJzur84lLnfRPtMa1vx4U/jmKf72UJ5v2n8gjXVL4JR/3J3unVH/d4THmOCNgAoQrgD0BjMJEtK4hEWAABgZkrEXQAAAAAAoHKEOwAAAABoAIQ7AAAAAGgAhDsAAAAAaACEOwAAAABoAIQ7AAAAAGgAhDsAAAAAaACEOwAAAABoAIQ7AAAAAGgAhDsAAAAAaACEOwAAAABoAIQ7AAAAAGgA5pyLu4aymVmfpP1x11FCj6QjcReBGYFzDdXE+YZq4VxDtXCuoVqiPNfOcs7NL7WhrsJdrTKzrc65NXHXgcbHuYZq4nxDtXCuoVo411AtcZ1rXJYJAAAAAA2AcAcAAAAADYBwF46vxV0AZgzONVQT5xuqhXMN1cK5hmqJ5VzjnjsAAAAAaACM3AEAAABAAyDcVcDM1prZTjPbbWYb464HjcXM7jKzV81se6Btnpk9bGa7/J9z46wRjcHMlpnZI2b2gpk9Z2af8ds53xAqM2s1syfM7Gn/XPui3865hkiYWdLM/s3M/sVf51xDJMxsn5k9a2bbzGyr31b1841wd5rMLCnpdknrJK2S9BEzWxVvVWgw35C0tqhto6QfO+dWSvqxvw5UKi3pT51z50m6TNKn/f+ecb4hbKckvcs59xZJqyWtNbPLxLmG6HxG0guBdc41ROkq59zqwCMQqn6+Ee5O36WSdjvn9jrnRiR9R9L6mGtCA3HOPSbptaLm9ZL+0V/+R0nXVbMmNCbn3CHn3K/85ePyfhFaIs43hMx5TvirKf/lxLmGCJjZUknvlfQ/A82ca6imqp9vhLvTt0TSgcB6r98GRGmhc+6Q5P1CLmlBzPWgwZjZckkXSXpcnG+IgH+Z3DZJr0p62DnHuYaofEXSn0nKBto41xAVJ2mzmT1lZhv8tqqfb01Rv0EDsxJtTD0KoG6ZWYek70n6Y+fcMbNS/5kDKuOcy0habWZdku4zs/NjLgkNyMzeJ+lV59xTZnZlzOVgZrjcOXfQzBZIetjMdsRRBCN3p69X0rLA+lJJB2OqBTPHYTNbJEn+z1djrgcNwsxS8oLdt5xz/+Q3c74hMs65fkmPyru3mHMNYbtc0rVmtk/erTPvMrNvinMNEXHOHfR/virpPnm3cFX9fCPcnb4nJa00sxVm1izpBkn3x1wTGt/9kn7fX/59ST+IsRY0CPOG6P6XpBecc18ObOJ8Q6jMbL4/Yicza5P025J2iHMNIXPO3eKcW+qcWy7vd7SfOOc+Ls41RMDMZpnZ7NyypPdI2q4YzjceYl4BM7tG3vXcSUl3Oef+Ot6K0EjM7NuSrpTUI+mwpL+U9H1J90o6U9LLkj7knCuedAWYFjN7u6SfSXpWY/em/Lm8++443xAaM7tQ3qQCSXl/YL7XOfefzKxbnGuIiH9Z5s3OufdxriEKZvYGeaN1knfb2z3Oub+O43wj3AEAAABAA+CyTAAAAABoAIQ7AAAAAGgAhDsAAAAAaACEOwAAAABoAIQ7AAAAAGgAhDsAAAAAaACEOwAAAABoAIQ7AAAAAGgA/x/YJv7wJduntAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,6))\n", "plt.plot(history.history['loss'], label='train', linewidth = 2.5)\n", "plt.plot(history.history['val_loss'], label='test', linewidth = 2.5)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "a25c5c86-b042-485d-ad6e-1c9334b09c4e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "548/548 [==============================] - 1s 827us/step\n", "(17519, 1)\n", "(17519,)\n" ] } ], "source": [ "testPredict = model.predict(test_X)\n", "print(testPredict.shape)\n", "testPredict = testPredict.ravel()\n", "\n", "print(testPredict.shape)" ] }, { "cell_type": "code", "execution_count": 24, "id": "460f7343-a54f-4dbb-b612-8929d1b77643", "metadata": {}, "outputs": [], "source": [ "y_test_true = test[:,8]\n", "poll = np.array(df[\"pollution\"])\n", "\n", "meanop = poll.mean()\n", "stdop = poll.std()\n", "\n", "y_test_true = y_test_true*stdop + meanop\n", "testPredict = testPredict*stdop + meanop" ] }, { "cell_type": "code", "execution_count": 63, "id": "96618e41-727b-42f8-b303-3c3cebefb6c8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(15,6))\n", "plt.xlim([1000,1250])\n", "plt.ylabel(\"ppm\")\n", "plt.xlabel(\"hrs\")\n", "plt.plot(y_test_true, c = \"g\", alpha = 0.90, linewidth = 2.5,label=\"GT\")\n", "plt.plot(testPredict, c = \"b\", alpha = 0.75,label=\"Prediction\")\n", "plt.title(\"Testing(Validation) data\")\n", "plt.legend(loc=\"upper left\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "id": "c5818676-6ac9-4239-b250-a4704ba3a904", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test(Validation) RMSE = 2.5841196\n" ] } ], "source": [ "rmse = np.sqrt(mean_squared_error(y_test_true, testPredict))\n", "print(\"Test(Validation) RMSE =\" ,rmse)" ] }, { "cell_type": "markdown", "id": "1674be15-ecdc-4e7d-a543-eecedf807500", "metadata": {}, "source": [ "Try adding more temporal variables" ] }, { "cell_type": "code", "execution_count": 27, "id": "02f08c26-cfbd-4430-83ca-b8f36ee2be2c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(43797, 32)\n", " var1(t-3) var2(t-3) var3(t-3) var4(t-3) var5(t-3) var6(t-3) \\\n", "3 0.129779 0.352941 0.245902 0.527273 0.002290 0.000000 \n", "4 0.148893 0.367647 0.245902 0.527273 0.003811 0.000000 \n", "5 0.159960 0.426471 0.229508 0.545454 0.005332 0.000000 \n", "6 0.182093 0.485294 0.229508 0.563637 0.008391 0.037037 \n", "7 0.138833 0.485294 0.229508 0.563637 0.009912 0.074074 \n", "\n", " var7(t-3) var8(t-3) var1(t-2) var2(t-2) ... var7(t-1) var8(t-1) \\\n", "3 0.0 0.0 0.148893 0.367647 ... 0.0 0.0 \n", "4 0.0 0.0 0.159960 0.426471 ... 0.0 0.0 \n", "5 0.0 0.0 0.182093 0.485294 ... 0.0 0.0 \n", "6 0.0 0.0 0.138833 0.485294 ... 0.0 0.0 \n", "7 0.0 0.0 0.109658 0.485294 ... 0.0 0.0 \n", "\n", " var1(t) var2(t) var3(t) var4(t) var5(t) var6(t) var7(t) \\\n", "3 0.182093 0.485294 0.229508 0.563637 0.008391 0.037037 0.0 \n", "4 0.138833 0.485294 0.229508 0.563637 0.009912 0.074074 0.0 \n", "5 0.109658 0.485294 0.213115 0.563637 0.011433 0.111111 0.0 \n", "6 0.105634 0.485294 0.213115 0.581818 0.014492 0.148148 0.0 \n", "7 0.124748 0.485294 0.229508 0.600000 0.017551 0.000000 0.0 \n", "\n", " var8(t) \n", "3 0.0 \n", "4 0.0 \n", "5 0.0 \n", "6 0.0 \n", "7 0.0 \n", "\n", "[5 rows x 32 columns]\n" ] } ], "source": [ "# converting the dataset as supervised learning\n", "\n", "reframed = series_to_supervised(scaled, 3, 1)\n", "print(reframed.shape)\n", "print(reframed.head())" ] }, { "cell_type": "code", "execution_count": 28, "id": "de655d96-190d-47cb-8ce6-75bf50cbbf9b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " var1(t-3) var2(t-3) var3(t-3) var4(t-3) var5(t-3) var6(t-3) \\\n", "3 0.129779 0.352941 0.245902 0.527273 0.002290 0.000000 \n", "4 0.148893 0.367647 0.245902 0.527273 0.003811 0.000000 \n", "5 0.159960 0.426471 0.229508 0.545454 0.005332 0.000000 \n", "6 0.182093 0.485294 0.229508 0.563637 0.008391 0.037037 \n", "7 0.138833 0.485294 0.229508 0.563637 0.009912 0.074074 \n", "\n", " var7(t-3) var8(t-3) var1(t-2) var2(t-2) ... var8(t-2) var1(t-1) \\\n", "3 0.0 0.0 0.148893 0.367647 ... 0.0 0.159960 \n", "4 0.0 0.0 0.159960 0.426471 ... 0.0 0.182093 \n", "5 0.0 0.0 0.182093 0.485294 ... 0.0 0.138833 \n", "6 0.0 0.0 0.138833 0.485294 ... 0.0 0.109658 \n", "7 0.0 0.0 0.109658 0.485294 ... 0.0 0.105634 \n", "\n", " var2(t-1) var3(t-1) var4(t-1) var5(t-1) var6(t-1) var7(t-1) \\\n", "3 0.426471 0.229508 0.545454 0.005332 0.000000 0.0 \n", "4 0.485294 0.229508 0.563637 0.008391 0.037037 0.0 \n", "5 0.485294 0.229508 0.563637 0.009912 0.074074 0.0 \n", "6 0.485294 0.213115 0.563637 0.011433 0.111111 0.0 \n", "7 0.485294 0.213115 0.581818 0.014492 0.148148 0.0 \n", "\n", " var8(t-1) var1(t) \n", "3 0.0 0.182093 \n", "4 0.0 0.138833 \n", "5 0.0 0.109658 \n", "6 0.0 0.105634 \n", "7 0.0 0.124748 \n", "\n", "[5 rows x 25 columns]\n" ] } ], "source": [ "# Drop last N columns of dataframe\n", "reframed.drop(columns=reframed.columns[-7:], axis=1, inplace=True)\n", "print(reframed.head())" ] }, { "cell_type": "code", "execution_count": 