تقرير تقييم نموذج تحليل المشاعر المحسّن
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              precision    recall  f1-score   support

        سلبي     0.9625    0.9601    0.9613      2355
       محايد     0.9154    0.9002    0.9077      2355
      إيجابي     0.9050    0.9223    0.9136      2355

    accuracy                         0.9275      7065
   macro avg     0.9276    0.9275    0.9275      7065
weighted avg     0.9276    0.9275    0.9275      7065


المقاييس الإجمالية:
{
  "test_accuracy": 0.9275300778485492,
  "test_macro_f1": 0.9275342434551938,
  "test_weighted_f1": 0.9275342434551938,
  "test_macro_precision": 0.9276361932575578,
  "test_macro_recall": 0.9275300778485492,
  "n_test_samples": 7065,
  "per_class_metrics": {
    "سلبي": {
      "precision": 0.9625372498935717,
      "recall": 0.9600849256900212,
      "f1-score": 0.9613095238095238,
      "support": 2355.0
    },
    "محايد": {
      "precision": 0.9153713298791019,
      "recall": 0.9002123142250531,
      "f1-score": 0.9077285377863412,
      "support": 2355.0
    },
    "إيجابي": {
      "precision": 0.905,
      "recall": 0.9222929936305733,
      "f1-score": 0.9135646687697161,
      "support": 2355.0
    }
  }
}