My dataset- Dataset -
My project -
Data Analysis Phishing website detection
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Fig 1 Cloud for words used in good url and fake website url
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Fig 2 Domains of fake and genuine website
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Table 1: Accuracies of Different Machine Learning Models
| Training % | Logistic Regression | Random Forest | Decision Tree | KNN | SVM | LSVC | NB |
| 10 | 0.83 | 0.83 | 0.82 | 0.74 | 0.78 | 0.87 | 0.86 |
| 20 | 0.86 | 0.87 | 0.85 | 0.73 | 0.83 | 0.88 | 0.88 |
| 30 | 0.88 | 0.88 | 0.85 | 0.73 | 0.85 | 0.90 | 0.88 |
| 40 | 0.88 | 0.88 | 0.85 | 0.74 | 0.86 | 0.90 | 0.89 |
| 50 | 0.89 | 0.89 | 0.86 | 0.75 | 0.86 | 0.91 | 0.90 |
| 60 | 0.90 | 0.89 | 0.87 | 0.75 | 0.87 | 0.91 | 0.90 |
| 70 | 0.90 | 0.90 | 0.87 | 0.76 | 0.88 | 0.91 | 0.91 |
| 80 | 0.90 | 0.90 | 0.87 | 0.74 | 0.88 | 0.91 | 0.91 |
| 90 | 0.90 | 0.89 | 0.88 | 0.74 | 0.87 | 0.90 | 0.90 |
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Table 2: Precisions of Different Machine Learning Models
| Training % | Logistic Regression | Random Forest | Decision Tree | KNN | SVM | LSVC | NB |
| 10 | 0.91 | 0.89 | 0.78 | 0.56 | 0.95 | 0.91 | 0.96 |
| 20 | 0.91 | 0.91 | 0.84 | 0.53 | 0.92 | 0.89 | 0.94 |
| 30 | 0.92 | 0.93 | 0.82 | 0.52 | 0.92 | 0.90 | 0.93 |
| 40 | 0.90 | 0.92 | 0.81 | 0.54 | 0.89 | 0.89 | 0.91 |
| 50 | 0.89 | 0.94 | 0.81 | 0.56 | 0.89 | 0.90 | 0.92 |
| 60 | 0.92 | 0.93 | 0.82 | 0.56 | 0.94 | 0.91 | 0.92 |
| 70 | 0.93 | 0.93 | 0.83 | 0.59 | 0.94 | 0.91 | 0.90 |
| 80 | 0.92 | 0.93 | 0.82 | 0.55 | 0.93 | 0.90 | 0.89 |
| 90 | 0.93 | 0.94 | 0.85 | 0.54 | 0.92 | 0.92 | 0.89 |
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Table 3: Recalls of Different Machine Learning Models
| Training % | Logistic Regression | Random Forest | Decision Tree | KNN | SVM | LSVM | NB |
| 10 | 0.45 | 0.49 | 0.56 | 0.46 | 0.26 | 0.62 | 0.52 |
| 20 | 0.58 | 0.60 | 0.60 | 0.53 | 0.45 | 0.67 | 0.60 |
| 30 | 0.64 | 0.64 | 0.61 | 0.59 | 0.51 | 0.70 | 0.65 |
| 40 | 0.68 | 0.65 | 0.67 | 0.57 | 0.57 | 0.75 | 0.70 |
| 50 | 0.71 | 0.70 | 0.68 | 0.59 | 0.60 | 0.76 | 0.72 |
| 60 | 0.72 | 0.68 | 0.69 | 0.60 | 0.59 | 0.75 | 0.73 |
| 70 | 0.74 | 0.70 | 0.70 | 0.60 | 0.63 | 0.78 | 0.77 |
| 80 | 0.72 | 0.70 | 0.74 | 0.61 | 0.62 | 0.75 | 0.78 |
| 90 | 0.69 | 0.67 | 0.69 | 0.62 | 0.60 | 0.71 | 0.74 |
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Discussion section
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