πŸ”΄ LANGSUNG RESULTS CENTER

RESULTS

Declared DUN seat results from polling day Β· Demo: ?demo=live

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B Β· Map & Fight

πŸ—Ί LANGSUNG DUN STATUS

Only seats currently counting or declared

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A Β· Gambaran Keseluruhan
Sedia
Leading
0/36 Declared
0% Turnout

πŸ› Before vs Unjuran Gabungan

Kiri = komposisi semasa / pra-bubar. Kanan = unjuran (purata senario berwajaran) bukan salinan data semasa.

SEBELUM / BEFORE (pre-dissolution)

36
Total Seats
19
Majority Needed
889,490
Registered Voters
7
Battleground Seats

UNJURAN GABUNGAN (scenario-weighted)

🎯 PATH TO MAJORITY

Seats short of state majority and swing seats needed (approx.)

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C Β· Live Pulse

πŸ“‘ NEWS SENTIMENT RADAR

πŸ“° ELECTION NEWS FEED

LANGSUNG RSS

Bahasa Melayu Mail Β· Bernama Β· BM sentiment scoring

D Β· Methods

🎯 NEURALOPS PROJECTIONS Kaedah 1: Senario

Senario simulation using shared seat-level engine, bounded regression and Monte Carlo uncertainty

🎲 MONTE CARLO SIMULATION Kaedah 2: Monte Carlo

50,000 trial runs across 36 seats Β· majority probability distribution

Running simulation...

πŸ§ͺ GPT REGRESSION SIMULATION LAB Kaedah 3: GPT Regresi

GPT labelled

Multiple regression-style stress tests across turnout, youth, rural, sentiment and transfer variables

πŸŽ› SIMULATION CONTROLS

Adjust live assumptions, then the shared simulation engine will recalculate.

Pair stress under uniform seat shock
βˆ’5% Asas +5%
E Β· Synthesis

πŸ“Š SIMULATION REMARKS Consensus

Refined analysis synthesized from all projection methods and media sentiment

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πŸ“œ ELECTION HISTORY