{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from sktime.forecasting.fbprophet import Prophet \n", "import numpy as np\n", "from statsmodels.tsa.seasonal import seasonal_decompose" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv('../data/multivariate/blow_mold_preprocessed.csv', index_col='datetime', parse_dates=['datetime'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "276" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [Double check if the datetime index is complete]\n", "\n", "(data.index == pd.date_range(data.index[0], data.index[-1], freq='M')).sum()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seasonal_decompose(data['y']).plot()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# [Train test split]\n", "from sktime.forecasting.model_selection import temporal_train_test_split\n", "\n", "train, test =temporal_train_test_split(data, test_size=24) \n", "\n", "fh = np.arange(1, 25)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zq/.local/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n", "Importing plotly failed. Interactive plots will not work.\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n", "INFO:cmdstanpy:start chain 1\n", "INFO:cmdstanpy:finish chain 1\n" ] } ], "source": [ "forecaster = Prophet(\n", " seasonality_mode='additive',\n", " yearly_seasonality=True,\n", " weekly_seasonality=False,\n", " daily_seasonality=False,\n", ")\n", "\n", "forecaster.fit(train)\n", "\n", "fh = np.arange(1, 25)\n", "\n", "y_pred_interval = forecaster.predict_interval(fh=fh, coverage=0.9)\n", "y_pred = forecaster.predict(fh=fh)\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ygas_regmm_coil_brent_euppi_plastic_resinsglobal_proce_of_rubberppi_nonpackaging_plastic
datetime
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2000-02-2941.01.37727.78141.733.391099105.6
2000-03-3145.01.51627.49146.330.941913106.1
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2020-08-3157.02.18244.74225.179.961626214.3
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2020-11-3062.02.10842.69240.0110.151798222.4
2020-12-3167.02.19549.99246.3107.745596228.4
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252 rows × 6 columns

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" ], "text/plain": [ " y gas_regm m_coil_brent_eu ppi_plastic_resins \n", "datetime \n", "2000-01-31 41.0 1.289 25.51 139.4 \\\n", "2000-02-29 41.0 1.377 27.78 141.7 \n", "2000-03-31 45.0 1.516 27.49 146.3 \n", "2000-04-30 47.0 1.465 22.76 151.4 \n", "2000-05-31 47.0 1.487 27.74 155.6 \n", "... ... ... ... ... \n", "2020-08-31 57.0 2.182 44.74 225.1 \n", "2020-09-30 62.0 2.183 40.91 226.0 \n", "2020-10-31 62.0 2.158 40.19 238.2 \n", "2020-11-30 62.0 2.108 42.69 240.0 \n", "2020-12-31 67.0 2.195 49.99 246.3 \n", "\n", " global_proce_of_rubber ppi_nonpackaging_plastic \n", "datetime \n", "2000-01-31 29.207387 106.3 \n", "2000-02-29 33.391099 105.6 \n", "2000-03-31 30.941913 106.1 \n", "2000-04-30 31.930148 106.9 \n", "2000-05-31 31.201702 106.3 \n", "... ... ... \n", "2020-08-31 79.961626 214.3 \n", "2020-09-30 89.312444 220.9 \n", "2020-10-31 101.520278 224.0 \n", "2020-11-30 110.151798 222.4 \n", "2020-12-31 107.745596 228.4 \n", "\n", "[252 rows x 6 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ygas_regmm_coil_brent_euppi_plastic_resinsglobal_proce_of_rubberppi_nonpackaging_plastic
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2022-06-3059.8122302.09086536.597267228.69039842.391046280.944455
2022-07-3159.6190582.05470836.905036228.91036037.938332282.393380
2022-08-3159.7717022.01747735.340195228.54073834.924627283.883950
2022-09-3060.9984721.98871034.378336227.98938634.036031286.052102
2022-10-3160.5264081.88014332.414343228.74055232.388463289.091358
2022-11-3059.5947361.78077130.197327227.19578929.776547292.391035
2022-12-3158.4447631.68300328.554202223.35907331.186107292.907592
\n", "
