"
],
"text/plain": [
" year age maritl race education region \\\n",
"0 2006 18 1. Never Married 1. White 1.0 2. Middle Atlantic \n",
"1 2004 24 1. Never Married 1. White 4.0 2. Middle Atlantic \n",
"2 2003 45 2. Married 1. White 3.0 2. Middle Atlantic \n",
"3 2003 43 2. Married 3. Asian 4.0 2. Middle Atlantic \n",
"4 2005 50 4. Divorced 1. White 2.0 2. Middle Atlantic \n",
"\n",
" jobclass health health_ins logwage wage \n",
"0 1. Industrial 1. <=Good 2. No 4.318063 75.043154 \n",
"1 2. Information 2. >=Very Good 2. No 4.255273 70.476020 \n",
"2 1. Industrial 1. <=Good 1. Yes 4.875061 130.982177 \n",
"3 2. Information 2. >=Very Good 1. Yes 5.041393 154.685293 \n",
"4 2. Information 1. <=Good 1. Yes 4.318063 75.043154 "
]
},
"execution_count": 284,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wage_df = pd.read_csv('./data/Wage.csv')\n",
"wage_df = wage_df.drop(wage_df.columns[0], axis=1)\n",
"\n",
"wage_df['education'] = wage_df['education'].map({'1. < HS Grad': 1.0, \n",
" '2. HS Grad': 2.0, \n",
" '3. Some College': 3.0,\n",
" '4. College Grad': 4.0,\n",
" '5. Advanced Degree': 5.0\n",
" })\n",
"\n",
"wage_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Polynomial regression"
]
},
{
"cell_type": "code",
"execution_count": 285,
"metadata": {},
"outputs": [],
"source": [
"# Derive 4 degree polynomial features of age\n",
"degree = 4\n",
"f = ' + '.join(['np.power(age, {})'.format(i) for i in np.arange(1, degree+1)])\n",
"X = pt.dmatrix(f, wage_df)\n",
"y = np.asarray(wage_df['wage'])"
]
},
{
"cell_type": "code",
"execution_count": 286,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
OLS Regression Results
\n",
"
\n",
"
Dep. Variable:
y
R-squared:
0.086
\n",
"
\n",
"
\n",
"
Model:
OLS
Adj. R-squared:
0.085
\n",
"
\n",
"
\n",
"
Method:
Least Squares
F-statistic:
70.69
\n",
"
\n",
"
\n",
"
Date:
Sun, 14 Oct 2018
Prob (F-statistic):
2.77e-57
\n",
"
\n",
"
\n",
"
Time:
17:48:26
Log-Likelihood:
-15315.
\n",
"
\n",
"
\n",
"
No. Observations:
3000
AIC:
3.064e+04
\n",
"
\n",
"
\n",
"
Df Residuals:
2995
BIC:
3.067e+04
\n",
"
\n",
"
\n",
"
Df Model:
4
\n",
"
\n",
"
\n",
"
Covariance Type:
nonrobust
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
coef
std err
t
P>|t|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
const
-184.1542
60.040
-3.067
0.002
-301.879
-66.430
\n",
"
\n",
"
\n",
"
x1
21.2455
5.887
3.609
0.000
9.703
32.788
\n",
"
\n",
"
\n",
"
x2
-0.5639
0.206
-2.736
0.006
-0.968
-0.160
\n",
"
\n",
"
\n",
"
x3
0.0068
0.003
2.221
0.026
0.001
0.013
\n",
"
\n",
"
\n",
"
x4
-3.204e-05
1.64e-05
-1.952
0.051
-6.42e-05
1.45e-07
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
Omnibus:
1097.594
Durbin-Watson:
1.960
\n",
"
\n",
"
\n",
"
Prob(Omnibus):
0.000
Jarque-Bera (JB):
4965.521
\n",
"
\n",
"
\n",
"
Skew:
1.722
Prob(JB):
0.00
\n",
"
\n",
"
\n",
"
Kurtosis:
8.279
Cond. No.
5.67e+08
\n",
"
\n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. [2] The condition number is large, 5.67e+08. This might indicate that there are strong multicollinearity or other numerical problems."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.086\n",
"Model: OLS Adj. R-squared: 0.085\n",
"Method: Least Squares F-statistic: 70.69\n",
"Date: Sun, 14 Oct 2018 Prob (F-statistic): 2.77e-57\n",
"Time: 17:48:26 Log-Likelihood: -15315.\n",
"No. Observations: 3000 AIC: 3.064e+04\n",
"Df Residuals: 2995 BIC: 3.067e+04\n",
"Df Model: 4 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const -184.1542 60.040 -3.067 0.002 -301.879 -66.430\n",
"x1 21.2455 5.887 3.609 0.000 9.703 32.788\n",
"x2 -0.5639 0.206 -2.736 0.006 -0.968 -0.160\n",
"x3 0.0068 0.003 2.221 0.026 0.001 0.013\n",
"x4 -3.204e-05 1.64e-05 -1.952 0.051 -6.42e-05 1.45e-07\n",
"==============================================================================\n",
"Omnibus: 1097.594 Durbin-Watson: 1.960\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 4965.521\n",
"Skew: 1.722 Prob(JB): 0.00\n",
"Kurtosis: 8.279 Cond. No. 5.67e+08\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 5.67e+08. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"execution_count": 286,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Fit linear model\n",
"model = sm.OLS(y, X).fit()\n",
"y_hat = model.predict(X)\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 287,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# STATS\n",
"# ----------------------------------\n",
"# Reference: https://stats.stackexchange.com/questions/44838/how-are-the-standard-errors-of-coefficients-calculated-in-a-regression\n",
"\n",
"# Covariance of coefficient estimates\n",
"mse = np.sum(np.square(y_hat - y)) / y.size\n",
"cov = mse * np.linalg.inv(X.T @ X)\n",
"# ...or alternatively this stat is provided by stats models:\n",
"#cov = model.cov_params()\n",
"\n",
"# Calculate variance of f(x)\n",
"var_f = np.diagonal((X @ cov) @ X.T)\n",
"# Derive standard error of f(x) from variance\n",
"se = np.sqrt(var_f)\n",
"conf_int = 2*se\n",
"\n",
"# PLOT\n",
"# ----------------------------------\n",
"# Setup axes\n",
"fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
"# Plot datapoints\n",
"sns.scatterplot(x='age', y='wage',\n",
" color='tab:gray',\n",
" alpha=0.2,\n",
" ax=ax,\n",
" data=pd.concat([wage_df['age'], wage_df['wage']], axis=1));\n",
"\n",
"# Plot estimated f(x)\n",
"sns.lineplot(x=X[:, 1], y=y_hat, ax=ax, color='blue');\n",
"\n",
"# Plot confidence intervals\n",
"sns.lineplot(x=X[:, 1], y=y_hat+conf_int, color='blue');\n",
"sns.lineplot(x=X[:, 1], y=y_hat-conf_int, color='blue');\n",
"# dash confidnece int\n",
"ax.lines[1].set_linestyle(\"--\")\n",
"ax.lines[2].set_linestyle(\"--\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Selecting degrees of freedom for polynomial regression with ANOVA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**ISL Authors:** In performing a polynomial regression we must decide on the degree of the polynomial to use. One way to do this is by using hypothesis tests. We now fit models ranging from linear to a degree-5 polynomial and seek to determine the simplest model which is sufficient to explain the relationship between wage and age."
