Table 3.
Algorithm | Label | Precision | Recall | F1 | Support |
---|---|---|---|---|---|
SVM | General financial insecurity | 0.51 | 0.91 | 0.66 | 69 |
Employment/income insecurity | 0.66 | 0.81 | 0.73 | 98 | |
Housing insecurity | 0.62 | 0.89 | 0.73 | 83 | |
Poor social support | 0.7 | 0.97 | 0.82 | 89 | |
Insurance insecurity | 0.62 | 0.84 | 0.71 | 73 | |
Food insecurity | 0.92 | 0.82 | 0.87 | 44 | |
Xgboost | General financial insecurity | 0.84 | 0.71 | 0.77 | 69 |
Employment/income insecurity | 0.85 | 0.76 | 0.8 | 98 | |
Housing insecurity | 0.88 | 0.69 | 0.77 | 83 | |
Poor social support | 0.85 | 0.93 | 0.89 | 89 | |
Insurance insecurity | 0.81 | 0.75 | 0.78 | 73 | |
Food insecurity | 0.93 | 0.86 | 0.89 | 44 | |
KNN | General financial insecurity | 0.66 | 0.33 | 0.44 | 69 |
Employment/income insecurity | 0.76 | 0.3 | 0.43 | 98 | |
Housing insecurity | 0.53 | 0.12 | 0.2 | 83 | |
Poor social support | 0.68 | 0.46 | 0.55 | 89 | |
Insurance insecurity | 0.56 | 0.3 | 0.39 | 73 | |
Food insecurity | 1 | 0.59 | 0.74 | 44 | |
RF | General financial insecurity | 0.78 | 0.42 | 0.55 | 69 |
Employment/income insecurity | 0.78 | 0.29 | 0.42 | 98 | |
Housing insecurity | 0.83 | 0.23 | 0.36 | 83 | |
Poor social support | 0.8 | 0.57 | 0.67 | 89 | |
Insurance insecurity | 0.7 | 0.1 | 0.17 | 73 | |
Food insecurity | 1 | 0.34 | 0.51 | 44 |