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arima-linear.ipynb
{
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},
{
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"metadata": {
"id": "lIYdn1woOS1n"
},
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"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from statsmodels.tsa.seasonal import seasonal_decompose\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"source": [
"# Create a synthetic DataFrame\n",
"np.random.seed(0)\n",
"data = {\n",
" 'date': pd.to_datetime(pd.date_range(start='2010-01-01', periods=120, freq='ME')),\n",
" 'registrations': np.random.randint(500, 2000, size=120) + np.linspace(0, 1000, 120)\n",
"}\n",
"df = pd.DataFrame(data)\n",
"df\n"
],
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" date registrations\n",
"0 2010-01-31 1184.000000\n",
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"# Add some seasonality for a more realistic example\n",
"df['registrations'] = df['registrations'] + 200 * np.sin(np.arange(120) * 2 * np.pi / 12)\n",
"df\n"
],
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" date registrations\n",
"0 2010-01-31 1184.000000\n",
"1 2010-02-28 1167.403361\n",
"2 2010-03-31 1906.011803\n",
"3 2010-04-30 1560.210084\n",
"4 2010-05-31 1469.818526\n",
".. ... ...\n",
"115 2019-08-31 1496.386555\n",
"116 2019-09-30 1678.584835\n",
"117 2019-10-31 1381.193277\n",
"118 2019-11-30 2249.391558\n",
"119 2019-12-31 2134.000000\n",
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"[120 rows x 2 columns]"
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"type": "dataframe",
"variable_name": "df",
"summary": "{\n \"name\": \"df\",\n \"rows\": 120,\n \"fields\": [\n {\n \"column\": \"date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2010-01-31 00:00:00\",\n \"max\": \"2019-12-31 00:00:00\",\n \"num_unique_values\": 120,\n \"samples\": [\n \"2013-09-30 00:00:00\",\n \"2013-12-31 00:00:00\",\n \"2010-05-31 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"registrations\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 519.241206426567,\n \"min\": 548.4705882352941,\n \"max\": 2968.7344925215934,\n \"num_unique_values\": 120,\n \"samples\": [\n 940.5428184027762,\n 1304.9579831932774,\n 1469.818526135039\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"source": [
"# Set the date column as the index\n",
"df.set_index('date', inplace=True)\n",
"df\n"
],
"metadata": {
"id": "7IOzT6QIlJwd",
"outputId": "8b0dba9a-6460-4d99-90bc-621005e46810",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 454
}
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" registrations\n",
"date \n",
"2010-01-31 1184.000000\n",
"2010-02-28 1167.403361\n",
"2010-03-31 1906.011803\n",
"2010-04-30 1560.210084\n",
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"... ...\n",
"2019-08-31 1496.386555\n",
"2019-09-30 1678.584835\n",
"2019-10-31 1381.193277\n",
"2019-11-30 2249.391558\n",
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"\n",
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" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
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" let quickchartButtonEl =\n",
" document.querySelector('#df-268fe6d3-bb8e-4a99-abd8-35dc9a21176d button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
" </div>\n",
"\n",
" <div id=\"id_d25085ab-fb32-4fca-a452-fc6d931b33cb\">\n",
" <style>\n",
" .colab-df-generate {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-generate:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-generate {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-generate:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
" <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n",
" title=\"Generate code using this dataframe.\"\n",
" style=\"display:none;\">\n",
"\n",
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
" width=\"24px\">\n",
" <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
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" document.querySelector('#id_d25085ab-fb32-4fca-a452-fc6d931b33cb button.colab-df-generate');\n",
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"\n",
" buttonEl.onclick = () => {\n",
" google.colab.notebook.generateWithVariable('df');\n",
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" })();\n",
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" </div>\n",
"\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"variable_name": "df",
"summary": "{\n \"name\": \"df\",\n \"rows\": 120,\n \"fields\": [\n {\n \"column\": \"date\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2010-01-31 00:00:00\",\n \"max\": \"2019-12-31 00:00:00\",\n \"num_unique_values\": 120,\n \"samples\": [\n \"2013-09-30 00:00:00\",\n \"2013-12-31 00:00:00\",\n \"2010-05-31 00:00:00\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"registrations\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 519.241206426567,\n \"min\": 548.4705882352941,\n \"max\": 2968.7344925215934,\n \"num_unique_values\": 120,\n \"samples\": [\n 940.5428184027762,\n 1304.9579831932774,\n 1469.818526135039\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"df.plot() ;\n"
],
"metadata": {
"id": "gimAuo8ilFeo",
"outputId": "e0874662-338c-42d4-cca2-68f6bd1022bf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 449
}
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Additive"
],
"metadata": {
"id": "9OErMgoMmJbM"
}
},
{
"cell_type": "code",
"source": [
"# Perform the additive decomposition\n",
"result = seasonal_decompose(df['registrations'], model='additive', period=12)\n"
],
"metadata": {
"id": "WfCdhwMtlrhJ"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Plot the decomposition\n",
"plt.rcParams['figure.figsize'] = [10, 8]\n",
"fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(10, 8), sharex=True)\n",
"\n",
"# Original time series\n",
"result.observed.plot(ax=ax1, title='Observed')\n",
"\n",
"# Trend component\n",
"result.trend.plot(ax=ax2, title='Trend')\n",
"\n",
"# Seasonal component\n",
"result.seasonal.plot(ax=ax3, title='Seasonal')\n",
"ax3.axhline(y=0, color='red', linestyle='--')\n",
"\n",
"# Residuals (random noise)\n",
"result.resid.plot(ax=ax4, title='Residuals', style='.', markersize=10)\n",
"ax4.axhline(y=0, color='red', linestyle='--')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 807
},
"id": "LVE1wM8VltoZ",
"outputId": "a6dfba34-d1fe-430a-8d7a-6984305012e3"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Multiplicative"
],
"metadata": {
"id": "Sr3JpWTYmNTN"
}
},
{
"cell_type": "code",
"source": [
"# Perform the multiplicative decomposition\n",
"result = seasonal_decompose(df['registrations'], model='multiplicative', period=12)\n"
],
"metadata": {
"id": "qL_T44GsmNTP"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Plot the decomposition\n",
"plt.rcParams['figure.figsize'] = [10, 8]\n",
"fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, figsize=(10, 8), sharex=True)\n",
"\n",
"# Original time series\n",
"result.observed.plot(ax=ax1, title='Observed')\n",
"\n",
"# Trend component\n",
"result.trend.plot(ax=ax2, title='Trend')\n",
"\n",
"# Seasonal component\n",
"result.seasonal.plot(ax=ax3, title='Seasonal')\n",
"ax3.axhline(y=1, color='red', linestyle='--')\n",
"\n",
"# Residuals (random noise)\n",
"result.resid.plot(ax=ax4, title='Residuals', style='.', markersize=10)\n",
"ax4.axhline(y=1, color='red', linestyle='--')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n"
],
"metadata": {
"outputId": "4f6aa8e6-adec-4563-d571-5ad6a5b08b57",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 807
},
"id": "SitqatXnmNTR"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x800 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "Mpnue5x0mNTT"
},
"execution_count": null,
"outputs": []
}
],
"metadata": {
"colab": {
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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