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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"# import packages\n",
"import pandas as pd\n",
"import numpy as np\n",
"import keras\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"from pandas.plotting import register_matplotlib_converters\n",
"register_matplotlib_converters()\n",
"from keras.preprocessing.sequence import TimeseriesGenerator\n",
"from keras.models import Sequential\n",
"from keras.layers import Dense\n",
"from keras.layers import LSTM"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'2.3.1'"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check keras version\n",
"keras.__version__"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_pickle(r'C:\\Users\\ran\\Google Drive\\towards data science\\data.pkl')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y</th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.198382</td>\n",
" <td>15</td>\n",
" <td>1.84227</td>\n",
" <td>6.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.195289</td>\n",
" <td>16</td>\n",
" <td>1.88341</td>\n",
" <td>13.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.195089</td>\n",
" <td>16</td>\n",
" <td>1.92455</td>\n",
" <td>20.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.201794</td>\n",
" <td>16</td>\n",
" <td>1.96569</td>\n",
" <td>27.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.208498</td>\n",
" <td>16</td>\n",
" <td>2.00683</td>\n",
" <td>34.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y X1 X2 X3\n",
"0 0.198382 15 1.84227 6.5\n",
"1 0.195289 16 1.88341 13.5\n",
"2 0.195089 16 1.92455 20.5\n",
"3 0.201794 16 1.96569 27.5\n",
"4 0.208498 16 2.00683 34.5"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# print the head of the dataframe\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# define y variable, i.e., what we want to predict\n",
"y_col='y'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(32128, 4)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#print the shape of the data\n",
"df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"plot data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 3600x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(50,4))\n",
"plt.plot(range(len(df)),df[y_col]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# split the data to train and test"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((28916, 4), (3212, 4))"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_size = int(len(df) * 0.1) # here I ask that the test data will be 10% (0.1) of the entire data\n",
