Data Report — Statlog (Heart)

Cost Matrix

_ abse pres absence 0 1 presence 5 0

where the rows represent the true values and the columns the predicted.

Documentation: Attribute Information:

  -- 1. age       
      -- 2. sex       
      -- 3. chest pain type  (4 values)       
      -- 4. resting blood pressure  
      -- 5. serum cholestoral in mg/dl      
      -- 6. fasting blood sugar > 120 mg/dl       
      -- 7. resting electrocardiographic results  (values 0,1,2) 
      -- 8. maximum heart rate achieved  
      -- 9. exercise induced angina    
      -- 10. oldpeak = ST depression induced by exercise relative to rest   
      -- 11. the slope of the peak exercise ST segment     
      -- 12. number of major vessels (0-3) colored by flourosopy        
      -- 13.  thal: 3 = normal; 6 = fixed defect; 7 = reversable defect
    

Attributes types

Real: 1,4,5,8,10,12 Ordered:11, Binary: 2,6,9 Nominal:7,3,13

Variable to be predicted

Absence (1) or presence (2) of heart disease

Source: UCI dataset 145

SemMap JSON-LD: dataset.semmap.json · RDFa HTML

Overview

Variables and summary

Fidelity summary

umap	model	backend	disc jsd mean	disc jsd median	cont ks mean	cont w1 mean	downstream sign match
	metasyn	metasyn	0.0355	0.0378	0.1415	2.4032
	clg_mi2	pybnesian	0.0293	0.0199	0.1126	3.0859
	semi_mi5	pybnesian	0.0293	0.0199	0.1015	2.6707
	ctgan_fast	synthcity	0.3115	0.237	0.8556	45.6654
	tvae_quick	synthcity	0.0727	0.0685	0.2156	6.9723