29, "id": "635b39fb-9e52-48dc-9be7-7510d11f8893", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(26280, 1, 24) (26280,) (17517, 1, 24) (17517,)\n" ] } ], "source": [ "# Splitting the training data given into training and testing data for now\n", "values = reframed.values\n", "\n", "# We train the model on the 1st 3 years and then test on the last year (for now)\n", "n_train_hours = 365 * 24 * 3\n", "\n", "train = values[:n_train_hours, :]\n", "test = values[n_train_hours:, :]\n", "\n", "# split into input and outputs\n", "train_X, train_y = train[:, :-1], train[:, -1]\n", "test_X, test_y = test[:, :-1], test[:, -1]\n", "\n", "# reshape input to be 3D :- (no.of samples, no.of timesteps, no.of features)\n", "train_X = train_X.reshape((train_X.shape[0], 1, train_X.shape[1]))\n", "test_X = test_X.reshape((test_X.shape[0], 1, test_X.shape[1]))\n", "print(train_X.shape, train_y.shape, test_X.shape, test_y.shape)" ] }, { "cell_type": "code", "execution_count": 30, "id": "887b47ac-02e4-42d7-8b4c-b7d2899b8dfb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "292/292 - 2s - loss: 0.0031 - val_loss: 0.0016 - 2s/epoch - 8ms/step\n", "Epoch 2/50\n", "292/292 - 0s - loss: 0.0013 - val_loss: 9.3060e-04 - 436ms/epoch - 1ms/step\n", "Epoch 3/50\n", "292/292 - 0s - loss: 0.0011 - val_loss: 7.7237e-04 - 434ms/epoch - 1ms/step\n", "Epoch 4/50\n", "292/292 - 0s - loss: 9.8775e-04 - val_loss: 6.9608e-04 - 441ms/epoch - 2ms/step\n", "Epoch 5/50\n", "292/292 - 0s - loss: 9.3214e-04 - val_loss: 6.6702e-04 - 455ms/epoch - 2ms/step\n", "Epoch 6/50\n", "292/292 - 0s - loss: 8.9788e-04 - val_loss: 6.2800e-04 - 499ms/epoch - 2ms/step\n", "Epoch 7/50\n", "292/292 - 0s - loss: 8.8446e-04 - val_loss: 6.1080e-04 - 450ms/epoch - 2ms/step\n", "Epoch 8/50\n", "292/292 - 0s - loss: 8.7879e-04 - val_loss: 6.0427e-04 - 451ms/epoch - 2ms/step\n", "Epoch 9/50\n", "292/292 - 0s - loss: 8.7423e-04 - val_loss: 6.0071e-04 - 456ms/epoch - 2ms/step\n", "Epoch 10/50\n", "292/292 - 1s - loss: 8.7016e-04 - val_loss: 5.9835e-04 - 534ms/epoch - 2ms/step\n", "Epoch 11/50\n", "292/292 - 1s - loss: 8.6664e-04 - val_loss: 5.9675e-04 - 510ms/epoch - 2ms/step\n", "Epoch 12/50\n", "292/292 - 0s - loss: 8.6360e-04 - val_loss: 5.9568e-04 - 461ms/epoch - 2ms/step\n", "Epoch 13/50\n", "292/292 - 0s - loss: 8.6093e-04 - val_loss: 5.9503e-04 - 450ms/epoch - 2ms/step\n", "Epoch 14/50\n", "292/292 - 0s - loss: 8.5853e-04 - val_loss: 5.9476e-04 - 451ms/epoch - 2ms/step\n", "Epoch 15/50\n", "292/292 - 0s - loss: 8.5635e-04 - val_loss: 5.9480e-04 - 453ms/epoch - 2ms/step\n", "Epoch 16/50\n", "292/292 - 0s - loss: 8.5434e-04 - val_loss: 5.9502e-04 - 452ms/epoch - 2ms/step\n", "Epoch 17/50\n", "292/292 - 0s - loss: 8.5247e-04 - val_loss: 5.9524e-04 - 449ms/epoch - 2ms/step\n", "Epoch 18/50\n", "292/292 - 0s - loss: 8.5072e-04 - val_loss: 5.9526e-04 - 445ms/epoch - 2ms/step\n", "Epoch 19/50\n", "292/292 - 0s - loss: 8.4910e-04 - val_loss: 5.9496e-04 - 449ms/epoch - 2ms/step\n", "Epoch 20/50\n", "292/292 - 0s - loss: 8.4761e-04 - val_loss: 5.9432e-04 - 444ms/epoch - 2ms/step\n", "Epoch 21/50\n", "292/292 - 0s - loss: 8.4621e-04 - val_loss: 5.9338e-04 - 467ms/epoch - 2ms/step\n", "Epoch 22/50\n", "292/292 - 0s - loss: 8.4486e-04 - val_loss: 5.9221e-04 - 482ms/epoch - 2ms/step\n", "Epoch 23/50\n", "292/292 - 0s - loss: 8.4351e-04 - val_loss: 5.9085e-04 - 461ms/epoch - 2ms/step\n", "Epoch 24/50\n", "292/292 - 0s - loss: 8.4219e-04 - val_loss: 5.8929e-04 - 440ms/epoch - 2ms/step\n", "Epoch 25/50\n", "292/292 - 0s - loss: 8.4101e-04 - val_loss: 5.8743e-04 - 453ms/epoch - 2ms/step\n", "Epoch 26/50\n", "292/292 - 0s - loss: 8.4011e-04 - val_loss: 5.8506e-04 - 461ms/epoch - 2ms/step\n", "Epoch 27/50\n", "292/292 - 0s - loss: 8.3975e-04 - val_loss: 5.8133e-04 - 455ms/epoch - 2ms/step\n", "Epoch 28/50\n", "292/292 - 0s - loss: 8.4024e-04 - val_loss: 5.7646e-04 - 453ms/epoch - 2ms/step\n", "Epoch 29/50\n", "292/292 - 0s - loss: 8.3826e-04 - val_loss: 5.7660e-04 - 429ms/epoch - 1ms/step\n", "Epoch 30/50\n", "292/292 - 0s - loss: 8.3582e-04 - val_loss: 5.7549e-04 - 453ms/epoch - 2ms/step\n", "Epoch 31/50\n", "292/292 - 0s - loss: 8.3447e-04 - val_loss: 5.7463e-04 - 446ms/epoch - 2ms/step\n", "Epoch 32/50\n", "292/292 - 0s - loss: 8.3313e-04 - val_loss: 5.7396e-04 - 452ms/epoch - 2ms/step\n", "Epoch 33/50\n", "292/292 - 0s - loss: 8.3181e-04 - val_loss: 5.7346e-04 - 493ms/epoch - 2ms/step\n", "Epoch 34/50\n", "292/292 - 1s - loss: 8.3052e-04 - val_loss: 5.7307e-04 - 534ms/epoch - 2ms/step\n", "Epoch 35/50\n", "292/292 - 0s - loss: 8.2926e-04 - val_loss: 5.7276e-04 - 444ms/epoch - 2ms/step\n", "Epoch 36/50\n", "292/292 - 0s - loss: 8.2803e-04 - val_loss: 5.7250e-04 - 452ms/epoch - 2ms/step\n", "Epoch 37/50\n", "292/292 - 0s - loss: 8.2682e-04 - val_loss: 5.7230e-04 - 453ms/epoch - 2ms/step\n", "Epoch 38/50\n", "292/292 - 0s - loss: 8.2564e-04 - val_loss: 5.7215e-04 - 448ms/epoch - 2ms/step\n", "Epoch 39/50\n", "292/292 - 0s - loss: 8.2447e-04 - val_loss: 5.7205e-04 - 446ms/epoch - 2ms/step\n", "Epoch 40/50\n", "292/292 - 0s - loss: 8.2331e-04 - val_loss: 5.7200e-04 - 457ms/epoch - 2ms/step\n", "Epoch 41/50\n", "292/292 - 0s - loss: 8.2218e-04 - val_loss: 5.7200e-04 - 456ms/epoch - 2ms/step\n", "Epoch 42/50\n", "292/292 - 0s - loss: 8.2107e-04 - val_loss: 5.7203e-04 - 438ms/epoch - 1ms/step\n", "Epoch 43/50\n", "292/292 - 0s - loss: 8.1999e-04 - val_loss: 5.7210e-04 - 465ms/epoch - 2ms/step\n", "Epoch 44/50\n", "292/292 - 0s - loss: 8.1893e-04 - val_loss: 5.7220e-04 - 436ms/epoch - 1ms/step\n", "Epoch 45/50\n", "292/292 - 0s - loss: 8.1789e-04 - val_loss: 5.7232e-04 - 434ms/epoch - 1ms/step\n", "Epoch 46/50\n", "292/292 - 0s - loss: 8.1687e-04 - val_loss: 5.7247e-04 - 455ms/epoch - 2ms/step\n", "Epoch 47/50\n", "292/292 - 0s - loss: 8.1588e-04 - val_loss: 5.7265e-04 - 433ms/epoch - 1ms/step\n", "Epoch 48/50\n", "292/292 - 0s - loss: 8.1492e-04 - val_loss: 5.7287e-04 - 477ms/epoch - 2ms/step\n", "Epoch 49/50\n", "292/292 - 0s - loss: 8.1399e-04 - val_loss: 5.7310e-04 - 444ms/epoch - 2ms/step\n", "Epoch 50/50\n", "292/292 - 0s - loss: 8.1308e-04 - val_loss: 5.7335e-04 - 459ms/epoch - 2ms/step\n" ] } ], "source": [ "model = Sequential()\n", "model.add(LSTM(64, input_shape=(train_X.shape[1], train_X.shape[2])))\n", "model.add(Dense(1))\n", "model.compile(loss='mse', optimizer='adam')\n", "\n", "# fit network\n", "history = model.fit(train_X, train_y, epochs=50, batch_size=72, validation_split=0.2, verbose=2, shuffle=False)" ] }, { "cell_type": "code", "execution_count": 33, "id": "e4f20c6a-21b0-4adb-8888-701beceb63ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,6))\n", "plt.plot(history.history['loss'], label='train', linewidth = 2.5)\n", "plt.plot(history.history['val_loss'], label='test', linewidth = 2.5)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "id": "131cced4-02f9-4ff0-be38-d7afda9b3497", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "548/548 [==============================] - 1s 1ms/step\n", "(17517, 1)\n", "(17517,)\n" ] } ], "source": [ "testPredict = model.predict(test_X)\n", "print(testPredict.shape)\n", "testPredict = testPredict.ravel()\n", "\n", "print(testPredict.shape)" ] }, { "cell_type": "code", "execution_count": 35, "id": "079a8841-bdf6-4c08-8306-47e4611245dc", "metadata": {}, "outputs": [], "source": [ "y_test_true = test[:,-1]\n", "poll = np.array(df[\"pollution\"])\n", "\n", "meanop = poll.mean()\n", "stdop = poll.std()\n", "\n", "y_test_true = y_test_true*stdop + meanop\n", "testPredict = testPredict*stdop + meanop" ] }, { "cell_type": "code", "execution_count": 36, "id": "1613702a-f168-4b30-9035-2cad53daf834", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,6))\n", "plt.xlim([1000,1250])\n", "plt.ylabel(\"ppm\")\n", "plt.xlabel(\"hrs\")\n", "plt.plot(y_test_true, c = \"g\", alpha = 0.90, linewidth = 2.5)\n", "plt.plot(testPredict, c = \"b\", alpha = 0.75)\n", "plt.title(\"Testing(Validation) data\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "id": "7bc3c168-54b3-4057-a6c3-653ada7a10ac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test(Validation) RMSE = 2.6173556\n" ] } ], "source": [ "rmse = np.sqrt(mean_squared_error(y_test_true, testPredict))\n", "print(\"Test(Validation) RMSE =\" ,rmse)" ] }, { "cell_type": "markdown", "id": "81d92d66-c3db-4a1c-b56e-4140a0f37d49", "metadata": {}, "source": [ "Bigger LSTM model" ] }, { "cell_type": "code", "execution_count": 45, "id": "35ba5e5c-d5d2-48f1-a235-dc4b3428aef0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_3\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " lstm_3 (LSTM) (None, 256) 271360 \n", " \n", " dense_4 (Dense) (None, 64) 16448 \n", " \n", " dropout_1 (Dropout) (None, 64) 0 \n", " \n", " batch_normalization_1 (Batc (None, 64) 256 \n", " hNormalization) \n", " \n", " dense_5 (Dense) (None, 1) 65 \n", " \n", "=================================================================\n", "Total params: 288,129\n", "Trainable params: 288,001\n", "Non-trainable params: 128\n", "_________________________________________________________________\n" ] } ], "source": [ "model2 = Sequential()\n", "model2.add(LSTM(256, input_shape=(train_X.shape[1], train_X.shape[2])))\n", "model2.add(Dense(64))\n", "model2.add(Dropout(0.25))\n", "model2.add(BatchNormalization())\n", "model2.add(Dense(1))\n", "\n", "model2.summary()" ] }, { "cell_type": "code", "execution_count": 46, "id": "dde5bb37-efe0-4050-995c-f3a50f1925ca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "206/206 [==============================] - 4s 9ms/step - loss: 0.0098 - val_loss: 0.0084\n", "Epoch 2/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0017 - val_loss: 0.0056\n", "Epoch 3/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0016 - val_loss: 0.0031\n", "Epoch 4/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0015 - val_loss: 0.0012\n", "Epoch 5/50\n", "206/206 [==============================] - 1s 7ms/step - loss: 0.0014 - val_loss: 0.0016\n", "Epoch 6/50\n", "206/206 [==============================] - 2s 7ms/step - loss: 0.0014 - val_loss: 0.0022\n", "Epoch 7/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0014 - val_loss: 7.9157e-04\n", "Epoch 8/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0012 - val_loss: 0.0013\n", "Epoch 9/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0012 - val_loss: 0.0011\n", "Epoch 10/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0011 - val_loss: 0.0016\n", "Epoch 11/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 0.0011 - val_loss: 7.1336e-04\n", "Epoch 12/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 0.0010 - val_loss: 9.0449e-04\n", "Epoch 13/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 0.0010 - val_loss: 7.8375e-04\n", "Epoch 14/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.8877e-04 - val_loss: 0.0010\n", "Epoch 15/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.9236e-04 - val_loss: 9.3175e-04\n", "Epoch 16/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.5860e-04 - val_loss: 7.1336e-04\n", "Epoch 17/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.6760e-04 - val_loss: 7.4069e-04\n", "Epoch 18/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2931e-04 - val_loss: 9.3267e-04\n", "Epoch 19/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.4339e-04 - val_loss: 7.2412e-04\n", "Epoch 20/50\n", "206/206 [==============================] - 1s 7ms/step - loss: 9.3300e-04 - val_loss: 7.1299e-04\n", "Epoch 21/50\n", "206/206 [==============================] - 1s 7ms/step - loss: 9.1223e-04 - val_loss: 7.1670e-04\n", "Epoch 22/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 9.2018e-04 - val_loss: 7.4162e-04\n", "Epoch 23/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3881e-04 - val_loss: 7.6915e-04\n", "Epoch 24/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3929e-04 - val_loss: 8.4452e-04\n", "Epoch 25/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.0980e-04 - val_loss: 8.5081e-04\n", "Epoch 26/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2209e-04 - val_loss: 7.7695e-04\n", "Epoch 27/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3780e-04 - val_loss: 9.6581e-04\n", "Epoch 28/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2385e-04 - val_loss: 7.3882e-04\n", "Epoch 29/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2358e-04 - val_loss: 9.4256e-04\n", "Epoch 30/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.0644e-04 - val_loss: 7.8206e-04\n", "Epoch 31/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3110e-04 - val_loss: 9.9280e-04\n", "Epoch 32/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.1912e-04 - val_loss: 8.5859e-04\n", "Epoch 33/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3361e-04 - val_loss: 7.2591e-04\n", "Epoch 34/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.1199e-04 - val_loss: 7.2719e-04\n", "Epoch 35/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2479e-04 - val_loss: 7.1239e-04\n", "Epoch 36/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2484e-04 - val_loss: 0.0010\n", "Epoch 37/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.4165e-04 - val_loss: 8.9427e-04\n", "Epoch 38/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.0001e-04 - val_loss: 