"train = df.iloc[:-test_size,:].copy() # the copy() here is important, it will prevent us from getting: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame.\n",
"# Try using .loc[row_index,col_indexer] = value instead\n",
"test = df.iloc[-test_size:,:].copy()\n",
"train.shape, test.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# plot train and test"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 3600x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(50,4))\n",
"plt.plot(train.index,train[y_col],label='Train');\n",
"plt.plot(test.index,test[y_col],label='test')\n",
"plt.legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Seperate X and y"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(28916, 3) (28916, 1)\n"
]
}
],
"source": [
"#seperate X and y only for the train data (for now)\n",
"X_train = train.drop(y_col,axis=1).copy()\n",
"y_train = train[[y_col]].copy() # the double brakets here are to keep the y in dataframe format, otherwise it will be pandas Series\n",
"print(X_train.shape, y_train.shape)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>X3</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>15</td>\n",
" <td>1.84227</td>\n",
" <td>6.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>16</td>\n",
" <td>1.88341</td>\n",
" <td>13.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>16</td>\n",
" <td>1.92455</td>\n",
" <td>20.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>16</td>\n",
" <td>1.96569</td>\n",
" <td>27.5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>16</td>\n",
" <td>2.00683</td>\n",
" <td>34.5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" X1 X2 X3\n",
"0 15 1.84227 6.5\n",
"1 16 1.88341 13.5\n",
"2 16 1.92455 20.5\n",
"3 16 1.96569 27.5\n",
"4 16 2.00683 34.5"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.198382</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.195289</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.195089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.201794</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.208498</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" y\n",
"0 0.198382\n",
"1 0.195289\n",
"2 0.195089\n",
"3 0.201794\n",
"4 0.208498"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# scale X train and y train"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(28916, 3)\n",
"(28916, 1)\n",
"(28916,)\n"
]
}
],
"source": [
"# scale X and y train using sklearn MinMaxScaler model\n",
"Xscaler = MinMaxScaler(feature_range=(0, 1)) # scale so that all the data will range from 0 to 1\n",
"Xscaler.fit(X_train)\n",
"scaled_X_train = Xscaler.transform(X_train)\n",
"print(X_train.shape)\n",
"Yscaler = MinMaxScaler(feature_range=(0, 1))\n",
"Yscaler.fit(y_train)\n",
"scaled_y_train = Yscaler.transform(y_train)\n",
"print(scaled_y_train.shape)\n",
"scaled_y_train = scaled_y_train.reshape(-1) # remove the second dimention from y so the shape changes from (n,1) to (n,)\n",
"print(scaled_y_train.shape)\n",
"\n",
"# this is beutifully explain in mastery\n",
"scaled_y_train = np.insert(scaled_y_train, 0, 0)\n",
"scaled_y_train = np.delete(scaled_y_train, -1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# instantiate the model"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"n_input = 25 #how many samples/rows/timesteps to look in the past in order to forecast the next sample\n",
"n_features= X_train.shape[1] # how many predictors/Xs/features we have to predict y\n",
"b_size = 32\n",
"generator = TimeseriesGenerator(scaled_X_train, scaled_y_train, length=n_input, batch_size=b_size)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(32, 25, 3)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check that the generator is ok, its shape should be (batch_size,n_input,n_features)\n",
"generator[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"lstm_1 (LSTM) (None, 150) 92400 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 1) 151 \n",
"=================================================================\n",
"Total params: 92,551\n",
"Trainable params: 92,551\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model = Sequential()\n",
"model.add(LSTM(150, activation='relu', input_shape=(n_input, n_features)))\n",
"model.add(Dense(1))\n",
"model.compile(optimizer='adam', loss='mse')\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# fit the model"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/5\n",
"903/903 [==============================] - 14s 15ms/step - loss: 0.0311\n",
"Epoch 2/5\n",
"903/903 [==============================] - 14s 15ms/step - loss: 0.0189\n",
"Epoch 3/5\n",
"903/903 [==============================] - 14s 16ms/step - loss: 0.0170\n",
"Epoch 4/5\n",
"903/903 [==============================] - 15s 16ms/step - loss: 0.0161\n",
"Epoch 5/5\n",
"903/903 [==============================] - 15s 16ms/step - loss: 0.0152\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.callbacks.History at 0x23f3398f2c8>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit_generator(generator,epochs=5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# plot losses"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qzazazHKAa4H5CW3mAzcGVwNNBXa5e4uZGfAYsNrd7z7S2N3fc/cR7l7l7lXEAuQ8d9/aF29qIDizfDCzJpfx+O838PG+g1GXIyIDULcB4O4dwK3AQmKDuE+7e4OZzTOzeUGzBUAT0Ag8CtwcrL8EuAGYbmbvBI9r+vpNDFS3z6hl74EOfvw7jQWISN8z99S5AKeurs7r6+ujLqNf3fLkCl5Zs53X/3o6Qwtzoi5HRFKQmS1397rE9ZoJnORun1HLvk8P8ejvNBYgIn1LAZDkJowcxB99tpyfvLGBne0aCxCRvqMASAG3XxXrBTzymnoBItJ3FAApoHbkIL541iieeHMDO/YeiLocERkgFAAp4i+vqmW/egEi0ocUACli/IgivnT2KJ54cyNt6gWISB9QAKSQv7yqlgMdh/j3V9dFXYqIDAAKgBRSU1rEl8+p4D+XbGT7nv1RlyMiKU4BkGJuu6qWTw85//6qxgJEpHcUACmmuqSQPz63gp8u2cj23eoFiMipUwCkoNumj6fjsPOjVzQWICKnTgGQgsYOL+RPzqvgv976A1t3qRcgIqdGAZCibptey+HDzkOvNEZdioikKAVAiqocVsCfnj+an721iZZdn0RdjoikIAVACrtl2ngOu/OjxRoLEJGeUwCksMphBXylrpL/u2wTWz5WL0BEeiZUAJjZTDNbY2aNZnZXF9vNzO4Ptq80s/OC9ZVmttjMVptZg5ndHrfPv5rZB0H7X5hZcd+9rfRx6/TxOM6DizUWICI9020AmFkm8CAwC5gIXGdmExOazQJqg8dc4KFgfQfwXXc/E5gK3BK37yJgsrufBXwIfL+X7yUtVRTn89W6Sp6u30TzR/uiLkdEUkiYHsAUoNHdm9z9IPAUMDuhzWzgCY9ZAhSbWbm7t7j7CgB330PsnsIVwfILwf2GAZYAo/vg/aSlW6aNxzAe1FiAiPRAmACoADbFLTcH63rUxsyqgHOBpV28xjeA57p6cTOba2b1Zlbf2toaotz0M6o4nz+7oJKf129i0071AkQknDABYF2sS7yT/EnbmFkR8Axwh7vvPmZHs78hdqroya5e3N0fcfc6d68rLS0NUW56unnaODLMNBYgIqGFCYBmoDJueTSwJWwbM8sm9uH/pLs/G7+Tmc0BvgD8ubsnhor0QPmQfK6bUsn/W96sXoCIhBImAJYBtWZWbWY5wLXA/IQ284Ebg6uBpgK73L3FzAx4DFjt7nfH72BmM4G/Br7k7vrE6gM3TxtPRobxwMtroy5FRFJAtwEQDNTeCiwkNoj7tLs3mNk8M5sXNFsANAGNwKPAzcH6S4AbgOlm9k7wuCbY9m/AIGBRsP7hPntXaWrk4Dy+NmUMz6zYzMYd7VGXIyJJzlLpzEtdXZ3X19dHXUZS2757P5f9y2K+ePYofviVs6MuR0SSgJktd/e6xPWaCTzAjBicx59fOJZfvL2ZDW3qBYjIiSkABqB5V9aQnWncr7EAETkJBcAANGJQHtdfOJZfvr2Zpta9UZcjIklKATBAffuKceRkZfDAy5oXICJdUwAMUKWDcplzURW/emczjdvVCxCR4ykABrC5l9eQl53J/S9pLEBEjqcAGMCGF+Vy40VV/HrlFtZu2xN1OSKSZBQAA9zcy2soyM7kPvUCRCSBAmCAG1aYw5yLq/jtey18qF6AiMRRAKSBb11WQ2FOFve9qF6AiBylAEgDQwtz+HrQC/hg6+7udxCRtKAASBPfvKyaQbnqBYjIUQqANFFckMNNl1Tx3KqtvL9FvQARUQCklb+4tIZBeVnc99KHUZciIklAAZBGhhRk841LqlnYsI2GLbuiLkdEIqYASDPfuLSaQXlZ3KuxAJG0FyoAzGymma0xs0Yzu6uL7WZm9wfbV5rZecH6SjNbbGarzazBzG6P22eYmS0ys7XBv0P77m3JiQzJz+abl9aw6P1trNqsXoBIOus2AMwsE3gQmAVMBK4zs4kJzWYBtcFjLvBQsL4D+K67nwlMBW6J2/cu4CV3rwVeCpalH9x0aRWD87K490WNBYikszA9gClAo7s3uftB4ClgdkKb2cATHrMEKDazcndvcfcVAO6+h9g9hSvi9vlJ8PwnwJd7+V4kpMF52XzrshpeXL2dlc0fR12OiEQkTABUAJvilps5+iEeuo2ZVQHnAkuDVSPdvQUg+HdEVy9uZnPNrN7M6ltbW0OUK2F8/ZIqiguyNRYgksbCBIB1sS7xTvInbWNmRcAzwB3u3qOL0N39EXevc/e60tLSnuwqJzEo6AW8/MF23tmkXoBIOgoTAM1AZdzyaGBL2DZmlk3sw/9Jd382rs02MysP2pQD23tWuvTWnIurGFqQrbEAkTQVJgCWAbVmVm1mOcC1wPyENvOBG4OrgaYCu9y9xcwMeAxY7e53d7HPnOD5HOBXp/wu5JQU5WbxrctreGVNKyv+8FHU5YhIP+s2ANy9A7gVWEhsEPdpd28ws3lmNi9otgBoAhqBR4Gbg/WXADcA083sneBxTbDtB8DVZrYWuDpYln4256IqhhXmaCxAJA1lhWnk7guIfcjHr3s47rkDt3Sx3+t0PT6Au+8ArupJsdL3CnOz+PblNfzzcx+wfONOzh87LOqSRKSfaCawcMNFYykpyuGeReoFiKQTBYBQkJPFty8fx+uNbSzbsDPqckSknygABIDrp46lpCiXexbpiiCRdKEAEADyczKZd0UNb6zbwdKmHVGXIyL9QAEgna6fOpbSQbnco3kBImlBASCd8rIz+c4V41jStJM316kXIDLQKQDkGF+7cAwjBuXyz8+tZmXzx8Su8BWRgUgBIMfIy87k+9ecQcOW3Xzp337Ppf9rMf/w6/dZtmEnhw4rDEQGEkulv/Dq6uq8vr4+6jLSwsf7DrLo/W0sbNjKa2vbONhxmNJBuXxu4khmTS7nwpphZGfq7weRVGBmy9297rj1CgDpzt4DHSz+YDvPr9rK4jXb2XfwEMUF2cw4cyQzJ5VxaW0JedmZUZcpIiegAJA+sf/TQ7z2YSvPr9rKotXb2LO/g8KcTKadMYJZk8u58jOlFOaG+oYREeknJwoA/Z8qPZKXncnnJpXxuUllHOw4zJtNO3h+1VZeaNjKb1a2kJuVweUTSpk1uYyrzhjJkILsqEsWkRNQD0D6xKHDzrINO3l+1VYWNmylZdd+sjKMi8eXMHNSGZ+bNJKSotyoyxRJSzoFJP3m8GFn5eZdPLeqhedXbWXjjn1kGNRVDWPW5DI+P6mMUcX5UZcpkjYUABIJd+eDrXt4btVWFq7aypptewA4u7KYWZPLmDmpjKqSwoirFBnYFACSFJpa9/J8w1aeX7WVlc27ADijbBAzJ5cxa3I5E0YWEbuRnIj0lV4FgJnNBO4DMoEfu/sPErZbsP0aYB/wdXdfEWx7HPgCsN3dJ8ftcw7wMJAHdAA3u/tbJ6tDATCwNH+0j4UN23h+VQv1Gz/CHWpKCvn85DJmTS7jsxVDFAYifeCUA8DMMoEPid22sZnYPYKvc/f349pcA9xGLAAuBO5z9wuDbZcDe4EnEgLgBeAed38u2P977n7lyWpRAAxc2/fs54WG2MSzN9bt4NBhp6I4n89PKmPm5DLOHzuUzAyFgcip6M1loFOARndvCn7QU8Bs4P24NrOJfcA7sMTMis2s3N1b3P01M6vq4uc6MDh4PgTYEvrdyIAzYlAe108dy/VTxx4zC/mnSzfy+O/XU1KUy+cnjWTm5DKm1gzXLGSRPhAmACqATXHLzcT+yu+uTQXQcpKfewew0Mx+SOw7iS7uqpGZzQXmAowZMyZEuZLqigty+EpdJV+pqzxmFvIv3t7Mk0v/wJD82CzkWZM1C1mkN8IEQFf97sTzRmHaJPoOcKe7P2NmXwUeA2Yc90PcHwEegdgpoO7LlYGkKDeLL549ii+ePeqYWcgvvL+VZ1Y0axaySC+E+b+lGaiMWx7N8adrwrRJNAe4PXj+c+DHIWqRNBZ2FvLMSWXMOFOzkEW6EyYAlgG1ZlYNbAauBb6W0GY+cGswPnAhsMvdT3b6B2IBcQXwCjAdWNuDuiXN5WRlcMWEUq6YUMo/fnnyMbOQF72/jawM46Jxw5k1uVyzkEVOIOxloNcA9xK7DPRxd/8nM5sH4O4PB5eB/hswk9hloDe5e32w78+AK4ESYBvwd+7+mJldSuzS0SxgP7HLQJefrA5dBSTd0SxkkeNpIpiknZPNQp45KTbXQLOQJR0oACTtaRaypCsFgEicrmYhV5cUMjP4fqKzRmsWsgwcCgCRE+hqFvKoIXnBV1KUaxaypDwFgEgIXd0LuaQol89Nik080yxkSUUKAJEe6upeyEdmIc+cXMZlmoUsKUIBINILJ7sX8szJZUz7zAjNQpakpXsCi/RCd7OQMwwqhuZTNbyQ6pJCxg4vpLqkgKrhhYweWkBOlk4bSfJRD0CkF47cC/mNxjbW79jHhrZ2NrS1s+dAR2ebzAyjojifqpJCqoYXxIVEAZXDCjSmIKedegAip0FmhjG1ZjhTa4Z3rnN3drYfZMOOdja07WPDjnbWt7WzYUc7KzZ+xN6EcBg9ND/WYxheEIREIVUlhYwemq9wkNNKASDSx8yM4UW5DC/K5fyxw47Z5u7saD8Y6ykEPYb1O9rZeIJwqDwSDkHvYWxJIdXDY+GQpXCQXlIAiPQjM6OkKJeSolzqqo4Ph7a9B9kY12M4EhL1G3bSfvBQZ9usoOfQ2WMIeg/VJYVUFCscJBwFgEiSMDNKB+VSOujE4XDkdNLG4PTS+rZ23lq/k30J4VA5rCDWYzjSewh6EAoHiacAEEkB8eFwQRfh0Lr3QGy8obPn0M76tn0sTQiH7EyjcmistzB2eEFwain2qBiarxnPaUYBIJLizIwRg/IYMSiPKdVdhMOeA0GvYR/rd7R3jj+8uW4Hn3yaEA7DCjoDobrkaA9iVLHCYSBSAIgMYGbGiMF5jBicx4VxVypBLBy27znQ2WtY37avc/zhROFQPfzo6aQj4w8Kh9QVKgDMbCaxm7dkAj929x8kbLdg+zXEbgjzdXdfEWx7HPgCsN3dJyfsdxtwK9AB/Nbdv9e7tyMiYZkZIwfnMfIk4bA+mNewfkc7G4NLWn+/ro39nx7ubJuTmUHlsPzO00lHrlSqKimgfIjCIZl1GwBmlgk8CFxN7N6/y8xsvru/H9dsFlAbPC4EHgr+BfgPYncLeyLh504DZgNnufsBMxvRu7ciIn0lPhymJoTD4cNx4RCMN8QmwO3jd2vbONARFw5ZGYzpPK109EqlqpJCygfnkaFwiFSYHsAUoNHdmwCC+/7OBuIDYDbwhMemFS8xs2IzK3f3Fnd/zcyquvi53wF+4O4HANx9ey/eh4j0k4wMo2xIHmVD8rho3PHhsG3P/s4xhw1t7Z3Pf7e29ZhwyM3KoDoIhMTHsMIc3Y+hH4QJgApgU9xyM0f/uj9ZmwrgZDeGnwBcZmb/ROyewH/l7stC1CMiSSojwygfkk/5kHwuHnfstsOHna279x+dGR2Ew5pte1j0/jY6Dh/9WprBeVlUlxZR00U46Ev3+k6YI9lVDCd+gVCYNl299lBgKnAB8LSZ1XjClxOZ2VxgLsCYMWNClCsiySgjwxhVnM+o4nwuHldyzLaOQ4dp/ugT1re109TWzvq2vaxva2dp0w5+8fbmY9qOHJwbhEFcQJQWUqkv3euxMAHQDFTGLY8GtpxCm65+7rPBB/5bZnYYKAFa4xu5+yPAIxD7MrgQ9YpIisnKzIhdVVRSyLSEbZ8cPMTGne2sbz0SDrHHwoat7Gw/2NnuyFdnHAmH6tLCzoAo03hDl8IEwDKg1syqgc3AtcDXEtrMB24NxgcuBHa5+8lO/wD8EpgOvGJmE4AcoK0nxYvIwJefk8kZZYM5o2zwcds+3newMxA6ew+t7Sxp2nnMZax52RlUDS+kprTwaECUxAJiaGFOf76dpNJtALh7h5ndCiwkdhno4+7eYGbzgu0PAwuIXQLaSOwy0JuO7G9mPwOuBErMrBn4O3d/DHgceNzMVgEHgTmJp39ERE6muCCHc8fkcO6Yocesd3e27T5AU3AqaX1rLCA+aNnDCw3HjjcMyc/uDIMjp5OOjDTPZ0gAAAWESURBVDcU5Azs8QbdD0BE0sqnneMNe2lqbT+mB9Gya/8xbcsG53WGQvyAdKrdx0H3AxARAbIzj15+Ov2MY7ftO9jR+SV769v2do45LHivhY/3fdrZLjPDGDOs4Jirk2qCoBg5KHXGGxQAIiKBgpwsJo4azMRRx483fNR+kPU7jp5OOjLm8EbCzOj87EyqSo7tMRzpQRQXJNd4gwJARCSEoYU5DC3M4byE8YbOyW8JVym937Kb5xu2cihuvGFoQXbnbOiauMHoqpKCSMYbFAAiIr1wzOS38cfOb/j00GE27dx33FVKbzTu4NkVx85vKB+Sd+wppdJYQJzOW4MqAERETpPszAxqSouoKS06blv7gY7OWdFHTis1tbXz63e3sHv/0VuDZgXjDf/0x5897qs3eksBICISgcLcLCaNGsKkUUOOWe/ufLTv07irk2KXsg4v6vvxAwWAiEgSMTOGFeYwrDCH88cO7X6HXkidC1lFRKRPKQBERNKUAkBEJE0pAERE0pQCQEQkTSkARETSlAJARCRNKQBERNJUSt0PwMxagY2nuHsJyXnHMdXVM6qrZ1RXzyRrXdC72sa6e2niypQKgN4ws/qubogQNdXVM6qrZ1RXzyRrXXB6atMpIBGRNKUAEBFJU+kUAI9EXcAJqK6eUV09o7p6JlnrgtNQW9qMAYiIyLHSqQcgIiJxFAAiImlqwAWAmc00szVm1mhmd3Wx3czs/mD7SjM7L0nqutLMdpnZO8Hjb/uhpsfNbLuZrTrB9qiOVXd19fuxCl630swWm9lqM2sws9u7aNPvxyxkXVH8fuWZ2Vtm9m5Q19930SaK4xWmrkh+x4LXzjSzt83sN11s69vj5e4D5gFkAuuAGiAHeBeYmNDmGuA5wICpwNIkqetK4Df9fLwuB84DVp1ge78fq5B19fuxCl63HDgveD4I+DBJfr/C1BXF75cBRcHzbGApMDUJjleYuiL5HQte+78B/9XV6/f18RpoPYApQKO7N7n7QeApYHZCm9nAEx6zBCg2s/IkqKvfuftrwM6TNIniWIWpKxLu3uLuK4Lne4DVQEVCs34/ZiHr6nfBMdgbLGYHj8SrTqI4XmHqioSZjQb+CPjxCZr06fEaaAFQAWyKW27m+P8RwrSJoi6Ai4Ju6XNmNuk01xRGFMcqrEiPlZlVAecS++sxXqTH7CR1QQTHLDid8Q6wHVjk7klxvELUBdH8jt0LfA84fILtfXq8BloAWBfrEpM9TJu+FuY1VxD7vo6zgQeAX57mmsKI4liFEemxMrMi4BngDnffnbi5i1365Zh1U1ckx8zdD7n7OcBoYIqZTU5oEsnxClFXvx8vM/sCsN3dl5+sWRfrTvl4DbQAaAYq45ZHA1tOoU2/1+Xuu490S919AZBtZiWnua7uRHGsuhXlsTKzbGIfsk+6+7NdNInkmHVXV9S/X+7+MfAKMDNhU6S/YyeqK6LjdQnwJTPbQOw08XQz+2lCmz49XgMtAJYBtWZWbWY5wLXA/IQ284Ebg9H0qcAud2+Jui4zKzMzC55PIfbfZsdprqs7URyrbkV1rILXfAxY7e53n6BZvx+zMHVFcczMrNTMioPn+cAM4IOEZlEcr27riuJ4ufv33X20u1cR+4x42d2vT2jWp8cr69TLTT7u3mFmtwILiV1587i7N5jZvGD7w8ACYiPpjcA+4KYkqetPge+YWQfwCXCtB8P+p4uZ/YzY1Q4lZtYM/B2xAbHIjlXIuvr9WAUuAW4A3gvOHwP8D2BMXG1RHLMwdUVxzMqBn5hZJrEP0Kfd/TdR//8Ysq6ofseOczqPl74KQkQkTQ20U0AiIhKSAkBEJE0pAERE0pQCQEQkTSkARETSlAJARCRNKQBERNLU/wcx7cCntJAPoAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"loss_per_epoch = model.history.history['loss']\n",
"plt.plot(range(len(loss_per_epoch)),loss_per_epoch);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# make predictions"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"X_test = test.drop(y_col,axis=1).copy()\n",
"scaled_X_test = Xscaler.transform(X_test)\n",
"test_generator = TimeseriesGenerator(scaled_X_test, np.zeros(len(X_test)), length=n_input, batch_size=b_size)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(32, 25, 3)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"test_generator[0][0].shape"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"y_pred_scaled = model.predict(test_generator)\n",
"y_pred = Yscaler.inverse_transform(y_pred_scaled)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"results = pd.DataFrame({'y_true':test[y_col].values[n_input:],'y_pred':y_pred.ravel()})"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>y_true</th>\n",
" <th>y_pred</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.632569</td>\n",
" <td>0.644635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.623912</td>\n",
" <td>0.647779</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.615255</td>\n",
" <td>0.651004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.606598</td>\n",
" <td>0.654239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.597941</td>\n",
" <td>0.656492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3182</th>\n",
" <td>0.404971</td>\n",
" <td>0.442737</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3183</th>\n",
" <td>0.403237</td>\n",
" <td>0.441596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3184</th>\n",
" <td>0.398993</td>\n",
" <td>0.439773</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3185</th>\n",
" <td>0.394749</td>\n",
" <td>0.438899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3186</th>\n",
" <td>0.390505</td>\n",
" <td>0.438134</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3187 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" y_true y_pred\n",
"0 0.632569 0.644635\n",
"1 0.623912 0.647779\n",
"2 0.615255 0.651004\n",
"3 0.606598 0.654239\n",
"4 0.597941 0.656492\n",
"... ... ...\n",
"3182 0.404971 0.442737\n",
"3183 0.403237 0.441596\n",
"3184 0.398993 0.439773\n",
"3185 0.394749 0.438899\n",
"3186 0.390505 0.438134\n",
"\n",
"[3187 rows x 2 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"results.plot();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "keras",
"language": "python",
"name": "keras"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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