xbox-compulsion-classifier / bayesian_model_results.json
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{
"model_params": {
"prior": {
"compulsive": 0.5,
"strategic": 0.5
},
"class_params": {
"compulsive": {
"burstiness_B": {
"mean": 0.3774861927721671,
"std": 0.22938978696976464,
"n": 8
},
"time_entropy": {
"mean": 4.14209602761983,
"std": 0.1735837176764721,
"n": 8
},
"night_intensity": {
"mean": 0.2286008328329098,
"std": 0.10958901025874938,
"n": 8
},
"hawkes_n": {
"mean": 0.9475845074610829,
"std": 0.03725061990326155,
"n": 8
},
"weekend_ratio": {
"mean": 0.7103416736296673,
"std": 0.1981138498143343,
"n": 8
}
},
"strategic": {
"burstiness_B": {
"mean": 0.10522888954988305,
"std": 0.08097919025103344,
"n": 8
},
"time_entropy": {
"mean": 3.541328083305317,
"std": 0.15778381821874674,
"n": 8
},
"night_intensity": {
"mean": 0.037430947815364754,
"std": 0.022583595321530345,
"n": 8
},
"hawkes_n": {
"mean": 0.8163132264766522,
"std": 0.06881668997824561,
"n": 8
},
"weekend_ratio": {
"mean": 0.6636698298243918,
"std": 0.19803933864431938,
"n": 8
}
}
},
"features": [
"burstiness_B",
"time_entropy",
"night_intensity",
"hawkes_n",
"weekend_ratio"
],
"feature_weights": {
"burstiness_B": 1.0,
"time_entropy": 1.2,
"night_intensity": 1.2,
"hawkes_n": 1.0,
"weekend_ratio": 0.3
}
},
"cv_results": {
"accuracy": 1.0,
"f1": 1.0,
"precision": 1.0,
"recall": 1.0,
"auc": 1.0,
"n_samples": 16,
"confusion_matrix": [
[
8,
0
],
[
0,
8
]
]
},
"cv_details": [
{
"account": "BasedMikeLee",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "Trump_Android",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "Trump_Full",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "marcorubio",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "ChrisMurphyCT",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "HawleyMO",
"true": "compulsive",
"pred": "compulsive",
"posterior": 0.9996,
"correct": true
},
{
"account": "SenTedCruz",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "MarshaBlackburn",
"true": "compulsive",
"pred": "compulsive",
"posterior": 1.0,
"correct": true
},
{
"account": "SenatorCollins",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0002,
"correct": true
},
{
"account": "SenGillibrand",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenJohnHoeven",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenShelby",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenHydeSmith",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenatorTester",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenatorRisch",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
},
{
"account": "SenFeinstein",
"true": "strategic",
"pred": "strategic",
"posterior": 0.0,
"correct": true
}
]
}