Classification Insights | CSIS Dashboard

Avg Accuracy

57.8%

Avg Precision

82.8%

Avg Recall

60.6%

Avg F1

67.4%

Avg ROC AUC

52.8%

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.

Provision of medical and/or nutritional services to school clinics
MCA Dim1 0.4655
Provision of medical and/or nutritional services to school clinics
MCA Dim2 0.44
Provision of medical and/or nutritional services to school clinics
MCA Dim2 0.3855
Sports programs and activities
MCA Dim1 0.521
Sports programs and activities
MCA Dim1 0.2623
Sports programs and activities
MCA Dim2 0.2551
Scholarships and other assistance programs for students
MCA Dim1 0.6999
Scholarships and other assistance programs for students
MCA Dim1 0.4496

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: E6_EBSi - Provision of medical and/or nutritional services to school clinics

MCA Dim1 MCA Dim2 A3.1 A5 B1

|--- Dim1 <= -0.55
|   |--- Dim2 <= -1.14
|   |   |--- Dim1 <= -0.58
|   |   |   |--- class: 1
|   |   |--- Dim1 >  -0.58
|   |   |   |--- class: 0
|   |--- Dim2 >  -1.14
|   |   |--- A3.1_45→54 <= 0.50
|   |   |   |--- class: 0
|   |   |--- A3.1_45→54 >  0.50
|   |   |   |--- class: 1
|--- Dim1 >  -0.55
|   |--- A3.1_40→44 <= 0.50
|   |   |--- A5_Others <= 0.50
|   |   |   |--- class: 1
|   |   |--- A5_Others >  0.50
|   |   |   |--- class: 0
|   |--- A3.1_40→44 >  0.50
|   |   |--- A5_Elem Undergraduate <= 0.50
|   |   |   |--- class: 1
|   |   |--- A5_Elem Undergraduate >  0.50
|   |   |   |--- class: 0

Gini Split Diagnostics

Node	Type	Rule	Gini	Samples	Class 0	Class 1	Prediction
0	Split	Dim1 <= -0.551	0.5	4200	0.5	0.5	class 1
1	Split	Dim2 <= -1.141	0.493	1254	0.6	0.4	class 0
2	Split	Dim1 <= -0.584	0.5	536	0.5	0.5	class 1
3	Leaf	Prediction	0.4988	498	0.5	0.5	class 1
4	Leaf	Prediction	0.4177	38	0.7	0.3	class 0
5	Split	A3.1_45→54 <= 0.500	0.4799	718	0.6	0.4	class 0
6	Leaf	Prediction	0.468	591	0.6	0.4	class 0
7	Leaf	Prediction	0.494	127	0.4	0.6	class 1
8	Split	A3.1_40→44 <= 0.500	0.4984	2946	0.5	0.5	class 1
9	Split	A5_Others <= 0.500	0.4994	2678	0.5	0.5	class 1
10	Leaf	Prediction	0.4991	2644	0.5	0.5	class 1
11	Leaf	Prediction	0.3853	34	0.7	0.3	class 0
12	Split	A5_Elem Undergraduate <= 0.500	0.4476	268	0.3	0.7	class 1
13	Leaf	Prediction	0.4137	238	0.3	0.7	class 1
14	Leaf	Prediction	0.4816	30	0.6	0.4	class 0

