Customer Churn Prediction · shap-waterfall · pygal · anyplot.ai
Base value: 0.25 → Predicted probability: 0.48Streaming TV (+0.02)0.05Device Protection (-0.03)0.15Payment Method (+0.04)0.25Num. of Services (+0.05)0.35Tech Support (-0.06)0.45Internet Service (+0.08)0.55Online Security (-0.10)0.65Tenure (-0.12)0.75Contract Type (+0.15)0.85Monthly Charges (+0.20)0.9500.10.20.30.40.251188.21169871794882344.7884615384614Streaming TV (+0.02)0.241144.0730769230772103.0576923076924Device Protection (-0.03)0.241144.0730769230771861.326923076923Payment Method (+0.04)0.281320.62756410256431619.596153846154Num. of Services (+0.05)0.271276.48894230769221377.8653846153845Tech Support (-0.06)0.271276.48894230769221136.1346153846155Internet Service (+0.08)0.251188.2116987179488894.4038461538462Online Security (-0.10)0.13658.5482371794873652.6730769230771Tenure (-0.12)0.13658.5482371794873410.94230769230785Contract Type (+0.15)0.281320.6275641025643169.21153846153825Monthly Charges (+0.20)+0.0200.022379.9544871794872344.7884615384614Streaming TV (+0.02)-0.0300.032335.81586538461532103.0576923076924Device Protection (-0.03)+0.0400.042379.95448717948741861.326923076923Payment Method (+0.04)+0.0500.052777.20208333333361619.596153846154Num. of Services (+0.05)-0.0600.062733.06346153846151377.8653846153845Tech Support (-0.06)+0.0800.082821.3407051282051136.1346153846155Internet Service (+0.08)-0.1000.12733.0634615384615894.4038461538462Online Security (-0.10)-0.1200.121762.0137820512823652.6730769230771Tenure (-0.12)+0.1500.151894.4296474358976410.94230769230785Contract Type (+0.15)+0.2000.23439.2814102564107169.21153846153825Monthly Charges (+0.20)Customer Churn Prediction · shap-waterfall · pygal · anyplot.aiBase value: 0.25 → Predicted probability: 0.48SHAP Value (impact on predicted churn probability) · base = 0.25 | prediction = 0.48