{
"cells": [
{
"cell_type": "markdown",
"id": "09e808be",
"metadata": {},
"source": [
"# Solution sketch, lab 14"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "50520592",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats as spt\n",
"\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf\n",
"import seaborn as sns\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "97b36181",
"metadata": {},
"outputs": [],
"source": [
"from cycler import cycler\n",
"\n",
"plt.rcParams['xtick.labelsize'] = 12\n",
"plt.rcParams['ytick.labelsize'] = 12\n",
"plt.rcParams[\"axes.labelsize\"]= 12\n",
"plt.rcParams[\"figure.facecolor\"] = \"#f2f2f2\"\n",
"#plt.rcParams['figure.savefig.dpi'] = 100\n",
"plt.rcParams['savefig.edgecolor'] = \"#f2f2f2\"\n",
"plt.rcParams['savefig.facecolor'] =\"#f2f2f2\"\n",
"plt.rcParams[\"figure.figsize\"] = [16,10]\n",
"plt.rcParams['savefig.bbox'] = \"tight\"\n",
"plt.rcParams['font.size'] = 14\n",
"greens = ['#66c2a4','#41ae76','#238b45','#006d2c','#00441b']\n",
"multi =['#66c2a4','#1f78b4','#a6cee3','#b2df8a','#33a02c','#fb9a99','#e31a1c','#fdbf6f']\n",
"plt.rcParams[\"axes.prop_cycle\"] = cycler(color=multi)\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "4c8557cd",
"metadata": {},
"source": [
"In the dataset of consumption, you can also analyse consumption in Denmark. \n",
"* Comparing consumption patterns between Denmark and Norway, how do they differ? How are they similar. \n",
"* Model Danish consumption as a seasonal ARIMA model. Explain how you chose your specification. \n",
"* Make a 30 day forecast of Danish consumption. Explain potential weaknesses of the forecast. What could you do to make it better? \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "5e38576c",
"metadata": {},
"outputs": [],
"source": [
"from statsmodels.tsa.arima.model import ARIMA\n",
"from statsmodels.tsa.seasonal import STL\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6a29b717",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" date \n",
" NO \n",
" SE \n",
" FI \n",
" DK \n",
" Nordic \n",
" EE \n",
" LV \n",
" LT \n",
" Baltic \n",
" \n",
" \n",
" \n",
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" ... \n",
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" 251740 \n",
" 92159 \n",
" 1227453 \n",
" 23841 \n",
" 19371 \n",
" 32318 \n",
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" \n",
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" 29/12/2019 \n",
" 394046 \n",
" 396131 \n",
" 231863 \n",
" 91624 \n",
" 1113664 \n",
" 23689 \n",
" 18901 \n",
" 31866 \n",
" 74456 \n",
" \n",
" \n",
" 363 \n",
" 30/12/2019 \n",
" 394922 \n",
" 389466 \n",
" 229510 \n",
" 96420 \n",
" 1110331 \n",
" 23980 \n",
" 19782 \n",
" 33985 \n",
" 77747 \n",
" \n",
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" 31/12/2019 \n",
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" 27356 \n",
" \n",
" \n",
"
\n",
"
365 rows × 10 columns
\n",
"
"
],
"text/plain": [
" date NO SE FI DK Nordic EE LV LT \\\n",
"0 01/01/2019 410564 383617 252819 84659 1131658 20707 17307 29757 \n",
"1 02/01/2019 454919 466157 284691 98864 1304636 25007 21458 35864 \n",
"2 03/01/2019 457991 473677 308267 104761 1294453 27478 22842 37754 \n",
"3 04/01/2019 429673 439736 293880 102569 1219124 27995 23287 38536 \n",
"4 05/01/2019 401216 415149 279979 89429 1185774 25275 20908 34831 \n",
".. ... ... ... ... ... ... ... ... ... \n",
"360 27/12/2019 460167 437592 241661 93113 1232536 24133 19943 32877 \n",
"361 28/12/2019 442388 441166 251740 92159 1227453 23841 19371 32318 \n",
"362 29/12/2019 394046 396131 231863 91624 1113664 23689 18901 31866 \n",
"363 30/12/2019 394922 389466 229510 96420 1110331 23980 19782 33985 \n",
"364 31/12/2019 410930 335013 240828 89113 985495 8478 18300 32882 \n",
"\n",
" Baltic \n",
"0 67771 \n",
"1 82329 \n",
"2 88074 \n",
"3 89818 \n",
"4 81014 \n",
".. ... \n",
"360 76953 \n",
"361 75530 \n",
"362 74456 \n",
"363 77747 \n",
"364 27356 \n",
"\n",
"[365 rows x 10 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cons = pd.read_csv(\"http://jmaurit.github.io/analytics/labs/data/consumption-per-country_2019_daily.csv\", sep=\";\")\n",
