{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"This notebook is an element of the [risk-engineering.org courseware](https://risk-engineering.org/). It can be distributed under the terms of the [Creative Commons Attribution-ShareAlike licence](https://creativecommons.org/licenses/by-sa/4.0/).\n",
"\n",
"Author: Eric Marsden \n",
"\n",
"---\n",
"\n",
"In this notebook, we illustrate features of the NumPy, Pandas and statsmodels libraries features for building **linear regression models** in Python. Consult the [accompanying course materials](https://risk-engineering.org/linear-regression-analysis/) for background on linear regression analysis, some notes on when the technique is useful, and to download this content as a Jupyter/Python notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Linear regression analysis of combined cycle power plant data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy\n",
"import pandas\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats\n",
"plt.style.use(\"bmh\")\n",
"%config InlineBackend.figure_formats=[\"png\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will analyze data from a combined cycle power plant to attempt to build a predictive model for output power. The data comes from the UCI machine learning repository.\n",
"\n",
"http://archive.ics.uci.edu/ml/datasets/Combined+Cycle+Power+Plant\n",
"\n",
"The dataset contains 9568 data points collected from a combined cycle power plant over 6 years, when power plant was under full load. A combined cycle power plant is composed of gas turbines, steam turbines and heat recovery steam generators. Electricity is generated by gas & steam turbines, which are combined in one cycle. Three ambient variables affect the performance of the gas turbine, and exhaust vacuum affects the performance of the steam turbine. \n",
"\n",
"Data consists of hourly averages taken from various sensors located around the plant that record the ambient variables every second.\n",
"\n",
"Let’s load it into Python and examine it using the `pandas` library. For convenience, we have unzipped the dataset and made it web accessible."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
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\n",
"
\n",
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AT
\n",
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V
\n",
"
AP
\n",
"
RH
\n",
"
PE
\n",
"
\n",
" \n",
" \n",
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0
\n",
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14.96
\n",
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41.76
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1024.07
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73.17
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463.26
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\n",
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\n",
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1
\n",
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25.18
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62.96
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1020.04
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59.08
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444.37
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"
\n",
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\n",
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2
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5.11
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39.40
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1012.16
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92.14
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"
488.56
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"
\n",
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3
\n",
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20.86
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57.32
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1010.24
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76.64
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446.48
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\n",
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\n",
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4
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10.82
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37.50
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1009.23
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96.62
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473.90
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"text/plain": [
" AT V AP RH PE\n",
"0 14.96 41.76 1024.07 73.17 463.26\n",
"1 25.18 62.96 1020.04 59.08 444.37\n",
"2 5.11 39.40 1012.16 92.14 488.56\n",
"3 20.86 57.32 1010.24 76.64 446.48\n",
"4 10.82 37.50 1009.23 96.62 473.90"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pandas.read_csv(\"https://risk-engineering.org/static/data/CCPP.csv\")\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table below provides the meaning of the various columns.\n",
"\n",
"| Meaning | Name | Range |\n",
"| --- | --- | --- |\n",
"| Ambient Temperature | AT | 1.81 – 37.11°C\n",
"| Ambient Pressure | AP | 992.89 – 1033.30 millibar\n",
"| Relative Humidity | RH | 25.56% – 100.16%\n",
"| Exhaust Vacuum | V | 25.36 – 81.56 cm Hg\n",
"| Net hourly electrical energy output | PE | 420.26 – 495.76 MW |\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pandas.plotting import scatter_matrix\n",
"scatter_matrix(data, diagonal=\"kde\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this matrix, the diagonal contains a plot of the distribution of each variable. We observe that:\n",
"\n",
"- there is an approximately linear relationship between PE and the negative of AT\n",
"\n",
"- there is an approximately linear relationship between PE and negative of V"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also generate a 3D plot of the observations, which can sometimes help to interpret the data more easily. Here we plot PE as a function of AT and V."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(12, 8))\n",
"ax = fig.add_subplot(projection=\"3d\")\n",
"fig.add_axes(ax)\n",
"ax.scatter(data[\"AT\"], data[\"V\"], data[\"PE\"])\n",
"ax.set_xlabel(\"AT\")\n",
"ax.set_ylabel(\"V\")\n",
"ax.set_zlabel(\"PE\")\n",
"ax.set_facecolor(\"white\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prediction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will created a fitted linear model using the formula API of the `statsmodels` library. We use all the observations except for PE as predictor variables in the multiple linear regression."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Intercept 454.609274\n",
"AT -1.977513\n",
"V -0.233916\n",
"AP 0.062083\n",
"RH -0.158054\n",
"dtype: float64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import statsmodels.formula.api as smf\n",
"\n",
"lm = smf.ols(formula=\"PE ~ AT + V + AP + RH\", data=data).fit()\n",
"lm.params"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This means that the best formula to estimate output power as a function of AT, V, AP and RH is\n",
"\n",
"$$PE = 451 . 067793 − 1 . 974731 AT − 0 . 234992 V + 0 . 065540 AP − 0 . 157598 RH$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For any particular observation (values for the predictor variables), we can use the linear model to estimate the output variable PE."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 478.174482\n",
"dtype: float64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lm.predict(pandas.DataFrame({\"AT\": [9.48], \"V\": [44.71], \"AP\": [1019.12], \"RH\": [66.43]}))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The predicted output power for this combination of inputs is 478 MW (note that we report the result with the same number of significant figures as that in our inputs)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Residuals plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We check the residuals of each predictor variable for any pattern that might indicate that a linear model is not appropriate for this dataset."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data.RH, residuals, \".\", alpha=0.5)\n",
"plt.xlabel(\"RH\")\n",
"plt.ylabel(\"Residual\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indeed, except for a minor quadratic shape to the residuals of variable AT (which we will ignore here), the residuals look random, without any systematic feature apparent that might indicate that our linear model is not appropriate for this data. \n",
"\n",
"We also check that the variance of the residuals is normally distributed by plotting a histogram or a QQ plot of the residuals, as shown below."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
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