{
"cells": [
{
"cell_type": "markdown",
"id": "328d8962",
"metadata": {},
"source": [
"# Binary Logistic Regression \n",
"\n",
" \n",
"\n",
"```{image} images/island_bin_log_reg.png\n",
":class: bg-primary mb-1\n",
":width: 270px\n",
":align: center\n",
"```\n",
"\n",
" "
]
},
{
"cell_type": "markdown",
"id": "b400151b",
"metadata": {},
"source": [
"Imagine you are visiting another island, this time with a team of team of mental health researchers. There are some problems with addiction on the island, and you're here to investigate a sample of people who frequently use one of two types of psychoactive drug. You collect a random sample of 100 drug users, and your dataset contains the following variables:\n",
"\n",
"`number_of_social_contacts` - a count variable, indicating the number of social contacts that a person has in a week\n",
"\n",
"`drug_alone` - a binary categorical variable, indicating whether a person uses their drug of choice alone at least twice a week (`1 = YES`, `0 = NO`)\n",
"\n",
"`addiction_status` -\ta binary categorical variable, indicating whether a person meets the diagnostic criteria for addiction (`1 = ADDICT`, `0 = NOT ADDICT`)\n",
"\n",
"The data is shown below:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e633495b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
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number_of_social_contacts
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drug_alone
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addiction_status
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95
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" \n",
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"
100 rows × 3 columns
\n",
"
"
],
"text/plain": [
" number_of_social_contacts drug_alone addiction_status\n",
"0 2 1 0\n",
"1 10 0 0\n",
"2 11 1 0\n",
"3 6 0 0\n",
"4 7 1 0\n",
".. ... ... ...\n",
"95 12 1 0\n",
"96 10 1 0\n",
"97 16 1 0\n",
"98 7 0 0\n",
"99 3 1 0\n",
"\n",
"[100 rows x 3 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# importing libraries\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import statsmodels.formula.api as smf\n",
"from mpl_toolkits import mplot3d\n",
"import islands_GLM\n",
"from scipy.optimize import minimize\n",
"\n",
"# make plots look like R\n",
"islands_GLM.r_ify()\n",
"\n",
"# generate the data\n",
"df = islands_GLM.addiction_data_gen()\n",
"\n",
"# show the data\n",
"df"
]
},
{
"cell_type": "markdown",
"id": "7486e11a",
"metadata": {},
"source": [
"Firstly, your team will assess the relationship between `number_of_social_contacts` (predictor) and `addiction_status` (outcome). The scatterplot showing these variables is below:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "bde1426b",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"islands_GLM.addiction_plot(df);"
]
},
{
"cell_type": "markdown",
"id": "38ccc7d9",
"metadata": {},
"source": [
"From the scatterplot, it does like like the variables might be associated - it appears that addicts generally have lower numbers of social contacts. \n",
"\n",
"Because `addiction_status` is a binary categorical variable, most of the models we can fit to predict it will predict the probability of being in the category which is dummy-coded as 1 (in this case ADDICT).\n",
"\n",
"If we fit a linear regression model to this data, we are using a *linear probability model*. The graph below shows the results of using linear regression to predict `addiction_status ~ number_of_social_contacts`:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4a1875d5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# fit a linear regression model to the data, and plot the model predictions\n",
"lin_reg = smf.ols('addiction_status ~ number_of_social_contacts', data = df).fit()\n",
"islands_GLM.addiction_plot(df, predictions = lin_reg.params[0] + lin_reg.params[1] * df['number_of_social_contacts'], plot_predictions = True)"
]
},
{
"cell_type": "markdown",
"id": "595a1371",
"metadata": {},
"source": [
"The linear regression probability predictions do capture some of the trend in the data - people with a higher number of social contacts do appear to be less likely to be addicts, and this is indicated by the negative slope of the line.\n",
"\n",
"However, linear regression can produce predictions which range from negative to positive infinity, but probabilities are bounded between 0 and 1. We can see from the graph that for sufficiently high values of `number_of_social_contacts` the linear regression model makes negative probability predictions. (NB: negative probabilities do have a meaning in [some contexts](https://stats.stackexchange.com/questions/333610/negative-probabilities-layman-explanations), but generally not in social/life science...).\n",
"\n",
"The cell below uses the slope and intercept from the linear regression model to predict the probability of being an addict, for the largest value of `number_of_social_contacts` in the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "12b58468",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-0.13466990684487634"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# the prediction from linear regression for the largest value of `number_of_social_contacts`\n",
"lin_reg.params[0] + lin_reg.params[1] * np.max(df['number_of_social_contacts'])"
]
},
{
"cell_type": "markdown",
"id": "b539f049",
"metadata": {},
"source": [
"This is the motivation for logistic regression, it produces probability predictions that are bounded between 0 and 1, and overcomes the issue with applying linear regression to this sort of data."