]
},
{
"cell_type": "code",
"execution_count": 288,
"metadata": {},
"outputs": [
{
"data": {
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df_resid
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ssr
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df_diff
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ss_diff
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F
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Pr(>F)
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0
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2998.0
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0.0
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NaN
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NaN
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NaN
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1
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2997.0
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4.793430e+06
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1.0
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228786.010128
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143.593107
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2.363850e-32
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\n",
"
\n",
"
2
\n",
"
2996.0
\n",
"
4.777674e+06
\n",
"
1.0
\n",
"
15755.693664
\n",
"
9.888756
\n",
"
1.679202e-03
\n",
"
\n",
"
\n",
"
3
\n",
"
2995.0
\n",
"
4.771604e+06
\n",
"
1.0
\n",
"
6070.152124
\n",
"
3.809813
\n",
"
5.104620e-02
\n",
"
\n",
"
\n",
"
4
\n",
"
2994.0
\n",
"
4.770322e+06
\n",
"
1.0
\n",
"
1282.563017
\n",
"
0.804976
\n",
"
3.696820e-01
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" df_resid ssr df_diff ss_diff F Pr(>F)\n",
"0 2998.0 5.022216e+06 0.0 NaN NaN NaN\n",
"1 2997.0 4.793430e+06 1.0 228786.010128 143.593107 2.363850e-32\n",
"2 2996.0 4.777674e+06 1.0 15755.693664 9.888756 1.679202e-03\n",
"3 2995.0 4.771604e+06 1.0 6070.152124 3.809813 5.104620e-02\n",
"4 2994.0 4.770322e+06 1.0 1282.563017 0.804976 3.696820e-01"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Derive 5 degree polynomial features of age\n",
"degree = 5\n",
"f = ' + '.join(['np.power(age, {})'.format(i) for i in np.arange(1, degree+1)])\n",
"X = pt.dmatrix(f, wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"\n",
"# Get models of increasing degrees\n",
"model_1 = sm.OLS(y, X[:, 0:2]).fit()\n",
"model_2 = sm.OLS(y, X[:, 0:3]).fit()\n",
"model_3 = sm.OLS(y, X[:, 0:4]).fit()\n",
"model_4 = sm.OLS(y, X[:, 0:5]).fit()\n",
"model_5 = sm.OLS(y, X[:, 0:6]).fit()\n",
"\n",
"# Compare models with ANOVA\n",
"display(sm.stats.anova_lm(model_1, model_2, model_3, model_4, model_5))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**ISL Authors:** The p-value comparing the linear Model 1 to the quadratic Model 2 is essentially zero (<10−15), indicating that a linear fit is not sufficient. Sim- ilarly the p-value comparing the quadratic Model 2 to the cubic Model 3 is very low (0.0017), so the quadratic fit is also insufficient. The p-value comparing the cubic and degree-4 polynomials, Model 3 and Model 4, is ap- proximately 5 % while the degree-5 polynomial Model 5 seems unnecessary because its p-value is 0.37. Hence, either a cubic or a quartic polynomial appear to provide a reasonable fit to the data, but lower- or higher-order models are not justified."
]
},
{
"cell_type": "code",
"execution_count": 289,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.75818559, 0.84262114, 0.77341959, 0.56366932, 0.4460959 ,\n",
" 0.36968197])"
]
},
"execution_count": 289,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_5.pvalues"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Revision note:** ISL suggests that the above results should be same as for annova pvalues, but that isn;t observed here us statsmodels. Why?\n",
"\n",
"\n",
"**ISL Authors:** However, the ANOVA method works whether or not we used orthogonal polynomials; it also works when we have other terms in the model as well. For example, we can use anova() to compare these three models:"
]
},
{
"cell_type": "code",
"execution_count": 292,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" df_resid ssr df_diff ss_diff F Pr(>F)\n",
"0 2997.0 3.902335e+06 0.0 NaN NaN NaN\n",
"1 2996.0 3.759472e+06 1.0 142862.701185 113.991883 3.838075e-26\n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Derive 5 degree polynomial features of age\n",
"degree = 3\n",
"f = 'education +' + ' + '.join(['np.power(age, {})'.format(i) for i in np.arange(1, degree+1)])\n",
"X = pt.dmatrix(f, wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"\n",
"# Get models of increasing degrees\n",
"model_1 = sm.OLS(y, X[:, 0:3]).fit()\n",
"model_2 = sm.OLS(y, X[:, 0:4]).fit()\n",
"model_3 = sm.OLS(y, X[:, 0:5]).fit()\n",
"\n",
"# Compare models with ANOVA\n",
"display(sm.stats.anova_lm(model_1, model_2, model_3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Polynomial logistic regression with bootstrapped confidence intervals"
]
},
{
"cell_type": "code",
"execution_count": 442,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
year
\n",
"
age
\n",
"
maritl
\n",
"
race
\n",
"
education
\n",
"
region
\n",
"
jobclass
\n",
"
health
\n",
"
health_ins
\n",
"
logwage
\n",
"
wage
\n",
"
wage_above_250
\n",
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" \n",
" \n",
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0
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2006
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18
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1. Never Married
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1. White
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1.0
\n",
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2. Middle Atlantic
\n",
"
1. Industrial
\n",
"
1. <=Good
\n",
"
2. No
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"
4.318063
\n",
"
75.043154
\n",
"
0.0
\n",
"
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"
\n",
"
1
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2004
\n",
"
24
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"
1. Never Married
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"
1. White
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"
4.0
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"
2. Middle Atlantic
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"
2. Information
\n",
"
2. >=Very Good
\n",
"
2. No
\n",
"
4.255273
\n",
"
70.476020
\n",
"
0.0
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2
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2003
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45
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"
2. Married
\n",
"
1. White
\n",
"
3.0
\n",
"
2. Middle Atlantic
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"
1. Industrial
\n",
"
1. <=Good
\n",
"
1. Yes
\n",
"
4.875061
\n",
"
130.982177
\n",
"
0.0
\n",
"
\n",
"
\n",
"
3
\n",