" ], "text/plain": [ " y gas_regm m_coil_brent_eu ppi_plastic_resins \n", "datetime \n", "2021-01-31 62.685334 1.903960 40.687691 227.360053 \\\n", "2021-02-28 62.989694 2.004521 42.041232 230.720288 \n", "2021-03-31 64.360850 2.103394 42.033218 232.234552 \n", "2021-04-30 64.314560 2.160746 41.936187 232.335731 \n", "2021-05-31 63.628361 2.224923 42.911942 232.238510 \n", "2021-06-30 62.875229 2.237607 42.895561 231.510672 \n", "2021-07-31 62.856161 2.186734 43.166247 232.096364 \n", "2021-08-31 63.389167 2.157789 42.392466 232.214874 \n", "2021-09-30 64.497434 2.160086 40.868551 230.818127 \n", "2021-10-31 63.889188 2.041581 38.617204 232.419301 \n", "2021-11-30 62.461888 1.894478 35.856109 229.631777 \n", "2021-12-31 61.125199 1.796469 34.456708 226.810793 \n", "2022-01-31 58.698110 1.791776 34.397434 225.064329 \n", "2022-02-28 59.832382 1.810891 34.793385 227.350714 \n", "2022-03-31 60.973787 1.938473 35.345039 228.149835 \n", "2022-04-30 61.003207 2.037773 36.536566 229.288947 \n", "2022-05-31 60.553808 2.112354 36.901070 229.833779 \n", "2022-06-30 59.812230 2.090865 36.597267 228.690398 \n", "2022-07-31 59.619058 2.054708 36.905036 228.910360 \n", "2022-08-31 59.771702 2.017477 35.340195 228.540738 \n", "2022-09-30 60.998472 1.988710 34.378336 227.989386 \n", "2022-10-31 60.526408 1.880143 32.414343 228.740552 \n", "2022-11-30 59.594736 1.780771 30.197327 227.195789 \n", "2022-12-31 58.444763 1.683003 28.554202 223.359073 \n", "\n", " global_proce_of_rubber ppi_nonpackaging_plastic \n", "datetime \n", "2021-01-31 53.775624 259.742879 \n", "2021-02-28 57.741776 258.022503 \n", "2021-03-31 55.231873 260.508172 \n", "2021-04-30 56.297387 262.183009 \n", "2021-05-31 54.856219 262.229160 \n", "2021-06-30 51.488737 262.649328 \n", "2021-07-31 47.694820 265.383894 \n", "2021-08-31 44.505225 266.178068 \n", "2021-09-30 44.036854 267.696240 \n", "2021-10-31 41.783832 270.536547 \n", "2021-11-30 39.779445 274.264899 \n", "2021-12-31 41.215203 275.409212 \n", "2022-01-31 44.484229 276.394033 \n", "2022-02-28 48.289206 276.956695 \n", "2022-03-31 45.012009 278.740158 \n", "2022-04-30 46.688832 280.037818 \n", "2022-05-31 44.720607 280.056975 \n", "2022-06-30 42.391046 280.944455 \n", "2022-07-31 37.938332 282.393380 \n", "2022-08-31 34.924627 283.883950 \n", "2022-09-30 34.036031 286.052102 \n", "2022-10-31 32.388463 289.091358 \n", "2022-11-30 29.776547 292.391035 \n", "2022-12-31 31.186107 292.907592 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# [visualise result]\n", "\n", "from sktime.utils.plotting import plot_series\n", "\n", "plot_series(train['y'], test['y'], y_pred, labels=['train', 'test', 'predict'],pred_interval=y_pred_interval)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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y
0.9
lowerupper
2021-01-3145.64738980.332514
2021-02-2844.99650579.720147
2021-03-3147.80618081.946651
2021-04-3046.91670781.717843
2021-05-3146.71728581.897287
2021-06-3046.15509980.388300
2021-07-3145.40012780.704215
2021-08-3147.72897580.796491
2021-09-3046.85538880.944569
2021-10-3147.16680780.699257
2021-11-3046.20120179.818007
2021-12-3143.61093477.577151
2022-01-3140.13702275.430733
2022-02-2842.66027877.719283
2022-03-3144.07152177.503215
2022-04-3044.78813377.706937
2022-05-3143.39345278.458045
2022-06-3041.19004576.874196
2022-07-3142.47326276.948974
2022-08-3141.55535876.598085
2022-09-3044.26791077.547905
2022-10-3143.33356778.796261
2022-11-3042.15518177.192508
2022-12-3141.76503676.426520
\n", "
