Classification Insights | CSIS Dashboard

Avg Accuracy

57.8%

Avg Precision

61.7%

Avg Recall

50.9%

Avg F1

55.8%

Avg ROC AUC

61.9%

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.

ChildandYouthWelfareProgram
MCA Dim1 0.4575
ChildandYouthWelfareProgram
B1 Yes 0.2104
ChildandYouthWelfareProgram
Cluster 3 0.0778

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: F2_FSSi - ChildandYouthWelfareProgram

MCA Dim1 B1 MCACluster MCA Dim2 A4

|--- B1_Yes <= 0.50
|   |--- A4_Married <= 0.50
|   |   |--- Dim1 <= 1.27
|   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  1.27
|   |   |   |--- class: Not Availed
|   |--- A4_Married >  0.50
|   |   |--- MCACluster_3 <= 0.50
|   |   |   |--- class: Availed
|   |   |--- MCACluster_3 >  0.50
|   |   |   |--- class: Not Availed
|--- B1_Yes >  0.50
|   |--- A4_Married <= 0.50
|   |   |--- Dim1 <= 1.94
|   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  1.94
|   |   |   |--- class: Availed
|   |--- A4_Married >  0.50
|   |   |--- Dim2 <= -1.23
|   |   |   |--- class: Availed
|   |   |--- Dim2 >  -1.23
|   |   |   |--- class: Availed

Gini Split Diagnostics

Node	Type	Rule	Gini	Samples	Not Availed	Availed	Prediction
0	Split	B1_Yes <= 0.500	0.5	3841	0.5	0.5	Availed
1	Split	A4_Married <= 0.500	0.4953	2721	0.5	0.5	Not Availed
2	Split	Dim1 <= 1.273	0.4665	843	0.6	0.4	Not Availed
3	Leaf	Prediction	0.4497	623	0.7	0.3	Not Availed
4	Leaf	Prediction	0.4958	220	0.5	0.5	Not Availed
5	Split	MCACluster_3 <= 0.500	0.4997	1878	0.5	0.5	Not Availed
6	Leaf	Prediction	0.4997	1552	0.5	0.5	Availed
7	Leaf	Prediction	0.4665	326	0.6	0.4	Not Availed
8	Split	A4_Married <= 0.500	0.4711	1120	0.4	0.6	Availed
9	Split	Dim1 <= 1.944	0.4987	297	0.5	0.5	Availed
10	Leaf	Prediction	0.4997	217	0.5	0.5	Not Availed
11	Leaf	Prediction	0.467	80	0.4	0.6	Availed
12	Split	Dim2 <= -1.235	0.4521	823	0.3	0.7	Availed
13	Leaf	Prediction	0.4862	109	0.4	0.6	Availed
14	Leaf	Prediction	0.445	714	0.3	0.7	Availed

Show technical full tree

|--- B1_Yes <= 0.50
|   |--- MCACluster_3 <= 0.50
|   |   |--- A4_Married <= 0.50
|   |   |   |--- Dim1 <= -0.70
|   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  -0.70
|   |   |   |   |--- Dim1 <= 1.27
|   |   |   |   |   |--- A4_Common Law/Live in <= 0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- A4_Common Law/Live in >  0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  1.27
|   |   |   |   |   |--- Dim1 <= 1.38
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  1.38
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A4_Married >  0.50
|   |   |   |--- Dim1 <= -0.98
|   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -0.98
|   |   |   |   |--- Dim1 <= -0.14
|   |   |   |   |   |--- Dim1 <= -0.65
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.65
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.14
|   |   |   |   |   |--- A5_College Graduate  <= 0.50
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- A5_College Graduate  >  0.50
|   |   |   |   |   |   |--- class: Not Availed
|   |--- MCACluster_3 >  0.50
|   |   |--- A1_Father/Mother <= 0.50
|   |   |   |--- Dim1 <= -0.64
|   |   |   |   |--- Dim1 <= -0.66
|   |   |   |   |   |--- Dim1 <= -0.68
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.68
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.66
|   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -0.64
|   |   |   |   |--- Dim1 <= -0.60
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.60
|   |   |   |   |   |--- Dim2 <= -0.27
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim2 >  -0.27
|   |   |   |   |   |   |--- class: Not Availed
|   |   |--- A1_Father/Mother >  0.50
|   |   |   |--- Dim2 <= 0.03
|   |   |   |   |--- class: Availed
|   |   |   |--- Dim2 >  0.03
|   |   |   |   |--- Dim2 <= 0.96
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim2 >  0.96
|   |   |   |   |   |--- Dim1 <= -0.53
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.53
|   |   |   |   |   |   |--- class: Not Availed
|--- B1_Yes >  0.50
|   |--- A1_Son/Daughter <= 0.50
|   |   |--- Dim1 <= -0.97
|   |   |   |--- Dim1 <= -1.03
|   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -1.03
|   |   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  -0.97
|   |   |   |--- Dim1 <= -0.85
|   |   |   |   |--- Dim1 <= -0.95
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim1 >  -0.95
|   |   |   |   |   |--- Dim1 <= -0.91
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  -0.91
|   |   |   |   |   |   |--- class: Availed
|   |   |   |--- Dim1 >  -0.85
|   |   |   |   |--- Dim1 <= -0.51
|   |   |   |   |   |--- Dim1 <= -0.64
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.64
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  -0.51
|   |   |   |   |   |--- Dim1 <= -0.08
|   |   |   |   |   |   |--- class: Availed
|   |   |   |   |   |--- Dim1 >  -0.08
|   |   |   |   |   |   |--- class: Availed
|   |--- A1_Son/Daughter >  0.50
|   |   |--- Dim1 <= 1.94
|   |   |   |--- Dim1 <= 1.68
|   |   |   |   |--- Dim1 <= 0.52
|   |   |   |   |   |--- class: Not Availed
|   |   |   |   |--- Dim1 >  0.52
|   |   |   |   |   |--- Dim1 <= 1.02
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |   |   |--- Dim1 >  1.02
|   |   |   |   |   |   |--- class: Not Availed
|   |   |   |--- Dim1 >  1.68
|   |   |   |   |--- class: Not Availed
|   |   |--- Dim1 >  1.94
|   |   |   |--- Dim2 <= -1.00
|   |   |   |   |--- class: Availed
|   |   |   |--- Dim2 >  -1.00
|   |   |   |   |--- Dim2 <= 0.02
|   |   |   |   |   |--- class: Availed
|   |   |   |   |--- Dim2 >  0.02
|   |   |   |   |   |--- class: Availed

Indicator Model Performance

Target	Indicator	Accuracy	Precision	Recall	F1	ROC AUC
F2_FSSi	ChildandYouthWelfareProgram	57.8%	61.7%	50.9%	55.8%	61.9%