Chart 13 shows that neutral content declined between the two electoral batches, dropping from 56.53% in batch 0 to 49.58% in batch 1, indicating a gradual shift toward more harmful discourse over time. Disagreement surged notably from 11.80% to 17.48%, while insults also rose from 9.76% to 13.49%, suggesting an escalation in confrontational and offensive language as the electoral period progressed. Harassment and discrimination, remained persistent across both batches, pointing to an entrenched pattern of targeted harmful content throughout the monitoring period Chart 14 shows that Kurdish-language content remained extremely harmful across both batches, with neutral content barely exceeding 30% — significantly lower than Arabic. Insults and disagreement dominate the harmful categories, while discrimination saw a notable rise from 15.19% to 18.53%, signalling an escalation in identity-based attacks as the electoral period progressed. 64

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