{
"cells": [
{
"cell_type": "markdown",
"id": "a5ede189-58a5-4bad-ab90-179a6ce802d0",
"metadata": {},
"source": [
"[Home](/)\n",
"\n",
"# Prediction of Gasoline Prices using a LSTM network\n",
"\n",
"By Jaime Lopez - Feb. 28, 2023\n",
"\n",
"## Introduction\n",
"\n",
"Predicting gasoline prices is important for several reasons, including economic planning, energy policy, consumer behavior, and international relations. Fluctuations in gasoline prices impact the global economy. Forecasts help policymakers develop and implement energy policies that promote the use of alternative fuels and reduce dependence on fossil fuels. Individual and business plan for canges in their transportation costs and adjust their behavior accordingly. Finally, the oil market is influenced by geopolitical factors that affect many countries.\n",
"\n",
"Deep learning can help in predicting gasoline prices by analyzing large amounts of data and identifying patterns that are not easily visible to human analysts. However, it's important to note that the accuracy of the predictions depends on the quality of the input data and the performance of the deep learning model.\n",
"\n",
"In this notebook a model is implement to predict gasoline prices using a LSTM network (Long Short-Term Memory). LSTM networks are a type of recurrent neural network that can help in predicting gasoline prices based on time series data. LSTM networks are well-suited for handling time-series data because they can capture long-term dependencies and trends in the data.\n",
"\n",
"## Dataset\n",
"\n",
"The dataset used in this example is a record of weekly gasoline spot prices collected by the U.S. Energy Information Administration (EIA) from Jun. 13, 2014 to Feb. 17, 2023. The dataset was obtained using the EIA API. The dataset was filtered to focus only on one location, the Port of New York City, and for conventional regular gasoline.\n",
"\n",
"In the next cells, the environment is set and data is loaded into memory. A graph is shown with the gasoline prices."
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "12888867-0ecb-4bf0-b46a-8c0cd68116e2",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Loading libraries\n",
"import json\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.preprocessing import MinMaxScaler\n",
"import pandas as pd\n",
"import tensorflow as tf\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ff1b1dba-732c-4b58-99e5-bab82807c862",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of weekly prices: 454\n"
]
}
],
"source": [
"# Loading the dataset\n",
"with open('eia-petroleoum-prices-20230228.json', 'r') as finput:\n",
" data = json.load(finput)\n",
"data = pd.DataFrame(data['response']['data'])\n",
"data.set_index('period', inplace=True)\n",
"# Filtering data for New York and regular gasoline\n",
"sample = data[(data['area-name'] == 'NEW YORK CITY') & \n",
" (data['product-name'] == 'Conventional Regular Gasoline')]\n",
"# Extracting prices\n",
"X = sample['value'].values\n",
"print('Number of weekly prices: ', sample.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0a15768a-576c-461d-89d3-7a38e7f8340b",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 3))\n",
"plt.plot(X)\n",
"plt.ylabel('USD')\n",
"plt.xlabel('Weeks')\n",
"plt.title('New York City - Conventional Regular Gasoline Prices')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "db1dd539-68bc-4ff0-8ca9-25f1c7aabc8a",
"metadata": {},
"source": [
"## Metodology\n",
"\n",
"Here is how this example was developed:\n",
"\n",
"* Data retrieving: The first step was to retrieve the historical gasoline prices from EIA. The dataset was provided in JSON format and was transformed to a tabular frame.\n",
"\n",
"* Data preprocessing: Time windows of 35 days were used to prepare the dataset, 30 days as input and the next 5 days as prediction output. In total, 419 windows were generated, using 359 for training and 60 for testing.\n",
"\n",
"* Network modeling: The LSTM network was modeled to take the feature vectors as input and output the predicted gasoline prices. The network is relatively simple, with two LSTM layers and two fully connected layers.\n",
"\n",
"* Training: The LSTM network was trained using the training set and the backpropagation algorithm. The mean squared error was using as loss function the adjust the model parameters.\n",
"\n",
"* Testing: Finally, the test set was used to evaluate the performance of the LSTM network on unseen data. The predicted gasoline prices were compared to the actual gasoline prices for a window of 60 days."
]
},
{
"cell_type": "markdown",
"id": "e4fe405c-00e8-4099-bb3b-420983df30f3",
"metadata": {},
"source": [
"## Data preprocessing\n",
"\n",
"* Parameters for the model development are define\n",
"* Data is scaled between 0 and 1\n",
"* Time windows are generated for training and testing\n",
"* Examples of time windows are shown"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a84ef3e9-2bbb-4f4a-9b56-4baec8a9d7cb",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# How many week are covered\n",
"back_period = len(sample)\n",
"# The size of the time window\n",
"period = 35\n",
"# How many time windows for testing\n",
"test_days = 60\n",
"# How many weeks for prediction\n",
"frame = 5"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7c55de47-0ab7-46d1-87a4-27427da6a42e",
"metadata": {},
"outputs": [],
"source": [
"# Data is scaled between 0 and 1\n",
"scaler = MinMaxScaler()\n",
"X_scaled = scaler.fit_transform(np.array([X]).T)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ead892b5-a158-4c17-8ef0-3b766ca14a9b",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of time windows: 419\n"
]
}
],
"source": [
"# Time windows are generated\n",
"x = []\n",
"y = []\n",
"for i in range(period, len(X_scaled)):\n",
" x.append(X_scaled[i-period:i-frame, 0])\n",
" y.append(X_scaled[i-frame:i, 0])\n",
"x = np.array(x)\n",
"y = np.array(y)\n",
"x.shape, y.shape\n",
"print('Number of time windows: ', x.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "cf34caec-c1d9-43e3-86de-f939f57ebeaa",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"x_train = x[:-test_days]\n",
"y_train = y[:-test_days]\n",
"x_test = x[-test_days:]\n",
"y_test = y[-test_days:]"
]
},
{
"cell_type": "markdown",
"id": "36d1167d-e737-4301-9f9f-95e6860667a5",
"metadata": {},
"source": [
"Plotting a few examples of time windows"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c9f96f46-d088-4c46-86be-cf84c62e8b6d",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows = 3, figsize=(10, 9))\n",
"pos = period - frame\n",
"tx = range(0, pos)\n",
"ty = range(pos, pos + frame)\n",
"offset = 30\n",
"for window in range(3):\n",
" ax[window].plot(tx, x[window * offset], label='Input')\n",
" ax[window].plot(ty, y[window * offset], label='Output')\n",
" ax[window].set_title(f'Time Window - {window * offset}')\n",
" ax[window].legend()"
]
},
{
"cell_type": "markdown",
"id": "16e85432-ca38-4672-8760-2634300978b3",
"metadata": {},
"source": [
"## Network modeling"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5d22fa3d-3167-4af9-a642-b59e4fa56b0a",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-02-28 20:01:02.874296: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:02.998739: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:02.998866: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:02.999450: 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: SSE3 SSE4.1 SSE4.2 AVX AVX2 AVX_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-02-28 20:01:03.001227: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:03.001334: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:03.001391: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:04.183814: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:04.184313: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:04.184431: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:981] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2023-02-28 20:01:04.184515: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1613] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 5710 MB memory: -> device: 0, name: NVIDIA GeForce RTX 3050 OEM, pci bus id: 0000:01:00.0, compute capability: 8.6\n",
"2023-02-28 20:01:04.185021: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
]
}
],
"source": [
"model = tf.keras.models.Sequential([\n",
" tf.keras.layers.LSTM(units=16, return_sequences=True, input_shape=(x_train.shape[1], 1)),\n",
" tf.keras.layers.Dropout(0.1),\n",
" tf.keras.layers.LSTM(units=16),\n",
" tf.keras.layers.Dropout(0.1),\n",
" tf.keras.layers.Dense(16, activation='relu'),\n",
" tf.keras.layers.Dense(frame)\n",
"])\n",
"model.compile(optimizer='adam', loss='mean_squared_error', metrics=['mse'])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c2b1fa6d-e4cb-448b-af56-370fe684667b",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" lstm (LSTM) (None, 30, 16) 1152 \n",
" \n",
" dropout (Dropout) (None, 30, 16) 0 \n",
" \n",
" lstm_1 (LSTM) (None, 16) 2112 \n",
" \n",
" dropout_1 (Dropout) (None, 16) 0 \n",
" \n",
" dense (Dense) (None, 16) 272 \n",
" \n",
" dense_1 (Dense) (None, 5) 85 \n",
" \n",
"=================================================================\n",
"Total params: 3,621\n",
"Trainable params: 3,621\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"model.summary()"
]
},
{
"cell_type": "markdown",
"id": "577da9c2-47ad-4702-9ead-9d3a88a1280a",
"metadata": {},
"source": [
"The model has two LSTM layers of 30 units each. After each LSTM layer, a dropout layer is included. At the end of the network, two fully connected layers are present. The last one has the outputs for the number the days defined for the prediction frame. Mean squared error is the loss function to updated parameters on training. The network has a total of 6 layers and 3,621 trainable parameters."
]
},
{
"cell_type": "markdown",
"id": "fea090dd-095a-40fa-a276-e58b55069d09",
"metadata": {},
"source": [
"## Training\n",
"\n",
"In this section the network is trained in 50 epochs using a batch size of 8 instances.\n",
"\n",
"* Training\n",
"* Plotting the loss evolution during training\n",
"* Plotting the predicted timeseries using the training dataset"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9f846fb0-224b-4d50-99bc-a2b68778b57a",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/50\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-02-28 20:01:07.866127: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:428] Loaded cuDNN version 8600\n",
"2023-02-28 20:01:08.097071: I tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:630] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.\n",
"2023-02-28 20:01:08.114059: I tensorflow/compiler/xla/service/service.cc:173] XLA service 0x7ff2e531f640 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:\n",
"2023-02-28 20:01:08.114074: I tensorflow/compiler/xla/service/service.cc:181] StreamExecutor device (0): NVIDIA GeForce RTX 3050 OEM, Compute Capability 8.6\n",
"2023-02-28 20:01:08.137480: I tensorflow/compiler/mlir/tensorflow/utils/dump_mlir_util.cc:268] disabling MLIR crash reproducer, set env var `MLIR_CRASH_REPRODUCER_DIRECTORY` to enable.\n",
"2023-02-28 20:01:08.141678: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n",
"2023-02-28 20:01:08.368658: I tensorflow/tsl/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n",
"2023-02-28 20:01:08.627195: I tensorflow/compiler/jit/xla_compilation_cache.cc:477] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"45/45 [==============================] - 5s 6ms/step - loss: 0.0602 - mse: 0.0602\n",
"Epoch 2/50\n",
"45/45 [==============================] - 0s 4ms/step - loss: 0.0161 - mse: 0.0161\n",
"Epoch 3/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0105 - mse: 0.0105\n",
"Epoch 4/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0088 - mse: 0.0088\n",
"Epoch 5/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0089 - mse: 0.0089\n",
"Epoch 6/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0069 - mse: 0.0069\n",
"Epoch 7/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0074 - mse: 0.0074\n",
"Epoch 8/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0065 - mse: 0.0065\n",
"Epoch 9/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0062 - mse: 0.0062\n",
"Epoch 10/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0064 - mse: 0.0064\n",
"Epoch 11/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0065 - mse: 0.0065\n",
"Epoch 12/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0060 - mse: 0.0060\n",
"Epoch 13/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0062 - mse: 0.0062\n",
"Epoch 14/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0056 - mse: 0.0056\n",
"Epoch 15/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0057 - mse: 0.0057\n",
"Epoch 16/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0052 - mse: 0.0052\n",
"Epoch 17/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0060 - mse: 0.0060\n",
"Epoch 18/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0050 - mse: 0.0050\n",
"Epoch 19/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0050 - mse: 0.0050\n",
"Epoch 20/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0045 - mse: 0.0045\n",
"Epoch 21/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0049 - mse: 0.0049\n",
"Epoch 22/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0044 - mse: 0.0044\n",
"Epoch 23/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0047 - mse: 0.0047\n",
"Epoch 24/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0041 - mse: 0.0041\n",
"Epoch 25/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0041 - mse: 0.0041\n",
"Epoch 26/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0042 - mse: 0.0042\n",
"Epoch 27/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0037 - mse: 0.0037\n",
"Epoch 28/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0039 - mse: 0.0039\n",
"Epoch 29/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0041 - mse: 0.0041\n",
"Epoch 30/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0040 - mse: 0.0040\n",
"Epoch 31/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0039 - mse: 0.0039\n",
"Epoch 32/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0041 - mse: 0.0041\n",
"Epoch 33/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0035 - mse: 0.0035\n",
"Epoch 34/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0034 - mse: 0.0034\n",
"Epoch 35/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0042 - mse: 0.0042\n",
"Epoch 36/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0033 - mse: 0.0033\n",
"Epoch 37/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0036 - mse: 0.0036\n",
"Epoch 38/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0037 - mse: 0.0037\n",
"Epoch 39/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0037 - mse: 0.0037\n",
"Epoch 40/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0033 - mse: 0.0033\n",
"Epoch 41/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0036 - mse: 0.0036\n",
"Epoch 42/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0031 - mse: 0.0031\n",
"Epoch 43/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0031 - mse: 0.0031\n",
"Epoch 44/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0030 - mse: 0.0030\n",
"Epoch 45/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0035 - mse: 0.0035\n",
"Epoch 46/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0036 - mse: 0.0036\n",
"Epoch 47/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0035 - mse: 0.0035\n",
"Epoch 48/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0032 - mse: 0.0032\n",
"Epoch 49/50\n",
"45/45 [==============================] - 0s 3ms/step - loss: 0.0029 - mse: 0.0029\n",
"Epoch 50/50\n",
"45/45 [==============================] - 0s 2ms/step - loss: 0.0029 - mse: 0.0029\n"
]
}
],
"source": [
"history = model.fit(x_train, y_train, epochs=50, batch_size=8, verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "ce736be1-4f38-4956-8bf0-59d33e2828b6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Epochs')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(history.history['mse'])\n",
"plt.title('Error estimatation during training')\n",
"plt.ylabel('Mean squared error')\n",
"plt.xlabel('Epochs')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "94c51f47-1d71-40a1-98ea-46d6201bad49",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"12/12 [==============================] - 0s 1ms/step\n"
]
}
],
"source": [
"y_hat = model.predict(x_train)\n",
"y_real = scaler.inverse_transform(y_train)\n",
"y_pred = scaler.inverse_transform(y_hat)"
]
},
{
"cell_type": "markdown",
"id": "1ea839f5-3164-4bc8-ab25-ea7d61ce7bd9",
"metadata": {},
"source": [
"Below are the timeseries predicted using the training dataset compared against the real values. The near predictions (ex. for week 1) are more adjusted than the far predictions (week 5 forward)."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "7ee30161-6e5a-4883-abdc-aaf6db7c63d6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=frame, figsize=(10, 3 * frame))\n",
"\n",
"for i in range(frame):\n",
" _ = ax[i].plot(y_pred[:, i], linewidth=0.5, alpha=0.5, label='Predicted')\n",
" _ = ax[i].plot(y_real[:, i], linewidth=0.5, alpha=0.5, label='Real')\n",
" ax[i].legend()\n",
" ax[i].set_title(f'Prediction for the week {i + 1} forward')\n",
" ax[i].set_ylabel('USD')"
]
},
{
"cell_type": "markdown",
"id": "793413da-bb32-4730-a41d-9d2d551b3981",
"metadata": {},
"source": [
"## Testing\n",
"\n",
"In this section the model is evaluated using the test dataset. This is unseen for the network, so is expected the error will be greater.\n",
"\n",
"* Error estimation\n",
"* Plotting the predicted timeseries using the training dataset"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d7a3a662-03f1-48b8-95f6-e6d9a0274078",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2/2 [==============================] - 0s 3ms/step - loss: 0.0041 - mse: 0.0041\n",
"Testing MSE: 0.004054025746881962\n"
]
}
],
"source": [
"est_err, _ = model.evaluate(x_test, y_test)\n",
"print('Testing MSE: ', est_err)"
]
},
{
"cell_type": "markdown",
"id": "63eadcc1-add2-4631-8548-6c126a1caae9",
"metadata": {},
"source": [
"Notice that the training error was 0.0032, while the test error is 0.0054."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "6ef22682-a454-4034-9aa4-30e4bb65a310",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2/2 [==============================] - 0s 2ms/step\n"
]
}
],
"source": [
"y_hat = model.predict(x_test)\n",
"y_real = scaler.inverse_transform(y_test)\n",
"y_pred = scaler.inverse_transform(y_hat)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "b06edde4-d520-48b5-a940-ccb8d35f727b",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(nrows=frame, figsize=(10, 3 * frame))\n",
"plt.tight_layout()\n",
"for i in range(frame):\n",
" _ = ax[i].plot(y_pred[:, i], linewidth=0.5, alpha=0.5, label='Predicted')\n",
" _ = ax[i].plot(y_real[:, i], linewidth=0.5, alpha=0.5, label='Real')\n",
" ax[i].legend()\n",
" ax[i].set_title(f'Test dataset: prediction for the day {i + 1} forward')\n",
" ax[i].legend()\n",
" ax[i].set_title(f'Prediction for the week {i + 1} forward')\n",
" ax[i].set_ylabel('USD')"
]
},
{
"cell_type": "markdown",
"id": "50bc4656-6f42-4b19-8608-b295c17654eb",
"metadata": {},
"source": [
"## Discussion\n",
"\n",
"* The LSTM network was able to learn meaningful patterns in the gasoline price time series data and make aceptable predictions of future prices. This suggests that the use of deep learning models like LSTMs can be effective for time series forecasting.\n",
"\n",
"* The performance of the LSTM network can vary depending on the length of the time horizon being predicted. The model may be more accurate at short-term predictions (e.g., 1-2 weeks) than longer-term predictions.\n",
"\n",
"* The LSTM network may benefit from additional features beyond just the gasoline price time series, such as economic indicators, weather data, or political events.\n",
"\n",
"* The LSTM network was able to capture some of the seasonal and cyclical patterns in the gasoline price time series, such as regular fluctuations in price due to changes in supply and demand over the course of a year.\n",
"\n",
"* The performance of the LSTM network could be improved by getting more data available and by optimizing hyperparameters such as the number of layers, the number of neurons per layer, the learning rate, and the sequence length.\n",
"\n",
"## Resources\n",
"\n",
"* [Notebook](./notebook.ipynb)\n",
"* [Dataset](./eia-petroleoum-prices-20230228.zip)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "352f11b4-5faa-4ba7-9d95-24454f353c9e",
"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": "3.10.9"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {},
"version_major": 2,
"version_minor": 0
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}