]
},
{
"cell_type": "markdown",
"id": "13dfcc8d",
"metadata": {},
"source": [
"## Context\n",
"\n",
"We can use binary logistic regression when we are predicting a binary categorical variable from one or more predictor variables. As with all generalized linear models, the predictor variables can be of any type (quantitative-continuous, quantitative-discrete, nominal-categorical, ordinal-categorical).\n",
"\n",
"The predictions from binary logistic regression that we are most interested in are the predicted probabilities of being in either outcome category. As we will see, we have to transform the predictions to get them into that form. The graph below shows the classic logistic 'S' shape of the probability predictions of logistic regression, as a function of some predictor:\n",
"\n",
"\n",
"\n",
"Let's assume the graph shows the probability of being in the outcome category dummy coded as 1, as the value of the predictor increases. \n",
"\n",
"For any value of the predictor, we can use the predicted probability of being in outcome category 1 to calculate the predicted probability of being in outcome category 0. We do this by subtracting the predicted probability of being in outcome category 1, from 1.\n",
"\n",
"We could then, for any value of the predictor, create a barplot of the predicted proportion of scores in either category, for a given value of the predictor. Around the middle of the S shaped curve just shown above, such a barplot might look like:\n",
"\n",
"\n",
"\n",
"This barplot shows the Bernoulli distribution of the outcome categories, for a given level of the predictor. This is how binary logistic regression works from a 'conditional distribution' perspective: it fits a Bernoulli distribution for every value of the predictor:\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "29cc27ed",
"metadata": {},
"source": [
"## Model\n",
"\n",
"We can denote the predicted probability of being in category 1 with:\n",
"\n",
"$ \\large \\hat{P}_{(y_{i} = 1)} = \\hat\\pi_{1i}$ \n",
"\n",
"And the the predicted probability of being in category 0 with:\n",
"\n",
"$ \\large \\hat{P}_{(y_{i} = 0)} = 1 - \\hat\\pi_{1i} $\n",
"\n",
"Or:\n",
"\n",
"$ \\large \\hat{P}_{(y_{i} = 0)} =\\hat\\pi_{0i} $\n",
"\n",
"Binary logistic regression uses a *logit* link function and so is sometimes referred to as a logit model. The model fits a line on the log scale, where it predicts the log of the odds ratio $ln \\large \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right) $ of being in category 1. The prediction equation for binary logistic regression model is:\n",
"\n",
"$ \\large \\hat{y}_{i} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_i = b_{0} + b_{i}x_{11} + \\dots + b_{k}x_{ki} $\n",
"\n",
"The individual prediction ($\\hat{y_i}$), for all $n$ observations, using $k$ variables as predictors are:\n",
"\n",
"$$ \\large \\hat{y}_{1} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_1 = b_{0} + b_{1}x_{11} + \\dots + b_{k}x_{k1} $$\n",
"\n",
"$$ \\large \\hat{y}_{2} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_2 = b_{0} + b_{1}x_{12} + \\dots + b_{k}x_{k2} $$\n",
"\n",
"$$ \\large \\hat{y}_{3} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_3 = b_{0} + b_{1}x_{13} + \\dots + b_{k}x_{k3} $$\n",
"\n",
"$$ \\dots $$\n",
"\n",
"$$ \\large \\hat{y}_{n} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_n = b_{0} + b_{1}x_{1n} + \\dots + b_{k}x_{kn} $$\n",
"\n",
"...where there are $k$ predictor variables, and $n$ observations, and where:\n",
"\n",
"$\\hat{y_i} $ : is the predicted log odds of being in category 1, for a given set of predictor scores, for the $i$th observation\n",
"\n",
