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May 22, 2022 00:52
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{ | |
"nbformat": 4, | |
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"metadata": { | |
"colab": { | |
"name": "Szeregi czasowe.ipynb", | |
"provenance": [], | |
"collapsed_sections": [], | |
"toc_visible": true | |
}, | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3" | |
}, | |
"language_info": { | |
"name": "python" | |
} | |
}, | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 78, | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "N8EeLDj85J8m", | |
"outputId": "79455121-0b39-4e5b-975e-f69f3ddd27e2" | |
}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"File ‘airline_passengers.csv’ already there; not retrieving.\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"!wget -nc https://lazyprogrammer.me/course_files/airline_passengers.csv" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np" | |
], | |
"metadata": { | |
"id": "ecL_Tguy5c76" | |
}, | |
"execution_count": 79, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df = pd.read_csv(\"airline_passengers.csv\", index_col = \"Month\", parse_dates = True)\n", | |
"\n", | |
"N_test = 12\n", | |
"train = df.iloc[:-N_test]\n", | |
"test = df.iloc[-N_test:]\n", | |
"\n", | |
"def rmse(y, t):\n", | |
" return np.sqrt(np.mean((y-t)**2))\n", | |
"\n", | |
"def mae(y,t):\n", | |
" return np.mean(np.abs(y-t))" | |
], | |
"metadata": { | |
"id": "GmA9C3U-5lCp" | |
}, | |
"execution_count": 80, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.head()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 238 | |
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"id": "YJATkCKh6Eq7", | |
"outputId": "de43596b-335c-4d3e-ed1e-4f8940d0be7e" | |
}, | |
"execution_count": 81, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
" Passengers\n", | |
"Month \n", | |
"1949-01-01 112\n", | |
"1949-02-01 118\n", | |
"1949-03-01 132\n", | |
"1949-04-01 129\n", | |
"1949-05-01 121" | |
], | |
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"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Passengers</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Month</th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1949-01-01</th>\n", | |
" <td>112</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1949-02-01</th>\n", | |
" <td>118</td>\n", | |
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" <tr>\n", | |
" <th>1949-03-01</th>\n", | |
" <td>132</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1949-04-01</th>\n", | |
" <td>129</td>\n", | |
" </tr>\n", | |
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" <th>1949-05-01</th>\n", | |
" <td>121</td>\n", | |
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" buttonEl.style.display =\n", | |
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n", | |
"\n", | |
" async function convertToInteractive(key) {\n", | |
" const element = document.querySelector('#df-cb3ba684-b4ce-4146-8994-8e30219d26b6');\n", | |
" const dataTable =\n", | |
" await google.colab.kernel.invokeFunction('convertToInteractive',\n", | |
" [key], {});\n", | |
" if (!dataTable) return;\n", | |
"\n", | |
" const docLinkHtml = 'Like what you see? Visit the ' +\n", | |
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", | |
" + ' to learn more about interactive tables.';\n", | |
" element.innerHTML = '';\n", | |
" dataTable['output_type'] = 'display_data';\n", | |
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] | |
}, | |
"metadata": {}, | |
"execution_count": 81 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.isna().sum()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "gP2-SV3p6LG6", | |
"outputId": "c99af68c-8f65-44ce-ef00-186d6bc1017f" | |
}, | |
"execution_count": 82, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"Passengers 0\n", | |
