Classification Insights

Decision-tree model performance and predictor importance for CSIS service indicators.

Awareness
Avg Accuracy
49.9%
Avg Precision
75.9%
Avg Recall
44.4%
Avg F1
53.5%
Avg ROC AUC
52.1%

Top Predictors

Model Interpretation

Values summarize saved decision-tree classification outputs. Feature importance indicates which respondent traits or cluster dimensions were most useful for predicting the selected service-stage indicators.
  • Delivery of Frontline services
    MCA Dim2     0.4095
  • Delivery of Frontline services
    MCA Dim1     0.306
  • Delivery of Frontline services
    A5 Vocational /TVET     0.1425
  • Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
    MCA Dim1     0.3953
  • Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
    MCA Dim2     0.251
  • Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
    A5 College Graduate     0.0742
  • Mobile LGUservices/Provision ofmunicipal services to the barangays
    MCA Dim2     0.5688
  • Mobile LGUservices/Provision ofmunicipal services to the barangays
    MCA Dim1     0.1473

Simplified Decision Tree Explorer

The simplified tree uses feature selection first: top predictors are selected from feature importance, then a smaller decision tree is retrained with limited depth for easier interpretation.

Current tree: G1_GGPi - Delivery of Frontline services

MCA Dim2 MCA Dim1 A5 A4 B1
Simplified decision tree visualization 
|--- Dim2 <= 1.53
|   |--- A5_Others <= 0.50
|   |   |--- Dim1 <= 0.86
|   |   |   |--- class: 1
|   |   |--- Dim1 >  0.86
|   |   |   |--- class: 0
|   |--- A5_Others >  0.50
|   |   |--- class: 0
|--- Dim2 >  1.53
|   |--- Dim2 <= 1.63
|   |   |--- class: 0
|   |--- Dim2 >  1.63
|   |   |--- Dim1 <= -0.43
|   |   |   |--- class: 0
|   |   |--- Dim1 >  -0.43
|   |   |   |--- class: 1
Gini Split Diagnostics
Node Type Rule Gini Samples Class 0 Class 1 Prediction
0 Split Dim2 <= 1.531 0.5 4350 0.5 0.5 class 1
1 Split A5_Others <= 0.500 0.4999 4253 0.5 0.5 class 1
2 Split Dim1 <= 0.864 0.4997 4213 0.5 0.5 class 1
3 Leaf Prediction 0.4987 3641 0.5 0.5 class 1
4 Leaf Prediction 0.4921 572 0.6 0.4 class 0
5 Leaf Prediction 0.3528 40 0.8 0.2 class 0
6 Split Dim2 <= 1.625 0.3924 97 0.7 0.3 class 0
7 Leaf Prediction 0.2478 39 0.9 0.1 class 0
8 Split Dim1 <= -0.433 0.4824 58 0.6 0.4 class 0
9 Leaf Prediction 0.4166 25 0.7 0.3 class 0
10 Leaf Prediction 0.4987 33 0.5 0.5 class 1
Show technical full tree 
|--- Dim1 <= 0.86
|   |--- A5_Vocational /TVET <= 0.50
|   |   |--- Dim2 <= 1.51
|   |   |   |--- A5_Others <= 0.50
|   |   |   |   |--- Dim2 <= 1.47
|   |   |   |   |   |--- Dim2 <= -0.81
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim2 >  -0.81
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  1.47
|   |   |   |   |   |--- class: 1
|   |   |   |--- A5_Others >  0.50
|   |   |   |   |--- Dim2 <= 0.37
|   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  0.37
|   |   |   |   |   |--- class: 0
|   |   |--- Dim2 >  1.51
|   |   |   |--- Dim2 <= 1.75
|   |   |   |   |--- Dim2 <= 1.57
|   |   |   |   |   |--- Dim1 <= -0.42
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  -0.42
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim2 >  1.57
|   |   |   |   |   |--- Dim2 <= 1.63
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim2 >  1.63
|   |   |   |   |   |   |--- class: 0
|   |   |   |--- Dim2 >  1.75
|   |   |   |   |--- class: 1
|   |--- A5_Vocational /TVET >  0.50
|   |   |--- B1_No <= 0.50
|   |   |   |--- class: 1
|   |   |--- B1_No >  0.50
|   |   |   |--- A1_Household head <= 0.50
|   |   |   |   |--- class: 1
|   |   |   |--- A1_Household head >  0.50
|   |   |   |   |--- class: 1
|--- Dim1 >  0.86
|   |--- Dim1 <= 1.50
|   |   |--- Dim2 <= -1.42
|   |   |   |--- class: 1
|   |   |--- Dim2 >  -1.42
|   |   |   |--- Dim2 <= 0.64
|   |   |   |   |--- Dim1 <= 1.40
|   |   |   |   |   |--- Dim1 <= 1.17
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  1.17
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim1 >  1.40
|   |   |   |   |   |--- class: 0
|   |   |   |--- Dim2 >  0.64
|   |   |   |   |--- Dim2 <= 0.76
|   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim2 >  0.76
|   |   |   |   |   |--- Dim1 <= 0.95
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  0.95
|   |   |   |   |   |   |--- class: 0
|   |--- Dim1 >  1.50
|   |   |--- A4_Married <= 0.50
|   |   |   |--- Dim1 <= 1.62
|   |   |   |   |--- Dim2 <= -0.58
|   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim2 >  -0.58
|   |   |   |   |   |--- class: 1
|   |   |   |--- Dim1 >  1.62
|   |   |   |   |--- Dim2 <= 0.70
|   |   |   |   |   |--- Dim1 <= 1.99
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim1 >  1.99
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  0.70
|   |   |   |   |   |--- class: 0
|   |   |--- A4_Married >  0.50
|   |   |   |--- class: 1

Indicator Model Performance

Target Indicator Accuracy Precision Recall F1 ROC AUC
G1_GGPv Timely Response on Peace and Order andPublic Safety-related incidents 65.5% 88.4% 69.7% 78.0% 54.4%
G1_GGPviii Public Information Services 63.6% 72.6% 77.2% 74.8% 53.2%
G1_GGPiv Conflict and dispute resolution in the barangays 60.8% 82.3% 67.4% 74.1% 50.2%
G1_GGPvii Disaster Risk Reduction and Management 42.6% 77.9% 34.0% 47.3% 51.9%
G1_GGPi Delivery of Frontline services 38.4% 84.0% 32.4% 46.7% 52.1%
G1_GGPii Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU 45.3% 63.4% 33.2% 43.6% 49.8%
G1_GGPvi Traffic Management 44.9% 64.6% 22.3% 33.1% 52.4%
G1_GGPiii Mobile LGUservices/Provision ofmunicipal services to the barangays 37.8% 74.2% 19.1% 30.3% 53.2%