"
2003
\n",
"
43
\n",
"
2. Married
\n",
"
3. Asian
\n",
"
4.0
\n",
"
2. Middle Atlantic
\n",
"
2. Information
\n",
"
2. >=Very Good
\n",
"
1. Yes
\n",
"
5.041393
\n",
"
154.685293
\n",
"
0.0
\n",
"
\n",
"
\n",
"
4
\n",
"
2005
\n",
"
50
\n",
"
4. Divorced
\n",
"
1. White
\n",
"
2.0
\n",
"
2. Middle Atlantic
\n",
"
2. Information
\n",
"
1. <=Good
\n",
"
1. Yes
\n",
"
4.318063
\n",
"
75.043154
\n",
"
0.0
\n",
"
\n",
" \n",
"
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"
],
"text/plain": [
" year age maritl race education region \\\n",
"0 2006 18 1. Never Married 1. White 1.0 2. Middle Atlantic \n",
"1 2004 24 1. Never Married 1. White 4.0 2. Middle Atlantic \n",
"2 2003 45 2. Married 1. White 3.0 2. Middle Atlantic \n",
"3 2003 43 2. Married 3. Asian 4.0 2. Middle Atlantic \n",
"4 2005 50 4. Divorced 1. White 2.0 2. Middle Atlantic \n",
"\n",
" jobclass health health_ins logwage wage \\\n",
"0 1. Industrial 1. <=Good 2. No 4.318063 75.043154 \n",
"1 2. Information 2. >=Very Good 2. No 4.255273 70.476020 \n",
"2 1. Industrial 1. <=Good 1. Yes 4.875061 130.982177 \n",
"3 2. Information 2. >=Very Good 1. Yes 5.041393 154.685293 \n",
"4 2. Information 1. <=Good 1. Yes 4.318063 75.043154 \n",
"\n",
" wage_above_250 \n",
"0 0.0 \n",
"1 0.0 \n",
"2 0.0 \n",
"3 0.0 \n",
"4 0.0 "
]
},
"execution_count": 442,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create logistic repsonse for wage > 250\n",
"wage_df['wage_above_250'] = (wage_df['wage'] > 250).astype(np.float64)\n",
"wage_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 401,
"metadata": {},
"outputs": [],
"source": [
"def logit_boot(df, idx):\n",
" # Derive 4 degree polynomial features of age\n",
" degree = 4\n",
" f = ' + '.join(['np.power(age, {})'.format(i) for i in np.arange(1, degree+1)])\n",
" X = pt.dmatrix(f, df.loc[idx])\n",
" y = np.asarray(df['wage_above_250'].loc[idx])\n",
" # Some sample for predictions observations \n",
" x1_test = np.arange(20,81)\n",
" X_test = np.array([np.ones(len(x1)), x1, np.power(x1, 2), np.power(x1, 3), np.power(x1, 4)]).T\n",
" \n",
" # Fit logistic regression model\n",
" model = sm.Logit(y, X).fit(disp=0)\n",
" y_hat = model.predict(X_test)\n",
" return y_hat"
]
},
{
"cell_type": "code",
"execution_count": 422,
"metadata": {},
"outputs": [],
"source": [
"def tenth_percentile(df, idx):\n",
" Z = np.array(df.loc[idx])\n",
" return np.percentile(Z, 10)\n",
"\n",
"def boot_idx(n):\n",
" \"\"\"Return index for bootstrap sample of size n\n",
" e.g. generate array in range 0 to n, with replacement\"\"\"\n",
" return np.random.randint(low=0, high=n, size=n)\n",
"\n",
"def boot(fn, data_df, samples):\n",
" \"\"\"Perform bootstrap for B number of samples\"\"\"\n",
" results = []\n",
" for s in range(samples):\n",
" Z = fn(data_df, boot_idx(data_df.shape[0]))\n",
" results += [Z]\n",
" return np.array(results)\n",
"\n",
"# Get y_hat for B number of bootstrap samples\n",
"B = 1000\n",
"boot_obs = boot(logit_boot, wage_df, samples=B)\n",
"SE_pred = np.std(boot_obs, axis=0) "
]
},
{
"cell_type": "code",
"execution_count": 441,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate 5% and 95% percentiles of y_hat across all bootstrap samples\n",
"upper = np.percentile(boot_obs, 95, axis=0)\n",
"lower = np.percentile(boot_obs, 5, axis=0)\n",
"\n",
"# Derive 4 degree polynomial features of age\n",
"degree = 4\n",
"f = ' + '.join(['np.power(age, {})'.format(i) for i in np.arange(1, degree+1)])\n",
"X = pt.dmatrix(f, wage_df)\n",
"y = np.asarray(wage_df['wage_above_250'])\n",
"# Some test observations \n",
"x1_test = np.arange(20,81)\n",
"X_test = np.array([np.ones(len(x1)), x1, np.power(x1, 2), np.power(x1, 3), np.power(x1, 4)]).T\n",
"\n",
"# Fit logistic regression model\n",
"model = sm.Logit(y, X).fit(disp=0)\n",
"y_hat = model.predict(X_test)\n",
"\n",
"\n",
"# Setup axes\n",
"fig, ax = plt.subplots(figsize=(10,10))\n",
"plot_df = pd.DataFrame({'Age': x1_test, 'Pr(Wage>250 | Age)': y_hat})\n",
"sns.lineplot(x='Age', y='Pr(Wage>250 | Age)', data=plot_df, color='red')\n",
"\n",
"sns.lineplot(x=x1_test, y=upper, color='blue');\n",
"sns.lineplot(x=x1_test, y=lower, color='blue');\n",
"\n",
"# Plot all f(x) estimations\n",
"for b in boot_obs:\n",
" #plot_df = pd.DataFrame({'Age': boot_obs[0][:, 0], 'Pr(Wage>250 | Age)': boot_obs[0][:, 1]})\n",
" sns.lineplot(x=x1_test, y=b, alpha=0.05)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here I've used the bootstrap sampling method to get estimates of f(x) for 1000 samples of the dataset. The 5th and 95th percentile of these estimates are shown in blue. The estimate for f(x) using the full dataset is shown in red. \n",
"\n",
"**Revision note:** I expected the 5th and 95th percentiles to correspond to the confidence intervals reported by the ISL authors. They are largely similar except for the higher bound for high values of age which tends to zero here but for the ISL authors tends to 1.\n",
"\n",
"### Step function"
]
},
{
"cell_type": "code",
"execution_count": 472,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Fit a natural spline with seven degrees of freedom\n",
"\n",
"# Use patsy to generate entire matrix of basis functions\n",
"X = pt.dmatrix('cr(age, df=7)', wage_df) # REVISION NOTE: Something funky happens when df=6\n",
"y = np.asarray(wage_df['wage'])\n",
"\n",
"# Fit logistic regression model\n",
"model = sm.OLS(y, X).fit(disp=0)\n",
"y_hat = model.predict(X)\n",
"conf_int = confidence_interval(X, y, y_hat)\n",
"\n",
"# PLOT\n",
"# ----------------------------------\n",
"# Setup axes\n",
"fig, ax = plt.subplots(figsize=(10,10))\n",
"\n",
"# Plot datapoints\n",
"sns.scatterplot(x='age', y='wage',\n",
" color='tab:gray',\n",
" alpha=0.2,\n",
" ax=ax,\n",
" data=pd.concat([wage_df['age'], wage_df['wage']], axis=1));\n",
"\n",
"# Plot estimated f(x)\n",
"sns.lineplot(x=wage_df['age'], y=y_hat, ax=ax, color='blue');\n",
"\n",
"# Plot confidence intervals\n",
"sns.lineplot(x=wage_df['age'], y=y_hat+conf_int, color='blue');\n",
"sns.lineplot(x=wage_df['age'], y=y_hat-conf_int, color='blue');\n",
"# dash confidnece int\n",
"ax.lines[1].set_linestyle(\"--\")\n",
"ax.lines[2].set_linestyle(\"--\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparing the above two plots we can see the increased linearity of the natural spline at the boundaries of age. This seems to yield a slight increase in confidence at the extremes of age.\n",
"\n",
"The ISLR authors cover smoothing splines in addition to the above. Smoothing splines seem to be poorly supported in python, I could only find `scipy.interpolate.UnivariateSpline`.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7.8.3 GAMs\n",
"\n",
"**ISL Authors:** We now fit a GAM to predict wage using natural spline functions of year and age, treating education as a qualitative predictor, as in (7.16). Since this is just a big linear regression model using an appropriate choice of basis functions, we can simply do this using the lm() function."