"dtype: int64" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 82 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "gY2kLnQg6aTT", | |
"outputId": "3604b7bf-a9fb-48de-9c24-9399c79b92dc" | |
}, | |
"execution_count": 83, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbd036090>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 83 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Proste modele" | |
], | |
"metadata": { | |
"id": "V-Azpv8gYa1G" | |
} | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## EMWA" | |
], | |
"metadata": { | |
"id": "u6WyuoTE69m3" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"alpha = 0.1 # parametr rozpadu, jak szybko ma spadać, można się nim pobawić\n", | |
"df['EWMA'] = df['Passengers'].ewm(alpha=alpha, adjust=False).mean()\n", | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "8onpGnBS6_zA", | |
"outputId": "b0a14131-14cf-41e0-be7b-01890815c7da" | |
}, | |
"execution_count": 84, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbcf5e510>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 84 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## SES" | |
], | |
"metadata": { | |
"id": "c5oEt898YmiM" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"!pip install -U statsmodels\n", | |
"alpha = 0.2 # decay\n", | |
"from statsmodels.tsa.holtwinters import SimpleExpSmoothing\n", | |
"df.index.freq = \"MS\"\n", | |
"ses = SimpleExpSmoothing(df['Passengers'], initialization_method = \"legacy-heuristic\")\n", | |
"res = ses.fit(smoothing_level=alpha, optimized=False)\n", | |
"df['SES'] = res.predict(start=df.index[0], end=df.index[-1])" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "8Lth2H5u-mmi", | |
"outputId": "7d8e68a0-83b2-44b9-862d-ef4cd413b9a7" | |
}, | |
"execution_count": 85, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Requirement already satisfied: statsmodels in /usr/local/lib/python3.7/dist-packages (0.13.2)\n", | |
"Requirement already satisfied: scipy>=1.3 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.4.1)\n", | |
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.21.6)\n", | |
"Requirement already satisfied: packaging>=21.3 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (21.3)\n", | |
"Requirement already satisfied: pandas>=0.25 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.3.5)\n", | |
"Requirement already satisfied: patsy>=0.5.2 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (0.5.2)\n", | |
"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=21.3->statsmodels) (3.0.9)\n", | |
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25->statsmodels) (2.8.2)\n", | |
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25->statsmodels) (2022.1)\n", | |
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from patsy>=0.5.2->statsmodels) (1.15.0)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "YOgkf3cCAqPn", | |
"outputId": "7cd2de1d-2121-4b51-f111-8a7ebc41cda5" | |
}, | |
"execution_count": 86, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbcf47d50>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 86 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Train/test:" | |
], | |
"metadata": { | |
"id": "u4qGCodZB0f1" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"ses = SimpleExpSmoothing(train['Passengers'], initialization_method='legacy-heuristic')\n", | |
"res = ses.fit()\n", | |
"train_idx = df.index <= train.index[-1]\n", | |
"test_idx = df.index > train.index[-1]\n", | |
"df.loc[train_idx, 'SESfitted'] = res.fittedvalues\n", | |
"df.loc[test_idx, 'SESfitted'] = res.forecast(N_test)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "wFjuPdofBwwq", | |
"outputId": "6cef38ca-533f-4841-a0f4-8dfc318ac1f2" | |
}, | |
"execution_count": 87, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", | |
" self._init_dates(dates, freq)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"res.params" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "NKW-IldQC5h0", | |
