{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Using `eat` for thermosensitivity analysis: Synthetic data\n", "\n", "The first examples uses synthetic (i.e. fake) to illustrate a typical thermo-sensitivity analysis." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from energy_analysis_toolbox.synthetic import DateSynthTSConsumption" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "my_synthtisor = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=5e1,\n", " ts_heat=1e2,\n", " noise_std=1e2,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "\n", "data = my_synthtisor.random_consumption(start=\"2021-09-01\", end=\"2024-04-17\", size=None)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "data[[\"energy\"]].plot(ax=ax1)\n", "data[[\"T\"]].plot(ax=ax1, secondary_y=True)\n", "ax1.set_ylabel(\"Energy consumption (kWh)\")\n", "ax1.right_ax.set_ylabel(\"mean Daily Temperature (°C)\")\n", "\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax2)\n", "ax2.set_xlabel(\"mean Daily Temperature (°C)\")\n", "ax2.set_ylabel(\"Energy consumption (kWh)\")\n", "ax1.set_title(\"Energy consumption and temperature over time\")\n", "ax2.set_title(\"Energy consumption vs temperature\")\n", "fig.suptitle(\"Synthetic data for energy consumption\")\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Thermo-sensitivity analysis\n", "\n", "The main objective of the analysis is to explain the impact of the temperature over the energy.\n", "In the case of the synthetic model, it relates to\n", "- finding the threshold temperatures for heating and cooling\n", "- finding the three coefficients $E_0$, $TS_{cooling}$ and $TS_{heating}$ such that\n", " $$ E = E_0 + TS_{cooling} * DD_{cooling} + TS_{heating} * DD_{heating} $$ " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from energy_analysis_toolbox.weather.degree_days import dd_compute" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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basethermosensitiveresidualenergyheating...TDD_heatingDD_coolingheating_degree_dayscooling_degree_days
2021-09-011000.00.000000161.6874401161.6874400.000000...23.2247110.0000000.0000000.0000000.000000
2021-09-021000.00.00000013.1027121013.1027120.000000...16.3877220.0000000.0000000.0000000.000000
2021-09-031000.061.223187-100.234398960.9887890.000000...25.2244640.0000001.2244640.0000001.224464
2021-09-041000.0102.883927-10.9727451091.9111810.000000...26.0576790.0000002.0576790.0000002.057679
2021-09-051000.0451.955698-3.5610741448.394624451.955698...11.4804434.5195570.0000004.5195570.000000
....................................
2024-04-131000.00.000000-304.763257695.2367430.000000...21.2358670.0000000.0000000.0000000.000000
2024-04-141000.0387.612615-61.6049031326.007713387.612615...12.1238743.8761260.0000003.8761260.000000
2024-04-151000.095.981166102.5348031198.5159690.000000...25.9196230.0000001.9196230.0000001.919623
2024-04-161000.0114.349285-31.7286731082.620613114.349285...14.8565071.1434930.0000001.1434930.000000
2024-04-171000.00.000000-146.618598853.3814020.000000...17.0674120.0000000.0000000.0000000.000000
\n", "

960 rows × 11 columns

\n", "
" ], "text/plain": [ " base thermosensitive residual energy heating ... T DD_heating DD_cooling heating_degree_days cooling_degree_days\n", "2021-09-01 1000.0 0.000000 161.687440 1161.687440 0.000000 ... 23.224711 0.000000 0.000000 0.000000 0.000000\n", "2021-09-02 1000.0 0.000000 13.102712 1013.102712 0.000000 ... 16.387722 0.000000 0.000000 0.000000 0.000000\n", "2021-09-03 1000.0 61.223187 -100.234398 960.988789 0.000000 ... 25.224464 0.000000 1.224464 0.000000 1.224464\n", "2021-09-04 1000.0 102.883927 -10.972745 1091.911181 0.000000 ... 26.057679 0.000000 2.057679 0.000000 2.057679\n", "2021-09-05 1000.0 451.955698 -3.561074 1448.394624 451.955698 ... 11.480443 4.519557 0.000000 4.519557 0.000000\n", "... ... ... ... ... ... ... ... ... ... ... ...\n", "2024-04-13 1000.0 0.000000 -304.763257 695.236743 0.000000 ... 21.235867 0.000000 0.000000 0.000000 0.000000\n", "2024-04-14 1000.0 387.612615 -61.604903 1326.007713 387.612615 ... 12.123874 3.876126 0.000000 3.876126 0.000000\n", "2024-04-15 1000.0 95.981166 102.534803 1198.515969 0.000000 ... 25.919623 0.000000 1.919623 0.000000 1.919623\n", "2024-04-16 1000.0 114.349285 -31.728673 1082.620613 114.349285 ... 14.856507 1.143493 0.000000 1.143493 0.000000\n", "2024-04-17 1000.0 0.000000 -146.618598 853.381402 0.000000 ... 17.067412 0.000000 0.000000 0.000000 0.000000\n", "\n", "[960 rows x 11 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dd_heating = dd_compute(data[\"T\"], reference=16, type=\"heating\", method=\"mean\")\n", "dd_cooling = dd_compute(data[\"T\"], reference=24, type=\"cooling\", method=\"mean\")\n", "data_with_dd = pd.concat([data, dd_heating, dd_cooling], axis=1)\n", "data_with_dd" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "data_with_dd[data_with_dd[\"heating_degree_days\"] > 0].plot.scatter(\n", " x=\"heating_degree_days\", y=\"energy\", label=\"Heating degree days\", ax=ax1\n", ")\n", "data_with_dd[data_with_dd[\"cooling_degree_days\"] > 0].plot.scatter(\n", " x=\"cooling_degree_days\", y=\"energy\", ax=ax2, label=\"Cooling degree days\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Automatic calibration of the degree days model\n", "\n", "The degree days are computed relative to a reference (aka base) temperature.\n", "\n", "This reference temperature corresponds to the temperature below (resp. above) which the heating (resp. cooling) is required. \n", "Hence, it depends on the building and the heating/cooling system.\n", "\n", "Accordingly, the reference temperature is a parameter to be calibrated from the energy signature of the building." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from energy_analysis_toolbox.thermosensitivity import ThermoSensitivity" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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basethermosensitiveresidualenergyheatingcoolingTDD_heatingDD_cooling
