chore: change classification report value
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@ -8,30 +8,30 @@ async function main() {
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modelName: "Model XGBoost (Baseline)",
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description:
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"Model awal menggunakan parameter default XGBoost (learning_rate=0.3, max_depth=6) pada dataset yang tidak seimbang.",
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accuracy: 0.8,
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macroF1: 0.56,
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f1Negative: 0.61,
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f1Neutral: 0.16,
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accuracy: 0.71,
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macroF1: 0.62,
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f1Negative: 0.67,
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f1Neutral: 0.34,
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isActive: false,
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},
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{
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modelName: "Model XGBoost (Tuned)",
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description:
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"Model dengan optimasi Hyperparameter menggunakan Grid Search untuk mencari kombinasi learning_rate dan max_depth terbaik.",
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accuracy: 0.81,
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macroF1: 0.58,
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f1Negative: 0.65,
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f1Neutral: 0.17,
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accuracy: 0.73,
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macroF1: 0.66,
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f1Negative: 0.69,
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f1Neutral: 0.42,
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isActive: false,
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},
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{
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modelName: "Model XGBoost (Optimized)",
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description:
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"Model final menggunakan teknik SMOTE untuk menyeimbangkan kelas, seleksi fitur Chi-Square, dan optimasi Grid Search.",
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accuracy: 0.82,
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macroF1: 0.61,
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f1Negative: 0.65,
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f1Neutral: 0.27,
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accuracy: 0.72,
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macroF1: 0.66,
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f1Negative: 0.68,
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f1Neutral: 0.43,
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isActive: true,
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},
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];
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