]
},
{
"cell_type": "code",
"execution_count": 517,
"metadata": {},
"outputs": [],
"source": [
"# Use patsy to generate entire matrix of basis functions\n",
"X = pt.dmatrix('cr(year, df=4)+cr(age, df=5) + education', wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"\n",
"# Fit logistic regression model\n",
"model = sm.OLS(y, X).fit(disp=0)\n",
"y_hat = model.predict(X)\n",
"conf_int = confidence_interval(X, y, y_hat)"
]
},
{
"cell_type": "code",
"execution_count": 530,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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4i+/som8sw3teuYq3XLWsKIeUzEtTVcYyDnnXY3nz/E+bbIHenENVyeQ9UjmH8Yx/tD6edvz5SQSi4RDVVWHaLDd7wagqT+3o44vP7qe+uor/+ZbLuGRp42J3y7xMnirjmTyOpyxprGZ5c+2CnDi3/1RD1vGP1MczDiPpPCOpHG5hwDwSChGLhGiurbKhlUWSzrl84fv7+N7uAa66qIk/vH19UaZ4mvNzPWUsk8dVZXlTDcubaxd0fnwL9BXGcT1SeZdU1mEklWc4lSPrnB5Xj1WFqI9VFeUVn5Xo8Kkkn3piFydG0vzmdSu455qL7L0pIY7rMZrJExK4qKWWrsYaqqsWfsoMC/RlzPOUdN4llXMZTecYSeVJZJ3J5bFImOpImLqYjasXo807+/jC9/dTGw3zP950KVcsb1rsLplZyrseY5k8kZCwpi3OksYaopHFuwbDAn2ZUFWyjp8FM57OM5zOMVYYV1egKuSPqxfrLIvmtEze5aFnD/D0zj4uW9bIH92xgea4DdWUgpzjMZ7NUxUOsb6jnvaGWFFcZGeBvkTlHI90ziWRzTOcmhhX96/oDItQXRWmqcbG1UvNseEU9z+xi8OnUvx6z0Xce+0KG6opAZm8SyLrUBMNc3FXA611xTXhnQX6EuB6SirnkMo6flBP58lMpDaKEIuEqLNx9ZL3/T0D/O0z+6gKC5/4tUu4emXzYnfJzCCVc0jlHOpiES5d1kBrPEaoCP8PLdAXGc9TMo4/rj6S8sfVkzlnssxaLBwmVhUibqmNZSPneHzphwf4zraTbOpq4I/v3GA1T4tcIuuQybs01lZxZWczTUWelWbRoojs709wYiTtz+GCP64eqwrRXBMt6j8ic+F6R9N86oldHBhI8rarl/Fb160sypqzxj8Plsg6ZB2PlrooF3c10FATKYn/TQv0RaJvNMPhU0lai3TyLBO8H+8f5K827yUkwp/evYlrV7cudpfMNPyLnBwc16OjoZqLWmqoL7ErwC3QF4Fk1mFX3zhNtVEL8hUg73o88uNDfPNXJ1jfWcef3LmRjobiLGRSyVzv9FWsS5v8q1jjJTr9c2n2uow4rsfOE2PEwqGiSMMy86t/LMP9T+5iT1+CN16xlPe8cpW970XG9ZTRdA6A5c21LGtenIucgmSBfpEdGkySyDmW314BfnbwFJ//7l48VT5210Zu7G5b7C6ZKSYucgqJsKo1zpKm6qIs/H4hLNAvooHxDIeHUrRbhkVZc1yPf/jJYb72/HHWtMf52F0b6Wqc/xkLzezkXY/RdJ6qsNDdUUdnQ3XZfcuyQL9I0jmXXb3jNNdaRk05G0xk+fSTu9nZO8brLl3C77xqzaJeCm9Oy+RdErk8sUiYTUvqaauPlW3GkwX6ReB6ys7eUcIhKbsjB3PaLw8P89mnd5N3lY/esYHXrG9f7C4Z/IOsZN6htirMJV2NRXcV63yYMcqIyMMi0i8i26a03SMi20XEE5GeKe23i8gvRGRr4faW+ep4KTsylGQ07ZRcipaZHddT/vEnh/nEv22nJR7lc++4woJ8EUhmHQYTGUJhuGJ5E9eubqGjobrsgzzM7oj+EeBB4CtT2rYBbwW+eNa6g8CvqeoJEbkUeBJYFkA/y8ZwMseBgaRd+VimhpI5HnhqN1uPj3L7pk7ue/Waks/YKGWqSjLrknEcmmujbOxqprEC54CaMdCr6rMisuqstp1wbo1PVX1+ysPtQLWIxFQ1O+eeloFM3mX7iVEaa6osX74M/erYCA88tZtUzuX3b13HrZs6F7tLFWuiVF/OceloiHFJawMNFfwNej7H6N8GPG9B3ud5yu6T44VJyOwIr5x4qnx1y1Ee/dkRljbV8OdvupSVrfHF7lZFWqxSfcVuXn4DInIJcD9wx0uscx9wH8CKFSvmoxtF5dhwiqFUlra4XQFZTkbTeT771G6ePzrCzevb+cDN3QtaIs74Jkr1eaosb65hWdPCluordoEHehFZDjwGvEtV959vPVV9CHgIoKenR4PuRzEZTeXZ15+gxS6KKivbT4zymSd3M5bJ86HXdnPHxZ0VN/a72IqlVF+xCzTQi0gT8DjwX1T1R0Fuu1TlHI/tvaPUV9t88eXCU+Wx54/zlecO0dlQzQNvv4I17XWL3a0ZJTIOWdeddpnA5FTYEx9WMnXhWXen+0A7vWzisZy5YJp1zny+nH/ZWdv0VEnmnKIp1VfsZgz0IvIocDPQJiLHgI8DQ8DfAO3A4yLygqreCXwI6Ab+VET+tLCJO1S1fz46X+xUlb1947ieUh+zo4xyMJbO8/nv7mHL4WFu7G7jw7d0U1vktQFUlaFUjvrqCOuWNE4GdPArkhXuTL3xS1CqH/y1sJb/WKc8l7PW0cltn/kap5+rp18RJp87sc6U5xfWmljOlNcBCImwvqOejobyvcgpSLPJurn3PIsem2bdPwf+fK6dKhcnRjL0jWcrYoqD4VSOff0J9vUn2Ns/TirnUhsNE49GqI1FqK0KUxsLUxuNEI+GqY3692uj4dPLo+Gi/qfdfXKc+5/cxXAyx/tfvYbXX9ZV9EM1eddjJJ1jRXMtq9vr7FtlhSruQ5ESNp7Js6dvnJba8ivqPJrOs78/wd6BBPv6x9nXn2Aw4c/2J8Dy5hoaaqo4lchxNJcmmXNI5Vxcb+ZTMdFIqPBBUPgQKNyPx85tm/wgmfiwKCyrrgoHmr6qqnzzVyd45MeHaIlHuf9tl7O+sz6w7c+XVM4hnXe5dGmjTYNc4SzQz4O867H9xBi10XDJH0ElMg77Bvyj9Ikj9v7x0xmzy5pquGRpI93tdXR31LGmPT7tUIaqknM9Ulm/TGIy5/iXohc+BFKF22TWJZ1zSObcyfahVNpvy7qk89OPMU8lQG00TM3Ubw8x/37N+b5RTP3QKCyLRkIksg5/vXkvzx04xXWrW/j9W9dTV138/zbDqRyxSIieVS2WXmgs0AdNVdnXnyCbd0suyyaZddg/MDH84t+eHMtMLl/SUM36znruvqyL7o461rbXzboQw8T1A7FImOY5pJh7qqSnfAic8aGRPd2Wmvyw8B+PpvL0jqQLy1xyrjfja0VCQigkuJ7yvhtX86Yrlxb9UI3r+ePxSxpirOust7mUDGCBPnB9oxlOjqaLfn75VM7hwECSfYXAvq8/wfGR9OTyjvoY3R113HFJJ+s66lnbHi+KuXlCIsRjkcIHzIX/jvOud8aHRSrrkMqf+2GRzXu8ZkM7G5c0BLcT8ySTd0lk86zvrGdZU03RfyiZhWOBPkDJrMPu/gRNRVbMO5N3OTiYLByl+0Mwx4bTk9kPbXVRujvqeO2Gdro76unuqKOxZvGD+nyqCodorAmVzX6OZfIoytUrWmisLY99MsGxQB+QqSUBFzNzJOd4HBxMsq9/fHL45ehwionzoM21VXR31HHTuna6O+robq+jOV5+J4wrhafKUDJHczzKxiX1drGQmZYF+oAcHEySzDkLOi6fdz0ODZ45/HJ4KDWZ3dJQHWFdZz3Xr21lXSGot8SL69uGuXB512M4lWN1W5xVrXFCJX7i38wfC/QBGBjPcGSeSwI6rseRodTkUfq+/gSHTiVxCkG9PhZhbUcdb71qmX+k3lFHe13MgnqZSmYdso7L5csbaa+31Enz0izQz1E657KzdyzQkoCupxwdSvnZLwMJ9vcnODCYIO/6QT0eDbO2o443Xbl0cky9s96CeiWYuMo1Hg3Ts6pl1llPprLZX8kcuJ6yo3eUqlB4zmls/eMZvv78cfb1J9g/mCTn+Ol/NVVh1rbHufuypf7wS0cdSxqrbT77CuSnTmbpaqxhXUddUV9FbIqLBfo5OHwqyVjamXO1qLzr8cnHd3J0OEV3Rz13XbJkcvhlWVONBXVTSJ102NDZwNKmavv2Zl4WC/QXaDiZ49CpZCD58v/wk8McGEzyX+/exHWrWwPonSkno+kcIsLVK5vLJh3ULCwL9BdgoiRgQ/XcSwK+cHSEx54/zusuXWJB3pxhInWyJR5lY1e9VSYzF8wC/csUZEnAsXSezz+9h+XNNbz3xtUB9dCUg5zjMZrxUydXtljqpJkbC/Qv07HhFEPJ3JzH5VWVB5/Zx1gmz3/7tYvtQhczKZFxyHsuVyxvorUCprg2888C/csQZEnAp3b08dyBU/z2K1extgSqE5n5p6oMp3LEYxGuXNpqNU9NYCzQz1LWcdl2IpiSgMeGU/zvHxzgiuWNvPmqZQH10JQyp3CV67LmGta2W+qkCZYF+llQVfb1JfBU5zzEknc9PvvUHqLhEH9w23pLnTST8/Jf3NXAkqaaxe6OKUN22DALx0fS9I1naaqZ++Rf//TTI+wbSPB7t3Tb+KthJJ3DU4+eVc0W5M28sSP6GYxlCuPyAZQEfPHYCF/75THuvLiTG9a2BdA7U6omrnJtr4+xobOBaMSOucz8sUD/EvKux44TY9RWReY8Lj+eyfO5p/ewtKmG37lpTUA9NKUo67iMZRy62+u4qKXWrnI1827GwwgReVhE+kVk25S2e0Rku4h4ItJz1vr/RUT2ichuEblzPjq9ECZKAuYcb87ZDxOplCPpPB+9Y4OlUlaw8UyedN7lqouaWNEatyBvFsRsvi8+Atx1Vts24K3As1MbReRi4DeASwrP+YKIlGRUmygJ2BTAJeebd/bz4/2n+K3rVtLdYamUlUhVOZXMEqsK8YpVLVbsxSyoGYduVPVZEVl1VttOYLqjkTcB/6KqWeCgiOwDrgWeC6KzCyWZddjVNx5IScATI2m++IP9XLaskbdYKmVFyrseI+kcK5prWd1eN+dhQGNerqDPAC0Djk55fKzQdg4RuU9EtojIloGBgYC7ceEmSgJWR8JzzmV2XI8HntpNJOSnUto/eOVJ5RzGMnkuXdpId2e9/Q2YRRF0oJ/ur1inaUNVH1LVHlXtaW9vD7gbF+7AYIJkzgmkoMOjPz/K3v4EH3xtN+31lkpZaYZTOQB6VrXQ0WBVoMziCTrr5hhw0ZTHy4ETAb/GvBkYz3BsOENbAOOn246P8n+3HOW2TR28qruyUinzrkfW8YiGQ1SFpeJOOPqpkzmWNMRY11k/56I0xsxV0IH+m8A/i8jngKXAOuBnAb/GvJgoCdhUUzXnwJTIOnz26T0saazmvpvWBtTD4uSpks17ZPIuiuIB8aowTbVVJLMOQ6n85LpVoRCxqhDRcKhsg38m7zKeybOus57lzTVlu5+mtMwY6EXkUeBmoE1EjgEfB4aAvwHagcdF5AVVvVNVt4vIV4EdgAN8UFXdeet9QIIsCaiqfOF7+xhO5fj02y4vu4mpHNcjk/fIui6Cf0K+saaKrqZqGqqrqImGz7j4x/WUdN4lnXMZTecYTTkMp/KoKipKNBQum+A/lsmjKNesbKGx1gqEmOIxm6ybe8+z6LHzrP9J4JNz6dRCC6okIMAzu/v5wd5B/sP1K1nfWR9A7xaPqpJ1/KN1TxUFYpEQrfUxmmqriEcj1FSFX3Ku9HBIqItFqItFJs9TnC/4g/8akVCIWMT/KYXgP1EgpDkeZeOSertOwhSdir8y9lQiG1hJwN7RNH/3/QNcsrSBt129PIDeLSzXUzJ5l4zjfwkThPqaCCvqa2moqaI2Fg6kytH5gn8m75LOu4yl8wyn/B8tnMsv1uCfL8w6ubI1zuq2uGXVmKJU0YE+k3fZ0TtGY3V0zrNIup7y2af2EBL4w9tLI5Uy67hk8h6O5yEIkbDQHK9iVW0t8ViE2ujcp36YrXBIiMcixGORyW9W3sSRfyH4jxR+VM888o9GQosyC2gy65B1XC5f3kh7vWXVmOJVsYF+siQgEsiEUv/y8yPs7hvnj+/cQEcR/tO7npJ1XLKOh6f+UXJdLMLSpmoaa6qIxyJFd7QcOk/wzzj+sM9Yxj/qH13g4D9RIKQmGqZnVUsgqbjGzKeK/Qs9OhRMSUCAHb1jfHXLUW7Z0MFN64rjmoC865HOueQ9DxTCYaGpNspFzVHi1RHi0blfELYYQiGhNup/22iti7GaM4P/eMZhJJ1jLJ2fPK8QFqG6KhxI8Hc9P8gvaaymu6POUidNSajIQD+ayrN/IJiSgMmsw2ef2k1HfTW/+5rFmZVyuhTH2qoHhsa/AAASfklEQVQwHQ0xmuNRaqNhaqrCRXW0HqSzgz/EUVUyeY9Uzjlv8I9F/Iyf2Qb/TN4lkXVY31nP0qbqsv19mvJTcYE+yJKAAH/3/f0MJrLc/9bLqY0uzK9zIsUx5xZOmorQWBOhqyk+bYpjJRIRaqJhaqLhc4J/Ou+SKAz7jGXyuJ4/lDUR/KOR0Dl/G2MZ/3qAq1c20xjARHfGLKSKCvSqyt6+cTSAkoAA39vdz/f2DPDOa1ewsashgB6e63wpji11UZrj8VmlOBrf1ODfEo+yopXzBn/PA1BEBNdTWuJRNnbVB5J1ZMxCq6hAf3wkTf94jvYAxuVPjmX4X9/fz6auBt7Rc9HMT5ils1McARpqqiZTHGuiYcvTDtD5gn/W8c9xJLIOoCxrqrUPU1OyKibQj2Xy7O0LpiSg6ymfe3oPAB8JKJVSVTmVylEVCtFStzgpjsYnhZO31VVhmzfelIWKCPQTJQHjAQXN//uLo+zsHeMjt6+nM6BZCUfTeZY0VLNxSb2d5DPGBKrsz9gFWRIQYFfvGI/+7Ag3r2/n5g0dAfTQz+YIh4W17XUW5I0xgSv7QN83mqE3oJKAqZzDA0/vpq0uxvtfE8yslJ4q41mHS7oaKz5TxhgzP8o6siQKJQGbAygJCPDFZw8wMJ7lI3dsCOxqyOFUjtVttTbboTFm3pRtoPdLAo5SUxXMFaA/2DvAv+/q5x09F3FxQKmUiaxDXXWEFS3xQLZnjDHTKdtAf2AwQSrnBnIRU/94hr99Zh8bOuv5jVesCKB3/gdR1nHZtKTBsmqMMfOqLAN9/1iGY8NpmgNMpfQUPnJHcLNSDqfzbOistwmxjDHzruwCfSrnFEoCBjMu/6+/PMb2E2O8/zVr6GqsCaCHfk5/R32UJY3FN8ulMab8lFWgdz1lZ+8Y0fDcSwIC7Okb559/doSb1rXx2oBSKXOOh6rS3WH58saYhVFWgf7gYJLxjH+Cc67SOZcHntpNSzzKB27uDiQoqyqjmRybuhpsGgNjzIIpm0B/KpHl8FAykHF5gP/9gwOcHM3wh7etpy7AVMoVzbWF2RSNMWZhzCrQi8jDItIvItumtLWIyNMisrdw21