2021-09-011000.00.000000161.6874401161.6874400.0000000.00000023.2247110.0000000.000000
2021-09-021000.00.00000013.1027121013.1027120.0000000.00000016.3877220.0000000.000000
2021-09-031000.061.223187-100.234398960.9887890.00000061.22318725.2244640.0000001.224464
2021-09-041000.0102.883927-10.9727451091.9111810.000000102.88392726.0576790.0000002.057679
2021-09-051000.0451.955698-3.5610741448.394624451.9556980.00000011.4804434.5195570.000000
\n", "
" ], "text/plain": [ " base thermosensitive residual energy heating cooling T DD_heating DD_cooling\n", "2021-09-01 1000.0 0.000000 161.687440 1161.687440 0.000000 0.000000 23.224711 0.000000 0.000000\n", "2021-09-02 1000.0 0.000000 13.102712 1013.102712 0.000000 0.000000 16.387722 0.000000 0.000000\n", "2021-09-03 1000.0 61.223187 -100.234398 960.988789 0.000000 61.223187 25.224464 0.000000 1.224464\n", "2021-09-04 1000.0 102.883927 -10.972745 1091.911181 0.000000 102.883927 26.057679 0.000000 2.057679\n", "2021-09-05 1000.0 451.955698 -3.561074 1448.394624 451.955698 0.000000 11.480443 4.519557 0.000000" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "my_synthtisor = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=5e1,\n", " ts_heat=1e2,\n", " noise_std=1e2,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "\n", "data = my_synthtisor.random_consumption(start=\"2021-09-01\", end=\"2024-04-17\", size=None)\n", "\n", "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"both\",\n", " degree_days_computation_method=\"mean\", # here the provided data is already in daily frequency. Hence the only mean\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t0=13.8197, 15767.87, 295799.26\n", "t0=16.1803, 10470.61, 295799.26\n", "t0=17.6393, 12380.12, 295799.26\n", "t0=16.2137, 10487.09, 295799.26\n", "t0=15.7646, 10471.92, 295799.26\n", "t0=16.0215, 10424.92, 295799.26\n", "t0=15.9739, 10422.78, 295799.26\n", "t0=15.9405, 10423.98, 295799.26\n", "\n", "Optimization terminated successfully;\n", "The returned value satisfies the termination criteria\n", "(using xtol = 0.1 )\n", "t0=23.8197, 9776.37, 28378.26\n", "t0=26.1803, 12393.81, 28378.26\n", "t0=22.3607, 9939.09, 28378.26\n", "t0=23.2647, 9690.19, 28378.26\n", "t0=23.2981, 9689.96, 28378.26\n", "t0=23.3314, 9690.53, 28378.26\n", "\n", "Optimization terminated successfully;\n", "The returned value satisfies the termination criteria\n", "(using xtol = 0.1 )\n" ] } ], "source": [ "ts.calibrate_base_temperatures(xatol=1e-1, disp=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fitting thermo-sensitivity model\n", "\n", "using the newlly computed degree days, we can fit the thermo-sensitivity model to the energy consumption." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.964
Model: OLS Adj. R-squared: 0.964
Method: Least Squares F-statistic: 1.266e+04
Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00
Time: 20:46:09 Log-Likelihood: -5793.0
No. Observations: 960 AIC: 1.159e+04
Df Residuals: 957 BIC: 1.161e+04
Df Model: 2
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
heating_degree_days 101.0069 0.640 157.815 0.000 99.751 102.263
cooling_degree_days 48.4614 2.057 23.554 0.000 44.424 52.499
Intercept 986.7006 4.709 209.553 0.000 977.460 995.941
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Omnibus: 1.113 Durbin-Watson: 1.993
Prob(Omnibus): 0.573 Jarque-Bera (JB): 1.180
Skew: -0.077 Prob(JB): 0.554
Kurtosis: 2.926 Cond. No. 10.4


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.964 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.964 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 1.266e+04 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 20:46:09 & \\textbf{ Log-Likelihood: } & -5793.0 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 1.159e+04 \\\\\n", "\\textbf{Df Residuals:} & 957 & \\textbf{ BIC: } & 1.161e+04 \\\\\n", "\\textbf{Df Model:} & 2 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days} & 101.0069 & 0.640 & 157.815 & 0.000 & 99.751 & 102.263 \\\\\n", "\\textbf{cooling\\_degree\\_days} & 48.4614 & 2.057 & 23.554 & 0.000 & 44.424 & 52.499 \\\\\n", "\\textbf{Intercept} & 986.7006 & 4.709 & 209.553 & 0.000 & 977.460 & 995.941 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.113 & \\textbf{ Durbin-Watson: } & 1.993 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.573 & \\textbf{ Jarque-Bera (JB): } & 1.180 \\\\\n", "\\textbf{Skew:} & -0.077 & \\textbf{ Prob(JB): } & 0.554 \\\\\n", "\\textbf{Kurtosis:} & 2.926 & \\textbf{ Cond. No. } & 10.4 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.964\n", "Model: OLS Adj. R-squared: 0.964\n", "Method: Least Squares F-statistic: 1.266e+04\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00\n", "Time: 20:46:09 Log-Likelihood: -5793.0\n", "No. Observations: 960 AIC: 1.159e+04\n", "Df Residuals: 957 BIC: 1.161e+04\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "heating_degree_days 101.0069 0.640 157.815 0.000 99.751 102.263\n", "cooling_degree_days 48.4614 2.057 23.554 0.000 44.424 52.499\n", "Intercept 986.7006 4.709 209.553 0.000 977.460 995.941\n", "==============================================================================\n", "Omnibus: 1.113 Durbin-Watson: 1.993\n", "Prob(Omnibus): 0.573 Jarque-Bera (JB): 1.180\n", "Skew: -0.077 Prob(JB): 0.554\n", "Kurtosis: 2.926 Cond. No. 10.4\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts.fit()\n", "ts.model.summary()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred = ts.model.predict()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data[\"energy\"].plot(ax=ax, label=\"Observed\")\n", "ax.plot(data.index, pred, label=\"Predicted\")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax)\n", "ax.scatter(data[\"T\"], ts.model.predict(), label=\"Predicted\", color=\"r\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing the performance of the calibration\n", "\n", "The performance of the calibration is assessed by the obtained value with respect to the actual reference temperature used to generate the synthetic data.\n", "\n", "We recall that the synthetic data is generated using the following formula\n", "$$ E = E_0 + TS_{heating} * DD_{heating} + \\mathcal{N}(0, \\sigma)$$ \n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "n_test = 500\n", "results = []\n", "my_synthtisor = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=5e1,\n", " ts_heat=1e2,\n", " noise_std=1e2,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "for idx in range(n_test):\n", " data = my_synthtisor.random_consumption(start=\"2021-09-01\", end=None, size=200)\n", " ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " )\n", " ts.degree_days_computation_method = \"mean\"\n", " tref = ts.calibrate_base_temperature(\n", " dd_type=\"heating\", t0=13, xatol=1e-2, disp=False\n", " )\n", " results.append(tref)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.hist(results, bins=20)\n", "ax.set_xlabel(\"Base temperature (°C)\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_title(\"Distribution of base temperature for heating\")\n", "ax.axvline(\n", " x=my_synthtisor.t_ref_heat, color=\"r\", linestyle=\"--\", label=\"True base temperature\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Automatic detection of the type of thermo sensitivity\n", "\n", "In general, it is difficult to know in advance the type of thermo-sensitivity of a building. \n", "By \"type\" I mean : does the building heat during cold days or cool during hot days, or both ?\n", "\n", "Hence, it is important to be able to detect it automatically.\n", "\n", "By setting the type to `\"auto\"`, the model will try to detect the type of thermo-sensitivity using Spearman correlation p-value." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.965
Model: OLS Adj. R-squared: 0.965
Method: Least Squares F-statistic: 1.328e+04
Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00
Time: 20:46:28 Log-Likelihood: -3583.2
No. Observations: 960 AIC: 7172.
Df Residuals: 957 BIC: 7187.
Df Model: 2
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days 10.0768 0.065 155.803 0.000 9.950 10.204
cooling_degree_days 0.3656 0.177 2.063 0.039 0.018 0.713
Intercept 998.9269 0.481 2076.770 0.000 997.983 999.871
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.366 Durbin-Watson: 1.998
Prob(Omnibus): 0.505 Jarque-Bera (JB): 1.415
Skew: -0.089 Prob(JB): 0.493
Kurtosis: 2.942 Cond. No. 10.6


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.965 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.965 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 1.328e+04 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 20:46:28 & \\textbf{ Log-Likelihood: } & -3583.2 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 7172. \\\\\n", "\\textbf{Df Residuals:} & 957 & \\textbf{ BIC: } & 7187. \\\\\n", "\\textbf{Df Model:} & 2 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days} & 10.0768 & 0.065 & 155.803 & 0.000 & 9.950 & 10.204 \\\\\n", "\\textbf{cooling\\_degree\\_days} & 0.3656 & 0.177 & 2.063 & 0.039 & 0.018 & 0.713 \\\\\n", "\\textbf{Intercept} & 998.9269 & 0.481 & 2076.770 & 0.000 & 997.983 & 999.871 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.366 & \\textbf{ Durbin-Watson: } & 1.998 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.505 & \\textbf{ Jarque-Bera (JB): } & 1.415 \\\\\n", "\\textbf{Skew:} & -0.089 & \\textbf{ Prob(JB): } & 0.493 \\\\\n", "\\textbf{Kurtosis:} & 2.942 & \\textbf{ Cond. No. } & 10.6 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.965\n", "Model: OLS Adj. R-squared: 0.965\n", "Method: Least Squares F-statistic: 1.328e+04\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00\n", "Time: 20:46:28 Log-Likelihood: -3583.2\n", "No. Observations: 960 AIC: 7172.\n", "Df Residuals: 957 BIC: 7187.\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "heating_degree_days 10.0768 0.065 155.803 0.000 9.950 10.204\n", "cooling_degree_days 0.3656 0.177 2.063 0.039 0.018 0.713\n", "Intercept 998.9269 0.481 2076.770 0.000 997.983 999.871\n", "==============================================================================\n", "Omnibus: 1.366 Durbin-Watson: 1.998\n", "Prob(Omnibus): 0.505 Jarque-Bera (JB): 1.415\n", "Skew: -0.089 Prob(JB): 0.493\n", "Kurtosis: 2.942 Cond. No. 10.6\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_synthtisor_heating = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=0,\n", " ts_heat=1e1,\n", " noise_std=1e1,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", " noise_seed=42,\n", ")\n", "\n", "data = my_synthtisor_heating.random_consumption(\n", " start=\"2021-09-01\", end=\"2024-04-17\", size=None\n", ")\n", "\n", "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts.fit()\n", "display(ts.model.summary())\n", "\n", "pred = ts.model.predict()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data[\"energy\"].plot(ax=ax, label=\"Observed\")\n", "ax.plot(data.index, pred, label=\"Predicted\")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax)\n", "ax.scatter(data[\"T\"], ts.model.predict(), label=\"Predicted\", color=\"r\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.041
Model: OLS Adj. R-squared: 0.040
Method: Least Squares F-statistic: 40.55
Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.97e-10
Time: 20:46:28 Log-Likelihood: -5793.5
No. Observations: 960 AIC: 1.159e+04
Df Residuals: 958 BIC: 1.160e+04
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
cooling_degree_days 11.1431 1.750 6.368 0.000 7.709 14.577
Intercept 990.8276 3.456 286.736 0.000 984.046 997.609
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.330 Durbin-Watson: 1.990
Prob(Omnibus): 0.514 Jarque-Bera (JB): 1.393
Skew: -0.086 Prob(JB): 0.498