Show technical full tree

|--- Dim1 <= -0.55
|   |--- Dim2 <= -1.18
|   |   |--- Dim2 <= -1.31
|   |   |   |--- Dim1 <= -0.71
|   |   |   |   |--- Dim2 <= -1.33
|   |   |   |   |   |--- Dim1 <= -0.80
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  -0.80
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  -1.33
|   |   |   |   |   |--- class: 0
|   |   |   |--- Dim1 >  -0.71
|   |   |   |   |--- Dim2 <= -1.33
|   |   |   |   |   |--- Dim1 <= -0.66
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim1 >  -0.66
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  -1.33
|   |   |   |   |   |--- class: 1
|   |   |--- Dim2 >  -1.31
|   |   |   |--- Dim2 <= -1.27
|   |   |   |   |--- Dim1 <= -0.71
|   |   |   |   |   |--- Dim2 <= -1.30
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim2 >  -1.30
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim1 >  -0.71
|   |   |   |   |   |--- class: 1
|   |   |   |--- Dim2 >  -1.27
|   |   |   |   |--- Dim1 <= -0.72
|   |   |   |   |   |--- B5_ELECTRICITY OWN Connection <= 0.50
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- B5_ELECTRICITY OWN Connection >  0.50
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim1 >  -0.72
|   |   |   |   |   |--- Dim1 <= -0.67
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  -0.67
|   |   |   |   |   |   |--- class: 1
|   |--- Dim2 >  -1.18
|   |   |--- Dim1 <= -0.69
|   |   |   |--- Dim1 <= -1.04
|   |   |   |   |--- class: 1
|   |   |   |--- Dim1 >  -1.04
|   |   |   |   |--- Dim1 <= -0.91
|   |   |   |   |   |--- Dim2 <= -1.11
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim2 >  -1.11
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim1 >  -0.91
|   |   |   |   |   |--- Dim1 <= -0.87
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim1 >  -0.87
|   |   |   |   |   |   |--- class: 0
|   |   |--- Dim1 >  -0.69
|   |   |   |--- Dim2 <= 1.56
|   |   |   |   |--- Dim2 <= 0.47
|   |   |   |   |   |--- Dim1 <= -0.64
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim1 >  -0.64
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |--- Dim2 >  0.47
|   |   |   |   |   |--- Dim2 <= 0.56
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim2 >  0.56
|   |   |   |   |   |   |--- class: 1
|   |   |   |--- Dim2 >  1.56
|   |   |   |   |--- class: 0
|--- Dim1 >  -0.55
|   |--- Dim1 <= 0.68
|   |   |--- Dim2 <= -1.10
|   |   |   |--- Dim2 <= -1.47
|   |   |   |   |--- class: 1
|   |   |   |--- Dim2 >  -1.47
|   |   |   |   |--- Dim1 <= -0.47
|   |   |   |   |   |--- Dim2 <= -1.26
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- Dim2 >  -1.26
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim1 >  -0.47
|   |   |   |   |   |--- Dim2 <= -1.35
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim2 >  -1.35
|   |   |   |   |   |   |--- class: 1
|   |   |--- Dim2 >  -1.10
|   |   |   |--- Dim2 <= -1.06
|   |   |   |   |--- class: 0
|   |   |   |--- Dim2 >  -1.06
|   |   |   |   |--- Dim1 <= -0.54
|   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim1 >  -0.54
|   |   |   |   |   |--- Dim1 <= -0.39
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim1 >  -0.39
|   |   |   |   |   |   |--- class: 1
|   |--- Dim1 >  0.68
|   |   |--- Dim1 <= 1.72
|   |   |   |--- Dim1 <= 0.71
|   |   |   |   |--- class: 0
|   |   |   |--- Dim1 >  0.71
|   |   |   |   |--- A5_College Graduate  <= 0.50
|   |   |   |   |   |--- Dim2 <= 1.11
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim2 >  1.11
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- A5_College Graduate  >  0.50
|   |   |   |   |   |--- Dim2 <= -0.56
|   |   |   |   |   |   |--- class: 0
|   |   |   |   |   |--- Dim2 >  -0.56
|   |   |   |   |   |   |--- class: 1
|   |   |--- Dim1 >  1.72
|   |   |   |--- B5_Electricity Shared Connection <= 0.50
|   |   |   |   |--- Dim2 <= 0.17
|   |   |   |   |   |--- B1_Yes <= 0.50
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- B1_Yes >  0.50
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim2 >  0.17
|   |   |   |   |   |--- A5_College Graduate  <= 0.50
|   |   |   |   |   |   |--- class: 1
|   |   |   |   |   |--- A5_College Graduate  >  0.50
|   |   |   |   |   |   |--- class: 1
|   |   |   |--- B5_Electricity Shared Connection >  0.50
|   |   |   |   |--- Dim2 <= -0.58
|   |   |   |   |   |--- class: 1
|   |   |   |   |--- Dim2 >  -0.58
|   |   |   |   |   |--- class: 0

Indicator Model Performance

Target	Indicator	Accuracy	Precision	Recall	F1	ROC AUC
E6_EBSiv	Alternative LearningSystem and/or otherSpecial Education Programs	69.5%	83.8%	78.5%	81.0%	52.9%
E6_EBSii	Sports programs and activities	66.5%	85.8%	72.5%	78.6%	56.3%
E6_EBSi	Provision of medical and/or nutritional services to school clinics	66.5%	82.1%	74.5%	78.1%	53.3%
E6_EBSiii	Scholarships and other assistance programs for students	65.0%	77.2%	77.7%	77.5%	49.7%
E6_EBSi	Provision of medical and/or nutritional services to school clinics	58.9%	81.4%	63.1%	71.1%	52.0%
E6_EBSiv	Alternative LearningSystem and/or otherSpecial Education Programs	55.1%	84.2%	56.5%	67.6%	52.6%
E6_EBSii	Sports programs and activities	50.2%	87.6%	48.0%	62.0%	55.7%
E6_EBSiii	Scholarships and other assistance programs for students	30.8%	80.1%	13.9%	23.7%	50.4%