"outputId": "3a1af749-2b66-49ce-aa87-cdee0ca289f3" | |
}, | |
"execution_count": 88, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"{'damping_trend': nan,\n", | |
" 'initial_level': 112.0,\n", | |
" 'initial_seasons': array([], dtype=float64),\n", | |
" 'initial_trend': nan,\n", | |
" 'lamda': None,\n", | |
" 'remove_bias': False,\n", | |
" 'smoothing_level': 0.995,\n", | |
" 'smoothing_seasonal': nan,\n", | |
" 'smoothing_trend': nan,\n", | |
" 'use_boxcox': False}" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 88 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "OtCXN2kfCg8Z", | |
"outputId": "64713c4a-94c2-4624-dbd3-9f96f99fc420" | |
}, | |
"execution_count": 89, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbce7d950>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 89 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Holt’s linear trend model\n" | |
], | |
"metadata": { | |
"id": "04RudJlbP5EF" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"from statsmodels.tsa.holtwinters import Holt\n", | |
"\n", | |
"holt = Holt(df['Passengers'], initialization_method='legacy-heuristic')\n", | |
"res_h = holt.fit()\n", | |
"\n", | |
"df['Holt'] = res_h.fittedvalues\n", | |
"df.plot()\n" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "CHqvbN0TP6Su", | |
"outputId": "2658acf5-445a-4186-cf0b-e95e925b31c1" | |
}, | |
"execution_count": 90, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbd5c3050>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 90 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"Train/test:" | |
], | |
"metadata": { | |
"id": "YhfICNvkQo82" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"holt = Holt(train['Passengers'], initialization_method='legacy-heuristic')\n", | |
"res_h = holt.fit()\n", | |
"df.loc[train_idx, 'Holt'] = res_h.fittedvalues\n", | |
"df.loc[test_idx, 'Holt'] = res_h.forecast(N_test)\n", | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 331 | |
}, | |
"id": "NyKdKbNdQjj2", | |
"outputId": "d1d5be0b-dd03-4bdd-802b-4155e2441057" | |
}, | |
"execution_count": 91, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:471: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", | |
" self._init_dates(dates, freq)\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbcdc3650>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 91 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"## Hold-Winters Models\n" | |
], | |
"metadata": { | |
"id": "nEjL31U1RZtw" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"from statsmodels.tsa.holtwinters import ExponentialSmoothing\n", | |
"train.index.freq = \"MS\"\n", | |
"hw = ExponentialSmoothing(train['Passengers'], trend='add', seasonal='add', seasonal_periods=12)\n", | |
"res_hw = hw.fit()\n", | |
"df.loc[train_idx, 'HoltWintersAdd'] = res_hw.fittedvalues\n", | |
"df.loc[test_idx, 'HoltWintersAdd'] = res_hw.forecast(N_test)" | |
], | |
"metadata": { | |
"id": "hMBVl5gyRa9A" | |
}, | |
"execution_count": 92, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"print(\"Train RMSE:\", rmse(train['Passengers'], res_hw.fittedvalues))\n", | |
"print(\"Test RMSE:\", rmse(test['Passengers'], res_hw.forecast(N_test)))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "ukMzSOtQUW9P", | |
"outputId": "02f827c9-6148-49cb-9e9e-c9d2f2039d47" | |
}, | |
"execution_count": 93, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Train RMSE: 11.624680633394082\n", | |
"Test RMSE: 16.97920490699165\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "mWHGa8QhVJtS", | |
"outputId": "5a13e4f2-65e0-4841-b9bb-b62e79a8ca3d" | |
}, | |
"execution_count": 94, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbcd041d0>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 94 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"hw = ExponentialSmoothing(train['Passengers'], trend='add', seasonal='mul', seasonal_periods=12)\n", | |