"$b_0$ : is the intercept term, the predicted value of the outcome variable when all predictors equal 0\n",
"\n",
"$b_1$ : is the slope of the 1st predictor variable\n",
"\n",
"$x_{1i}$ : is the score on the the first predictor variable, for the $i$th observation\n",
"\n",
"$b_k$ : is the slope of the $k$th predictor variable\n",
"\n",
"$x_{ki}$ : is the score on the $k$th predictor variable, for the $i$th observation\n",
"\n",
"In matrix form, the model is:\n",
"\n",
"$$\n",
"\\Large \\begin{bmatrix}\n",
" {\\hat{y}_{1}} \\\\\n",
" {\\hat{y}_{2}} \\\\\n",
" {\\hat{y}_{3}} \\\\\n",
" \\vdots \\\\\n",
" {\\hat{y}_{n}}\n",
" \\end{bmatrix} = \\begin{bmatrix}\n",
" {ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_1 } \\\\\n",
" {ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_2 } \\\\\n",
" {ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_3 } \\\\\n",
" \\vdots \\\\\n",
" {\\ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_n}\n",
" \\end{bmatrix} = \\begin{bmatrix}\n",
" {1} & {x_{11}} & \\dots & {x_{k1}}\\\\ \n",
" {1} & {x_{12}} & \\dots & {x_{k2}}\\\\ \n",
" {1} & {x_{13}} & \\dots & {x_{k3}}\\\\ \n",
" \\vdots & \\vdots & \\vdots & \\vdots\\\\\n",
" {1} & {x_{1n}} & \\dots & {x_{kn}} \\\\ \n",
" \\end{bmatrix} \\begin{bmatrix}\n",
" {b_{0}} \\\\ \n",
" \\vdots \\\\\n",
" {b_{k}} \\\\ \n",
" \\end{bmatrix} \n",
"$$\n",
"\n",
"Obviously, we don't really care about predictions on the scale of the log odds ratio, and they are not intuitive to interpret. We can convert the model predictions to probabilities using the following formulas:\n",
"\n",
"$ \\large \\hat\\pi_{1i} = \\frac{e^{\\hat{y}_{i}}}{1 + e^{\\hat{y_{i}}}}$ \n",
"\n",
"$ \\large \\hat\\pi_{0i} = 1 - \\hat\\pi_{1i} $\n"
]
},
{
"cell_type": "markdown",
"id": "d8c07168",
"metadata": {},
"source": [
"## Parameter Estimation\n",
"\n",
"To estimate the paramters, we use the category membership of the outcome scores (0 or 1) as an indicator variable.\n",
"\n",
"$\\text{indicator}_{0} = \\begin{cases}\n",
" \\text{0 if observation is in outcome category 0}\\\\ \n",
" \\text{1 if observation is in outcome category 0} \n",
"\\end{cases}$\n",
"\n",
"$\\text{indicator}_{1} = \\begin{cases}\n",
" \\text{0 if observation is in outcome category 1}\\\\ \n",
" \\text{1 if observation is in outcome category 1} \n",
"\\end{cases}$\n",
"\n",
"The cell below generates these indicator scores, for each observation in the dataset:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f52ef610",
"metadata": {},
"outputs": [
{
"data": {
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},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create dummy variables for addiction_status\n",
"pd.get_dummies(df['addiction_status'])"
]
},
{
"cell_type": "markdown",
"id": "f3e917c5",
"metadata": {},
"source": [
"The model gets its parameters, by maximizing the likelihood function:\n",
"\n",
"$ \\large \\prod\\limits_{i = 1}^{n} \\hat\\pi_{0i}^{\\text{indicator}_{0i}} \\hat\\pi_{1i}^{\\text{indicator}_{1i}} $\n",
"\n",
"Equivalently, by minimizing the negative log-likelihood function (has the same effect, but easier for a computer to work with):\n",
"\n",
"$ \\large - \\sum\\limits_{i = 1}^{n} \\text{indicator}_{0i} \\cdot ln(\\hat\\pi_{0i}) + \\text{indicator}_{1i} \\cdot ln(\\hat\\pi_{1i}) $"
]
},
{
"cell_type": "markdown",
"id": "ef5d4c8f",
"metadata": {},
"source": [
"## Implementation\n",
"\n",
"The cell below defines a python function that implements the negative log-likelhood function shown above:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f22f49ab",
"metadata": {},
"outputs": [],
"source": [
"# define a cost function for binary logistic regression\n",
"def logit_cost(intercept_and_slope, x, y):\n",
" \n",
" indicators = pd.get_dummies(df['addiction_status'])\n",
"\n",
" intercept, slope = intercept_and_slope\n",
" \n",
" predicted_log_odds_1 = intercept + slope * x\n",
" \n",
" predicted_prob_1 = np.exp(predicted_log_odds_1)/(1 + np.exp(predicted_log_odds_1))\n",
" \n",
" likelihoods = indicators[1] * np.log(predicted_prob_1) + indicators[0] * np.log(1 - predicted_prob_1)\n",
" \n",
" likelihood = np.sum(likelihoods)\n",
"\n",
" return -likelihood"
]
},
{
"cell_type": "markdown",
"id": "355191ee",
"metadata": {},
"source": [
"The python cell below tests the the negative log likelihood function with the parameters: \n",
"\n",
"$b_0$ = 0\n",
"\n",
"$b_1$ = 0\n",
"\n",
"for the `addiction_status ~ number_of_social_contacts` data:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0c89f9c6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"851.1900652501769"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# testing the cost function\n",
"logit_cost([1,1], df['number_of_social_contacts'], df['addiction_status'])"
]
},
{
"cell_type": "markdown",
"id": "aef1053c",
"metadata": {},
"source": [
"The cell below implements code which passes the negative log-likelihood function and some intitial guesses at the parameters, to the [minimize](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html) function, from the [SciPy](https://scipy.org/) library.\n",
"\n",
"`mimimize` will try various sets of parameters until it finds the parameters which give the lowest value of the function:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "95100b19",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.01119212, -0.28962196])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# finding the values of the parameters that minimize the cost function\n",
"minimize(logit_cost, [1,1], args =(df['number_of_social_contacts'], df['addiction_status']), tol = 1e-16).x"
]
},
{
"cell_type": "markdown",
"id": "931aa4e2",
"metadata": {},
"source": [
"The values in the output of the cell above are the intercept and slope (in that order) which minimize the cost function. We can see that these are the same parameters we obtain when implementing binary logistic regression via the [statsmodels](https://www.statsmodels.org/stable/index.html) library (the parameter estimates from `statsmodels` are in the `coef` section of the regression table shown below):"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "96886230",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 0.338112\n",
" Iterations 7\n"
]
},
{
"data": {
"text/html": [
"
\n",
"
Logit Regression Results
\n",
"
\n",
"
Dep. Variable:
addiction_status
No. Observations:
100
\n",
"
\n",
"
\n",
"
Model:
Logit
Df Residuals:
98
\n",
"
\n",
"
\n",
"
Method:
MLE
Df Model:
1
\n",
"
\n",
"
\n",
"
Date:
Thu, 07 Jul 2022
Pseudo R-squ.:
0.1651
\n",
"
\n",
"
\n",
"
Time:
11:09:16
Log-Likelihood:
-33.811
\n",
"
\n",
"
\n",
"
converged:
True
LL-Null:
-40.496
\n",
"
\n",
"
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"
Covariance Type:
nonrobust
LLR p-value:
0.0002556
\n",
"
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coef
std err
z
P>|z|
[0.025
0.975]
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Intercept
-0.0112
0.557
-0.020
0.984
-1.103
1.080
\n",
"
\n",
"
\n",
"
number_of_social_contacts
-0.2896
0.098
-2.969
0.003
-0.481
-0.098
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\n",
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"text/plain": [
"\n",
"\"\"\"\n",
" Logit Regression Results \n",
"==============================================================================\n",
