Classification Insights | CSIS Dashboard

Avg Accuracy

55.9%

Avg Precision

62.4%

Avg Recall

59.8%

Avg F1

59.7%

Avg ROC AUC

57.6%

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.

Vaccination for infants/children
MCA Dim1 0.2183
Vaccination for infants/children
MCA Dim2 0.2114
Vaccination for infants/children
Cluster 3 0.1934
Pre-natal/post-natal/child birth services
MCA Dim2 0.2611
Pre-natal/post-natal/child birth services
Cluster 3 0.2068
Pre-natal/post-natal/child birth services
A4 Single 0.2027
Free General Consultations/Access to secondary and/or tertiary health care
MCA Dim2 0.3815
Free General Consultations/Access to secondary and/or tertiary health care
MCA Dim1 0.23

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: D9_DHSi - Vaccination for infants/children

MCA Dim1 MCA Dim2 MCACluster A4 B1

|--- A4_Single <= 0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- Dim1 <= -0.07
|   |   |   |--- class: Availed
|   |   |--- Dim1 >  -0.07
|   |   |   |--- class: Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- B1_No <= 0.50
|   |   |   |--- class: Not Availed
|   |   |--- B1_No >  0.50
|   |   |   |--- class: Not Availed
|--- A4_Single >  0.50
|   |--- Dim2 <= -0.17
|   |   |--- B1_No <= 0.50
|   |   |   |--- class: Not Availed
|   |   |--- B1_No >  0.50
|   |   |   |--- class: Not Availed
|   |--- Dim2 >  -0.17
|   |   |--- Dim2 <= 0.78
|   |   |   |--- class: Not Availed
|   |   |--- Dim2 >  0.78
|   |   |   |--- class: Availed

Gini Split Diagnostics

Node	Type	Rule	Gini	Samples	Not Availed	Availed	Prediction
0	Split	A4_Single <= 0.500	0.5	4138	0.5	0.5	Availed
1	Split	MCACluster_3 <= 0.500	0.4978	3509	0.5	0.5	Availed
2	Split	Dim1 <= -0.070	0.4884	2841	0.4	0.6	Availed
3	Leaf	Prediction	0.4962	2121	0.5	0.5	Availed
4	Leaf	Prediction	0.4353	720	0.3	0.7	Availed
5	Split	B1_No <= 0.500	0.4677	668	0.6	0.4	Not Availed
6	Leaf	Prediction	0.4987	135	0.5	0.5	Not Availed
7	Leaf	Prediction	0.4546	533	0.7	0.3	Not Availed
8	Split	Dim2 <= -0.167	0.4462	629	0.7	0.3	Not Availed
9	Split	B1_No <= 0.500	0.3986	413	0.7	0.3	Not Availed
10	Leaf	Prediction	0.4603	111	0.6	0.4	Not Availed
11	Leaf	Prediction	0.3711	302	0.8	0.2	Not Availed
12	Split	Dim2 <= 0.776	0.4981	216	0.5	0.5	Not Availed
13	Leaf	Prediction	0.4941	191	0.6	0.4	Not Availed
14	Leaf	Prediction	0.4353	25	0.3	0.7	Availed

Show technical full tree

|--- A4_Single <= 0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- B1_No <= 0.50
|   |   |   |--- Dim1 <= 0.38
|   |   |   |   |--- Dim1 <= -0.91
|   |   |   |   |   |--- Dim2 <= -1.16
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -1.16
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.91
|   |   |   |   |   |--- Dim1 <= -0.85
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.85
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  0.38
|   |   |   |   |--- Dim2 <= 0.85
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  0.85
|   |   |   |   |   |--- class: Availed
|   |   |--- B1_No >  0.50
|   |   |   |--- Dim1 <= -0.07
|   |   |   |   |--- Dim2 <= 1.42
|   |   |   |   |   |--- A1_Father/Mother <= 0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- A1_Father/Mother >  0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  1.42
|   |   |   |   |   |--- Dim2 <= 1.51
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  1.51
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  -0.07
|   |   |   |   |--- Dim2 <= -0.07
|   |   |   |   |   |--- Dim1 <= 0.01
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  0.01
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim2 >  -0.07
|   |   |   |   |   |--- Dim1 <= 0.89
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  0.89
|   |   |   |   |   |   |--- class: Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- A1_Father/Mother <= 0.50
|   |   |   |--- Dim2 <= -0.22
|   |   |   |   |--- A5_College Graduate  <= 0.50
|   |   |   |   |   |--- Dim1 <= -0.43
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.43
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- A5_College Graduate  >  0.50
|   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim2 >  -0.22
|   |   |   |   |--- Dim1 <= -0.66
|   |   |   |   |   |--- Dim2 <= 0.29
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  0.29
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.66
|   |   |   |   |   |--- B1_No <= 0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- B1_No >  0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A1_Father/Mother >  0.50
|   |   |   |--- A5_Elem Undergraduate <= 0.50
|   |   |   |   |--- A4_Married <= 0.50
|   |   |   |   |   |--- Dim2 <= 1.39
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  1.39
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- A4_Married >  0.50
|   |   |   |   |   |--- Dim2 <= 1.07
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  1.07
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- A5_Elem Undergraduate >  0.50
|   |   |   |   |--- class: Availed
|--- A4_Single >  0.50
|   |--- Dim2 <= -0.02
|   |   |--- A5_Hi Sch Graduate <= 0.50
|   |   |   |--- Dim2 <= -0.34
|   |   |   |   |--- Dim2 <= -0.43
|   |   |   |   |   |--- A5_Elem Undergraduate <= 0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- A5_Elem Undergraduate >  0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  -0.43
|   |   |   |   |   |--- Dim1 <= 1.30
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  1.30
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim2 >  -0.34
|   |   |   |   |--- Dim1 <= 0.83
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  0.83
|   |   |   |   |   |--- Dim1 <= 1.43
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  1.43
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A5_Hi Sch Graduate >  0.50
|   |   |   |--- Dim1 <= 1.86
|   |   |   |   |--- A1_Son/Daughter <= 0.50
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- A1_Son/Daughter >  0.50
|   |   |   |   |   |--- Dim1 <= 1.39
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  1.39
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  1.86
|   |   |   |   |--- class: Availed
|   |--- Dim2 >  -0.02
|   |   |--- Dim2 <= 0.75
|   |   |   |--- A5_ Hi-Sch Undergraduate <= 0.50
|   |   |   |   |--- Dim2 <= 0.06
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  0.06
|   |   |   |   |   |--- Dim1 <= 1.99
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  1.99
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- A5_ Hi-Sch Undergraduate >  0.50
|   |   |   |   |--- class: Availed
|   |   |--- Dim2 >  0.75
|   |   |   |--- Dim1 <= 0.87
|   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  0.87
|   |   |   |   |--- class: Availed

Indicator Model Performance

Target	Indicator	Accuracy	Precision	Recall	F1	ROC AUC
D9_DHSiii	Free General Consultations/Access to secondary and/or tertiary health care	60.5%	74.9%	66.5%	70.4%	59.0%
D9_DHSvii	Family Planning/ Reproductive Health Distribution of reproductive health supplies, information dissemination and other services	60.8%	58.3%	79.1%	67.1%	63.4%
D9_DHSiv	Free Basic Medicine or Low-Cost Medicine Program	54.3%	78.0%	54.6%	64.2%	56.0%
D9_DHSi	Vaccination for infants/children	57.2%	75.6%	50.9%	60.8%	62.9%
D9_DHSii	Pre-natal/post-natal/child birth services	58.3%	58.8%	61.0%	59.9%	60.9%
D9_DHSvi	Basic dental/oral hygiene	51.7%	46.7%	71.2%	56.4%	53.0%
D9_DHSv	Prevention and Management of Communicable and Non-Communicable Diseases	48.3%	44.6%	35.1%	39.3%	48.2%