Kurtosis: 2.928 Cond. No. 2.16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.041 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.040 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 40.55 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 2.97e-10 \\\\\n", "\\textbf{Time:} & 20:46:28 & \\textbf{ Log-Likelihood: } & -5793.5 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 1.159e+04 \\\\\n", "\\textbf{Df Residuals:} & 958 & \\textbf{ BIC: } & 1.160e+04 \\\\\n", "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{cooling\\_degree\\_days} & 11.1431 & 1.750 & 6.368 & 0.000 & 7.709 & 14.577 \\\\\n", "\\textbf{Intercept} & 990.8276 & 3.456 & 286.736 & 0.000 & 984.046 & 997.609 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.330 & \\textbf{ Durbin-Watson: } & 1.990 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.514 & \\textbf{ Jarque-Bera (JB): } & 1.393 \\\\\n", "\\textbf{Skew:} & -0.086 & \\textbf{ Prob(JB): } & 0.498 \\\\\n", "\\textbf{Kurtosis:} & 2.928 & \\textbf{ Cond. No. } & 2.16 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.041\n", "Model: OLS Adj. R-squared: 0.040\n", "Method: Least Squares F-statistic: 40.55\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.97e-10\n", "Time: 20:46:28 Log-Likelihood: -5793.5\n", "No. Observations: 960 AIC: 1.159e+04\n", "Df Residuals: 958 BIC: 1.160e+04\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "cooling_degree_days 11.1431 1.750 6.368 0.000 7.709 14.577\n", "Intercept 990.8276 3.456 286.736 0.000 984.046 997.609\n", "==============================================================================\n", "Omnibus: 1.330 Durbin-Watson: 1.990\n", "Prob(Omnibus): 0.514 Jarque-Bera (JB): 1.393\n", "Skew: -0.086 Prob(JB): 0.498\n", "Kurtosis: 2.928 Cond. No. 2.16\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_synthtisor_cooling = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=1e1,\n", " ts_heat=0,\n", " noise_std=1e2,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "\n", "data = my_synthtisor_cooling.random_consumption(\n", " start=\"2021-09-01\", end=\"2024-04-17\", size=None\n", ")\n", "\n", "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts.fit()\n", "display(ts.model.summary())\n", "\n", "pred = ts.model.predict()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data[\"energy\"].plot(ax=ax, label=\"Observed\")\n", "ax.plot(data.index, pred, label=\"Predicted\")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax)\n", "ax.scatter(data[\"T\"], ts.model.predict(), label=\"Predicted\", color=\"r\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.090
Model: OLS Adj. R-squared: 0.088
Method: Least Squares F-statistic: 47.26
Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.67e-20
Time: 20:46:29 Log-Likelihood: -5792.9
No. Observations: 960 AIC: 1.159e+04
Df Residuals: 957 BIC: 1.161e+04
Df Model: 2
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days 5.7894 0.651 8.889 0.000 4.511 7.067
cooling_degree_days 11.6883 1.831 6.383 0.000 8.095 15.282
Intercept 987.5312 4.754 207.732 0.000 978.202 996.860
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.281 Durbin-Watson: 1.997
Prob(Omnibus): 0.527 Jarque-Bera (JB): 1.339
Skew: -0.085 Prob(JB): 0.512
Kurtosis: 2.935 Cond. No. 10.3


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.090 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.088 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 47.26 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 2.67e-20 \\\\\n", "\\textbf{Time:} & 20:46:29 & \\textbf{ Log-Likelihood: } & -5792.9 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 1.159e+04 \\\\\n", "\\textbf{Df Residuals:} & 957 & \\textbf{ BIC: } & 1.161e+04 \\\\\n", "\\textbf{Df Model:} & 2 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days} & 5.7894 & 0.651 & 8.889 & 0.000 & 4.511 & 7.067 \\\\\n", "\\textbf{cooling\\_degree\\_days} & 11.6883 & 1.831 & 6.383 & 0.000 & 8.095 & 15.282 \\\\\n", "\\textbf{Intercept} & 987.5312 & 4.754 & 207.732 & 0.000 & 978.202 & 996.860 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.281 & \\textbf{ Durbin-Watson: } & 1.997 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.527 & \\textbf{ Jarque-Bera (JB): } & 1.339 \\\\\n", "\\textbf{Skew:} & -0.085 & \\textbf{ Prob(JB): } & 0.512 \\\\\n", "\\textbf{Kurtosis:} & 2.935 & \\textbf{ Cond. No. } & 10.3 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.090\n", "Model: OLS Adj. R-squared: 0.088\n", "Method: Least Squares F-statistic: 47.26\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 2.67e-20\n", "Time: 20:46:29 Log-Likelihood: -5792.9\n", "No. Observations: 960 AIC: 1.159e+04\n", "Df Residuals: 957 BIC: 1.161e+04\n", "Df Model: 2 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "heating_degree_days 5.7894 0.651 8.889 0.000 4.511 7.067\n", "cooling_degree_days 11.6883 1.831 6.383 0.000 8.095 15.282\n", "Intercept 987.5312 4.754 207.732 0.000 978.202 996.860\n", "==============================================================================\n", "Omnibus: 1.281 Durbin-Watson: 1.997\n", "Prob(Omnibus): 0.527 Jarque-Bera (JB): 1.339\n", "Skew: -0.085 Prob(JB): 0.512\n", "Kurtosis: 2.935 Cond. No. 10.3\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_synthtisor_both = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=1e1,\n", " ts_heat=5e0,\n", " noise_std=1e2,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "\n", "data = my_synthtisor_both.random_consumption(start=\"2021-09-01\", end=\"2024-04-17\", size=None)\n", "\n", "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts.fit()\n", "display(ts.model.summary())\n", "\n", "pred = ts.model.predict()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data[\"energy\"].plot(ax=ax, label=\"Observed\")\n", "ax.plot(data.index, pred, label=\"Predicted\")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax)\n", "ax.scatter(data[\"T\"], ts.model.predict(), label=\"Predicted\", color=\"r\");" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.004
Model: OLS Adj. R-squared: 0.003
Method: Least Squares F-statistic: 3.827
Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.0507
Time: 20:46:29 Log-Likelihood: -1373.1
No. Observations: 960 AIC: 2750.
