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IT-Rank Predictor
Statistical normalization · Neural prediction · Batch-trained
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180 · 198 · 300
Required for rank estimation
Prediction
Predicted percentile
Estimated rank
Est. topper score
stat. estimate
Difficulty
avg / max marks
Above avg by
raw marks
Normalization pipeline
difficulty = avg / max
est. topper gap norm
est. topper
dynamic k
sigma σ
z-score
x norm (vs topper)
↓ RankNet
percentile
⚠ Score is at or below overall average. Model has limited data in this range — treat with caution.
⚠ Score exceeds estimated topper. Clamped to topper — you're likely in the top 1%.
⚠ Paper difficulty is outside training range. Prediction confidence is lower.
✓ Score is well above average. Prediction confidence is high.
Share Performance Analytics
Contribute to the RankNet predictive model
Improve the model
You can share anonymous test performance data now. Leaderboard data is skipped, and only cleaned exam metrics are posted.
Ready to scrape, clean, and send data.
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Practice Section

Choose your practice mode

🧪
Common Names
Master IUPAC structures, common organic compound names, and chemical formulas in multiple modes.
⚗️
Organic Reagents
Practice organic chemistry reagents (like LAH, NaBH4), their starting reactants, and final products in reaction equations.
Theme Settings
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Practice Settings
Configure chemistry practice modes
Enable Mastered Text Questions
Allow 20% chance of free-text questions from mastered compounds. If disabled, only MCQ options are shown.
wizard type shi
Shows name, draw on paper, then self-verify structure. Shows each compound once per run.
Molecular Renderer
Select structure rendering library. RDKit JS is loaded dynamically.
List Editor
Select which compounds and reagents are included in your active practice lists.
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