"cons"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3eb3a36d",
"metadata": {},
"outputs": [],
"source": [
"cons[\"date\"] = pd.to_datetime(cons.date, format=\"%d/%m/%Y\")\n",
"cons.set_index(\"date\", inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b1bb35d4",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"cons.DK.plot(ax=ax, label=\"DK\")\n",
"cons.NO.plot(ax=ax, label=\"NO\")\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "21de4df0",
"metadata": {},
"source": [
"Just visually we can see a few things. One is that Norway uses a lot more electricity than Denmark-between 4-5 times, depending on the season, even though they have roughly the same number of citizens. There are a few reasons for this. One is that Norway to a much greater degree uses electricity for heating, while Denmark relies much more heavily on district heating schemes. There is also more heavy industry in Norway that uses electricity as a major input–notably aluminium production.\n",
"\n",
"We can also see a much more pronounced yearly seasonal pattern to the Norwegian data, again the fact that Norway uses electricity in heating explains this to a large degree. It also appears that the Danish weekly seasonality is considerably more regular than the Norwegian seasonality."
]
},
{
"cell_type": "markdown",
"id": "1bd2088c",
"metadata": {},
"source": [
"To find a good ARIMA specification, you should probably have looked at the ACF and pACF charts to get a first good guess. A seasonally differenced model is probably a good choice for DK data as well. Then some trial and error, comparing AIC/BIC values should lead to a good model. \n",
"\n",
"The model I came up with had ARMA(3,2) and seasonal ARIMA(0,1,1)(weekly seasonality)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "f001f6c4",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/johannesmauritzen/opt/anaconda3/lib/python3.9/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n",
" warnings.warn('No frequency information was'\n",
"/Users/johannesmauritzen/opt/anaconda3/lib/python3.9/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n",
" warnings.warn('No frequency information was'\n",
"/Users/johannesmauritzen/opt/anaconda3/lib/python3.9/site-packages/statsmodels/tsa/base/tsa_model.py:524: ValueWarning: No frequency information was provided, so inferred frequency D will be used.\n",
" warnings.warn('No frequency information was'\n",
"/Users/johannesmauritzen/opt/anaconda3/lib/python3.9/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",
"/Users/johannesmauritzen/opt/anaconda3/lib/python3.9/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"
]
},
{
"data": {
"text/html": [
"\n",
"SARIMAX Results \n",
"\n",
" Dep. Variable: DK No. Observations: 365 \n",
" \n",
"\n",
" Model: ARIMA(3, 0, 2)x(0, 1, [1], 7) Log Likelihood -3430.614 \n",
" \n",
"\n",
" Date: Sat, 27 Aug 2022 AIC 6875.228 \n",
" \n",
"\n",
" Time: 07:45:42 BIC 6902.392 \n",
" \n",
"\n",
" Sample: 01-01-2019 HQIC 6886.031 \n",
" \n",
"\n",
" - 12-31-2019 \n",
" \n",
"\n",
" Covariance Type: opg \n",
" \n",
"
\n",
"\n",
"\n",
" coef std err z P>|z| [0.025 0.975] \n",
" \n",
"\n",
" ar.L1 0.3976 0.064 6.226 0.000 0.272 0.523 \n",
" \n",
"\n",
" ar.L2 0.7829 0.106 7.359 0.000 0.574 0.991 \n",
" \n",
"\n",
" ar.L3 -0.2553 0.066 -3.893 0.000 -0.384 -0.127 \n",
" \n",
"\n",
" ma.L1 0.1308 0.055 2.391 0.017 0.024 0.238 \n",
" \n",
"\n",
" ma.L2 -0.7232 0.060 -12.018 0.000 -0.841 -0.605 \n",
" \n",
"\n",
" ma.S.L7 -0.5896 0.036 -16.477 0.000 -0.660 -0.519 \n",
" \n",
"\n",
" sigma2 1.191e+07 7.07e-10 1.69e+16 0.000 1.19e+07 1.19e+07 \n",
" \n",
"
\n",
"\n",
"\n",
" Ljung-Box (L1) (Q): 18.84 Jarque-Bera (JB): 296.23 \n",
" \n",
"\n",
" Prob(Q): 0.00 Prob(JB): 0.00 \n",
" \n",
"\n",
" Heteroskedasticity (H): 0.49 Skew: -0.45 \n",
" \n",
"\n",
" Prob(H) (two-sided): 0.00 Kurtosis: 7.36 \n",
" \n",
"
Warnings: [1] Covariance matrix calculated using the outer product of gradients (complex-step). [2] Covariance matrix is singular or near-singular, with condition number 3.73e+32. Standard errors may be unstable."
],
"text/plain": [
"\n",
"\"\"\"\n",
" SARIMAX Results \n",
"=========================================================================================\n",
"Dep. Variable: DK No. Observations: 365\n",
"Model: ARIMA(3, 0, 2)x(0, 1, [1], 7) Log Likelihood -3430.614\n",
"Date: Sat, 27 Aug 2022 AIC 6875.228\n",
"Time: 07:45:42 BIC 6902.392\n",
"Sample: 01-01-2019 HQIC 6886.031\n",
" - 12-31-2019 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"ar.L1 0.3976 0.064 6.226 0.000 0.272 0.523\n",
"ar.L2 0.7829 0.106 7.359 0.000 0.574 0.991\n",
"ar.L3 -0.2553 0.066 -3.893 0.000 -0.384 -0.127\n",
"ma.L1 0.1308 0.055 2.391 0.017 0.024 0.238\n",
"ma.L2 -0.7232 0.060 -12.018 0.000 -0.841 -0.605\n",
"ma.S.L7 -0.5896 0.036 -16.477 0.000 -0.660 -0.519\n",
"sigma2 1.191e+07 7.07e-10 1.69e+16 0.000 1.19e+07 1.19e+07\n",
"===================================================================================\n",
"Ljung-Box (L1) (Q): 18.84 Jarque-Bera (JB): 296.23\n",
"Prob(Q): 0.00 Prob(JB): 0.00\n",
"Heteroskedasticity (H): 0.49 Skew: -0.45\n",
"Prob(H) (two-sided): 0.00 Kurtosis: 7.36\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
"[2] Covariance matrix is singular or near-singular, with condition number 3.73e+32. Standard errors may be unstable.\n",
"\"\"\""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arimaMod4 = ARIMA(cons.DK, order=(3,0,2), seasonal_order = (0,1,1,7)).fit()\n",
"arimaMod4.summary()"
]
},
{
"cell_type": "markdown",
"id": "639e0c48",
"metadata": {},
"source": [
"Now for the forecast"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "5a974d92",
"metadata": {},
"outputs": [],
"source": [
"forecast_cons = arimaMod4.get_forecast(steps=30).summary_frame()\n",
"forecast_cons = forecast_cons.reset_index()\n",
"forecast_cons = forecast_cons.rename(columns = {\"index\":\"date\"})"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "3b93e347",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.plot(forecast_cons[\"date\"], forecast_cons[\"mean\"], color=\"red\")\n",
"ax.fill_between(forecast_cons[\"date\"], forecast_cons[\"mean_ci_lower\"], forecast_cons[\"mean_ci_upper\"], alpha=.1)\n",
"cons.DK.plot(ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b8ab807f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "55e28b49",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.12 ('base')",
"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": "3.9.12"
},
"vscode": {
"interpreter": {
"hash": "2fb43c38bed9d5b7166100f7f30792a5c812b5092643be43839dfc9177fc92e6"
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}