Df Residuals: 958 BIC: 2760.
Df Model: 1
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
cooling_degree_days 0.0330 0.017 1.956 0.051 -0.000 0.066
Intercept 999.9146 0.035 2.88e+04 0.000 999.847 999.983
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 1.427 Durbin-Watson: 1.992
Prob(Omnibus): 0.490 Jarque-Bera (JB): 1.483
Skew: -0.091 Prob(JB): 0.476
Kurtosis: 2.935 Cond. No. 2.25


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.004 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.003 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 3.827 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.0507 \\\\\n", "\\textbf{Time:} & 20:46:29 & \\textbf{ Log-Likelihood: } & -1373.1 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 2750. \\\\\n", "\\textbf{Df Residuals:} & 958 & \\textbf{ BIC: } & 2760. \\\\\n", "\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{cooling\\_degree\\_days} & 0.0330 & 0.017 & 1.956 & 0.051 & -0.000 & 0.066 \\\\\n", "\\textbf{Intercept} & 999.9146 & 0.035 & 2.88e+04 & 0.000 & 999.847 & 999.983 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 1.427 & \\textbf{ Durbin-Watson: } & 1.992 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.490 & \\textbf{ Jarque-Bera (JB): } & 1.483 \\\\\n", "\\textbf{Skew:} & -0.091 & \\textbf{ Prob(JB): } & 0.476 \\\\\n", "\\textbf{Kurtosis:} & 2.935 & \\textbf{ Cond. No. } & 2.25 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.004\n", "Model: OLS Adj. R-squared: 0.003\n", "Method: Least Squares F-statistic: 3.827\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.0507\n", "Time: 20:46:29 Log-Likelihood: -1373.1\n", "No. Observations: 960 AIC: 2750.\n", "Df Residuals: 958 BIC: 2760.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "cooling_degree_days 0.0330 0.017 1.956 0.051 -0.000 0.066\n", "Intercept 999.9146 0.035 2.88e+04 0.000 999.847 999.983\n", "==============================================================================\n", "Omnibus: 1.427 Durbin-Watson: 1.992\n", "Prob(Omnibus): 0.490 Jarque-Bera (JB): 1.483\n", "Skew: -0.091 Prob(JB): 0.476\n", "Kurtosis: 2.935 Cond. No. 2.25\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_synthtisor_both = DateSynthTSConsumption(\n", " base_energy=1e3,\n", " ts_cool=0,\n", " ts_heat=0,\n", " noise_std=1e0,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "\n", "data = my_synthtisor_both.random_consumption(start=\"2021-09-01\", end=\"2024-04-17\", size=None)\n", "\n", "ts = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts.fit()\n", "display(ts.model.summary())\n", "\n", "pred = ts.model.predict()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data[\"energy\"].plot(ax=ax, label=\"Observed\")\n", "ax.plot(data.index, pred, label=\"Predicted\")\n", "\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "data.plot.scatter(x=\"T\", y=\"energy\", ax=ax)\n", "ax.scatter(data[\"T\"], ts.model.predict(), label=\"Predicted\", color=\"r\");" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ThermoSensitivity(frequency=1D,\n", " degree_days_type=cooling,\n", " degree_days_base_temperature={'heating': np.float64(15.8), 'cooling': np.float64(22.29)},\n", " degree_days_computation_method=mean,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.004\n", "Model: OLS Adj. R-squared: 0.003\n", "No. Observations: 960 F-statistic: 3.827\n", "Covariance Type: nonrobust Prob (F-statistic): 0.0507\n", "=======================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------\n", "cooling_degree_days 0.0330 0.017 1.956 0.051 -0.000 0.066\n", "Intercept 999.9146 0.035 2.88e+04 0.000 999.847 999.983\n", "=======================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "We showed in the notebook how to calibrate the degree days reference temperatures and the thermo-sensitivity model using the synthetic data.\n", "\n", "We showed that the calibration is possible and that the performance is reasonable.\n", "\n", "## Implemented features\n", "\n", "- automatic detection of the type of thermo-sensitivity (Heating, Cooling, Mixed), even in the presence of noise.\n", "- automatic calibration of the degree days reference temperature (heating and cooling)\n", "- automatic calibration of the thermo-sensitivity model (heating and cooling)\n", "\n", "## Discussion\n", "\n", "To continue the analysis, we could study the impact of the noise level on the calibration performance, usually named Uncertainty Quantification (UQ).\n", "\n", "Most of the calibration uses a \"intersaison mean temperature\" to split the data into heating and cooling periods. By default this value of $20^\\circ C$.\n", "It would be interesting to study the impact of this value on the calibration performance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Categorical thermo-sensitivity\n", "\n", "One of the difficulties of the thermo-sensitivity analysis is the fact that the building behavior can change depending on the day µ(open/closed, week/weekend, holiday, etc).\n", "\n", "The following example shows how to use the categorical thermo-sensitivity to model the behavior of a building depending on the day of the week." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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basethermosensitiveresidualenergyheatingcoolingTDD_heatingDD_coolingcategory
2021-09-011500.00.00000030.4717081530.4717080.0000000.00000023.2247110.0000000.000000weekday
2021-09-021500.00.000000-103.9984111396.0015890.0000000.00000016.3877220.0000000.000000weekday
