{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import packages\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import plotly.express as px\n", "from scipy.stats import boxcox\n", "from statsmodels.tsa.seasonal import seasonal_decompose\n", "from statsmodels.tsa.stattools import adfuller" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Read in the data\n", "data = pd.read_csv(\"../coal-price-data/AirPassengers.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Month#Passengers
01949-01112
11949-02118
21949-03132
31949-04129
41949-05121
.........
1391960-08606
1401960-09508
1411960-10461
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144 rows × 2 columns

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" ], "text/plain": [ " Month #Passengers\n", "0 1949-01 112\n", "1 1949-02 118\n", "2 1949-03 132\n", "3 1949-04 129\n", "4 1949-05 121\n", ".. ... ...\n", "139 1960-08 606\n", "140 1960-09 508\n", "141 1960-10 461\n", "142 1960-11 390\n", "143 1960-12 432\n", "\n", "[144 rows x 2 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def plotting(title, data, x, y, x_label, y_label, text=False, lam=None):\n", " \"\"\"General function to plot the passenger data.\"\"\"\n", " fig = px.line(data, x=data[x], y=data[y], labels={x: x_label, y: y_label})\n", "\n", " fig.update_layout(\n", " template=\"simple_white\",\n", " font=dict(size=18),\n", " title_text=title,\n", " width=650,\n", " title_x=0.5,\n", " height=400,\n", " )\n", "\n", " if text:\n", " fig.add_annotation(\n", " x=\"1952-12-20\",\n", " y=10,\n", " text=f\"Lambda = {lam:.3f}\",\n", " align=\"left\",\n", " yanchor=\"bottom\",\n", " showarrow=False,\n", " font=dict(size=20, color=\"black\", family=\"Courier New, monospace\"),\n", " bordercolor=\"black\",\n", " borderwidth=2,\n", " bgcolor=\"white\",\n", " )\n", "\n", " fig.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the airline passenger data\n", "plotting(\n", " title=\"Airline Passengers\",\n", " data=data,\n", " x=\"Month\",\n", " y=\"#Passengers\",\n", " x_label=\"Date\",\n", " y_label=\"Passengers\",\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Take the difference and plot it\n", "data[\"Passenger_Diff\"] = data[\"#Passengers\"].diff()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
Passengers
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"1954-11", "1954-12", "1955-01", "1955-02", "1955-03", "1955-04", "1955-05", "1955-06", "1955-07", "1955-08", "1955-09", "1955-10", "1955-11", "1955-12", "1956-01", "1956-02", "1956-03", "1956-04", "1956-05", "1956-06", "1956-07", "1956-08", "1956-09", "1956-10", "1956-11", "1956-12", "1957-01", "1957-02", "1957-03", "1957-04", "1957-05", "1957-06", "1957-07", "1957-08", "1957-09", "1957-10", "1957-11", "1957-12", "1958-01", "1958-02", "1958-03", "1958-04", "1958-05", "1958-06", "1958-07", "1958-08", "1958-09", "1958-10", "1958-11", "1958-12", "1959-01", "1959-02", "1959-03", "1959-04", "1959-05", "1959-06", "1959-07", "1959-08", "1959-09", "1959-10", "1959-11", "1959-12", "1960-01", "1960-02", "1960-03", "1960-04", "1960-05", "1960-06", "1960-07", "1960-08", "1960-09", "1960-10", "1960-11", "1960-12" ], "xaxis": "x", "y": [ null, 6, 14, -3, -8, 14, 13, 0, -12, -17, -15, 14, -3, 11, 15, -6, -10, 24, 21, 0, -12, -25, -19, 26, 5, 5, 28, -15, 9, 6, 21, 0, -15, -22, -16, 20, 5, 9, 13, -12, 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting(\n", " title=\"Airline Passengers\",\n", " data=data,\n", " x=\"Month\",\n", " y=\"Passenger_Diff\",\n", " x_label=\"Date\",\n", " y_label=\"Passengers
Difference Transform\",\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Take the log and plot it\n", "data[\"Passenger_Log\"] = np.log(data[\"#Passengers\"])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
Passenger
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Log Transform\",\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Take the difference and log and plot it\n", "data[\"Passenger_Diff_Log\"] = data[\"Passenger_Log\"].diff()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting(\n", " title=\"Airline Passengers\",\n", " data=data,\n", " x=\"Month\",\n", " y=\"Passenger_Diff_Log\",\n", " x_label=\"Date\",\n", " y_label=\"Passenger
