360 lines
332 KiB
Plaintext
360 lines
332 KiB
Plaintext
{
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"cells": [
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Data Visualization"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Changing directory to /home/S22/workspace/BasicTS\n"
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]
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}
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],
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"source": [
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"# change dir\n",
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"import os\n",
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"import sys\n",
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"PROJECT_DIR = os.path.abspath(os.path.abspath('') + \"/../..\")\n",
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"print(f\"Changing directory to {PROJECT_DIR}\")\n",
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"os.chdir(PROJECT_DIR)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# load packages\n",
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"import random\n",
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"import numpy as np\n",
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"import torch as th\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"from basicts.utils import load_dataset_data, load_dataset_desc"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. Hyper-Parameter"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# hyper-parameter\n",
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"DATASET_NAME = \"PEMS04\""
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 2. Read Data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"data shape: (16992, 307, 3)\n",
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"\n",
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"data descriptipn:\n",
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"\tname: PEMS04\n",
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"\tdomain: traffic flow\n",
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"\tshape: [16992, 307, 3]\n",
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"\tnum_time_steps: 16992\n",
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"\tnum_nodes: 307\n",
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"\tnum_features: 3\n",
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"\tfeature_description: ['traffic flow', 'time of day', 'day of week']\n",
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"\thas_graph: True\n",
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"\tfrequency (minutes): 5\n",
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"\tregular_settings: {'INPUT_LEN': 12, 'OUTPUT_LEN': 12, 'TRAIN_VAL_TEST_RATIO': [0.6, 0.2, 0.2], 'NORM_EACH_CHANNEL': False, 'RESCALE': True, 'METRICS': ['MAE', 'RMSE', 'MAPE'], 'NULL_VAL': 0.0}\n"
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]
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}
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],
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"source": [
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"data = load_dataset_data(DATASET_NAME)\n",
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"desc = load_dataset_desc(DATASET_NAME)\n",
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"\n",
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"print(\"data shape: {0}\\n\".format(data.shape))\n",
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"print(\"data descriptipn:\")\n",
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"for key, value in desc.items():\n",
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" print(f\"\\t{key}: {value}\")\n"
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]
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},
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{
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"attachments": {},
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 3. Plot Raw Data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_raw_data(data: np.array, selected_node_id: int, begin_time: int = None, end_time: int = None, line_width: float = 1.5, font_size: int = 16, color=\"green\", figure_size: tuple = (10, 5)):\n",
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" \"\"\"plot raw data.\n",
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"\n",
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" Args:\n",
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" data (np.array): raw data with shape [num_time_slices, num_time_series, num_features].\n",
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" selected_node_id (int): selected time series.\n",
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" begin_time (int, optional): begin time. Defaults to None.\n",
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" end_time (int, optional): end time. Defaults to None.\n",
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" line_width (float, optional): line width. Defaults to 1.5.\n",
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" font_size (int, optional): font size. Defaults to 16.\n",
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" color (str, optional): color. Defaults to \"green\".\n",
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" figure_size (tuple, optional): figure size. Defaults to (10, 5).\n",
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" \"\"\"\n",
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" time_span = data.shape[0]\n",
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" assert begin_time < end_time, \"begin_time should be less than end_time\"\n",
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" assert begin_time >= 0, \"begin_time should be greater than or equal to 0\"\n",
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" assert end_time <= time_span, \"end_time should be less than or equal to {0}\".format(time_span)\n",
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" plt.rcParams['figure.figsize'] = figure_size\n",
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" plot_data = data[begin_time:end_time, selected_node_id, 0]\n",
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" plot_index = np.arange(plot_data.shape[0])\n",
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" plt.plot(plot_index, plot_data, linewidth=line_width, color=color, label=\"raw data\")\n",
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" plt.grid()\n",
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" plt.legend(fontsize=font_size)\n",
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" # plt.savefig('vis.eps',dpi=600,format='eps', transparent=True)\n",
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" plt.show()\n",
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" plt.clf()\n",
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" "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1200x500 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_raw_data(data=data, selected_node_id=12, begin_time=13830, end_time=14800, line_width=1.5, font_size=16, color=\"#15429a\", figure_size=(12, 5))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_raw_data_multi_variable(data: np.array, node_ids: int, begin_time: int = None, end_time: int = None, line_width: float = 1.5, font_size: int = 16, figure_size: tuple = (10, 5)):\n",
|
|
" \"\"\"plot raw data.\n",
|
|
"\n",
|
|
" Args:\n",
|
|
" data (np.array): raw data with shape [num_time_slices, num_time_series, num_features].\n",
|
|
" selected_node_id (int): selected time series.\n",
|
|
" begin_time (int, optional): begin time. Defaults to None.\n",
|
|
" end_time (int, optional): end time. Defaults to None.\n",
|
|
" line_width (float, optional): line width. Defaults to 1.5.\n",
|
|
" font_size (int, optional): font size. Defaults to 16.\n",
|
|
" color (str, optional): color. Defaults to \"green\".\n",
|
|
" figure_size (tuple, optional): figure size. Defaults to (10, 5).\n",
|
|
" \"\"\"\n",
|
|
" time_span = data.shape[0]\n",
|
|
" assert begin_time < end_time, \"begin_time should be less than end_time\"\n",
|
|
" assert begin_time >= 0, \"begin_time should be greater than or equal to 0\"\n",
|
|
" assert end_time <= time_span, \"end_time should be less than or equal to {0}\".format(time_span)\n",
|
|
" plt.rcParams['figure.figsize'] = figure_size\n",
|
|
" for selected_node_id in node_ids:\n",
|
|
" plot_data = data[begin_time:end_time, selected_node_id, 0]\n",
|
|
" plot_index = np.arange(plot_data.shape[0])\n",
|
|
" plt.plot(plot_index, plot_data, linewidth=line_width, label=\"ID: {0}\".format(selected_node_id))\n",
|
|
" plt.grid()\n",
|
|
" plt.legend(fontsize=font_size)\n",
|
|
" plt.show()\n",
|
|
" plt.clf()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plot_raw_data_multi_variable(data=data, node_ids=[0, 1, 2, 3, 4], begin_time=0, end_time=1000, line_width=1.5, font_size=16, figure_size=(10, 5))"
|
|
]
|
|
},
|
|
{
|
|
"attachments": {},
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 4. Plot Samples"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def plot_sample(history_data: np.array, future_data: np.array, history_index: list, future_index: list, line_width: float = 1.5, font_size: int = 16, history_color=\"blue\", future_color=\"red\", figure_size: tuple = (10, 5)):\n",
|
|
" plt.rcParams['figure.figsize'] = figure_size\n",
|
|
" plt.plot(history_index, history_data, linewidth=line_width, color=history_color, label=\"history data\")\n",
|
|
" plt.plot(future_index, future_data, linewidth=line_width, color=future_color, label=\"future data\")\n",
|
|
" # lint two parts\n",
|
|
" plt.plot([history_index[-1], future_index[0]], [history_data[-1], future_data[0]], linewidth=line_width, color=future_color)\n",
|
|
" plt.grid()\n",
|
|
" plt.legend(fontsize=font_size)\n",
|
|
" plt.show()\n",
|
|
" plt.clf()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# use regular settings\n",
|
|
"input_len = desc['regular_settings']['INPUT_LEN']\n",
|
|
"output_len = desc['regular_settings']['OUTPUT_LEN']\n",
|
|
"\n",
|
|
"# manually set input & output length\n",
|
|
"input_len = 336\n",
|
|
"output_len = 336\n",
|
|
"\n",
|
|
"random_index = random.randint(input_len, data.shape[0]-output_len)\n",
|
|
"random_node = random.randint(0, data.shape[1])\n",
|
|
"\n",
|
|
"random_sample_history = data[random_index-input_len:random_index, random_node, 0]\n",
|
|
"random_sample_future = data[random_index:random_index+output_len, random_node, 0]\n",
|
|
"\n",
|
|
"random_index_history = range(random_index-input_len, random_index)\n",
|
|
"random_index_future = range(random_index, random_index+output_len)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# hisotory_data: np.array, future_data: np.array, line_width: float = 1.5, font_size: int = 16, history_color=\"blue\", future_color=\"red\", figure_size: tuple = (10, 5)\n",
|
|
"plot_sample(history_data=random_sample_history, future_data=random_sample_future, history_index=random_index_history, future_index=random_index_future, line_width=1.5, font_size=16, history_color=\"blue\", future_color=\"red\", figure_size=(10, 5))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3.9.13 ('BasicTS')",
|
|
"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": "3.11.5"
|
|
},
|
|
"orig_nbformat": 4,
|
|
"vscode": {
|
|
"interpreter": {
|
|
"hash": "570e84022352e67d0b4c22ae3a496a4293591fb172aae1ab664241200ab519d2"
|
|
}
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|