2021-09-031500.073.46782475.0451201648.5129440.00000073.46782425.2244640.0000001.224464weekday
2021-09-041000.0205.76785330.4717081236.2395610.000000205.76785326.0576790.0000002.057679weekend
2021-09-051000.0225.977849-103.9984111121.979438225.9778490.00000011.4804434.5195570.000000weekend
\n", "
" ], "text/plain": [ " base thermosensitive residual energy heating cooling T DD_heating DD_cooling category\n", "2021-09-01 1500.0 0.000000 30.471708 1530.471708 0.000000 0.000000 23.224711 0.000000 0.000000 weekday\n", "2021-09-02 1500.0 0.000000 -103.998411 1396.001589 0.000000 0.000000 16.387722 0.000000 0.000000 weekday\n", "2021-09-03 1500.0 73.467824 75.045120 1648.512944 0.000000 73.467824 25.224464 0.000000 1.224464 weekday\n", "2021-09-04 1000.0 205.767853 30.471708 1236.239561 0.000000 205.767853 26.057679 0.000000 2.057679 weekend\n", "2021-09-05 1000.0 225.977849 -103.998411 1121.979438 225.977849 0.000000 11.480443 4.519557 0.000000 weekend" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from energy_analysis_toolbox.synthetic.thermosensitive_consumption import WeekEndSynthTSConsumption\n", "\n", "parameters = [\n", " {\n", " \"base_energy\": 1e3,\n", " \"ts_heat\": 5e1,\n", " \"ts_cool\": 1e2,\n", " \"noise_std\": 1e2,\n", " },\n", " {\n", " \"base_energy\": 1.5e3,\n", " \"ts_heat\": 1e1,\n", " \"ts_cool\": 6e1,\n", " \"noise_std\": 1e2,\n", " },\n", "]\n", "\n", "\n", "def open_close_categoriser(series: pd.Series):\n", " \"\"\"Return a series of categories based on the day of the week of the index\"\"\"\n", " timestamps = series.index\n", " return_data = pd.Series(\n", " data=[\n", " \"Open\" if timestamp.weekday() < 5 else \"Closed\" for timestamp in timestamps\n", " ],\n", " index=series.index,\n", " )\n", " return return_data\n", "\n", "\n", "my_cat_synthtisor = WeekEndSynthTSConsumption(\n", " parameters=parameters,\n", " t_ref_cool=24,\n", " t_ref_heat=16,\n", ")\n", "data = my_cat_synthtisor.random_consumption(start=\"2021-09-01\", end=\"2024-04-17\", size=None)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "categories = data[\"category\"].unique()\n", "for category in categories:\n", " subset = data[data[\"category\"] == category]\n", " plt.scatter(\n", " subset[\"T\"],\n", " subset[\"energy\"],\n", " label=category\n", " )\n", "plt.xlabel(\"T\")\n", "plt.ylabel(\"energy\")\n", "plt.legend(title=\"category\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using no category\n", "\n", "As a first step, we can consider that the building has no category and that the behavior is the same every day." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ts_no_cat = ThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_no_cat.fit()\n", "# display(ts_no_cat.model.summary())\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(10, 5))\n", "ax1.scatter(data[\"T\"], data[\"energy\"], label=\"Observed\")\n", "ax1.scatter(data[\"T\"], ts_no_cat.model.predict(), label=\"Predicted\", color=\"r\")\n", "ax1.legend()\n", "\n", "error = data[\"energy\"] - ts_no_cat.model.predict()\n", "error = pd.concat([error, data[\"category\"]], axis=1)\n", "\n", "categories = data[\"category\"].unique()\n", "\n", "for category in categories:\n", " subset = data[data[\"category\"] == category]\n", " ax2.hist(\n", " subset[\"energy\"],\n", " bins=30,\n", " alpha=0.6,\n", " label=category,\n", " density=False,\n", " )\n", "ax2.set_xlabel(\"energy\")\n", "ax2.set_ylabel('Frequency')\n", "ax2.legend(title=\"category\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Categories\n", "\n", "Now, lets consider that the building has two categories: week and weekend (fortunately, we know how the data is generated).\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2021-09-01 Open\n", "2021-09-02 Open\n", "2021-09-03 Open\n", "2021-09-04 Closed\n", "2021-09-05 Closed\n", " ... \n", "2024-04-13 Closed\n", "2024-04-14 Closed\n", "2024-04-15 Open\n", "2024-04-16 Open\n", "2024-04-17 Open\n", "Name: category, Length: 960, dtype: object" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "categories = open_close_categoriser(data).rename(\"category\")\n", "categories" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CategoricalThermoSensitivity(frequency=1D,\n", " degree_days_type=both,\n", " degree_days_base_temperature={'heating': np.float64(14.37), 'cooling': np.float64(23.82)},\n", " degree_days_computation_method=mean,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.814\n", "Model: OLS Adj. R-squared: 0.813\n", "No. Observations: 960 F-statistic: 834.1\n", "Covariance Type: nonrobust Prob (F-statistic): 0.00\n", "==============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------\n", "heating_degree_days:Closed 55.4922 1.360 40.816 0.000 52.824 58.160\n", "heating_degree_days:Open 10.7250 0.797 13.454 0.000 9.161 12.289\n", "cooling_degree_days:Closed 93.9007 3.979 23.601 0.000 86.093 101.709\n", "cooling_degree_days:Open 54.1264 2.563 21.118 0.000 49.096 59.156\n", "Intercept:Closed 1025.8751 8.237 124.546 0.000 1009.711 1042.040\n", "Intercept:Open 1504.6139 5.049 297.985 0.000 1494.705 1514.523\n", "==============================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from energy_analysis_toolbox.thermosensitivity.thermosensitivity import (\n", " CategoricalThermoSensitivity,\n", ")\n", "\n", "ts_cat = CategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " categories=categories,\n", " frequency=\"1D\",\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "ts_cat.fit()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
