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xbox-compulsion-classifier

Text Classification
Safetensors
social-media-analysis
compulsion-detection
political-tweets
bayesian-classifier
digital-phenotyping
toxicity-index
Model card Files
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xbox-compulsion-classifier
File size: 4,013 Bytes
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{
  "model": "LogisticRegression(C=1.0)",
  "features": [
    "burstiness_B",
    "time_entropy",
    "night_intensity",
    "hawkes_n",
    "weekend_ratio"
  ],
  "coefficients": {
    "burstiness_B": 0.8374956578895095,
    "time_entropy": 1.2579741402848228,
    "night_intensity": 0.5837684113680046,
    "hawkes_n": 0.9223635321857693,
    "weekend_ratio": 0.20416030303581986
  },
  "intercept": 0.25308770940252606,
  "scaler_mean": {
    "burstiness_B": 0.19487084107773855,
    "time_entropy": 3.7942938624255387,
    "night_intensity": 0.1255963970857874,
    "hawkes_n": 0.8821584461279186,
    "weekend_ratio": 0.6597237315034026
  },
  "scaler_std": {
    "burstiness_B": 0.16343717667166913,
    "time_entropy": 0.26226267912207385,
    "night_intensity": 0.10005082150675923,
    "hawkes_n": 0.06984404222741004,
    "weekend_ratio": 0.1559336662101948
  },
  "validation": {
    "method": "leave-one-out",
    "n_samples": 32,
    "n_compulsive_labels": 15,
    "n_strategic_labels": 17,
    "accuracy": 0.9062,
    "f1": 0.8966,
    "auc": 0.9333,
    "brier_score": 0.1007,
    "spearman_r": 0.9117,
    "spearman_p": 0.0,
    "pearson_r": 0.8831,
    "pearson_p": 0.0
  },
  "independent_labels": {
    "Trump_Android": {
      "label": 1.0,
      "evidence_type": "staff_testimony"
    },
    "Trump_Full": {
      "label": 0.8,
      "evidence_type": "staff_testimony"
    },
    "BasedMikeLee": {
      "label": 0.9,
      "evidence_type": "public_behavior"
    },
    "SenTedCruz": {
      "label": 0.7,
      "evidence_type": "public_behavior"
    },
    "ChrisMurphyCT": {
      "label": 0.65,
      "evidence_type": "self_statement"
    },
    "HawleyMO": {
      "label": 0.65,
      "evidence_type": "public_behavior"
    },
    "marcorubio": {
      "label": 0.6,
      "evidence_type": "public_behavior"
    },
    "MarshaBlackburn": {
      "label": 0.6,
      "evidence_type": "public_behavior"
    },
    "SenSchumer": {
      "label": 0.45,
      "evidence_type": "role_based"
    },
    "SenWarren": {
      "label": 0.5,
      "evidence_type": "role_based"
    },
    "SenSanders": {
      "label": 0.45,
      "evidence_type": "role_based"
    },
    "ossoff": {
      "label": 0.55,
      "evidence_type": "demographic"
    },
    "SenRonJohnson": {
      "label": 0.6,
      "evidence_type": "public_behavior"
    },
    "SenatorHagerty": {
      "label": 0.55,
      "evidence_type": "volume_based"
    },
    "SenBlumenthal": {
      "label": 0.5,
      "evidence_type": "role_based"
    },
    "SenRickScott": {
      "label": 0.6,
      "evidence_type": "public_behavior"
    },
    "SenFeinstein": {
      "label": 0.1,
      "evidence_type": "health_status"
    },
    "SenatorRisch": {
      "label": 0.15,
      "evidence_type": "role_based"
    },
    "SenatorTester": {
      "label": 0.2,
      "evidence_type": "demographic"
    },
    "SenGillibrand": {
      "label": 0.2,
      "evidence_type": "pattern_based"
    },
    "SenHydeSmith": {
      "label": 0.15,
      "evidence_type": "demographic"
    },
    "SenShelby": {
      "label": 0.1,
      "evidence_type": "health_status"
    },
    "SenJohnHoeven": {
      "label": 0.15,
      "evidence_type": "role_based"
    },
    "SenatorCollins": {
      "label": 0.25,
      "evidence_type": "role_based"
    },
    "SenAngusKing": {
      "label": 0.2,
      "evidence_type": "demographic"
    },
    "SenThomTillis": {
      "label": 0.25,
      "evidence_type": "role_based"
    },
    "SenatorWarnock": {
      "label": 0.4,
      "evidence_type": "role_based"
    },
    "ChuckGrassley": {
      "label": 0.35,
      "evidence_type": "mixed"
    },
    "SenTuberville": {
      "label": 0.5,
      "evidence_type": "public_behavior"
    },
    "SenatorSinema": {
      "label": 0.3,
      "evidence_type": "role_based"
    },
    "timkaine": {
      "label": 0.35,
      "evidence_type": "role_based"
    },
    "maziehirono": {
      "label": 0.4,
      "evidence_type": "public_behavior"
    }
  }
}