"Dep. Variable: addiction_status No. Observations: 100\n",
"Model: Logit Df Residuals: 98\n",
"Method: MLE Df Model: 1\n",
"Date: Thu, 07 Jul 2022 Pseudo R-squ.: 0.1651\n",
"Time: 11:09:16 Log-Likelihood: -33.811\n",
"converged: True LL-Null: -40.496\n",
"Covariance Type: nonrobust LLR p-value: 0.0002556\n",
"=============================================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"---------------------------------------------------------------------------------------------\n",
"Intercept -0.0112 0.557 -0.020 0.984 -1.103 1.080\n",
"number_of_social_contacts -0.2896 0.098 -2.969 0.003 -0.481 -0.098\n",
"=============================================================================================\n",
"\"\"\""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fitting a logistic regression model with statsmodels\n",
"mod = smf.logit('addiction_status ~ number_of_social_contacts', data = df).fit()\n",
"\n",
"# show the regression table\n",
"mod.summary()"
]
},
{
"cell_type": "markdown",
"id": "c6e7675e",
"metadata": {},
"source": [
"## Interpretation (one predictor model)\n",
"\n",
"Note: the intercept and slope are shown under the `coef` heading in the regression table above, the associated $p$-values are shown under `P>|z|`.\n",
"\n",
"The coefficients tell us:\n",
"\n",
"$b_0$ : the intercept, the expected log odds of falling into category 1, where the predictor equals 0.\n",
"\n",
"$b_1$: the predicted change in the log odds of being in category 1 for a 1-unit increase in the predictor.\n",
"\n",
"The predictions produced by the model come to us on scale of the log odds ratio:\n",
"\n",
"$ \\large \\hat{y}_{i} = ln \\left( \\frac{\\hat\\pi_{1}}{\\hat\\pi_{0}} \\right)_i = b_{0} + b_{i}x_{11} + \\dots + b_{k}x_{ki} $"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b568fd0c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# the model predictions are linear on the log scale\n",
"log_odds_predictions_1 = mod.params.loc['Intercept'] + mod.params.loc['number_of_social_contacts'] * df['number_of_social_contacts']\n",
"islands_GLM.addiction_plot(df, log_odds_predictions_1, log_scale = True)"
]
},
{
"cell_type": "markdown",
"id": "ba329c3d",
"metadata": {},
"source": [
"To get the predictions on a probability scale (e.g. ranging between 0 and 1, we must convert from log odds to probability using the following formula:\n",
"\n",
"$ \\large \\hat\\pi_{1i} = \\frac{e^{\\hat{y}_{i}}}{1 + e^{\\hat{y_{i}}}}$ \n",
"\n",
"The probability prediuctions are shown on the graph below:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "7bfc54e9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"probability_predictions_1 = np.exp(log_odds_predictions_1)/(1 + np.exp(log_odds_predictions_1))\n",
"islands_GLM.addiction_plot(df, predictions = probability_predictions_1, plot_predictions = True)"
]
},
{
"cell_type": "markdown",
"id": "14201166",
"metadata": {},
"source": [
"We can also get the predcited probability of being the other outcome category (e.g. NOT an addict), by using the following formula:\n",
"\n",
"$ \\large \\hat\\pi_{0i} = 1 - \\hat\\pi_{1i} $\n",
"\n",
"The graph below shows also the predcited probability of NOT being an addict:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "8b389408",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"islands_GLM.addiction_plot(df, predictions = probability_predictions_1, plot_predictions = True, plot_other = True)"
]
},
{
"cell_type": "markdown",
"id": "e324f127",
"metadata": {},
"source": [
"## Effect of the slope and intercept on the Logistic Regression curve\n",
"\n",
