⚡ NEURAL ELECTION SIMULATOR

Advanced Monte Carlo Analysis with Grade-Specific Demographics

Configure student populations, voter turnout, and candidate popularities across different grades. The simulator runs multiple Monte Carlo trials to project election outcomes, predict winners, and visualize potential vote distributions and probabilities.

📊 Student Population
⚙️ Simulation Config
Higher variance means more random fluctuations in votes per simulation.
📈 Live Stats
955
TOTAL STUDENTS
716
PROJECTED VOTERS

These stats update automatically based on your student population and turnout inputs.

👥 Candidates & Grade-Specific Popularity
CANDIDATE NAME
GRADE 9 %
GRADE 10 %
GRADE 11 %
GRADE 12 %
ACTIONS

Input each candidate's popularity percentage for each grade. Ensure percentages for each grade sum to 100% across all candidates.

PROCESSING NEURAL NETWORKS...
🏆 Simulation Results
0
VOTES CAST (AVG)
-
NEURAL PREDICTION
0%
WIN PROBABILITY
0
AVG MARGIN
🎯 Vote Distribution Analysis
This bar chart shows the average number of votes each candidate received across all simulation runs. It gives you a clear picture of typical vote counts.
📊 Win Probability Matrix
A pie chart illustrating each candidate's probability of winning the election, based on the percentage of simulations they won.
📈 Grade-Level Breakdown
This stacked bar chart displays the average votes each candidate secured from each grade level, highlighting their popularity within specific demographics.
⚡ Simulation Variance
Shows the standard deviation of votes for each candidate across all simulations. A higher bar indicates more fluctuation in vote counts for that candidate.
🔥 Victory Margin Distribution
A histogram showing the distribution of victory margins (difference between winner's votes and runner-up's votes) across all simulations where a clear winner emerged.
🎲 Monte Carlo Convergence
Tracks the win rate of the leading candidate over the course of the simulations. A flattening curve indicates the simulation is converging and results are stabilizing.
CANDIDATE AVG VOTES VOTE RANGE WIN RATE VOTE SHARE GRADE 9 AVG GRADE 10 AVG GRADE 11 AVG GRADE 12 AVG