Welfare Schemes

Source: TamilTick Trends, 26 Jul–23 Oct 2026, 544 articles / 48 outlets, 662 videos / 48 channels · tamiltick.com/trends/topic/welfare?range=90d#chart

modelled Tone of the headlines (modelled) · 26 Jul–23 Oct · 1,045 headlines scored, 161 not scored (awaiting a model or the positive re-check).

Positive 32.1%Neutral 34.4%Negative 33.5%Net tone −1.4 pts (±2.1)

Modelled by an AI model from headlines, not measured sentiment. 1,045 of 1,206 headlines in this window scored; bars under 30 scored are not drawn. How we count

• Positive
• Negative
• Neutral: the rest
• net tone (positive − negative), with the ±2.1-pt hand-label error band
• not enough scored headlines (<30)
• faded bar = partial day / week

The ±2.1-pt band is the gap between the model and hand labels on 200 headlines sampled across the state; it was not measured for any one leader, party or issue. Only positive calls get the second check; negative and neutral calls do not. Measured effect on 200 hand-labelled headlines (round 2): no positive/negative flips; 6 negative headlines, mostly denials and rebuttals, were read as neutral and 9 neutral ones as negative; net tone (positive − negative) came out within 2.1 points of the hand labels (Tamil Nadu 2.1 points more negative). Per class on those 200 headlines: positive precision 0.89, recall 0.94; negative precision 0.92, recall 0.94; neutral precision 0.90, recall 0.86.