xobxSRfxORX4nIdhH57fnq/ISJkoBNAZQEBPjRvkGe3tnH269ZzqXLGgPooX/uoLoqzKo2S6U0xiys2R7RPwLcdVbbx4DNqroO2Fx4DPBBYIeqXgHcDHxWROZtZijPU3adHCcUUEnAwUSWB5/Zx7qOOt55bTCplK6npHIuFy9tKMmqTsaY0jarqKOqzwJDZzW/Cfhy4f6XgTdPrA7Uiz+oXVd4njP3rk5vOJVjKJmlIYApDlxP+fzTe3A8j4/esSGwoDycztLdUUd9tV39aoxZeHMZfO5U1V4AVe0VkYm0lAeBbwIngHrg11XVm1s3z89TAisC/fUXjvPi8VE+fEs3S5sCSqVM52mpjbEsoO0ZY8zLNR/jCHcCLwBLgSuBB0XknDkDROQ+EdkiIlsGBgbmoRsvz77+BP/wk8PcuLaV2zZ1BrLNvOvhqseGJfVWtMIYs2jmEuj7RKQLoHDbX2j/beBr6tsHHAQ2nv1kVX1IVXtUtae9vX0O3Zi7TN5PpWyqqeKDrw0wlTKdY+MSS6U0xiyuuQT6bwLvLtx/N/CNwv0jwK0AItIJbAAOzOF15t2XfniQEyNp/vD29YGNo4+k8yxprKEjoMIkxhhzoWY1Ri8ij+Jn0LSJyDHg48CngK+KyPvwg/s9hdX/DHhERLYCAvyJqg4G3fGgPLd/kCe3n+RtVy/n8uVNgWwzk3eJFAqJGGPMYptVoFfVe8+z6NZp1j0B3DGXTi2UU4ksf/Pv++hur+M3rwsmldJTZTyT55qVLVZIxBhTFCo2Enmq/OXmveRcj4/csT6QuXEAhpI5VrfHrZCIMaZoVGyg/8YLx3nh6Aj/8aY1LG+uDWSbiaxDQ40VEjHGFJeKDPQHBhJ85bnD3LCmlTsuDiaV0nE9cq7HRiskYowpMhUX6CdSKRtqqvhQQKmU4GfZrO+os0IixpiiU3GB/uEfHeTocJo/uG19INMmAIymc3TUx6yQiDGmKFVUoP/ZwVN8Z9tJ3nzlMq68KJhUyqzjgkB3Z50VEjHGFKWKCfTDyRx/tXkva9rivOuGlYFs0y8kkufirkZiEbv61RhTnCoi0PuplHvI5P1ZKYNKpRxO5VjZXEtLfN5mYTbGmDmriED/rRdP8MsjI7zvVau5qCWYVMpUzqEmaoVEjDHFr+wD/cHBJP/nR4e4dlULr7t0SSDbdD0lnXfZ1GWFRIwxxa+so1TW8VMp66sjfPjWdYGdLB1OZ1nbboVEjDGloawD/SM/PsSRoRS/f+t6GgNKpbRCIsaYUlO2gX7LoSG+9WIvb7xiKVevbA5km3nXw1O1QiLGmJJSloF+OOWnUq5qreXdN6wKZJuqykg6x4Yl9VZIxBhTUsou0Ksqf715L6mcy0fv2BDYVMEj6TxLm6yQiDGm9JRdoH98ay9bDg/z2zeuYmVrMKmPmbxLlRUSMcaUqLIK9IdPJXn4RwfpWdnM3Zd1BbJN1/MLiVy8tDGwC62MMWYhlU3kyjkeDzy1m3g04FTKVI617XWBZe0YY8xCK5tA/+XnDnHoVIr/fOs6mmuDmZJgopBIUFfTGmPMYiiLQL/1+Cjf/NUJ3nBZFz2rWgLZ5kQhkU1dDZZKaYwpaTMGehF5WET6RWTblLYWEXlaRPYWbpunLLtZRF4Qke0i8v356viE4WSOL/3gICtaannPjasC2+5IOs+Gjjpqo1ZIxBhT2mZzRP8IcNdZbR8DNqvqOmBz4TEi0gR8AXijql4C3BNcV8+lqvzZ4ztI5hw+eseGwKYKnigk0mmFRIwxZWDGQK+qzwJDZzW/Cfhy4f6XgTcX7r8T+JqqHik8tz+gfk7rh/sG+cHeQd5xzXJWBzSLpBUSMcaUmwsdl+hU1V4AVe0VkY5C+3qgSkS+B9QDf6WqX5l7N6d307p2Hrz3KmpjwRzJe6qMZfJcdVGzFRIxxpSNoE/GRoBrgLuBO4E/FZH1060oIveJyBYR2TIwMHDBL3jdmlZCAaZSrmiJ02yFRIwxZeRCA32fiHQBFG4nhmiOAU+oalJVB4FngSum24CqPqSqPara097efoHdCE4q5xCPhlnVaqmUxpjycqGB/pvAuwv33w18o3D/G8BNIhIRkVrgOmDn3Lo4/1xPSeVcNlohEWNMGZpxjF5EHgVuBtpE5BjwceBTwFdF5H3AEQrZNaq6U0SeAF4EPOBLqrpt2g0XkaFUlvWd9VZIxBhTlmYM9Kp673kW3Xqe9T8DfGYunVpIo+k8rXErJGKMKV8VPU6Rdz20UEjEUimNMeWqYgP9RCGRjV1WSMQYU94qNtAPp3Isbaqhvd6ufjXGlLeKDPSZvEssErJCIsaYilBxgd71lEQ2zyYrJGKMqRAVF+lG0jnWtFkhEWNM5aioQJ/IONRXWyERY0xlqZhAn3c9sq5rhUSMMRWnYgL9SDrHxs56KyRijKk4FRHoR9I5ljRUWyERY0xFKvtAn3VcQiKs7bBCIsaYylTWgX6ikMjFXQ1WSMQYU7HKOtBbIRFjjCnjQJ/KOdRFI4HVkjXGmFJVloF+spDI0gbClkppjKlwZRnoh1JZ1nXWURezVEpjjCm7QD+WydNWZ4VEjDFmQlkF+rzr4amyvtMKiRhjzISyCfR+IZE8G5dYIRFjjJmqbAL9cCrH8uZqKyRijDFnKYtAn8m7xKrCrG6zQiLGGHO2WQV6EXlYRPpFZNuUthYReVpE9hZum896zitExBWRtwfd6bNFQiE2dTVYIRFjjJnGbCPjI8BdZ7V9DNisquuAzYXHAIhIGLgfeDKAPr6kaNgP8lZIxBhjpjerQK+qzwJDZzW/Cfhy4f6XgTdPWfZ7wL8C/XPt4Ewaa6tY1myplMYYcz5zGevoVNVegMJtB4CILAPeAvzdSz1ZRO4TkS0ismVgYGAO3TDGGPNS5mNQ+y+BP1FV96VWUtWHVLVHVXva29vnoRvGGGMA5jJHQJ+IdKlqr4h0cXqYpgf4l8IFS23A60XEUdWvz7GvxhhjLsBcjui/Cby7cP/dwDcAVHW1qq5S1VXA/wM+YEHeGGMWz2zTKx8FngM2iMgxEXkf8CngdhHZC9xeeGyMMabIzGroRlXvPc+iW2d43nteboeMMcYEy64wMsaYMmeB3hhjypyo6mL3AREZAA7PYRNtwGBA3VlM5bIfYPtSjMplP8D2ZcJKVZ0xP70oAv1cicgWVe1Z7H7MVbnsB9i+FKNy2Q+wfXm5bOjGGGPKnAV6Y4wpc+US6B9a7A4EpFz2A2xfilG57AfYvrwsZTFGb4wx5vzK5YjeGGPMeRRloBeRi0TkGRHZKSLbReQ/F9qnrWolvr8WkX0i8qKIXF1oXykivxCRFwrbeX8p7seU7TWIyHEReXAh9yPofSlUHnuh8PPNEt+XFSLyVGFbO0RkVSnui4i8dsp78oKIZETkzS/12sW4H4Vlny5sY2dhHVmo/ZiHfblfRLYVfn79gjulqkX3A3QBVxfu1wN7gIuBTwMfK7R/DLi/cP/1wHcAAa4HflpojwKxwv064BCwtNT2Y8r2/gr4Z+DBUn1PCssS5fD3VVj2PeD2KX9jtaW6L1O22YJfaGjB9iXA//lXAj8CwoWf54CbS/E9Ae4GnsafqiYObAEaLqhPC/kLmMMv7hv4E6ftBrqm/DJ3F+5/Ebh3yvqT601pawWOsICBPsj9AK4B/gV4D4sQ6APel0UN9EHtS+Gf94eL3f+g3pcpbfcB/1SK+wHcAPwCqAFqC8FxU4nuyx8B/3VK+98D77iQPhTl0M1Uha/CVwE/5TxVrYBlwNEpTztWaJv4GvViYfn9qnpiYXp+prnsh4iEgM/iv/GLbq7vCVAtfnWxnyzk8MB05rgv64EREfmaiDwvIp8Rv17yogjgfZnwG8Cj89nXlzKX/VDV54BngN7Cz5OqunNhen6uOb4nvwJeJyK1ItIGvBa46EL6UdSBXkTq8GvP/r6qjr3UqtO0KYCqHlXVy4Fu4N0i0hl8T19aAPvxAeDbqnp0muULKoj3BFih/pWA7wT+UkTWBtzNWQlgXyLATcBHgVcAa/C/cS24gN4XxC8idBnwZLA9nJ257oeIdAObgOX4wfIWEXl18D2d2Vz3RVWfAr4N/Bj/g/c5wLmQvhRtoBeRKvxf0j+p6tcKzX2FP8SJP8iJqlbHOPOTbjlwxpF74Uh+O/4/5oIJaD9uAD4kIoeAB4B3iciCz/8f1Hsy8a1KVQ/gj3FfNe+dP0tA+3IMeF5VD6iqA3wdOOME+kII+H/lHcBjqpqf316fK6D9eAvwE1VNqGoCf+z7+oXo/1QB/q98UlWvVNXb8T8Q9l5If4oy0BfOkv89sFNVPzdl0bRVrQrt7yqcvb4eGFW/xOFyEakpbLMZuBF//GtBBLUfqvqbqrpC/apdHwW+oqofW5i98AX4njSLSKywzTb892THguxEQVD7AvwcaBaRiUmlbqF092XCvSzCsE2A+3EEeI2IRArB9jXAgg7dBPi/EhaR1sI2LwcuB566oE4t5kmKlzh58Sr8r5MvAi8Ufl6Pf0J1M/6n2magpbC+AH8L7Ae2Aj2F9tsL2/hV4fa+UtyPs7b5HhYn6yao9+SVhce/Kty+r1T35ay/sa3AI0C0hPdlFXAcCJXqe4KfafNF/OC+A/hcCe9LdWEfdgA/Aa680D7ZlbHGGFPminLoxhhjTHAs0BtjTJmzQG+MMWXOAr0xxpQ5C/TGGFPmLNAbY0yZs0BvTEAWc54bY16KBXpTkUTkz6QwT3jh8SdF5MMi8kci8vPCvOD/fcryr4tf22C7iNw3pT0hIv9DRH6KP1WFMUXHAr2pVH9P4XL0wuygvwH0AeuAa4ErgWumTIj1XlW9BugBPjxxaTr+POHbVPU6Vf3hQu6AMbMVWewOGLMYVPWQiJwSkauATuB5/Bko7yjcB7+QyDrgWfzg/pZC+0WF9lOAiz95lTFFywK9qWRfwp87aAnwMHAr8Beq+sWpK4nIzcBtwA2qmhKR7+HPQwKQUVV3oTpszIWwoRtTyR4D7sI/kn+y8PPewjziiMgyEekAGoHhQpDfyCJMe2vMXNgRvalYqpoTkWeAkcJR+VMisgl4zp9plgTwW8ATwPvFr1S2G38mQWNKhs1eaSpW4STsL4F7VPWCCjoYUwps6MZUJBG5GNgHbLYgb8qdHdEbY0yZsyN6Y4wpcxbojTGmzFmgN8aYMmeB3hhjypwFemOMKXMW6I0xpsz9f7Q2pwlvmQCBAAAAAElFTkSuQmCC\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot estimated f(education)\n",
"sns.boxplot(x=wage_df['education'], y=y_hat);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not quite the same as plots achived by ISL authors using R, but gives similar insight.\n",
"\n",
"\n",
"### Comparing GAM configurations with ANOVA"
]
},
{
"cell_type": "code",
"execution_count": 538,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
df_resid
\n",
"
ssr
\n",
"
df_diff
\n",
"
ss_diff
\n",
"
F
\n",
"
Pr(>F)
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
2994.0
\n",
"
3.750437e+06
\n",
"
0.0
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
1
\n",
"
2993.0
\n",
"
3.732809e+06
\n",
"
1.0
\n",
"
17627.473318
\n",
"
14.129318
\n",
"
0.000174
\n",
"
\n",
"
\n",
"
2
\n",
"
2991.0
\n",
"
3.731516e+06
\n",
"
2.0
\n",
"
1293.696286
\n",
"
0.518482
\n",
"
0.595477
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" df_resid ssr df_diff ss_diff F Pr(>F)\n",
"0 2994.0 3.750437e+06 0.0 NaN NaN NaN\n",
"1 2993.0 3.732809e+06 1.0 17627.473318 14.129318 0.000174\n",
"2 2991.0 3.731516e+06 2.0 1293.696286 0.518482 0.595477"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Model 1\n",
"X = pt.dmatrix('cr(age, df=5) + education', wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"model1 = sm.OLS(y, X).fit(disp=0)\n",
"# Model 2\n",
"X = pt.dmatrix('year+cr(age, df=5) + education', wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"model2 = sm.OLS(y, X).fit(disp=0)\n",
"# Model 3\n",
"X = pt.dmatrix('cr(year, df=4)+cr(age, df=5) + education', wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"model3 = sm.OLS(y, X).fit(disp=0)\n",
"\n",
"# Compare models with ANOVA\n",
"display(sm.stats.anova_lm(model1, model2, model3))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `Pr(>F)` of 0.000174 for `Model 2` suggests that it is significantly better than model 1 whereas with a pvalue > 0.05 model 3 does not seem to be significantly better than model 2. \n",
"\n",
"We condlude that inclusion of a linear year feature improves the model, but there is no evidence that a non-linear function of year improves the model."
]
},
{
"cell_type": "code",
"execution_count": 543,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
OLS Regression Results
\n",
"
\n",
"
Dep. Variable:
y
R-squared:
0.285
\n",
"
\n",
"
\n",
"
Model:
OLS
Adj. R-squared:
0.284
\n",
"
\n",
"
\n",
"
Method:
Least Squares
F-statistic:
149.3
\n",
"
\n",
"
\n",
"
Date:
Mon, 15 Oct 2018
Prob (F-statistic):
6.85e-212
\n",
"
\n",
"
\n",
"
Time:
18:06:12
Log-Likelihood:
-14946.
