Outlier Calculator
Use the interquartile rule to identify values below the lower fence or above the upper fence. The tool shows Q1, Q3, IQR and both fences beside the flagged values.
convention median of halves, odd centre excluded
data sorted 1 2 3 4 | 5 6 7 100
method Q1 is the median of the lower 4, Q3 the median of the upper 4.
Q1 2.5 Q3 6.5 IQR 4
lower fence 2.5 - 1.5 x 4 = -3.5
upper fence 6.5 + 1.5 x 4 = 12.5
outside 100 (above)
1 of 8 values, listed here and kept in every figure above
same data under R7 linear interpolation at (n - 1)p
Q1 2.75 Q3 6.25 IQR 3.5- IQR
- Lower fence
- Upper fence
- Outside the fences
Box plot on an axis from 1 to 100. Whisker at 1, box from 2.5 to 6.5 with the median at 4.5, whisker at 7. 1 value is outside the fences and drawn as a point: 100.
The 1.5 x IQR fences and every observation outside them, listed and kept in the data.
Under median of halves, odd centre excluded, the fences are -3.5 and 12.5, and 1 of the 8 values sits outside them: 100 (above). It stays in the data.
Commas, spaces, tabs, semicolons and new lines all separate values, so a column copied from a spreadsheet pastes straight in, and up to 10,000 values are read at a time. Figures on screen are rounded to six decimal places; the arithmetic itself keeps full double precision. Nothing you type leaves this browser.
Worked examples
Where the conventions disagree
The same 8 values under all four conventions. They agree on the median, always. Where they differ, it is on Q1 and Q3.
| Convention | Q1 | Median | Q3 | IQR |
|---|---|---|---|---|
| Median of halves (on screen) | 2.5 | 4.5 | 6.5 | 4 |
| Tukey hinges | 2.5 | 4.5 | 6.5 | 4 |
| R7 interpolation | 2.75 | 4.5 | 6.25 | 3.5 |
| R6 interpolation | 2.25 | 4.5 | 6.75 | 4.5 |
Common questions
- What rule identifies an outlier here?
- The lower fence is Q1 - 1.5 times IQR and the upper fence is Q3 + 1.5 times IQR. Values outside those fences are listed as outliers.
Exact arithmetic under the quantile convention you pick, and the page names which convention produced the numbers on screen, because median of halves and R7 genuinely disagree on the same eight values. Observations outside the 1.5 x IQR fences are listed and never deleted, and the page does not call them mistakes.