Privacy summary

Models

UMAP	Details	Structure
	Real data
	Model: metasyn (metasyn) Seed: 42, rows: 270 Missingness: wrapped (random state 42) via pipeline Synthetic CSV Per-variable metrics Metrics JSON Privacy metrics Downstream metrics Per-variable fidelity variable type KS W1 JSD age continuous 0.1037 1.3029 sex discrete 0.0273 chest-pain discrete 0.0508 rest-bp continuous 0.1185 2.6446 serum-chol continuous 0.0593 4.524 fasting-blood-sugar discrete 0.0088 electrocardiographic discrete 0.0487 max-heart-rate continuous 0.1111 3.3496 angina discrete 0.0169 oldpeak continuous 0.3148 0.1948 Downstream metrics metric value sign_match_rate formula heart_disease ~ age + sex + C(chest_pain, levels=[]) + rest_bp + serum_chol + fasting_blood_sugar + C(electrocardiographic, levels=[]) + max_heart_rate + angina + oldpeak + slope + major_vessels + C(thal, levels=[]) + age:sex + sex:C(chest_pain, levels=[]) + C(chest_pain, levels=[]):rest_bp + rest_bp:serum_chol + serum_chol:fasting_blood_sugar Privacy metrics metric value n_real 270 n_synth 270 exact_overlap_rate 0 near_duplicate_rate_eps 0.9741 nn_distance_mean 0.0822 k_min 1 k_pct_lt5 1 k_map 7 rare_qi_reproduction_rate 0 delta_presence 2.25	variable distribution age core.normal sex core.multinoulli chest-pain core.multinoulli rest-bp core.lognormal serum-chol core.lognormal fasting-blood-sugar core.multinoulli electrocardiographic core.multinoulli max-heart-rate core.normal angina core.multinoulli oldpeak core.truncated_normal slope core.multinoulli major-vessels core.multinoulli thal core.multinoulli heart-disease core.multinoulli
	Model: clg_mi2 (pybnesian) Seed: 42, rows: 270 Params: {"max_indegree": 2, "operators": ["arcs"], "score": "bic", "type": "clg"} Missingness: wrapped (random state 42) via pipeline Synthetic CSV Per-variable metrics Metrics JSON Privacy metrics Per-variable fidelity variable type KS W1 JSD age continuous 0.0667 1.0148 sex discrete 0.0233 chest-pain discrete 0.0672 rest-bp continuous 0.1593 3.5411 serum-chol continuous 0.0704 7.5924 fasting-blood-sugar discrete 0.0089 electrocardiographic discrete 0.0166 max-heart-rate continuous 0.0778 3.0444 angina discrete 0.0199 oldpeak continuous 0.1889 0.2368 Privacy metrics metric value n_real 270 n_synth 270 exact_overlap_rate 0 near_duplicate_rate_eps 0.9889 nn_distance_mean 0.0494 k_min 1 k_pct_lt5 1 k_map 1 rare_qi_reproduction_rate 0 delta_presence 5
	Model: semi_mi5 (pybnesian) Seed: 42, rows: 270 Params: {"max_indegree": 5, "operators": ["arcs"], "score": "bic", "type": "semiparametric"} Missingness: wrapped (random state 42) via pipeline Synthetic CSV Per-variable metrics Metrics JSON Privacy metrics Per-variable fidelity variable type KS W1 JSD age continuous 0.0667 0.9959 sex discrete 0.0233 chest-pain discrete 0.0672 rest-bp continuous 0.1519 3.2886 serum-chol continuous 0.0593 6.2695 fasting-blood-sugar discrete 0.0089 electrocardiographic discrete 0.0166 max-heart-rate continuous 0.0667 2.6114 angina discrete 0.0199 oldpeak continuous 0.163 0.1879 Privacy metrics metric value n_real 270 n_synth 270 exact_overlap_rate 0 near_duplicate_rate_eps 0.9926 nn_distance_mean 0.0573 k_min 1 k_pct_lt5 1 k_map 3 rare_qi_reproduction_rate 0 delta_presence 1.8
	Model: ctgan_fast (synthcity) Seed: 42, rows: 256 Params: {"batch_size": 256, "n_iter": 5} Missingness: wrapped (random state 42) via pipeline Synthetic CSV Per-variable metrics Metrics JSON Privacy metrics Per-variable fidelity variable type KS W1 JSD age continuous 0.8037 18.5177 sex discrete 0.4127 chest-pain discrete 0.2243 rest-bp continuous 0.8 47.6668 serum-chol continuous 0.9926 108.7704 fasting-blood-sugar discrete 0.2114 electrocardiographic discrete 0.237 max-heart-rate continuous 0.9963 52.3222 angina discrete 0.2317 oldpeak continuous 0.6852 1.05 Privacy metrics metric value n_real 270 n_synth 270 exact_overlap_rate 0 near_duplicate_rate_eps 0.4222 nn_distance_mean 0.2387 k_min 1 k_pct_lt5 1 k_map 270 rare_qi_reproduction_rate 0 delta_presence 0.6111
	Model: tvae_quick (synthcity) Seed: 42, rows: 256 Params: {"batch_size": 256} Missingness: wrapped (random state 42) via pipeline Synthetic CSV Per-variable metrics Metrics JSON Privacy metrics Per-variable fidelity variable type KS W1 JSD age continuous 0.2259 3.238 sex discrete 0.0518 chest-pain discrete 0.0759 rest-bp continuous 0.2519 6.9693 serum-chol continuous 0.1519 17.1534 fasting-blood-sugar discrete 0.0837 electrocardiographic discrete 0.0685 max-heart-rate continuous 0.1852 7.3049 angina discrete 0.0585 oldpeak continuous 0.263 0.196 Privacy metrics metric value n_real 270 n_synth 270 exact_overlap_rate 0 near_duplicate_rate_eps 0.9667 nn_distance_mean 0.0652 k_min 1 k_pct_lt5 1 k_map 1 rare_qi_reproduction_rate 0 delta_presence 13