Classification Insights | CSIS Dashboard

Avg Accuracy

47.3%

Avg Precision

63.2%

Avg Recall

42.1%

Avg F1

48.1%

Avg ROC AUC

51.8%

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 Dim1 0.3564
Delivery of Frontline services
MCA Dim2 0.3292
Delivery of Frontline services
A4 Married 0.0834
Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
MCA Dim1 0.4617
Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
MCA Dim2 0.2679
Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU
A5 Elem Graduate 0.0708
Mobile LGUservices/Provision ofmunicipal services to the barangays
MCA Dim1 0.3949
Mobile LGUservices/Provision ofmunicipal services to the barangays
MCA Dim2 0.3543

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.

Indicator Top Predictors

Current tree: G2_GGPi - Delivery of Frontline services

MCA Dim1 MCA Dim2 A4 B1 A5

|--- B1_No <= 0.50
|   |--- A4_Married <= 0.50
|   |   |--- Dim2 <= 0.19
|   |   |   |--- class: Availed
|   |   |--- Dim2 >  0.19
|   |   |   |--- class: Not Availed
|   |--- A4_Married >  0.50
|   |   |--- Dim2 <= -1.22
|   |   |   |--- class: Availed
|   |   |--- Dim2 >  -1.22
|   |   |   |--- class: Availed
|--- B1_No >  0.50
|   |--- Dim1 <= -0.54
|   |   |--- A5_ Hi-Sch Undergraduate <= 0.50
|   |   |   |--- class: Availed
|   |   |--- A5_ Hi-Sch Undergraduate >  0.50
|   |   |   |--- class: Availed
|   |--- Dim1 >  -0.54
|   |   |--- Dim1 <= -0.47
|   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  -0.47
|   |   |   |--- class: Not Availed

Gini Split Diagnostics

Node	Type	Rule	Gini	Samples	Not Availed	Availed	Prediction
0	Split	B1_No <= 0.500	0.5	3632	0.5	0.5	Not Availed
1	Split	A4_Married <= 0.500	0.4907	1052	0.4	0.6	Availed
2	Split	Dim2 <= 0.186	0.4984	271	0.5	0.5	Not Availed
3	Leaf	Prediction	0.497	165	0.5	0.5	Availed
4	Leaf	Prediction	0.472	106	0.6	0.4	Not Availed
5	Split	Dim2 <= -1.222	0.4777	781	0.4	0.6	Availed
6	Leaf	Prediction	0.4994	116	0.5	0.5	Availed
7	Leaf	Prediction	0.47	665	0.4	0.6	Availed
8	Split	Dim1 <= -0.537	0.4987	2580	0.5	0.5	Not Availed
9	Split	A5_ Hi-Sch Undergraduate <= 0.500	0.4987	737	0.5	0.5	Availed
10	Leaf	Prediction	0.4999	647	0.5	0.5	Availed
11	Leaf	Prediction	0.4421	90	0.3	0.7	Availed
12	Split	Dim1 <= -0.468	0.496	1843	0.5	0.5	Not Availed
13	Leaf	Prediction	0.4569	150	0.6	0.4	Not Availed
14	Leaf	Prediction	0.4976	1693	0.5	0.5	Not Availed

Show technical full tree

|--- A4_Married <= 0.50
|   |--- A5_College Undergrad <= 0.50
|   |   |--- A1_Son-in-Law/ Daughter-in-Law <= 0.50
|   |   |   |--- Dim1 <= -0.70
|   |   |   |   |--- Dim1 <= -0.75
|   |   |   |   |   |--- Dim1 <= -0.86
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.86
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.75
|   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -0.70
|   |   |   |   |--- Dim2 <= 0.64
|   |   |   |   |   |--- Dim2 <= 0.58
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  0.58
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  0.64
|   |   |   |   |   |--- Dim1 <= 0.07
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  0.07
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A1_Son-in-Law/ Daughter-in-Law >  0.50
|   |   |   |--- class: Availed
|   |--- A5_College Undergrad >  0.50
|   |   |--- Dim1 <= 3.34
|   |   |   |--- A1_Son/Daughter <= 0.50
|   |   |   |   |--- A4_Single <= 0.50
|   |   |   |   |   |--- Dim1 <= -0.17
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.17
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- A4_Single >  0.50
|   |   |   |   |   |--- Dim1 <= 1.19
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  1.19
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- A1_Son/Daughter >  0.50
|   |   |   |   |--- Dim1 <= 1.36
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  1.36
|   |   |   |   |   |--- A2_Male <= 0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- A2_Male >  0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  3.34
|   |   |   |--- Dim2 <= -0.11
|   |   |   |   |--- Dim2 <= -1.07
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  -1.07
|   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim2 >  -0.11
|   |   |   |   |--- class: Availed
|--- A4_Married >  0.50
|   |--- B1_Yes <= 0.50
|   |   |--- Dim1 <= 0.10
|   |   |   |--- Dim1 <= -0.12
|   |   |   |   |--- Dim2 <= -0.49
|   |   |   |   |   |--- Dim2 <= -1.19
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  -1.19
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  -0.49
|   |   |   |   |   |--- Dim1 <= -0.14
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.14
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -0.12
|   |   |   |   |--- Dim2 <= -1.15
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim2 >  -1.15
|   |   |   |   |   |--- Dim2 <= 1.31
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  1.31
|   |   |   |   |   |   |--- class: Availed
|   |   |--- Dim1 >  0.10
|   |   |   |--- Dim2 <= 1.24
|   |   |   |   |--- A5_College Undergrad <= 0.50
|   |   |   |   |   |--- Dim1 <= 0.79
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  0.79
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- A5_College Undergrad >  0.50
|   |   |   |   |   |--- Dim2 <= 0.99
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  0.99
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim2 >  1.24
|   |   |   |   |--- class: Availed
|   |--- B1_Yes >  0.50
|   |   |--- A1_Father/Mother <= 0.50
|   |   |   |--- Dim1 <= -0.92
|   |   |   |   |--- Dim1 <= -0.98
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.98
|   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  -0.92
|   |   |   |   |--- Dim1 <= -0.87
|   |   |   |   |   |--- Dim2 <= -1.20
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -1.20
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.87
|   |   |   |   |   |--- Dim2 <= -1.22
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  -1.22
|   |   |   |   |   |   |--- class: Availed
|   |   |--- A1_Father/Mother >  0.50
|   |   |   |--- A5_ Hi-Sch Undergraduate <= 0.50
|   |   |   |   |--- Dim2 <= 1.06
|   |   |   |   |   |--- Dim2 <= 0.96
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  0.96
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim2 >  1.06
|   |   |   |   |   |--- class: Availed
|   |   |   |--- A5_ Hi-Sch Undergraduate >  0.50
|   |   |   |   |--- class: Availed

Indicator Model Performance

Target	Indicator	Accuracy	Precision	Recall	F1	ROC AUC
G2_GGPiii	Mobile LGUservices/Provision ofmunicipal services to the barangays	52.7%	65.6%	54.8%	59.7%	52.3%
G2_GGPiv	Conflict and dispute resolution in the barangays	49.5%	44.5%	65.8%	53.1%	51.7%
G2_GGPvi	Traffic Management	44.3%	74.2%	40.1%	52.1%	50.1%
G2_GGPviii	Public Information Services	43.7%	87.1%	37.1%	52.0%	54.5%
G2_GGPi	Delivery of Frontline services	46.4%	77.7%	36.9%	50.1%	57.0%
G2_GGPvii	Disaster Risk Reduction and Management	49.4%	57.6%	42.4%	48.9%	50.8%
G2_GGPii	Local government’s response or action oncomplaints against an office,official orpersonnel of the LGU	53.1%	40.4%	41.6%	41.0%	51.4%
G2_GGPv	Timely Response on Peace and Order andPublic Safety-related incidents	39.0%	58.3%	18.4%	28.0%	46.3%