"On the scale of the log odds ratio, changing the intercept moves the line up and down the y-axis. On the probability scale, this moves the logistic curve along the x-axis:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "68563196",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"b0 = mod.params[0]\n",
"b1 = mod.params[1]\n",
"islands_GLM.odds_prob_intercept_plot(b0, 0.5, df)"
]
},
{
"cell_type": "markdown",
"id": "31d8d8e6",
"metadata": {},
"source": [
"On the scale of the log odds ratio, changing the slope changes the steepness of the line. On the probability scale, this makes the logistic curve ascend more or less steeply:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "11fc8b8b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"islands_GLM.odds_prob_slope_plot(b0, b1, df);"
]
},
{
"cell_type": "markdown",
"id": "2cafd1f9",
"metadata": {},
"source": [
"## Binary Logistic Regression with multiple predictors\n",
"\n",
"For models with more than one predictor, binary logistic regression fits a surface to the data, if there are two predictions, and a manifold to the data if there are more than two predictors.\n",
"\n",
"The graph below shows a binary logistic regression model fit to an outcome with two continuous predictor variables. The blue surface is the binary logistic regression model, the red dots and black dots are the hypothetical data points. The blue surface indicates the predicted probability of being in outcome category 1, for any set of predictor scores:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "665e3e85",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# show how binary logistic regression works in multiple dimensions\n",
"islands_GLM.bin_log_reg_plot(x_slope = 0.8, y_slope =0.8)"
]
},
{
"cell_type": "markdown",
"id": "017c6a6c",
"metadata": {},
"source": [
"The data from the island also contains a second binary categorical variable, detailed below:\n",
"\n",
"`drug_alone`: a binary categorical variable, indicating whether a person uses their drug of choice alone at least twice a week (`1` indicates `YES`, `0` indicates `NO`)\n",
"\n",
"We can us this as a second predictor, using the model: `addiction_status ~ number_of_social_contacts + drug_alone`.\n",
"\n",
"We'll uses `statsmodels` to fit this model:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "6a33832c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 0.334882\n",
" Iterations 7\n"
]
},
{
"data": {
"text/html": [
"
\n",
"
Logit Regression Results
\n",
"
\n",
"
Dep. Variable:
addiction_status
No. Observations:
100
\n",
"
\n",
"
\n",
"
Model:
Logit
Df Residuals:
97
\n",
"
\n",
"
\n",
"
Method:
MLE
Df Model:
2
\n",
"
\n",
"
\n",
"
Date:
Thu, 07 Jul 2022
Pseudo R-squ.:
0.1731
\n",
"
\n",
"
\n",
"
Time:
11:09:18
Log-Likelihood:
-33.488
\n",
"
\n",
"
\n",
"
converged:
True
LL-Null:
-40.496
\n",
"
\n",
"
\n",
"
Covariance Type:
nonrobust
LLR p-value:
0.0009045
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
coef
std err
z
P>|z|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
Intercept
-0.2666
0.643
-0.414
0.679
-1.528
0.994
\n",
"
\n",
"
\n",
"
number_of_social_contacts
-0.2891
0.096
-3.011
0.003
-0.477
-0.101
\n",
"
\n",
"
\n",
"
drug_alone
0.4996
0.625
0.800
0.424
-0.725
1.724
\n",
"
\n",
"
"
],
"text/plain": [
"\n",
"\"\"\"\n",
" Logit Regression Results \n",
"==============================================================================\n",
"Dep. Variable: addiction_status No. Observations: 100\n",
"Model: Logit Df Residuals: 97\n",
"Method: MLE Df Model: 2\n",
"Date: Thu, 07 Jul 2022 Pseudo R-squ.: 0.1731\n",
"Time: 11:09:18 Log-Likelihood: -33.488\n",
"converged: True LL-Null: -40.496\n",
"Covariance Type: nonrobust LLR p-value: 0.0009045\n",
"=============================================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"---------------------------------------------------------------------------------------------\n",
"Intercept -0.2666 0.643 -0.414 0.679 -1.528 0.994\n",
"number_of_social_contacts -0.2891 0.096 -3.011 0.003 -0.477 -0.101\n",
"drug_alone 0.4996 0.625 0.800 0.424 -0.725 1.724\n",
"=============================================================================================\n",
"\"\"\""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# fit a logistic regression model with statsmodels\n",
"mod2 = smf.logit('addiction_status ~ number_of_social_contacts + drug_alone', data = df).fit()\n",
"\n",
"# show the regression table\n",
"mod2.summary()"
]
},
{
"cell_type": "markdown",
"id": "cab66dfc",
"metadata": {},
"source": [
"The graph below shows the raw data, and the logistic regression probability surface, in 3D dataspace:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "3f58cab3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"intercept, number_of_social_contacts_slope, drug_type_slope = mod2.params[:3]\n",
"islands_GLM.three_D_model_plot('number_of_social_contacts', 'drug_alone', \n",
" 'addiction_status', intercept, number_of_social_contacts_slope, drug_type_slope,\n",
" df, 'logistic_regression_model', 'drug_alone = YES', 'drug_alone = NO', azim = 30)"
]
},
{
"cell_type": "markdown",
"id": "0cb6e654",
"metadata": {},
"source": [
"## Interpretation (multiple predictors)\n",
"\n",
"Note: the intercept and slopes are shown under the `coef` heading in the regression table above, the associated $p$-values are shown under `P>|z|`.\n",
"\n",
"The intercept, tells us the predicted log odds ratio of being in category 1, for an observation whose score on all other predictors is 0. The $p$-value for the intercept tells us how (un)likely it would be to obtain an intercpet of the value we obtained, if randomly sampling from a population where the true intercept was 0.\n",
"\n",
"The slope of each predictor tells us the predicted difference in log odds ratio of being in category 1 when we compare between scores for two hypothetical observations which differed *only* by a one unit score in that predictor, controlling for the other variables in the model. The $p$-values for each predictor tell us how (un)likely it would be, under repeated random sampling, to observe a slope of the size we observed if the population slope was zero."
]
},
{
"cell_type": "markdown",
"id": "5462edc8",
"metadata": {},
"source": [
"## Statistical interaction in Binary Logistic Regression\n",
"\n",
"The definition of statistical interaction is: the influence of a predictor on the outcome variable depends on the value of some other predictor(s).\n",
"\n",
"If we fit an interaction term in a binary logistic regression model, then this the logistic regression probability surface to 'bend', so that the effect of one of the predictors is altered by the value of the other predictor. The graph below shows a logistic probability surface with statistical interaction:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "86bfec70",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# this code generates the plot below\n",
"islands_GLM.bin_log_reg_plot(interaction = True)"
]
},
{
"cell_type": "markdown",
"id": "7d2e360b",
"metadata": {},
"source": [
"That's it for binary logistic regression (for now). You can visit another page/island via the links in the table of contents, and at the bottom of this page..."
]
},
{
"cell_type": "markdown",
"id": "2f2e5f61",
"metadata": {},
"source": [
"***\n",
"By [Peter Rush](99_about_the_author.ipynb) "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}