\n",
"
\n",
"
\n",
"
No. Observations:
3000
AIC:
2.991e+04
\n",
"
\n",
"
\n",
"
Df Residuals:
2991
BIC:
2.996e+04
\n",
"
\n",
"
\n",
"
Df Model:
8
\n",
"
\n",
"
\n",
"
Covariance Type:
nonrobust
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
coef
std err
t
P>|t|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
const
38.3493
1.799
21.317
0.000
34.822
41.877
\n",
"
\n",
"
\n",
"
x1
5.1741
1.366
3.788
0.000
2.496
7.853
\n",
"
\n",
"
\n",
"
x2
9.3791
1.242
7.550
0.000
6.943
11.815
\n",
"
\n",
"
\n",
"
x3
11.1966
1.294
8.654
0.000
8.660
13.733
\n",
"
\n",
"
\n",
"
x4
12.5995
1.519
8.292
0.000
9.620
15.579
\n",
"
\n",
"
\n",
"
x5
-22.7665
3.283
-6.935
0.000
-29.203
-16.330
\n",
"
\n",
"
\n",
"
x6
15.6588
2.343
6.684
0.000
11.066
20.252
\n",
"
\n",
"
\n",
"
x7
24.5870
1.987
12.372
0.000
20.690
28.484
\n",
"
\n",
"
\n",
"
x8
19.8888
2.546
7.810
0.000
14.896
24.882
\n",
"
\n",
"
\n",
"
x9
0.9812
7.953
0.123
0.902
-14.613
16.576
\n",
"
\n",
"
\n",
"
x10
15.2726
0.536
28.479
0.000
14.221
16.324
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
Omnibus:
1061.067
Durbin-Watson:
1.971
\n",
"
\n",
"
\n",
"
Prob(Omnibus):
0.000
Jarque-Bera (JB):
5669.217
\n",
"
\n",
"
\n",
"
Skew:
1.594
Prob(JB):
0.00
\n",
"
\n",
"
\n",
"
Kurtosis:
8.933
Cond. No.
2.69e+16
\n",
"
\n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. [2] The smallest eigenvalue is 4.96e-29. This might indicate that there are strong multicollinearity problems or that the design matrix is singular."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.285\n",
"Model: OLS Adj. R-squared: 0.284\n",
"Method: Least Squares F-statistic: 149.3\n",
"Date: Mon, 15 Oct 2018 Prob (F-statistic): 6.85e-212\n",
"Time: 18:06:12 Log-Likelihood: -14946.\n",
"No. Observations: 3000 AIC: 2.991e+04\n",
"Df Residuals: 2991 BIC: 2.996e+04\n",
"Df Model: 8 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const 38.3493 1.799 21.317 0.000 34.822 41.877\n",
"x1 5.1741 1.366 3.788 0.000 2.496 7.853\n",
"x2 9.3791 1.242 7.550 0.000 6.943 11.815\n",
"x3 11.1966 1.294 8.654 0.000 8.660 13.733\n",
"x4 12.5995 1.519 8.292 0.000 9.620 15.579\n",
"x5 -22.7665 3.283 -6.935 0.000 -29.203 -16.330\n",
"x6 15.6588 2.343 6.684 0.000 11.066 20.252\n",
"x7 24.5870 1.987 12.372 0.000 20.690 28.484\n",
"x8 19.8888 2.546 7.810 0.000 14.896 24.882\n",
"x9 0.9812 7.953 0.123 0.902 -14.613 16.576\n",
"x10 15.2726 0.536 28.479 0.000 14.221 16.324\n",
"==============================================================================\n",
"Omnibus: 1061.067 Durbin-Watson: 1.971\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 5669.217\n",
"Skew: 1.594 Prob(JB): 0.00\n",
"Kurtosis: 8.933 Cond. No. 2.69e+16\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The smallest eigenvalue is 4.96e-29. This might indicate that there are\n",
"strong multicollinearity problems or that the design matrix is singular.\n",
"\"\"\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(model3.summary())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Inspecting the pvalues for model 3 features we note a pvalue >0.05 for x9 which correspondes to the 5th degree of freedom for age. \n",
"\n",
"**Revision note:** The ISL authors report high pvalues for year features, which would reinforce the above ANOVA result, but we can't see that here. Perhaps the OLS `.summary()` is not equivalent to R's `summary(gam)`\n",
"\n",
"### Local Regression GAM"
]
},
{
"cell_type": "code",
"execution_count": 573,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
OLS Regression Results
\n",
"
\n",
"
Dep. Variable:
y
R-squared:
0.285
\n",
"
\n",
"
\n",
"
Model:
OLS
Adj. R-squared:
0.284
\n",
"
\n",
"
\n",
"
Method:
Least Squares
F-statistic:
239.0
\n",
"
\n",
"
\n",
"
Date:
Mon, 15 Oct 2018
Prob (F-statistic):
2.74e-215
\n",
"
\n",
"
\n",
"
Time:
18:39:17
Log-Likelihood:
-14946.
\n",
"
\n",
"
\n",
"
No. Observations:
3000
AIC:
2.990e+04
\n",
"
\n",
"
\n",
"
Df Residuals:
2994
BIC:
2.994e+04
\n",
"
\n",
"
\n",
"
Df Model:
5
\n",
"
\n",
"
\n",
"
Covariance Type:
nonrobust
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
coef
std err
t
P>|t|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
const
-38.2295
5.977
-6.396
0.000
-49.949
-26.510
\n",
"
\n",
"
\n",
"
x1
-14.0090
1.973
-7.102
0.000
-17.877
-10.141
\n",
"
\n",
"
\n",
"
x2
-9.7151
1.886
-5.151
0.000
-13.413
-6.017
\n",
"
\n",
"
\n",
"
x3
-7.9607
1.917
-4.153
0.000
-11.719
-4.202
\n",
"
\n",
"
\n",
"
x4
-6.5447
2.091
-3.129
0.002
-10.645
-2.444
\n",
"
\n",
"
\n",
"
x5
1.0823
0.071
15.208
0.000
0.943
1.222
\n",
"
\n",
"
\n",
"
x6
15.3535
0.534
28.746
0.000
14.306
16.401
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
Omnibus:
1056.253
Durbin-Watson:
1.970
\n",
"
\n",
"
\n",
"
Prob(Omnibus):
0.000
Jarque-Bera (JB):
5640.862
\n",
"
\n",
"
\n",
"
Skew:
1.585
Prob(JB):
0.00
\n",
"
\n",
"
\n",
"
Kurtosis:
8.922
Cond. No.
2.70e+17
\n",
"
\n",
"
Warnings: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. [2] The smallest eigenvalue is 4.57e-28. This might indicate that there are strong multicollinearity problems or that the design matrix is singular."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: y R-squared: 0.285\n",
"Model: OLS Adj. R-squared: 0.284\n",
"Method: Least Squares F-statistic: 239.0\n",
"Date: Mon, 15 Oct 2018 Prob (F-statistic): 2.74e-215\n",
"Time: 18:39:17 Log-Likelihood: -14946.\n",
"No. Observations: 3000 AIC: 2.990e+04\n",
"Df Residuals: 2994 BIC: 2.994e+04\n",
"Df Model: 5 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const -38.2295 5.977 -6.396 0.000 -49.949 -26.510\n",
"x1 -14.0090 1.973 -7.102 0.000 -17.877 -10.141\n",
"x2 -9.7151 1.886 -5.151 0.000 -13.413 -6.017\n",
"x3 -7.9607 1.917 -4.153 0.000 -11.719 -4.202\n",
"x4 -6.5447 2.091 -3.129 0.002 -10.645 -2.444\n",
"x5 1.0823 0.071 15.208 0.000 0.943 1.222\n",
"x6 15.3535 0.534 28.746 0.000 14.306 16.401\n",
"==============================================================================\n",
"Omnibus: 1056.253 Durbin-Watson: 1.970\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 5640.862\n",
"Skew: 1.585 Prob(JB): 0.00\n",
"Kurtosis: 8.922 Cond. No. 2.70e+17\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The smallest eigenvalue is 4.57e-28. This might indicate that there are\n",
"strong multicollinearity problems or that the design matrix is singular.\n",
"\"\"\""
]
},
"execution_count": 573,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x = np.asarray(wage_df['age'])\n",
"y = np.asarray(wage_df['wage'])\n",
"# Create lowess feature for age\n",
"wage_df['age_lowess'] = sm.nonparametric.lowess(y, x, frac=.7, return_sorted=False)\n",
"\n",
"# Fit logistic regression model\n",
"X = pt.dmatrix('cr(year, df=4)+ age_lowess + education', wage_df)\n",
"y = np.asarray(wage_df['wage'])\n",
"model = sm.OLS(y, X).fit(disp=0)\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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