"res_hw = hw.fit()\n", | |
"df.loc[train_idx, 'HoltWintersMul'] = res_hw.fittedvalues\n", | |
"df.loc[test_idx, 'HoltWintersMul'] = res_hw.forecast(N_test)\n", | |
"print(\"Train RMSE:\", rmse(train['Passengers'], res_hw.fittedvalues))\n", | |
"print(\"Test RMSE:\", rmse(test['Passengers'], res_hw.forecast(N_test)))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "kmdTN8YxVe1B", | |
"outputId": "8e29b62b-c376-4078-d707-20f28ae6ef74" | |
}, | |
"execution_count": 95, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Train RMSE: 9.768021865952146\n", | |
"Test RMSE: 15.807367605699495\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"hw = ExponentialSmoothing(train['Passengers'], trend='mul', seasonal='mul', seasonal_periods=12)\n", | |
"res_hw = hw.fit()\n", | |
"df.loc[train_idx, 'HoltWintersMul+MulTrend'] = res_hw.fittedvalues\n", | |
"df.loc[test_idx, 'HoltWintersMul+MulTrend'] = res_hw.forecast(N_test)\n", | |
"print(\"Train RMSE:\", rmse(train['Passengers'], res_hw.fittedvalues))\n", | |
"print(\"Test RMSE:\", rmse(test['Passengers'], res_hw.forecast(N_test)))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "GnGqflLBWRth", | |
"outputId": "102fb6be-6dc3-4916-9b96-0979fb1e9e59" | |
}, | |
"execution_count": 96, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Train RMSE: 9.617924829790303\n", | |
"Test RMSE: 25.810226318474683\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/holtwinters/model.py:83: RuntimeWarning: overflow encountered in matmul\n", | |
" return err.T @ err\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"df.plot(figsize=(25, 15))" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 894 | |
}, | |
"id": "lHw0CMGaWIs6", | |
"outputId": "a35c9568-6953-42ff-eba5-9aa8de1f38d3" | |
}, | |
"execution_count": 99, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbca2bc90>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 99 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 1800x1080 with 1 Axes>" | |
], | |
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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"source": [ | |
"# Walidacja i grid search prostych modeli" | |
], | |
"metadata": { | |
"id": "_DF8iTVgYVsf" | |
} | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"from statsmodels.tsa.holtwinters import ExponentialSmoothing\n", | |
"df = pd.read_csv(\"airline_passengers.csv\", index_col = \"Month\", parse_dates = True)\n", | |
"df.index.freq = 'MS'\n", | |
"df.plot()" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 296 | |
}, | |
"id": "0qyGdhzvYyYa", | |
"outputId": "cb8b5381-6c05-4674-b073-a5350a35795e" | |
}, | |
"execution_count": 64, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7dbd1a0c10>" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 64 | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
], | |
"image/png": 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\n" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"h = 12 # Horyzont\n", | |
"steps = 10 # Ile kroków w walidacji\n", | |
"Ntest = len(df) - h - steps + 1" | |
], | |
"metadata": { | |
"id": "arh79y7JY7fU" | |
}, | |
"execution_count": 65, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Hiperparametry\n", | |
"trend_type_list = ['add', 'mul']\n", | |
"seasonal_type_list = ['add', 'mul']\n", | |
"damped_trend_list = [True, False]\n", | |
"init_method_list = ['estimated', 'heuristic', 'legacy-heuristic']\n", | |
"use_boxcox_list = [True, False, 0]" | |
], | |
"metadata": { | |
"id": "UTlvZtfgZY03" | |
}, | |
"execution_count": 66, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Walk-forward validation\n", | |
"def walkforward(trend_type, seasonal_type, damped_trend, init_method, use_boxcox, debug=False):\n", | |
" errors = []\n", | |
" seen_last = False\n", | |
" steps_completed = 0\n", | |
"\n", | |
" for end_of_train in range(Ntest, len(df) - h + 1):\n", | |
" train = df.iloc[:end_of_train]\n", | |
" test = df.iloc[end_of_train:end_of_train+h]\n", | |
"\n", | |
" if test.index[-1] == df.index[-1]:\n", | |
" seen_last = True\n", | |
" \n", | |
" steps_completed += 1\n", | |
"\n", | |
" hw = ExponentialSmoothing(train['Passengers'], initialization_method=init_method,\n", | |
" trend = trend_type, damped_trend = damped_trend, seasonal = seasonal_type, seasonal_periods=12,\n", | |
" use_boxcox = use_boxcox)\n", | |
" res_hw = hw.fit()\n", | |
"\n", | |
" fcast = res_hw.forecast(h)\n", | |
" error = rmse(test['Passengers'], fcast)\n", | |
" errors.append(error)\n", | |
" \n", | |
" if debug:\n", | |
" print(\"seen_last:\", seen_last)\n", | |
" print(\"steps_completed:\",steps_completed)\n", | |
"\n", | |
" return np.mean(errors)" | |
], | |
"metadata": { | |
"id": "LgesbtmKaBIO" | |
}, | |
"execution_count": 71, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"walkforward('add', 'add', False, 'legacy-heuristic', 0, debug = True)" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Ndh7LWmQdAGR", | |
"outputId": "4b3a7027-5ba5-428b-d25d-6291080f3f0c" | |
}, | |
"execution_count": 72, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"seen_last: True\n", | |
"steps_completed: 10\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"47.143704698536745" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 72 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"# Grid search\n", | |
"import itertools\n", | |
"tuple_of_option_lists = (trend_type_list, seasonal_type_list, damped_trend_list, init_method_list, use_boxcox_list)\n" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "L_Zdf5SFdUis", | |
"outputId": "171271d9-a331-40db-b90c-9bce27382db0" | |
}, | |
"execution_count": 74, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"('add', 'add', True, 'estimated', True)\n", | |
"('add', 'add', True, 'estimated', False)\n", | |
"('add', 'add', True, 'estimated', 0)\n", | |
"('add', 'add', True, 'heuristic', True)\n", | |
"('add', 'add', True, 'heuristic', False)\n", | |
"('add', 'add', True, 'heuristic', 0)\n", | |
"('add', 'add', True, 'legacy-heuristic', True)\n", | |
"('add', 'add', True, 'legacy-heuristic', False)\n", | |
"('add', 'add', True, 'legacy-heuristic', 0)\n", | |
"('add', 'add', False, 'estimated', True)\n", | |
"('add', 'add', False, 'estimated', False)\n", | |
"('add', 'add', False, 'estimated', 0)\n", | |
"('add', 'add', False, 'heuristic', True)\n", | |
"('add', 'add', False, 'heuristic', False)\n", | |
"('add', 'add', False, 'heuristic', 0)\n", | |
"('add', 'add', False, 'legacy-heuristic', True)\n", | |
"('add', 'add', False, 'legacy-heuristic', False)\n", | |
"('add', 'add', False, 'legacy-heuristic', 0)\n", | |
"('add', 'mul', True, 'estimated', True)\n", | |
"('add', 'mul', True, 'estimated', False)\n", | |
"('add', 'mul', True, 'estimated', 0)\n", | |
"('add', 'mul', True, 'heuristic', True)\n", | |
"('add', 'mul', True, 'heuristic', False)\n", | |
"('add', 'mul', True, 'heuristic', 0)\n", | |
"('add', 'mul', True, 'legacy-heuristic', True)\n", | |
"('add', 'mul', True, 'legacy-heuristic', False)\n", | |
"('add', 'mul', True, 'legacy-heuristic', 0)\n", | |
"('add', 'mul', False, 'estimated', True)\n", | |
"('add', 'mul', False, 'estimated', False)\n", | |
"('add', 'mul', False, 'estimated', 0)\n", | |
"('add', 'mul', False, 'heuristic', True)\n", | |
"('add', 'mul', False, 'heuristic', False)\n", | |
"('add', 'mul', False, 'heuristic', 0)\n", | |
"('add', 'mul', False, 'legacy-heuristic', True)\n", | |
"('add', 'mul', False, 'legacy-heuristic', False)\n", | |
"('add', 'mul', False, 'legacy-heuristic', 0)\n", | |
"('mul', 'add', True, 'estimated', True)\n", | |
"('mul', 'add', True, 'estimated', False)\n", | |
"('mul', 'add', True, 'estimated', 0)\n", | |
"('mul', 'add', True, 'heuristic', True)\n", | |
"('mul', 'add', True, 'heuristic', False)\n", | |
"('mul', 'add', True, 'heuristic', 0)\n", | |
"('mul', 'add', True, 'legacy-heuristic', True)\n", | |
"('mul', 'add', True, 'legacy-heuristic', False)\n", | |
"('mul', 'add', True, 'legacy-heuristic', 0)\n", | |
"('mul', 'add', False, 'estimated', True)\n", | |
"('mul', 'add', False, 'estimated', False)\n", | |
"('mul', 'add', False, 'estimated', 0)\n", | |
"('mul', 'add', False, 'heuristic', True)\n", | |
"('mul', 'add', False, 'heuristic', False)\n", | |
"('mul', 'add', False, 'heuristic', 0)\n", | |
"('mul', 'add', False, 'legacy-heuristic', True)\n", | |
"('mul', 'add', False, 'legacy-heuristic', False)\n", | |
"('mul', 'add', False, 'legacy-heuristic', 0)\n", | |
"('mul', 'mul', True, 'estimated', True)\n", | |
"('mul', 'mul', True, 'estimated', False)\n", | |
"('mul', 'mul', True, 'estimated', 0)\n", | |
"('mul', 'mul', True, 'heuristic', True)\n", | |
"('mul', 'mul', True, 'heuristic', False)\n", | |
"('mul', 'mul', True, 'heuristic', 0)\n", | |
"('mul', 'mul', True, 'legacy-heuristic', True)\n", | |
"('mul', 'mul', True, 'legacy-heuristic', False)\n", | |
"('mul', 'mul', True, 'legacy-heuristic', 0)\n", | |
"('mul', 'mul', False, 'estimated', True)\n", | |
"('mul', 'mul', False, 'estimated', False)\n", | |
"('mul', 'mul', False, 'estimated', 0)\n", | |
"('mul', 'mul', False, 'heuristic', True)\n", | |
"('mul', 'mul', False, 'heuristic', False)\n", | |
"('mul', 'mul', False, 'heuristic', 0)\n", | |
"('mul', 'mul', False, 'legacy-heuristic', True)\n", | |
"('mul', 'mul', False, 'legacy-heuristic', False)\n", | |
"('mul', 'mul', False, 'legacy-heuristic', 0)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"best_score = float('inf')\n", | |
"best_options = None\n", | |
"for x in itertools.product(*tuple_of_option_lists):\n", | |
" print(\"Testing now:\",x)\n", | |
"\n", | |
" score = walkforward(*x)\n", | |
"\n", | |
" if score < best_score:\n", | |
" print(\"Achived best score so far:\", score)\n", | |
" best_score = score\n", | |
" best_options = x\n" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "IsSAs_uYd0BI", | |
"outputId": "9f6ce0ed-59c9-44c8-e484-292ff15e0dd2" | |
}, | |
"execution_count": 75, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Testing now: ('add', 'add', True, 'estimated', True)\n", | |
"Achived best score so far: 19.919280110163125\n", | |
"Testing now: ('add', 'add', True, 'estimated', False)\n", | |
"Testing now: ('add', 'add', True, 'estimated', 0)\n", | |
"Testing now: ('add', 'add', True, 'heuristic', True)\n", | |
"Testing now: ('add', 'add', True, 'heuristic', False)\n", | |
"Testing now: ('add', 'add', True, 'heuristic', 0)\n", | |
"Testing now: ('add', 'add', True, 'legacy-heuristic', True)\n", | |
"Achived best score so far: 19.916647078028042\n", | |
"Testing now: ('add', 'add', True, 'legacy-heuristic', False)\n", | |
"Testing now: ('add', 'add', True, 'legacy-heuristic', 0)\n", | |
"Testing now: ('add', 'add', False, 'estimated', True)\n", | |
"Achived best score so far: 17.75924953017856\n", | |
"Testing now: ('add', 'add', False, 'estimated', False)\n", | |
"Testing now: ('add', 'add', False, 'estimated', 0)\n", | |
"Testing now: ('add', 'add', False, 'heuristic', True)\n", | |
"Testing now: ('add', 'add', False, 'heuristic', False)\n", | |
"Testing now: ('add', 'add', False, 'heuristic', 0)\n", | |
"Testing now: ('add', 'add', False, 'legacy-heuristic', True)\n", | |
"Testing now: ('add', 'add', False, 'legacy-heuristic', False)\n", | |
"Testing now: ('add', 'add', False, 'legacy-heuristic', 0)\n", | |
"Testing now: ('add', 'mul', True, 'estimated', True)\n", | |
"Testing now: ('add', 'mul', True, 'estimated', False)\n", | |
"Testing now: ('add', 'mul', True, 'estimated', 0)\n", | |
"Testing now: ('add', 'mul', True, 'heuristic', True)\n", | |
"Testing now: ('add', 'mul', True, 'heuristic', False)\n", | |
"Testing now: ('add', 'mul', True, 'heuristic', 0)\n", | |
"Testing now: ('add', 'mul', True, 'legacy-heuristic', True)\n", | |
"Testing now: ('add', 'mul', True, 'legacy-heuristic', False)\n", | |
"Testing now: ('add', 'mul', True, 'legacy-heuristic', 0)\n", | |
"Testing now: ('add', 'mul', False, 'estimated', True)\n", | |
"Testing now: ('add', 'mul', False, 'estimated', False)\n", | |
"Testing now: ('add', 'mul', False, 'estimated', 0)\n", | |
"Testing now: ('add', 'mul', False, 'heuristic', True)\n", | |
"Testing now: ('add', 'mul', False, 'heuristic', False)\n", | |
"Testing now: ('add', 'mul', False, 'heuristic', 0)\n", | |
"Testing now: ('add', 'mul', False, 'legacy-heuristic', True)\n", | |
"Testing now: ('add', 'mul', False, 'legacy-heuristic', False)\n", | |
"Testing now: ('add', 'mul', False, 'legacy-heuristic', 0)\n", | |
"Testing now: ('mul', 'add', True, 'estimated', True)\n", | |
"Testing now: ('mul', 'add', True, 'estimated', False)\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/holtwinters/model.py:83: RuntimeWarning: overflow encountered in matmul\n", | |
" return err.T @ err\n" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Testing now: ('mul', 'add', True, 'estimated', 0)\n", | |
"Testing now: ('mul', 'add', True, 'heuristic', True)\n", | |
"Testing now: ('mul', 'add', True, 'heuristic', False)\n", | |
"Testing now: ('mul', 'add', True, 'heuristic', 0)\n", | |
"Testing now: ('mul', 'add', True, 'legacy-heuristic', True)\n", | |
"Testing now: ('mul', 'add', True, 'legacy-heuristic', False)\n", | |
"Testing now: ('mul', 'add', True, 'legacy-heuristic', 0)\n", | |
"Testing now: ('mul', 'add', False, 'estimated', True)\n", | |
"Testing now: ('mul', 'add', False, 'estimated', False)\n", | |
"Achived best score so far: 17.358375362457643\n", | |
"Testing now: ('mul', 'add', False, 'estimated', 0)\n", | |
"Testing now: ('mul', 'add', False, 'heuristic', True)\n", | |
"Testing now: ('mul', 'add', False, 'heuristic', False)\n", | |
"Testing now: ('mul', 'add', False, 'heuristic', 0)\n", | |
"Testing now: ('mul', 'add', False, 'legacy-heuristic', True)\n", | |
"Testing now: ('mul', 'add', False, 'legacy-heuristic', False)\n", | |
"Achived best score so far: 17.26822671716235\n", | |
"Testing now: ('mul', 'add', False, 'legacy-heuristic', 0)\n", | |
"Testing now: ('mul', 'mul', True, 'estimated', True)\n", | |
"Testing now: ('mul', 'mul', True, 'estimated', False)\n", | |
"Testing now: ('mul', 'mul', True, 'estimated', 0)\n", | |
"Testing now: ('mul', 'mul', True, 'heuristic', True)\n", | |
"Testing now: ('mul', 'mul', True, 'heuristic', False)\n", | |
"Testing now: ('mul', 'mul', True, 'heuristic', 0)\n", | |
"Testing now: ('mul', 'mul', True, 'legacy-heuristic', True)\n", | |
"Testing now: ('mul', 'mul', True, 'legacy-heuristic', False)\n", | |
"Testing now: ('mul', 'mul', True, 'legacy-heuristic', 0)\n", | |
"Testing now: ('mul', 'mul', False, 'estimated', True)\n", | |
"Testing now: ('mul', 'mul', False, 'estimated', False)\n", | |
"Testing now: ('mul', 'mul', False, 'estimated', 0)\n", | |
"Testing now: ('mul', 'mul', False, 'heuristic', True)\n", | |
"Testing now: ('mul', 'mul', False, 'heuristic', False)\n", | |
"Testing now: ('mul', 'mul', False, 'heuristic', 0)\n", | |
"Testing now: ('mul', 'mul', False, 'legacy-heuristic', True)\n", | |
"Testing now: ('mul', 'mul', False, 'legacy-heuristic', False)\n", | |
"Testing now: ('mul', 'mul', False, 'legacy-heuristic', 0)\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"source": [ | |
"best_options" | |
], | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "FF7oB9vce7HD", | |
"outputId": "1a8ead1d-d6c8-4281-fa17-55d51b87a321" | |
}, | |
"execution_count": 76, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"('mul', 'add', False, 'legacy-heuristic', False)" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 76 | |
} | |
] | |
} | |
] | |
} |
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