Classification Insights | CSIS Dashboard

Avg Accuracy

60.4%

Avg Precision

47.6%

Avg Recall

52.6%

Avg F1

48.4%

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.

Provision of medical and/or nutritional services to school clinics
B1 Yes 0.2946
Provision of medical and/or nutritional services to school clinics
B1 Yes 0.2698
Provision of medical and/or nutritional services to school clinics
MCA Dim1 0.2417
Sports programs and activities
B1 No 0.3195
Sports programs and activities
B1 Yes 0.3076
Sports programs and activities
MCA Dim2 0.2261
Scholarships and other assistance programs for students
MCA Dim1 0.4458
Scholarships and other assistance programs for students
MCA Dim1 0.3682

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: E7_EBSi - Provision of medical and/or nutritional services to school clinics

B1 MCA Dim1 MCA Dim2 MCACluster A4

|--- B1_Yes <= 0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- A4_Married <= 0.50
|   |   |   |--- class: Not Availed
|   |   |--- A4_Married >  0.50
|   |   |   |--- class: Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- Dim1 <= -0.57
|   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  -0.57
|   |   |   |--- class: Not Availed
|--- B1_Yes >  0.50
|   |--- Dim2 <= 1.21
|   |   |--- Dim2 <= 0.41
|   |   |   |--- class: Availed
|   |   |--- Dim2 >  0.41
|   |   |   |--- class: Availed
|   |--- Dim2 >  1.21
|   |   |--- Dim1 <= -0.50
|   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  -0.50
|   |   |   |--- class: Availed

Gini Split Diagnostics

Node	Type	Rule	Gini	Samples	Not Availed	Availed	Prediction
0	Split	B1_Yes <= 0.500	0.5	3369	0.5	0.5	Not Availed
1	Split	MCACluster_3 <= 0.500	0.4935	2366	0.6	0.4	Not Availed
2	Split	A4_Married <= 0.500	0.4985	1934	0.5	0.5	Not Availed
3	Leaf	Prediction	0.4798	579	0.6	0.4	Not Availed
4	Leaf	Prediction	0.4999	1355	0.5	0.5	Availed
5	Split	Dim1 <= -0.573	0.4345	432	0.7	0.3	Not Availed
6	Leaf	Prediction	0.3805	159	0.7	0.3	Not Availed
7	Leaf	Prediction	0.4596	273	0.6	0.4	Not Availed
8	Split	Dim2 <= 1.213	0.4568	1003	0.4	0.6	Availed
9	Split	Dim2 <= 0.410	0.4675	814	0.4	0.6	Availed
10	Leaf	Prediction	0.4473	624	0.3	0.7	Availed
11	Leaf	Prediction	0.4992	190	0.5	0.5	Availed
12	Split	Dim1 <= -0.496	0.3892	189	0.3	0.7	Availed
13	Leaf	Prediction	0.4941	25	0.6	0.4	Not Availed
14	Leaf	Prediction	0.3358	164	0.2	0.8	Availed

Show technical full tree

|--- B1_Yes <= 0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- A4_Married <= 0.50
|   |   |   |--- Dim1 <= 1.91
|   |   |   |   |--- Dim1 <= 1.77
|   |   |   |   |   |--- A5_Hi Sch Graduate <= 0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- A5_Hi Sch Graduate >  0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  1.77
|   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  1.91
|   |   |   |   |--- Dim2 <= 0.08
|   |   |   |   |   |--- Dim2 <= -0.79
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -0.79
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  0.08
|   |   |   |   |   |--- Dim1 <= 2.54
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  2.54
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A4_Married >  0.50
|   |   |   |--- A5_College Graduate  <= 0.50
|   |   |   |   |--- Dim2 <= -1.38
|   |   |   |   |   |--- Dim2 <= -1.44
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -1.44
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  -1.38
|   |   |   |   |   |--- Dim1 <= -0.99
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.99
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- A5_College Graduate  >  0.50
|   |   |   |   |--- Dim1 <= -0.31
|   |   |   |   |   |--- Dim1 <= -0.38
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.38
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.31
|   |   |   |   |   |--- Dim1 <= -0.18
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.18
|   |   |   |   |   |   |--- class: Not Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- A1_Household head <= 0.50
|   |   |   |--- A2_Male <= 0.50
|   |   |   |   |--- Dim1 <= -0.21
|   |   |   |   |   |--- Dim1 <= -0.25
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.25
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.21
|   |   |   |   |   |--- class: Not Availed
|   |   |   |--- A2_Male >  0.50
|   |   |   |   |--- Dim1 <= -0.56
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.56
|   |   |   |   |   |--- class: Availed
|   |   |--- A1_Household head >  0.50
|   |   |   |--- Dim2 <= -0.23
|   |   |   |   |--- Dim2 <= -0.27
|   |   |   |   |   |--- Dim2 <= -0.34
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -0.34
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim2 >  -0.27
|   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim2 >  -0.23
|   |   |   |   |--- Dim1 <= -0.34
|   |   |   |   |   |--- Dim2 <= 1.28
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  1.28
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.34
|   |   |   |   |   |--- Dim1 <= -0.24
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.24
|   |   |   |   |   |   |--- class: Not Availed
|--- B1_Yes >  0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- Dim2 <= 1.21
|   |   |   |--- Dim2 <= 0.41
|   |   |   |   |--- Dim1 <= -0.30
|   |   |   |   |   |--- Dim2 <= 0.34
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  0.34
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.30
|   |   |   |   |   |--- Dim2 <= -0.40
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  -0.40
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim2 >  0.41
|   |   |   |   |--- Dim1 <= -0.41
|   |   |   |   |   |--- Dim2 <= 0.49
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  0.49
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.41
|   |   |   |   |   |--- A4_Married <= 0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- A4_Married >  0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |--- Dim2 >  1.21
|   |   |   |--- A5_Hi Sch Graduate <= 0.50
|   |   |   |   |--- Dim1 <= -0.36
|   |   |   |   |   |--- Dim2 <= 1.35
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  1.35
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.36
|   |   |   |   |   |--- Dim1 <= -0.11
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.11
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- A5_Hi Sch Graduate >  0.50
|   |   |   |   |--- Dim1 <= -0.09
|   |   |   |   |   |--- Dim2 <= 1.35
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim2 >  1.35
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.09
|   |   |   |   |   |--- class: Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- Dim2 <= 1.44
|   |   |   |--- Dim2 <= -0.05
|   |   |   |   |--- Dim1 <= -0.71
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.71
|   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim2 >  -0.05
|   |   |   |   |--- Dim1 <= -0.48
|   |   |   |   |   |--- Dim1 <= -0.64
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.64
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.48
|   |   |   |   |   |--- class: Availed
|   |   |--- Dim2 >  1.44
|   |   |   |--- class: Availed

Indicator Model Performance

Target	Indicator	Accuracy	Precision	Recall	F1	ROC AUC
E7_EBSi	Provision of medical and/or nutritional services to school clinics	59.5%	66.7%	67.9%	67.3%	59.4%
E7_EBSi	Provision of medical and/or nutritional services to school clinics	56.8%	64.4%	66.3%	65.3%	55.5%
E7_EBSii	Sports programs and activities	61.3%	63.9%	50.7%	56.5%	61.9%
E7_EBSii	Sports programs and activities	59.0%	62.0%	45.5%	52.5%	59.2%
E7_EBSiii	Scholarships and other assistance programs for students	65.5%	40.6%	45.9%	43.1%	58.0%
E7_EBSiii	Scholarships and other assistance programs for students	63.8%	38.0%	43.3%	40.5%	56.0%
E7_EBSiv	Alternative LearningSystem and/or otherSpecial Education Programs	58.3%	22.6%	52.3%	31.6%	55.7%
E7_EBSiv	Alternative LearningSystem and/or otherSpecial Education Programs	59.3%	22.3%	49.0%	30.7%	55.1%