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",
"text/html": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the data\n",
"fig = px.line(\n",
" data,\n",
" x=\"Month\",\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",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot autocorrelation\n",
"plt.rc(\"figure\", figsize=(11, 5))\n",
"plot_acf(data[\"#Passengers\"], lags=48)\n",
"plt.ylim(0, 1)\n",
"plt.xlabel(\"Lags\", fontsize=18)\n",
"plt.ylabel(\"Correlation\", fontsize=18)\n",
"plt.xticks(fontsize=18)\n",
"plt.yticks(fontsize=18)\n",
"plt.title(\"Autocorrelation Plot\", fontsize=20)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.12.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}