9.3007e-04\n", "Epoch 39/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2251e-04 - val_loss: 7.8255e-04\n", "Epoch 40/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2102e-04 - val_loss: 7.6647e-04\n", "Epoch 41/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2066e-04 - val_loss: 7.2050e-04\n", "Epoch 42/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.2690e-04 - val_loss: 9.1097e-04\n", "Epoch 43/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.4293e-04 - val_loss: 9.9930e-04\n", "Epoch 44/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 8.8282e-04 - val_loss: 0.0011\n", "Epoch 45/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.3907e-04 - val_loss: 7.2198e-04\n", "Epoch 46/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.0933e-04 - val_loss: 9.2223e-04\n", "Epoch 47/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 9.4348e-04 - val_loss: 8.0471e-04\n", "Epoch 48/50\n", "206/206 [==============================] - 1s 5ms/step - loss: 8.9948e-04 - val_loss: 9.0736e-04\n", "Epoch 49/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 8.9969e-04 - val_loss: 7.8587e-04\n", "Epoch 50/50\n", "206/206 [==============================] - 1s 6ms/step - loss: 9.3452e-04 - val_loss: 9.4538e-04\n" ] } ], "source": [ "model2.compile(loss='mse', optimizer='adam')\n", "\n", "hist2 = model2.fit(train_X, train_y, epochs=50, batch_size=128, validation_data=(test_X, test_y))" ] }, { "cell_type": "code", "execution_count": 47, "id": "63766194-2a15-471d-8a54-905197f818e9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,6))\n", "plt.plot(hist2.history['loss'], label='train', linewidth = 2.5)\n", "plt.plot(hist2.history['val_loss'], label='test', linewidth = 2.5)\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "id": "dac57581-21cd-4fbb-88c7-9792f5bf6cf1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "548/548 [==============================] - 1s 1ms/step\n", "94.01351598173515 92.25122315439845\n" ] } ], "source": [ "y_test_true = test[:,-1]\n", "testPredict2 = model2.predict(test_X)\n", "testPredict2 = testPredict2.ravel()\n", "\n", "# Inverse scaling the output, for better visual interpretation \n", "\n", "poll = np.array(df[\"pollution\"])\n", "meanop = poll.mean()\n", "stdop = poll.std()\n", "\n", "print(meanop, stdop)\n", "\n", "y_test_true = y_test_true*stdop + meanop\n", "testPredict2 = testPredict2*stdop + meanop" ] }, { "cell_type": "code", "execution_count": 60, "id": "b65b0ebc-4797-4a9e-993b-37942b73b960", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "\n", "plt.figure(figsize=(15,6))\n", "plt.xlim([1000,1250])\n", "plt.ylabel(\"ppm\")\n", "plt.xlabel(\"hrs\")\n", "plt.plot(y_test_true, c = \"g\", alpha = 0.90, linewidth = 2.5)\n", "plt.plot(testPredict2, c = \"darkblue\", alpha = 0.75)\n", "plt.title(\"Testing(Validation) data\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 61, "id": "fb0037b1-9571-43ab-82d0-c9c9546db1ab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test(Validation) RMSE = 2.836456\n" ] } ], "source": [ "rmse = np.sqrt(mean_squared_error(y_test_true, testPredict2))\n", "print(\"Test(Validation) RMSE =\" ,rmse)" ] }, { "cell_type": "code", "execution_count": null, "id": "68160a61-cbfe-4f8c-af0d-bc2f99faf10f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }