LogisticRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LogisticRegression()
\n", " | id | \n", "age | \n", "sex | \n", "dataset | \n", "cp | \n", "trestbps | \n", "chol | \n", "fbs | \n", "restecg | \n", "thalch | \n", "exang | \n", "oldpeak | \n", "slope | \n", "ca | \n", "thal | \n", "num | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "1 | \n", "63 | \n", "Male | \n", "Cleveland | \n", "typical angina | \n", "145.0 | \n", "233.0 | \n", "True | \n", "lv hypertrophy | \n", "150.0 | \n", "False | \n", "2.3 | \n", "downsloping | \n", "0.0 | \n", "fixed defect | \n", "0 | \n", "
1 | \n", "2 | \n", "67 | \n", "Male | \n", "Cleveland | \n", "asymptomatic | \n", "160.0 | \n", "286.0 | \n", "False | \n", "lv hypertrophy | \n", "108.0 | \n", "True | \n", "1.5 | \n", "flat | \n", "3.0 | \n", "normal | \n", "2 | \n", "
2 | \n", "3 | \n", "67 | \n", "Male | \n", "Cleveland | \n", "asymptomatic | \n", "120.0 | \n", "229.0 | \n", "False | \n", "lv hypertrophy | \n", "129.0 | \n", "True | \n", "2.6 | \n", "flat | \n", "2.0 | \n", "reversable defect | \n", "1 | \n", "
3 | \n", "4 | \n", "37 | \n", "Male | \n", "Cleveland | \n", "non-anginal | \n", "130.0 | \n", "250.0 | \n", "False | \n", "normal | \n", "187.0 | \n", "False | \n", "3.5 | \n", "downsloping | \n", "0.0 | \n", "normal | \n", "0 | \n", "
4 | \n", "5 | \n", "41 | \n", "Female | \n", "Cleveland | \n", "atypical angina | \n", "130.0 | \n", "204.0 | \n", "False | \n", "lv hypertrophy | \n", "172.0 | \n", "False | \n", "1.4 | \n", "upsloping | \n", "0.0 | \n", "normal | \n", "0 | \n", "
LogisticRegression(max_iter=2000)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LogisticRegression(max_iter=2000)
\n", " | Feature | \n", "Coefficient | \n", "
---|---|---|
0 | \n", "age | \n", "0.006309 | \n", "
1 | \n", "trestbps | \n", "0.001017 | \n", "
2 | \n", "chol | \n", "0.000912 | \n", "
3 | \n", "thalch | \n", "-0.005642 | \n", "
4 | \n", "oldpeak | \n", "0.537259 | \n", "
5 | \n", "ca | \n", "0.343457 | \n", "
6 | \n", "sex_Male | \n", "1.171307 | \n", "
7 | \n", "dataset_Hungary | \n", "-0.534431 | \n", "
8 | \n", "dataset_Switzerland | \n", "2.472619 | \n", "
9 | \n", "dataset_VA Long Beach | \n", "-0.168461 | \n", "
10 | \n", "cp_atypical angina | \n", "-1.681888 | \n", "
11 | \n", "cp_non-anginal | \n", "-1.188259 | \n", "
12 | \n", "cp_typical angina | \n", "-1.130000 | \n", "
13 | \n", "fbs_True | \n", "0.323557 | \n", "
14 | \n", "restecg_normal | \n", "-0.097966 | \n", "
15 | \n", "restecg_st-t abnormality | \n", "0.067879 | \n", "
16 | \n", "exang_True | \n", "0.800708 | \n", "
17 | \n", "slope_flat | \n", "0.752860 | \n", "
18 | \n", "slope_upsloping | \n", "-0.002280 | \n", "
19 | \n", "thal_normal | \n", "-0.538920 | \n", "
20 | \n", "thal_reversable defect | \n", "0.155325 | \n", "
21 | \n", "thal_normal | \n", "-0.538920 | \n", "
22 | \n", "thal_reversable defect | \n", "0.155325 | \n", "