" ], "text/plain": [ " y \n", " 0.9 \n", " lower upper\n", "2021-01-31 45.647389 80.332514\n", "2021-02-28 44.996505 79.720147\n", "2021-03-31 47.806180 81.946651\n", "2021-04-30 46.916707 81.717843\n", "2021-05-31 46.717285 81.897287\n", "2021-06-30 46.155099 80.388300\n", "2021-07-31 45.400127 80.704215\n", "2021-08-31 47.728975 80.796491\n", "2021-09-30 46.855388 80.944569\n", "2021-10-31 47.166807 80.699257\n", "2021-11-30 46.201201 79.818007\n", "2021-12-31 43.610934 77.577151\n", "2022-01-31 40.137022 75.430733\n", "2022-02-28 42.660278 77.719283\n", "2022-03-31 44.071521 77.503215\n", "2022-04-30 44.788133 77.706937\n", "2022-05-31 43.393452 78.458045\n", "2022-06-30 41.190045 76.874196\n", "2022-07-31 42.473262 76.948974\n", "2022-08-31 41.555358 76.598085\n", "2022-09-30 44.267910 77.547905\n", "2022-10-31 43.333567 78.796261\n", "2022-11-30 42.155181 77.192508\n", "2022-12-31 41.765036 76.426520" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred_interval" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['y', 'gas_regm', 'm_coil_brent_eu', 'ppi_plastic_resins',\n", " 'global_proce_of_rubber', 'ppi_nonpackaging_plastic'],\n", " dtype='object')" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred_interval.columns.levels[0]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [], "source": [ "interval = y_pred_interval.drop(columns=y_pred_interval.columns.levels[0].drop('y'))[['y']]" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# [visualise result]\n", "\n", "from sktime.utils.plotting import plot_series\n", "\n", "plot_series(\n", " train['y'], \n", " test['y'], \n", " y_pred['y'], \n", " labels=['train', 'test', 'predict'],\n", " pred_interval=pd.concat([y_pred_interval['y']],keys=['y'], axis=1))" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
RecursiveTabularRegressionForecaster(estimator=KNeighborsRegressor(n_neighbors=3),\n",
       "                                     window_length=15)
Please rerun this cell to show the HTML repr or trust the notebook.
" ], "text/plain": [ "RecursiveTabularRegressionForecaster(estimator=KNeighborsRegressor(n_neighbors=3),\n", " window_length=15)" ] }, "execution_count": 122, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.neighbors import KNeighborsRegressor\n", "\n", "from sktime.forecasting.compose import make_reduction\n", "\n", "regressor = KNeighborsRegressor(n_neighbors=3)\n", "forecaster = make_reduction(regressor, window_length=15, strategy=\"recursive\")\n", "\n", "forecaster.fit(train['y'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime\n", "2000-01-31 41.0\n", "2000-02-29 41.0\n", "2000-03-31 45.0\n", "2000-04-30 47.0\n", "2000-05-31 47.0\n", " ... \n", "2020-08-31 57.0\n", "2020-09-30 62.0\n", "2020-10-31 62.0\n", "2020-11-30 62.0\n", "2020-12-31 67.0\n", "Freq: M, Name: y, Length: 252, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train['y']" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = forecaster.predict(fh)\n", "# y_pred_interval = forecaster.(fh=fh, coverage=0.9)\n", "plot_series(train['y'], test['y'], y_pred['y'], labels=[\"y_train\", \"y_test\", \"y_pred\"])" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = forecaster.predict(fh)\n", "# y_pred_interval = forecaster.(fh=fh, coverage=0.9)\n", "plot_series(train['y'], test['y'], y_pred, labels=[\"y_train\", \"y_test\", \"y_pred\"])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/base/model.py:604: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:966: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/home/zq/.local/lib/python3.10/site-packages/statsmodels/tsa/statespace/sarimax.py:978: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n" ] } ], "source": [ "from sktime.forecasting.arima import AutoARIMA\n", "\n", "forecaster = AutoARIMA()\n", "\n", "forecaster.fit(train)\n", "\n", "pred = forecaster.predict(fh=fh)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
, )" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sktime.utils.plotting import plot_series\n", "\n", "plot_series(\n", " train['y'], \n", " test['y'], \n", " pred['y'], \n", " labels=['train', 'test', 'predict'],\n", " # pred_interval=pd.concat([y_pred_interval['y']],keys=['y'], axis=1)\n", " )" ] } ], "metadata": { "kernelspec": { "display_name": "demand-forecasting", "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": "3.10.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }