"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's also explore graphically some of the variables' relationships with the target\n",
"\n",
"df.plot.scatter(x='gestation', y='bwt', title='Scatterplot of gestation days and birthweight')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "1aaa8162-d641-4407-8503-586111510078",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.plot.scatter(x='age', y='bwt', title='Scatterplot of age of the mother and birthweight')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "cf54389d-c5a0-4078-be83-904c3e23dff7",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
"
\n",
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\n",
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bwt
\n",
"
gestation
\n",
"
parity
\n",
"
age
\n",
"
height
\n",
"
weight
\n",
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smoke
\n",
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\n",
" \n",
" \n",
"
\n",
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bwt
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1.000000
\n",
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0.407843
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-0.046098
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0.033672
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0.198545
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0.154301
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-0.240087
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gestation
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0.407843
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1.000000
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0.070411
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-0.056269
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0.063436
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0.022982
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-0.067247
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parity
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-0.046098
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0.070411
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1.000000
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0.036763
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age
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0.033672
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height
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0.063436
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0.036763
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0.003522
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1.000000
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0.436861
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0.013566
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\n",
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weight
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0.154301
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0.022982
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-0.088870
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0.157969
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0.436861
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1.000000
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smoke
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0.013566
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1.000000
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"
\n",
" \n",
"
\n",
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"
],
"text/plain": [
" bwt gestation parity age height weight \\\n",
"bwt 1.000000 0.407843 -0.046098 0.033672 0.198545 0.154301 \n",
"gestation 0.407843 1.000000 0.070411 -0.056269 0.063436 0.022982 \n",
"parity -0.046098 0.070411 1.000000 -0.345820 0.036763 -0.088870 \n",
"age 0.033672 -0.056269 -0.345820 1.000000 0.003522 0.157969 \n",
"height 0.198545 0.063436 0.036763 0.003522 1.000000 0.436861 \n",
"weight 0.154301 0.022982 -0.088870 0.157969 0.436861 1.000000 \n",
"smoke -0.240087 -0.067247 -0.012815 -0.070210 0.013566 -0.065544 \n",
"\n",
" smoke \n",
"bwt -0.240087 \n",
"gestation -0.067247 \n",
"parity -0.012815 \n",
"age -0.070210 \n",
"height 0.013566 \n",
"weight -0.065544 \n",
"smoke 1.000000 "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's see the correlations present in the dataset\n",
"\n",
"df.corr()\n"
]
},
{
"cell_type": "markdown",
"id": "e5ce5749-1d54-4e2f-839f-c9072e6822e4",
"metadata": {},
"source": [
"Here we can see the correlation of each variable with each other. The diagonal is the variable with itself, so it is just ones.\n",
"With the correlation matrix, we can see which independent variable has a linear relationship with the target, and the direction and strenght of such relationship. Furthermore, we can see if a relationship exists between any of the independent variables.\n",
"If two independent variables are strongly correlated, they may suffer confounding with methods like this (OLS), meaning effects of two very correlated variable can mask the real magnitude of one or another. Having too many correlated variables can also hinder the performance of the model.\n",
"The downside of this method is that it can tell you only part of the story, since you can only appreciate bivariate relationship."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "74d3cc72-3f8b-47c0-941b-16114d2215eb",
"metadata": {},
"outputs": [
{
"data": {
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"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
bwt
\n",
"
gestation
\n",
"
parity
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age
\n",
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height
\n",
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weight
\n",
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smoke
\n",
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\n",
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count
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1236.000000
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1223.000000
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1236.000000
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1234.000000
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"
1214.000000
\n",
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1200.000000
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1226.000000
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\n",
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\n",
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mean
\n",
"
3389.943366
\n",
"
279.338512
\n",
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0.254854
\n",
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27.255267
\n",
"
162.704283
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"
58.382500
\n",
"
0.394780
\n",
"
\n",
"
\n",
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std
\n",
"
516.981834
\n",
"
16.027693
\n",
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0.435956
\n",
"
5.781405
\n",
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6.528196
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9.526112
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0.489003
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\n",
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\n",
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min
\n",
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1559.000000
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148.000000
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0.000000
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15.000000
\n",
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135.000000
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39.000000
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0.000000
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25%
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3083.000000
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272.000000
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0.000000
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23.000000
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157.000000
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52.000000
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0.000000
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\n",
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\n",
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50%
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3402.000000
\n",
"
280.000000
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0.000000
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"
26.000000
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"
163.000000
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57.000000
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0.000000
\n",
"
\n",
"
\n",
"
75%
\n",
"
3714.000000
\n",
"
288.000000
\n",
"
1.000000
\n",
"
31.000000
\n",
"
168.000000
\n",
"
63.000000
\n",
"
1.000000
\n",
"
\n",
"
\n",
"
max
\n",
"
4990.000000
\n",
"
353.000000
\n",
"
1.000000
\n",
"
45.000000
\n",
"
183.000000
\n",
"
113.000000
\n",
"
1.000000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" bwt gestation parity age height \\\n",
"count 1236.000000 1223.000000 1236.000000 1234.000000 1214.000000 \n",
"mean 3389.943366 279.338512 0.254854 27.255267 162.704283 \n",
"std 516.981834 16.027693 0.435956 5.781405 6.528196 \n",
"min 1559.000000 148.000000 0.000000 15.000000 135.000000 \n",
"25% 3083.000000 272.000000 0.000000 23.000000 157.000000 \n",
"50% 3402.000000 280.000000 0.000000 26.000000 163.000000 \n",
"75% 3714.000000 288.000000 1.000000 31.000000 168.000000 \n",
"max 4990.000000 353.000000 1.000000 45.000000 183.000000 \n",
"\n",
" weight smoke \n",
"count 1200.000000 1226.000000 \n",
"mean 58.382500 0.394780 \n",
"std 9.526112 0.489003 \n",
"min 39.000000 0.000000 \n",
"25% 52.000000 0.000000 \n",
"50% 57.000000 0.000000 \n",
"75% 63.000000 1.000000 \n",
"max 113.000000 1.000000 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "c869ac98-e7ad-42b3-8bf1-74c26dc1c281",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"bwt 0\n",
"gestation 13\n",
"parity 0\n",
"age 2\n",
"height 22\n",
"weight 36\n",
"smoke 10\n",
"dtype: int64"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# we check the number of null values in the dataset\n",
"\n",
"df.isna().sum()"
]
},
{
"cell_type": "markdown",
"id": "209d8fa7-1414-4a42-a63e-f229d76e2a9a",
"metadata": {},
"source": [
"Since we cannot work with null values, we have two choices: delete the rows with null values, thereby losing information hold in the other variables with respect to the observations we are going to excude, OR perform some kind of missing values imputation. One simple way is to fill in the null cells with the mean or median of the variable. \n",
"Since here the null values are few, and some of them may be very relevant, we choose to remove the observation with null values. \n",
"If, for instance, we attributed the mean weight of e.g. 60kg to a mother which is very tall, this may produce a bad input for the predictive model"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "50063bf6-eecd-4b77-a930-344e300597c0",
"metadata": {},
"outputs": [],
"source": [
"#drop rows where there are null values\n",
"\n",
"df = df.dropna() # note that we reassign the modified dataset to a new variable, which is the dataset itself (we overwrite)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "06d5fde7-f032-4b91-a03a-512dc639c35a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1174, 7)"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "8637cb4f-1d33-4769-a1b8-043544d550c7",
"metadata": {},
"outputs": [],
"source": [
"# divide independent variables from dependent (target) variable\n",
"\n",
"X = df.drop('bwt', axis = 1)\n",
"y = df['bwt']"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "7c4ad9ea-b28d-4b53-96c2-2f803a412b0a",
"metadata": {},
"outputs": [],
"source": [
"# We will use the package statsmodel because it takes a more statistical approach, with detailed outputs\n",
"# The same models can be produced with packages like scikit-learn\n",
"\n",
"import statsmodels.api as sm"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "fa4c31cc-7b1d-47c8-8153-51c9ba3a5527",
"metadata": {},
"outputs": [],
"source": [
"X = sm.add_constant(X) # this step is unique to the statsmodels package, other packages like the notorious scikit-learn do this by themselves"
]
},
{
"cell_type": "markdown",
"id": "e454cd68-e884-4622-8acb-613c8403ed8d",
"metadata": {},
"source": [
"Now there is a step that we need to do basically in any modelling, the one where we split the dataset into a training set and a test set.\n",
"Python offers a nice method to do this: train_test_split.\n",
"We will train the model on the training set, then check its performance on the test set."
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "dfd38598-a197-49f5-b9c4-f6c7917fba07",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"train_X, test_X, train_y, test_y = train_test_split(X, y, test_size = 0.25) \n"
]
},
{
"cell_type": "markdown",
"id": "a78038b8-3115-49cf-a2e4-d88ffef6719e",
"metadata": {},
"source": [
"The test size is in portion of the dataset we are saving to test predictions. Here is 25%, but in bigger dataset you can use \n",
"a smaller one (e.g. 0.2 or 0.15) to have more data available for training"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "1200ba7c-11b3-4465-8a5b-5461eea59e04",
"metadata": {},
"outputs": [],
"source": [
"# Now for the model training\n",
"\n",
"model = sm.OLS(train_y, train_X).fit() # I call an Ordinary Least Square regression and the method .fit() to fit it to the training data.\n"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "07c9fa45-1d83-420c-b4fc-9145cd4acbb4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
OLS Regression Results
\n",
"
\n",
"
Dep. Variable:
bwt
R-squared:
0.274
\n",
"
\n",
"
\n",
"
Model:
OLS
Adj. R-squared:
0.269
\n",
"
\n",
"
\n",
"
Method:
Least Squares
F-statistic:
54.96
\n",
"
\n",
"
\n",
"
Date:
Sun, 02 Apr 2023
Prob (F-statistic):
1.30e-57
\n",
"
\n",
"
\n",
"
Time:
19:35:56
Log-Likelihood:
-6626.5
\n",
"
\n",
"
\n",
"
No. Observations:
880
AIC:
1.327e+04
\n",
"
\n",
"
\n",
"
Df Residuals:
873
BIC:
1.330e+04
\n",
"
\n",
"
\n",
"
Df Model:
6
\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
-2458.3835
468.312
-5.249
0.000
-3377.532
-1539.235
\n",
"
\n",
"
\n",
"
gestation
13.3160
0.943
14.126
0.000
11.466
15.166
\n",
"
\n",
"
\n",
"
parity
-90.0297
37.831
-2.380
0.018
-164.279
-15.780
\n",
"
\n",
"
\n",
"
age
-1.2568
2.861
-0.439
0.661
-6.873
4.359
\n",
"
\n",
"
\n",
"
height
12.8804
2.587
4.978
0.000
7.802
17.959
\n",
"
\n",
"
\n",
"
weight
3.0502
1.853
1.646
0.100
-0.588
6.688
\n",
"
\n",
"
\n",
"
smoke
-230.1252
31.656
-7.269
0.000
-292.257
-167.994
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
Omnibus:
6.024
Durbin-Watson:
1.870
\n",
"
\n",
"
\n",
"
Prob(Omnibus):
0.049
Jarque-Bera (JB):
7.828
\n",
"
\n",
"
\n",
"
Skew:
-0.027
Prob(JB):
0.0200
\n",
"
\n",
"
\n",
"
Kurtosis:
3.459
Cond. No.
1.01e+04
\n",
"
\n",
"
Notes: [1] Standard Errors assume that the covariance matrix of the errors is correctly specified. [2] The condition number is large, 1.01e+04. This might indicate that there are strong multicollinearity or other numerical problems."
],
"text/plain": [
"\n",
"\"\"\"\n",
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: bwt R-squared: 0.274\n",
"Model: OLS Adj. R-squared: 0.269\n",
"Method: Least Squares F-statistic: 54.96\n",
"Date: Sun, 02 Apr 2023 Prob (F-statistic): 1.30e-57\n",
"Time: 19:35:56 Log-Likelihood: -6626.5\n",
"No. Observations: 880 AIC: 1.327e+04\n",
"Df Residuals: 873 BIC: 1.330e+04\n",
"Df Model: 6 \n",
"Covariance Type: nonrobust \n",
"==============================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"const -2458.3835 468.312 -5.249 0.000 -3377.532 -1539.235\n",
"gestation 13.3160 0.943 14.126 0.000 11.466 15.166\n",
"parity -90.0297 37.831 -2.380 0.018 -164.279 -15.780\n",
"age -1.2568 2.861 -0.439 0.661 -6.873 4.359\n",
"height 12.8804 2.587 4.978 0.000 7.802 17.959\n",
"weight 3.0502 1.853 1.646 0.100 -0.588 6.688\n",
"smoke -230.1252 31.656 -7.269 0.000 -292.257 -167.994\n",
"==============================================================================\n",
"Omnibus: 6.024 Durbin-Watson: 1.870\n",
"Prob(Omnibus): 0.049 Jarque-Bera (JB): 7.828\n",
"Skew: -0.027 Prob(JB): 0.0200\n",
"Kurtosis: 3.459 Cond. No. 1.01e+04\n",
"==============================================================================\n",
"\n",
"Notes:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 1.01e+04. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n",
"\"\"\""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's check the summary\n",
"\n",
"model.summary()"
]
},
{
"cell_type": "markdown",
"id": "a45a6bc8-2ba6-4f09-b52a-077d470ad54d",
"metadata": {},
"source": [
"With statsmodels package, we get a nice summary with lots of useful information. Furthermore, as we will see soon, the packages provides useful functions, as variance_inflation_factor, which helps you detect multicollinearity in the dataset, a condition that otherwise makes it hard to interpret of model and also creates an overfitting problem. \n",
"\n",
"Let's first interpret the coefficients table: \n",
"\n",
"- the first column, coef, corresponds to the coefficient value; it tells you how a one-unit increase of the independent variable affects the units of the target variable, on average, WHILE KEEPING OTHER VARIABLES FIXED. For instance, we can see that a 1-unit increase in gestation increases birthweight of 13.83 grams, on averagee. It's the partial effect of the variable on the target. As a further example, taking one of the binary variables (smoke and parity), we can see that if the mother smokes (the one-unit increase in this case is the only possible increase since the variable is binary), the weight of the baby decreases on average of 252 grams. Same goes for parity, which decreases it of 92 grams.\n",
"\n",
"\n",
"- the other important column is P>|t|, which is the result of the t-test performed on the coefficients, through the use of the standard error (the second column). It tells you the probability of having found a relationship between the variable and the target by sole chance, so if this probability is very low (conventionally, below 0.05, but the lower the better, then it is probably a true relationship, and we say the coefficient is significant. Remember that if P>|t| is not significant, like in our case for age and weight, you cannot trust the coefficient.\n",
"\n",
"Furthermore, to analyse the goodness of fit, we can look at the R-squared (on the top-right corner of the output), which represents the proportion of variance of the response explained by the regression. The higher, the better the fit. In our case, with 0.265, it is not a very good fit. This could mean there are other variables not included in the dataset that could better represent the relationship with birthweight (e.g. the presence of some gene expression).\n",
"\n",
"The F-statistics, right below R-squared, is the statistics for the F-test, which is used to test the null hypothesis of all coefficients = 0 (so there is no relationship with the target and any of the predictors) against the alternative hypotesis that at least one of the coefficients is different from 0. Larger values of the F statistic indicate more evidence for the alternative (the model explains more)."
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "98c0c100-f8c7-42f8-8a5f-894964feabb5",
"metadata": {},
"outputs": [],
"source": [
"# With statsmodels, we have this function to check for multicollinearity\n",
"# If present, multicollinearity makes it hard to interpret of model and also creates an overfitting problem.\n",
"\n",
"from statsmodels.stats.outliers_influence import variance_inflation_factor"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "2ab03cc3-b107-4f9d-9bdc-1361a38bcbc3",
"metadata": {},
"outputs": [],
"source": [
"vif = pd.DataFrame()\n",
"vif['VIF'] = [variance_inflation_factor(X.values,i) for i in range(X.shape[1])]\n",
"vif['features'] = X.columns"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "559abd75-95b5-4079-a0d5-439df58f0065",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
VIF
\n",
"
features
\n",
"
\n",
" \n",
" \n",
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\n",
"
0
\n",
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945.121202
\n",
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const
\n",
"
\n",
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\n",
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1
\n",
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1.015952
\n",
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gestation
\n",
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\n",
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\n",
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2
\n",
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1.155809
\n",
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parity
\n",
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\n",
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3
\n",
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1.167007
\n",
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age
\n",
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4
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1.257107
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height
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5
\n",
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1.283566
\n",
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weight
\n",
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6
\n",
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1.014898
\n",
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smoke
\n",
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\n",
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\n",
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"
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"text/plain": [
" VIF features\n",
"0 945.121202 const\n",
"1 1.015952 gestation\n",
"2 1.155809 parity\n",
"3 1.167007 age\n",
"4 1.257107 height\n",
"5 1.283566 weight\n",
"6 1.014898 smoke"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vif"
]
},
{
"cell_type": "markdown",
"id": "d2f52066-defa-4a75-8c9b-f8fd59b3d5ff",
"metadata": {},
"source": [
"It appears we don't have any multicollinearity. The high value for the constant is due to the presence of dummy variables (smoke and parity).\n",
"\n",
"If VIF is greater than 5, then the explanatory variable is highly collinear with the other explanatory variables, and the parameter estimates will have large standard errors because of this. One way to resolve this is the removal of the variable which is highly collinear. This will make resulting coefficient estimate more robust due to the reduction of the standard error."
]
},
{
"cell_type": "markdown",
"id": "c850903a-26aa-46f2-829e-1985468ace92",
"metadata": {},
"source": [
"Now we will produce the so-called diagnostic plots. These plots are useful to assess if the data fits the OLS assumptions.\n",
"\n",
"First, let’s check if there is structure in the residuals relative to the fitted values. "
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "33168393-bd70-46e4-b95a-3df91455695e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from statsmodels.nonparametric.smoothers_lowess import lowess\n",
"\n",
"residuals = model.resid # this extracts the residual from the fitted model \n",
"fitted = model.fittedvalues # this gets the fitter values\n",
"smoothed = lowess(residuals,fitted) # this is a smoothed line we plot to help detect structure in residuals\n",
"top3 = abs(residuals).sort_values(ascending = False)[:3] # this saves the top 3 outliers to plot them\n",
"\n",
"# this below is the code for the graph\n",
"\n",
"plt.rcParams.update({'font.size': 16})\n",
"plt.rcParams[\"figure.figsize\"] = (8,7)\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(fitted, residuals, edgecolors = 'k', facecolors = 'none')\n",
"ax.plot(smoothed[:,0],smoothed[:,1],color = 'r')\n",
"ax.set_ylabel('Residuals')\n",
"ax.set_xlabel('Fitted Values')\n",
"ax.set_title('Residuals vs. Fitted')\n",
"ax.plot([min(fitted),max(fitted)],[0,0],color = 'k',linestyle = ':', alpha = .3)\n",
"\n",
"for i in top3.index:\n",
" ax.annotate(i,xy=(fitted[i],residuals[i]))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "70321e00-11ff-46bc-bc11-5d50043083a3",
"metadata": {},
"source": [
"It looks like there may be a slight nonlinear structure in the residuals. The outliers probably influence this a bit. It would be probably worth testing other models.\n",
"\n",
"\n",
"Now let's plot a quantile-quantile plot of residuals and theoretical quantiles created by the normal distribution. This allows us to check if residuals are normally distributed"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "f45e6520-dddd-4b28-98d6-f51f64d20264",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sorted_student_residuals = pd.Series(model.get_influence().resid_studentized_internal)\n",
"sorted_student_residuals.index = model.resid.index\n",
"sorted_student_residuals = sorted_student_residuals.sort_values(ascending = True)\n",
"df = pd.DataFrame(sorted_student_residuals)\n",
"df.columns = ['sorted_student_residuals']\n",
"df['theoretical_quantiles'] = stats.probplot(df['sorted_student_residuals'], dist = 'norm', fit = False)[0]\n",
"rankings = abs(df['sorted_student_residuals']).sort_values(ascending = False)\n",
"top3 = rankings[:3] # highlights the top 3 outliers\n",
"\n",
"# plot\n",
"fig, ax = plt.subplots()\n",
"x = df['theoretical_quantiles']\n",
"y = df['sorted_student_residuals']\n",
"ax.scatter(x,y, edgecolor = 'k',facecolor = 'none')\n",
"ax.set_title('Normal Q-Q')\n",
"ax.set_ylabel('Standardized Residuals')\n",
"ax.set_xlabel('Theoretical Quantiles')\n",
"ax.plot([np.min([x,y]),np.max([x,y])],[np.min([x,y]),np.max([x,y])], color = 'r', ls = '--')\n",
"for val in top3.index:\n",
" ax.annotate(val,xy=(df['theoretical_quantiles'].loc[val],df['sorted_student_residuals'].loc[val]))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2d5da5c5-36e7-49f9-8a07-581fcf9d13c9",
"metadata": {},
"source": [
"The residuals follow a normal distributon quite well.\n",
"\n",
"Now we can test the assumption of homoskedasticity using the scale-location plot. We will plot the square root of the studentized residuals against the fitted values"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "26e87859-325f-4ae5-8fd7-697b4e637134",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"student_residuals = model.get_influence().resid_studentized_internal # get the studentized residuals\n",
"sqrt_student_residuals = pd.Series(np.sqrt(np.abs(student_residuals))) # apply square root\n",
"sqrt_student_residuals.index = model.resid.index\n",
"smoothed = lowess(sqrt_student_residuals,fitted) # smoothed line to help in the analysis\n",
"top3 = abs(sqrt_student_residuals).sort_values(ascending = False)[:3]\n",
"\n",
"\n",
"# plot \n",
"fig, ax = plt.subplots()\n",
"ax.scatter(fitted, sqrt_student_residuals, edgecolors = 'k', facecolors = 'none')\n",
"ax.plot(smoothed[:,0],smoothed[:,1],color = 'r')\n",
"ax.set_ylabel('$\\sqrt{|Studentized \\ Residuals|}$')\n",
"ax.set_xlabel('Fitted Values')\n",
"ax.set_title('Scale-Location')\n",
"ax.set_ylim(0,max(sqrt_student_residuals)+0.1)\n",
"for i in top3.index:\n",
" ax.annotate(i,xy=(fitted[i],sqrt_student_residuals[i]))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5f7dbafe-2ab2-40df-8585-3b6ef644050f",
"metadata": {},
"source": [
"This show a similar pattern to the first plot of residual vs fitted values. This could indicate some heteroskedasticy, probably a linear model is not the best model for this kind of problem.\n",
"\n",
"Finally, we generate the residual vs leverage plot. This plot is very useful to identify so-called high-leverage points, which are points that have a great influence on the regression model."
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "0bda5544-0893-4d81-a0d8-f18b769eaa2f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"student_residuals = pd.Series(model.get_influence().resid_studentized_internal)\n",
"student_residuals.index = model.resid.index\n",
"df = pd.DataFrame(student_residuals)\n",
"df.columns = ['student_residuals']\n",
"df['leverage'] = model.get_influence().hat_matrix_diag\n",
"smoothed = lowess(df['student_residuals'],df['leverage'])\n",
"sorted_student_residuals = abs(df['student_residuals']).sort_values(ascending = False)\n",
"top3 = sorted_student_residuals[:3]\n",
"\n",
"fig, ax = plt.subplots()\n",
"x = df['leverage']\n",
"y = df['student_residuals']\n",
"xpos = max(x)+max(x)*0.01 \n",
"ax.scatter(x, y, edgecolors = 'k', facecolors = 'none')\n",
"ax.plot(smoothed[:,0],smoothed[:,1],color = 'r')\n",
"ax.set_ylabel('Studentized Residuals')\n",
"ax.set_xlabel('Leverage')\n",
"ax.set_title('Residuals vs. Leverage')\n",
"ax.set_ylim(min(y)-min(y)*0.15,max(y)+max(y)*0.15)\n",
"ax.set_xlim(-0.01,max(x)+max(x)*0.05)\n",
"plt.tight_layout()\n",
"for val in top3.index:\n",
" ax.annotate(val,xy=(x.loc[val],y.loc[val]))\n",
"\n",
"cooksx = np.linspace(min(x), xpos, 50)\n",
"p = len(model.params)\n",
"poscooks1y = np.sqrt((p*(1-cooksx))/cooksx)\n",
"poscooks05y = np.sqrt(0.5*(p*(1-cooksx))/cooksx)\n",
"negcooks1y = -np.sqrt((p*(1-cooksx))/cooksx)\n",
"negcooks05y = -np.sqrt(0.5*(p*(1-cooksx))/cooksx)\n",
"\n",
"ax.plot(cooksx,poscooks1y,label = \"Cook's Distance\", ls = ':', color = 'r')\n",
"ax.plot(cooksx,poscooks05y, ls = ':', color = 'r')\n",
"ax.plot(cooksx,negcooks1y, ls = ':', color = 'r')\n",
"ax.plot(cooksx,negcooks05y, ls = ':', color = 'r')\n",
"ax.plot([0,0],ax.get_ylim(), ls=\":\", alpha = .3, color = 'k')\n",
"ax.plot(ax.get_xlim(), [0,0], ls=\":\", alpha = .3, color = 'k')\n",
"ax.annotate('1.0', xy = (xpos, poscooks1y[-1]), color = 'r')\n",
"ax.annotate('0.5', xy = (xpos, poscooks05y[-1]), color = 'r')\n",
"ax.annotate('1.0', xy = (xpos, negcooks1y[-1]), color = 'r')\n",
"ax.annotate('0.5', xy = (xpos, negcooks05y[-1]), color = 'r')\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e72e61dd-aaaa-475c-9c92-b6eddd6e324f",
"metadata": {},
"source": [
"High-leverage points are supposed to lay beyond the dotted lines. Here, we cannot even see the dotted lines, which mean there are no points with significant effect on the model."
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "c15aa160-6a7e-4d3e-a75b-4b1a1914a3cd",
"metadata": {},
"outputs": [],
"source": [
"# We obtain the predictions on the test set\n",
"\n",
"predictions = model.predict(test_X) # with the fitted model, the method .predict() outputs predictions for test data."
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "359cbc8c-e52e-4ae4-9599-2a3fb17230df",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" 0 bwt\n",
"1113 3376.058969 3345\n",
"398 3744.760787 3856\n",
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"1212 3617.783889 3912\n",
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"... ... ...\n",
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"[294 rows x 2 columns]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"check_predictions = pd.concat([predictions,test_y],axis=1)\n",
"check_predictions"
]
},
{
"cell_type": "markdown",
"id": "44f13708-dc8d-491b-8c8c-ff20dd71b4ff",
"metadata": {},
"source": [
"\n",
"Evaluation metrics.\n",
"\n",
"Evaluation metrics are different for regression and classification problems. These metrics are needed to understand how good is the model in predicting values, and are calculated on the test set against true values.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "6a707a78-deea-4399-af44-39afa6c59417",
"metadata": {},
"outputs": [],
"source": [
"# It is very easy to evaluate performance, just call the needed metric from sklearn.metrics\n",
"\n",
"from sklearn.metrics import mean_squared_error\n",
"from sklearn.metrics import mean_absolute_error\n",
"from sklearn.metrics import mean_absolute_percentage_error"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "d0276436-4c1a-4f1d-a00f-67690f4fde96",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"191725.33181932048"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_squared_error(predictions, test_y) # This is the mean squared error. It is useful when confronting different models \n",
" # for the same problem; it is not easy to interpret, though, because of the squaring"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "1d28ae6f-ff92-48a8-9bb1-c39b6bae4d8e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"437.86451308517854"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sqrt(mean_squared_error(predictions, test_y)) # This is the root mean squared error. It takes back the error \n",
" # into the units of the y variable. I just called a square root on MSE"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "ce87ad13-744a-464c-940d-bd8b45df86e4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"340.3838163475193"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_absolute_error(predictions, test_y) # The mean absolute error is useful because it deals in the regular unit measure of y "
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "2bd90f51-ac24-4206-ac7b-f1878f97a1e0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.10146977800989122"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_absolute_percentage_error(predictions, test_y) # It is the same as MAE, but expressed in percentage\n",
" # We can say that predictons are on average 11% off the true values"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "79bae07c-ea6c-4628-8fe4-15e0ebf4c21e",
"metadata": {},
"outputs": [],
"source": []
}
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