Log and Difference\",\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def adf_test(series):\n", " \"\"\"Using an ADF test to determine if a series is stationary\"\"\"\n", " test_results = adfuller(series)\n", " print(\"ADF Statistic: \", test_results[0])\n", " print(\"P-Value: \", test_results[1])\n", " print(\"Critical Values:\")\n", " for thres, adf_stat in test_results[4].items():\n", " print(\"\\t%s: %.2f\" % (thres, adf_stat))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ADF Statistic: -2.7171305983881475\n", "P-Value: 0.07112054815085629\n", "Critical Values:\n", "\t1%: -3.48\n", "\t5%: -2.88\n", "\t10%: -2.58\n" ] } ], "source": [ "adf_test(data[\"Passenger_Diff_Log\"][1:])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Apply box-cox transform and plot it\n", "data[\"Passengers_box_cox\"], lam = boxcox(data[\"#Passengers\"])" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1480226111222821" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lam" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
Passengers
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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting(\n", " title=\"Airline Passengers\",\n", " data=data,\n", " x=\"Month\",\n", " y=\"Passengers_box_cox\",\n", " x_label=\"Date\",\n", " y_label=\"Passengers
Box-Cox Transform\",\n", " text=True,\n", " lam=lam,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Take the seasonal difference and plot it\n", "data[\"Passenger_Season_Diff\"] = data[\"#Passengers\"].diff(periods=12)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
Passenger
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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting(\n", " title=\"Airline Passengers\",\n", " data=data,\n", " x=\"Month\",\n", " y=\"Passenger_Season_Diff\",\n", " x_label=\"Date\",\n", " y_label=\"Passenger
Seasonal Difference\",\n", ")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def adf_test(series):\n", " \"\"\"Using an ADF test to determine if a series is stationary\"\"\"\n", " test_results = adfuller(series)\n", " print(\"ADF Statistic: \", test_results[0])\n", " print(\"P-Value: \", test_results[1])\n", " print(\"Critical Values:\")\n", " for thres, adf_stat in test_results[4].items():\n", " print(\"\\t%s: %.2f\" % (thres, adf_stat))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ADF Statistic: -3.383020726492481\n", "P-Value: 0.011551493085514952\n", "Critical Values:\n", "\t1%: -3.48\n", "\t5%: -2.88\n", "\t10%: -2.58\n" ] } ], "source": [ "adf_test(data[\"Passenger_Season_Diff\"][12:])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Read in the data\n", "data = pd.read_csv(\"../coal-price-data/AirPassengers.csv\", index_col=0)\n", "data.index = pd.to_datetime(data.index)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "Date=%{x}
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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the data\n", "fig = px.line(\n", " data,\n", " x=data.index,\n", " y=\"#Passengers\",\n", " labels=({\"#Passengers\": \"Passengers\", \"Month\": \"Date\"}),\n", ")\n", "\n", "fig.update_layout(\n", " template=\"simple_white\",\n", " font=dict(size=18),\n", " title_text=\"Airline Passengers\",\n", " width=650,\n", " title_x=0.5,\n", " height=400,\n", ")\n", "\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the decomposition for multiplicative series\n", "data.rename(\n", " columns={\"#Passengers\": \"Multiplicative Decomposition\"}, inplace=True\n", ")\n", "decomposition_plot_multi = seasonal_decompose(\n", " data[\"Multiplicative Decomposition\"], model=\"multiplicative\"\n", ")\n", "decomposition_plot_multi.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Read in the data\n", "data = pd.read_csv(\"../coal-price-data/AirPassengers.csv\", index_col=0)\n", "data.index = pd.to_datetime(data.index)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Apply boxcox to acquire additive model\n", "data[\"Additive Decomposition\"], lam = boxcox(data[\"#Passengers\"])" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1480226111222821" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lam" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the decomposition for additive series\n", "decomposition_plot_add = seasonal_decompose(\n", " data[\"Additive Decomposition\"], model=\"additive\"\n", ")\n", "decomposition_plot_add.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }