ROC Curve Explorer Game

Explore thresholds, compare competing classifiers, inspect ROC curves, master AUC reasoning, and solve practical model evaluation missions through responsive interactive gameplay today with confidence.

Score0
Streak0
Level1
Timer--
Stars☆☆☆

Mission: Find a useful threshold

Adjust the threshold, satisfy the target conditions, then submit your decision.

Game setupSynthetic
Live classification arenaPoints cross the decision boundary as you move the threshold.
ROC curve comparison
Confusion matrixClick a cell to filter records
Predicted positive
Predicted negative
Actual positive
TP
0
FN
0
Actual negative
FP
0
TN
0
TPR / Recall0.000
FPR0.000
Precision0.000
Specificity0.000
Accuracy0.000
F1 score0.000
Balanced accuracy0.000
Youden's J0.000
Precision–Recall comparisonUseful when positives are rare
Decision feedback0 solved
Mission progress0%
Best score0
Accuracy0%
Missions solved0
Average error0.000
Record inspector
IDActualScorePredictionOutcomeModel spread
Dataset importCSV

Upload a CSV containing an actual label column and one or more numeric score columns.

Performance dashboardStored in this browser
Settings and exports
Formula reference

TPR = TP / (TP + FN)

FPR = FP / (FP + TN)

Specificity = TN / (TN + FP)

Youden's J = TPR - FPR

AUC = area under the ROC curve

AUC summarizes ranking discrimination, while threshold metrics describe one operating point.

How to play
  1. Generate a dataset or upload prediction scores.
  2. Compare model curves and AUC values.
  3. Move the threshold and watch outcomes change.
  4. Meet the mission conditions, then submit.
  5. Use feedback to improve your next decision.

Related Calculators

Confusion Matrix PuzzlePrecision or Recall?Metric MatchError Analysis DetectiveCalibrationRegression Error HuntFair Evaluation Challenge

Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.