| \n", " | ID | \n", "Area | \n", "City | \n", "Restaurant | \n", "Price | \n", "Avg ratings | \n", "Total ratings | \n", "Food type | \n", "Address | \n", "Delivery time | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "211 | \n", "Koramangala | \n", "Bangalore | \n", "Tandoor Hut | \n", "300.0 | \n", "4.4 | \n", "100 | \n", "Biryani,Chinese,North Indian,South Indian | \n", "5Th Block | \n", "59 | \n", "
| 1 | \n", "221 | \n", "Koramangala | \n", "Bangalore | \n", "Tunday Kababi | \n", "300.0 | \n", "4.1 | \n", "100 | \n", "Mughlai,Lucknowi | \n", "5Th Block | \n", "56 | \n", "
| \n", " | ID | \n", "Area | \n", "City | \n", "Restaurant | \n", "Price | \n", "Avg_ratings | \n", "Total_ratings | \n", "Food_type | \n", "Address | \n", "Delivery_time | \n", "
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "211 | \n", "Koramangala | \n", "Bangalore | \n", "Tandoor Hut | \n", "300.0 | \n", "4.4 | \n", "100 | \n", "Biryani,Chinese,North Indian,South Indian | \n", "5Th Block | \n", "59 | \n", "
| \n", " | Delivery_time | \n", "
|---|---|
| Area | \n", "\n", " |
| Yousufguda | \n", "1.414214 | \n", "
| Zamistanpur | \n", "2.828427 | \n", "
| \n", " | Marital status | \n", "Application mode | \n", "Application order | \n", "Course | \n", "Daytime/evening attendance\\t | \n", "Previous qualification | \n", "Previous qualification (grade) | \n", "Nacionality | \n", "Mother's qualification | \n", "Father's qualification | \n", "Mother's occupation | \n", "Father's occupation | \n", "Admission grade | \n", "Displaced | \n", "Educational special needs | \n", "Debtor | \n", "Tuition fees up to date | \n", "Gender | \n", "Scholarship holder | \n", "Age at enrollment | \n", "International | \n", "Curricular units 1st sem (credited) | \n", "Curricular units 1st sem (enrolled) | \n", "Curricular units 1st sem (evaluations) | \n", "Curricular units 1st sem (approved) | \n", "Curricular units 1st sem (grade) | \n", "Curricular units 1st sem (without evaluations) | \n", "Curricular units 2nd sem (credited) | \n", "Curricular units 2nd sem (enrolled) | \n", "Curricular units 2nd sem (evaluations) | \n", "Curricular units 2nd sem (approved) | \n", "Curricular units 2nd sem (grade) | \n", "Curricular units 2nd sem (without evaluations) | \n", "Unemployment rate | \n", "Inflation rate | \n", "GDP | \n", "Target | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "1 | \n", "17 | \n", "5 | \n", "171 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "19 | \n", "12 | \n", "5 | \n", "9 | \n", "127.3 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "1 | \n", "0 | \n", "20 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "10.8 | \n", "1.4 | \n", "1.74 | \n", "Dropout | \n", "
| 1 | \n", "1 | \n", "15 | \n", "1 | \n", "9254 | \n", "1 | \n", "1 | \n", "160.0 | \n", "1 | \n", "1 | \n", "3 | \n", "3 | \n", "3 | \n", "142.5 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "19 | \n", "0 | \n", "0 | \n", "6 | \n", "6 | \n", "6 | \n", "14.000000 | \n", "0 | \n", "0 | \n", "6 | \n", "6 | \n", "6 | \n", "13.666667 | \n", "0 | \n", "13.9 | \n", "-0.3 | \n", "0.79 | \n", "Graduate | \n", "
| 2 | \n", "1 | \n", "1 | \n", "5 | \n", "9070 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "37 | \n", "37 | \n", "9 | \n", "9 | \n", "124.8 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "19 | \n", "0 | \n", "0 | \n", "6 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "0 | \n", "6 | \n", "0 | \n", "0 | \n", "0.000000 | \n", "0 | \n", "10.8 | \n", "1.4 | \n", "1.74 | \n", "Dropout | \n", "
| 3 | \n", "1 | \n", "17 | \n", "2 | \n", "9773 | \n", "1 | \n", "1 | \n", "122.0 | \n", "1 | \n", "38 | \n", "37 | \n", "5 | \n", "3 | \n", "119.6 | \n", "1 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "20 | \n", "0 | \n", "0 | \n", "6 | \n", "8 | \n", "6 | \n", "13.428571 | \n", "0 | \n", "0 | \n", "6 | \n", "10 | \n", "5 | \n", "12.400000 | \n", "0 | \n", "9.4 | \n", "-0.8 | \n", "-3.12 | \n", "Graduate | \n", "
| 4 | \n", "2 | \n", "39 | \n", "1 | \n", "8014 | \n", "0 | \n", "1 | \n", "100.0 | \n", "1 | \n", "37 | \n", "38 | \n", "9 | \n", "9 | \n", "141.5 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "45 | \n", "0 | \n", "0 | \n", "6 | \n", "9 | \n", "5 | \n", "12.333333 | \n", "0 | \n", "0 | \n", "6 | \n", "6 | \n", "6 | \n", "13.000000 | \n", "0 | \n", "13.9 | \n", "-0.3 | \n", "0.79 | \n", "Graduate | \n", "
| \n", " | Algorithm | \n", "Accuracy | \n", "Precision | \n", "Recall | \n", "F1 Score | \n", "AUC-ROC | \n", "Log Loss | \n", "
|---|---|---|---|---|---|---|---|
| 0 | \n", "Logistic Regression | \n", "76.56% | \n", "70.65% | \n", "66.94% | \n", "67.73% | \n", "88.22% | \n", "0.575 | \n", "
| 1 | \n", "Random Forest | \n", "77.49% | \n", "72.54% | \n", "68.21% | \n", "69.28% | \n", "88.40% | \n", "0.605 | \n", "
| 2 | \n", "SVM | \n", "76.56% | \n", "71.68% | \n", "66.83% | \n", "67.98% | \n", "87.65% | \n", "0.587 | \n", "
| 3 | \n", "Gradient Boosting | \n", "77.80% | \n", "72.97% | \n", "69.43% | \n", "70.50% | \n", "89.50% | \n", "0.548 | \n", "