OLS Regression Results
Dep. Variable: energy R-squared: 0.814
Model: OLS Adj. R-squared: 0.813
Method: Least Squares F-statistic: 834.1
Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00
Time: 20:46:30 Log-Likelihood: -5762.8
No. Observations: 960 AIC: 1.154e+04
Df Residuals: 954 BIC: 1.157e+04
Df Model: 5
Covariance Type: nonrobust
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
heating_degree_days:Closed 55.4922 1.360 40.816 0.000 52.824 58.160
heating_degree_days:Open 10.7250 0.797 13.454 0.000 9.161 12.289
cooling_degree_days:Closed 93.9007 3.979 23.601 0.000 86.093 101.709
cooling_degree_days:Open 54.1264 2.563 21.118 0.000 49.096 59.156
Intercept:Closed 1025.8751 8.237 124.546 0.000 1009.711 1042.040
Intercept:Open 1504.6139 5.049 297.985 0.000 1494.705 1514.523
\n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "\n", " \n", "\n", "
Omnibus: 3.208 Durbin-Watson: 1.925
Prob(Omnibus): 0.201 Jarque-Bera (JB): 3.150
Skew: 0.140 Prob(JB): 0.207
Kurtosis: 3.018 Cond. No. 13.7


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/latex": [ "\\begin{center}\n", "\\begin{tabular}{lclc}\n", "\\toprule\n", "\\textbf{Dep. Variable:} & energy & \\textbf{ R-squared: } & 0.814 \\\\\n", "\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.813 \\\\\n", "\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 834.1 \\\\\n", "\\textbf{Date:} & Fri, 11 Oct 2024 & \\textbf{ Prob (F-statistic):} & 0.00 \\\\\n", "\\textbf{Time:} & 20:46:30 & \\textbf{ Log-Likelihood: } & -5762.8 \\\\\n", "\\textbf{No. Observations:} & 960 & \\textbf{ AIC: } & 1.154e+04 \\\\\n", "\\textbf{Df Residuals:} & 954 & \\textbf{ BIC: } & 1.157e+04 \\\\\n", "\\textbf{Df Model:} & 5 & \\textbf{ } & \\\\\n", "\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lcccccc}\n", " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", "\\midrule\n", "\\textbf{heating\\_degree\\_days:Closed} & 55.4922 & 1.360 & 40.816 & 0.000 & 52.824 & 58.160 \\\\\n", "\\textbf{heating\\_degree\\_days:Open} & 10.7250 & 0.797 & 13.454 & 0.000 & 9.161 & 12.289 \\\\\n", "\\textbf{cooling\\_degree\\_days:Closed} & 93.9007 & 3.979 & 23.601 & 0.000 & 86.093 & 101.709 \\\\\n", "\\textbf{cooling\\_degree\\_days:Open} & 54.1264 & 2.563 & 21.118 & 0.000 & 49.096 & 59.156 \\\\\n", "\\textbf{Intercept:Closed} & 1025.8751 & 8.237 & 124.546 & 0.000 & 1009.711 & 1042.040 \\\\\n", "\\textbf{Intercept:Open} & 1504.6139 & 5.049 & 297.985 & 0.000 & 1494.705 & 1514.523 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "\\begin{tabular}{lclc}\n", "\\textbf{Omnibus:} & 3.208 & \\textbf{ Durbin-Watson: } & 1.925 \\\\\n", "\\textbf{Prob(Omnibus):} & 0.201 & \\textbf{ Jarque-Bera (JB): } & 3.150 \\\\\n", "\\textbf{Skew:} & 0.140 & \\textbf{ Prob(JB): } & 0.207 \\\\\n", "\\textbf{Kurtosis:} & 3.018 & \\textbf{ Cond. No. } & 13.7 \\\\\n", "\\bottomrule\n", "\\end{tabular}\n", "%\\caption{OLS Regression Results}\n", "\\end{center}\n", "\n", "Notes: \\newline\n", " [1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.814\n", "Model: OLS Adj. R-squared: 0.813\n", "Method: Least Squares F-statistic: 834.1\n", "Date: Fri, 11 Oct 2024 Prob (F-statistic): 0.00\n", "Time: 20:46:30 Log-Likelihood: -5762.8\n", "No. Observations: 960 AIC: 1.154e+04\n", "Df Residuals: 954 BIC: 1.157e+04\n", "Df Model: 5 \n", "Covariance Type: nonrobust \n", "==============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------\n", "heating_degree_days:Closed 55.4922 1.360 40.816 0.000 52.824 58.160\n", "heating_degree_days:Open 10.7250 0.797 13.454 0.000 9.161 12.289\n", "cooling_degree_days:Closed 93.9007 3.979 23.601 0.000 86.093 101.709\n", "cooling_degree_days:Open 54.1264 2.563 21.118 0.000 49.096 59.156\n", "Intercept:Closed 1025.8751 8.237 124.546 0.000 1009.711 1042.040\n", "Intercept:Open 1504.6139 5.049 297.985 0.000 1494.705 1514.523\n", "==============================================================================\n", "Omnibus: 3.208 Durbin-Watson: 1.925\n", "Prob(Omnibus): 0.201 Jarque-Bera (JB): 3.150\n", "Skew: 0.140 Prob(JB): 0.207\n", "Kurtosis: 3.018 Cond. No. 13.7\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "\"\"\"" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ts_cat.model.summary()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.stats import gaussian_kde\n", "import numpy as np\n", "\n", "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(13, 5))\n", "ax1.scatter(data[\"T\"], data[\"energy\"], label=\"Observed\")\n", "ax1.scatter(data[\"T\"], ts_cat.model.predict(), label=\"Predicted\", color=\"r\")\n", "ax1.legend()\n", "\n", "error = data[\"energy\"] - ts_cat.model.predict()\n", "error = pd.concat([error, data[\"category\"]], axis=1)\n", "\n", "categories = error[\"category\"].unique()\n", "\n", "for category in categories:\n", " subset = error[error[\"category\"] == category]\n", " ax2.hist(\n", " subset[\"energy\"],\n", " bins=30,\n", " alpha=0.6,\n", " label=category,\n", " density=True\n", " )\n", " kde_data = gaussian_kde(subset[\"energy\"])\n", " x_vals = np.linspace(subset[\"energy\"].min(), subset[\"energy\"].max(), 100)\n", " ax2.plot(x_vals, kde_data(x_vals), label=f'{category} KDE')\n", "\n", "ax2.set_xlabel(\"energy\")\n", "ax2.set_ylabel(\"Density\")\n", "ax2.legend(title=\"category\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Automatic detection of the category to use" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "from energy_analysis_toolbox.thermosensitivity.daily_analysis import (\n", " AutoCategoricalThermoSensitivity,\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AutoCategoricalThermoSensitivity(frequency=1D,\n", " degree_days_type=both,\n", " degree_days_base_temperature={'heating': np.float64(17.69), 'cooling': np.float64(23.78)},\n", " degree_days_computation_method=mean,\n", " interseason_mean_temperature=20)\n", "\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: energy R-squared: 0.818\n", "Model: OLS Adj. R-squared: 0.814\n", "No. Observations: 960 F-statistic: 211.0\n", "Covariance Type: nonrobust Prob (F-statistic): 0.00\n", "=================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------------------------\n", "heating_degree_days:Friday 11.3549 1.618 7.018 0.000 8.180 14.530\n", "heating_degree_days:Monday 10.7842 1.627 6.628 0.000 7.591 13.977\n", "heating_degree_days:Saturday 47.0777 1.514 31.091 0.000 44.106 50.049\n", "heating_degree_days:Sunday 44.8014 1.566 28.612 0.000 41.728 47.874\n", "heating_degree_days:Thursday 9.6483 1.414 6.824 0.000 6.873 12.423\n", "heating_degree_days:Tuesday 12.6799 1.610 7.874 0.000 9.520 15.840\n", "heating_degree_days:Wednesday 8.9878 1.590 5.652 0.000 5.867 12.109\n", "cooling_degree_days:Friday 52.4540 5.293 9.909 0.000 42.066 62.842\n", "cooling_degree_days:Monday 64.9016 5.056 12.836 0.000 54.979 74.824\n", "cooling_degree_days:Saturday 106.9762 6.504 16.448 0.000 94.213 119.740\n", "cooling_degree_days:Sunday 103.4060 6.111 16.922 0.000 91.414 115.398\n", "cooling_degree_days:Thursday 46.1212 8.220 5.611 0.000 29.990 62.252\n", "cooling_degree_days:Tuesday 67.4154 7.078 9.525 0.000 53.525 81.306\n", "cooling_degree_days:Wednesday 58.3910 5.192 11.245 0.000 48.201 68.581\n", "Intercept:Friday 1487.4244 13.753 108.156 0.000 1460.435 1514.414\n", "Intercept:Monday 1462.3171 13.209 110.702 0.000 1436.394 1488.241\n", "Intercept:Saturday 960.5433 12.962 74.105 0.000 935.106 985.981\n", "Intercept:Sunday 970.0862 13.328 72.785 0.000 943.930 996.243\n", "Intercept:Thursday 1492.6268 13.229 112.827 0.000 1466.664 1518.589\n", "Intercept:Tuesday 1479.5532 12.869 114.973 0.000 1454.298 1504.808\n", "Intercept:Wednesday 1491.0792 13.386 111.394 0.000 1464.810 1517.348\n", "=================================================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = data = my_cat_synthtisor.random_consumption(\n", " start=\"2021-09-01\", end=\"2024-04-17\", size=None\n", ")\n", "\n", "\n", "ts = AutoCategoricalThermoSensitivity(\n", " energy_data=data[\"energy\"],\n", " temperature_data=data[\"T\"],\n", " degree_days_type=\"auto\",\n", " degree_days_computation_method=\"mean\",\n", ")\n", "\n", "ts.fit()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(13, 5))\n", "ax1.scatter(ts.resampled_temperature, ts.resampled_energy, label=\"Observed\")\n", "ax1.scatter(ts.resampled_temperature, ts.model.predict(), label=\"Predicted\", color=\"r\")\n", "ax1.legend()\n", "\n", "error = ts.resampled_energy - ts.model.predict()\n", "error = pd.concat([error, ts.resampled_categories], axis=1)\n", "\n", "categories = error[\"category\"].unique()\n", "\n", "for category in categories:\n", " subset = error[error[\"category\"] == category]\n", " ax2.hist(\n", " subset[\"energy\"],\n", " bins=30,\n", " alpha=0.6,\n", " label=category,\n", " density=True\n", " )\n", " kde_data = gaussian_kde(subset[\"energy\"])\n", " x_vals = np.linspace(subset[\"energy\"].min(), subset[\"energy\"].max(), 100)\n", " ax2.plot(x_vals, kde_data(x_vals), label=f'{category} KDE')\n", "\n", "ax2.set_xlabel(\"energy\")\n", "ax2.set_ylabel(\"Density\")\n", "ax2.legend(title=\"category\")\n", "\n", "fig.suptitle(\"All Days of Week\");" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "ts.merge_and_fit()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, [ax1, ax2] = plt.subplots(1, 2, figsize=(13, 5))\n", "ax1.scatter(ts.resampled_temperature, ts.resampled_energy, label=\"Observed\")\n", "ax1.scatter(ts.resampled_temperature, ts.model.predict(), label=\"Predicted\", color=\"r\")\n", "ax1.legend()\n", "\n", "error = ts.resampled_energy - ts.model.predict()\n", "error = pd.concat([error, ts.resampled_categories], axis=1)\n", "categories = error[\"category\"].unique()\n", "\n", "for category in categories:\n", " subset = error[error[\"category\"] == category]\n", " ax2.hist(\n", " subset[\"energy\"],\n", " bins=30,\n", " alpha=0.6,\n", " label=category,\n", " density=True\n", " )\n", "\n", " # KDE\n", " kde_data = gaussian_kde(subset[\"energy\"])\n", " x_vals = np.linspace(subset[\"energy\"].min(), subset[\"energy\"].max(), 100)\n", " ax2.plot(x_vals, kde_data(x_vals), label=f'{category} KDE')\n", "\n", "ax2.set_xlabel(\"energy\")\n", "ax2.set_ylabel(\"Density\")\n", "ax2.legend(title=\"category\")\n", "fig.suptitle(\"After Merging of Similar Categories\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the days with the same categories are similare. Lets see if the model can capture the difference between the days." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "We have seen how we can analyse the consumption of a building depending even with different thermo-sensitivity depending on the day.\n", "\n", "However, we still need to see how the model behaves in the presence of labeling errors. Typically, we could have a day that is labeled as a weekend day but that is actually with a week day behavior." ] } ], "metadata": { "kernelspec": { "display_name": "eat", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }