Example: ink mixing
15 independent ink batches: 12 edge-midpoint combinations and three center runs. An edge-midpoint run places two factors at low/high settings and the third at its midpoint.
Download the recorded measurements (CSV)This is the same recorded example used in Help. The CSV contains factor settings and measured responses to import together. Use Open example in a practice copy in Help to prefill the settings.
1. Create the workspace
In the sidebar, open Design of Experiments and create an analysis. Name it, select New blank worksheet, then choose Create analysis.
2. Import the measurements
Download the example CSV above and import it into the worksheet. Choose Comma as the delimiter, Dot as the decimal separator and First row contains column names. Keep each row’s response, factor settings, point type and execution order together.
3. Choose the study and enter factors
On Inputs, choose Analyze existing worksheet for Task and Response surface designs for Design family. Choose Box–Behnken for Study type.
Under Factors, use Add factor or remove a row until there are 3 factors. Keep this order and set Type to Numeric for each factor.
Enter the Factor name, Unit, Low and High values below.
| Factor | Factor name | Unit | Low | High |
|---|---|---|---|---|
| A | mix_temperature_c | °C | 20 | 40 |
| B | impeller_speed_rpm | rpm | 400 | 800 |
| C | mixing_time_min | min | 8 | 16 |
4. Assign the input columns
Under Response mappings, open each column picker and select the matching worksheet column.
| Worksheet column | Input field |
|---|---|
mix_temperature_c | Factor mix_temperature_c |
impeller_speed_rpm | Factor impeller_speed_rpm |
mixing_time_min | Factor mixing_time_min |
Assign viscosity_mpa_s to Response 1 and enter 1 in Number of responses. Assign run_order to Execution order and point_type to Center point indicator. For Center point column convention, choose Point type (center / factorial / fractional / star / axial / edge / edge_midpoint).
Leave Block unassigned; this recorded study is unblocked.
5. Set the model and plots
Under Model, choose Default hierarchical model for Model terms and enter 95 in Confidence level (%). Under Predictions, check Calculate predictions. Enter 30 in mix_temperature_c (°C). Enter 600 in impeller_speed_rpm (rpm). Enter 12 in mixing_time_min (min).
Open Plot options. Check Effect estimates and Residual diagnostics and Response contours. Leave Pareto view, Effect probability plot, Interaction plot and 3D surface unchecked. Choose mix_temperature_c for Horizontal factor and impeller_speed_rpm for Vertical factor. Enter 12 in Hold mixing_time_min. Effect estimates is enabled, but this quadratic model produces no factorial-effects chart.
6. Analyze worksheet
Choose Analyze worksheet, then open Results. This fits the recorded measurements; it does not generate or randomize a new run plan.
7. Interpret results
Start with the recorded batches
All 15 independently prepared ink batches are included: 12 edge-midpoint combinations and three center runs. The response is viscosity in mPa·s. The study target is 1,900 mPa·s. Combinations with all three factors at their extremes were not tested.
Check the lack of fit first
Lack of Fit has p = 0.04596. At the 5% level, the quadratic model misses a pattern beyond the variation seen in repeated batches. Even with a high R², its predictions need further investigation and confirmation.
Read a residual
A residual is measured minus fitted viscosity. Run 14 has about +11.54 mPa·s and run 15 about −11.54 mPa·s; their absolute sizes are approximately tied. Inspect both records and the whole residual cloud for curves or changing spread. Neither is a uniquely worst run, and the detected lack of fit still limits predictions.
Residuals in mPa·s against the fitted response. View full-size chart (opens in a new tab) Check the run sequence
Read the residuals in recorded execution order. Look for drift, cycles or abrupt changes, then check the preparation and measurement records. Investigate unusual runs before changing the model or excluding measurements.
Residuals in mPa·s in recorded execution order. View full-size chart (opens in a new tab) Read the center prediction cautiously
At 30 °C, 600 rpm and 12 minutes, the fitted mean is about 1,796 mPa·s, below the 1,900 target. The 95% mean interval is 1,779–1,813; the interval for one new batch is 1,762–1,830 mPa·s. Both depend on the model with detected lack of fit. They do not establish a validated recipe.
Read the contour at a fixed time
The horizontal axis is mixing temperature and the vertical axis is impeller speed. Each line joins settings with the same predicted viscosity, holding mixing time at 12 minutes. Check the marked extrapolation regions and remember the detected lack of fit. The displayed grid contains predictions, not additional measured batches.
Predicted response in mPa·s, holding mixing_time_min at 12 min. View full-size chart (opens in a new tab) Resolve the model issue before choosing a recipe
Review the repeated-batch variation, residuals and experiment records. Plan additional feasible runs to investigate the missing pattern. Confirm any proposed setting with fresh batches and measured viscosity; a contour near the target is not enough.
More details: read each result section
Complete result tables use six significant digits, as in Help.
Model overview
Analyzed runs is 15; Missing runs is 0. DF counts the information available for the model and residual error. S is the residual standard deviation in mPa·s. R² describes variation fitted in these runs; adjusted R² accounts for model size. PRESS and predicted R² use leave-one-out prediction errors. A high R² does not establish model adequacy. Read the lack-of-fit test and residual plots.
| Statistic | Value |
|---|---|
| Response | viscosity_mpa_s |
| Analyzed runs | 15 |
| Missing responses | 0 |
| Model rank | 10 |
| Residual degrees of freedom | 5 |
| S | 11.5187 |
| R² | 0.996825 |
| Adjusted R² | 0.99111 |
| PRESS | 10332.8 |
| Predicted R² | 0.950547 |
| Confidence level | 0.95 |
| Lack of fit available | Yes |
Adjusted term ANOVA
Source names the model term or error component. Type distinguishes adjusted term tests from totals and error decomposition. DF is degrees of freedom; SS is sum of squares; MS is SS divided by DF. F compares variation with its error estimate; p-value measures evidence against the tested null assumption. Read Lack of Fit before relying on individual effects. A dash means a statistic is not applicable.
| Source | Type | DF | SS | MS | F | p-value |
|---|---|---|---|---|---|---|
| mix_temperature_c | adjusted | 1 | 73095.8 | 73095.8 | 550.914 | 0.00000261327 |
| impeller_speed_rpm | adjusted | 1 | 28191.3 | 28191.3 | 212.474 | 0.00002744 |
| mixing_time_min | adjusted | 1 | 25764.5 | 25764.5 | 194.184 | 0.0000342059 |
| mix_temperature_c × impeller_speed_rpm | adjusted | 1 | 7849.96 | 7849.96 | 59.1642 | 0.000592321 |
| mix_temperature_c × mixing_time_min | adjusted | 1 | 3393.06 | 3393.06 | 25.5731 | 0.00391 |
| impeller_speed_rpm × mixing_time_min | adjusted | 1 | 3950.12 | 3950.12 | 29.7716 | 0.00281165 |
| mix_temperature_c² | adjusted | 1 | 22806.1 | 22806.1 | 171.887 | 0.0000460787 |
| impeller_speed_rpm² | adjusted | 1 | 35999.7 | 35999.7 | 271.325 | 0.0000150515 |
| mixing_time_min² | adjusted | 1 | 16931.3 | 16931.3 | 127.609 | 0.0000950193 |
| Model | summary | 9 | 208280 | 23142.2 | 174.42 | 0.0000104963 |
| Error | summary | 5 | 663.404 | 132.681 | — | — |
| Total | summary | 14 | 208943 | 14924.5 | — | — |
| Pure Error | decomposition | 2 | 20.4867 | 10.2433 | — | — |
| Lack of Fit | decomposition | 3 | 642.917 | 214.306 | 20.9215 | 0.0459622 |
Coefficients
Term names a coded model term. Estimate is its fitted coefficient; SE measures uncertainty; t and p-value test a zero coefficient. CI low and CI high bound its 95% interval. Numeric low, midpoint and high settings are coded −1, 0 and +1. With interactions or squares, a main coefficient does not describe the change at every setting.
| Term | Estimate | SE | t | p-value | CI low | CI high |
|---|---|---|---|---|---|---|
| Intercept | 1796.17 | 6.65033 | 270.087 | 1.32046e-11 | 1779.07 | 1813.26 |
| mix_temperature_c | 95.5875 | 4.07248 | 23.4716 | 0.00000261327 | 85.1189 | 106.056 |
| impeller_speed_rpm | 59.3625 | 4.07248 | 14.5765 | 0.00002744 | 48.8939 | 69.8311 |
| mixing_time_min | -56.75 | 4.07248 | -13.935 | 0.0000342059 | -67.2186 | -46.2814 |
| mix_temperature_c × impeller_speed_rpm | 44.3 | 5.75936 | 7.69183 | 0.000592321 | 29.4951 | 59.1049 |
| mix_temperature_c × mixing_time_min | -29.125 | 5.75936 | -5.05699 | 0.00391 | -43.9299 | -14.3201 |
| impeller_speed_rpm × mixing_time_min | 31.425 | 5.75936 | 5.45634 | 0.00281165 | 16.6201 | 46.2299 |
| mix_temperature_c² | 78.5917 | 5.99453 | 13.1106 | 0.0000460787 | 63.1822 | 94.0011 |
| impeller_speed_rpm² | 98.7417 | 5.99453 | 16.472 | 0.0000150515 | 83.3322 | 114.151 |
| mixing_time_min² | 67.7167 | 5.99453 | 11.2964 | 0.0000950193 | 52.3072 | 83.1261 |
Coefficient covariance
Read each row and column term together. Diagonal entries are the squared standard errors of the fitted coefficients. Off-diagonal entries describe shared estimation uncertainty. This matrix concerns model coefficients, not correlations between the measured factor columns.
| Column | Intercept | mix_temperature_c | impeller_speed_rpm | mixing_time_min | mix_temperature_c × impeller_speed_rpm | mix_temperature_c × mixing_time_min | impeller_speed_rpm × mixing_time_min | mix_temperature_c² | impeller_speed_rpm² | mixing_time_min² |
|---|---|---|---|---|---|---|---|---|---|---|
| Intercept | 44.2269 | -8.50468e-15 | 0 | -2.37713e-15 | 0 | -2.37713e-15 | 0 | -22.1135 | -22.1135 | -22.1135 |
| mix_temperature_c | -8.50468e-15 | 16.5851 | -3.02425e-15 | -4.73612e-15 | 2.99945e-15 | -4.24231e-16 | 6.29613e-15 | -1.56822e-15 | -6.52517e-16 | 1.2779e-14 |
| impeller_speed_rpm | 0 | -2.91183e-15 | 16.5851 | -2.69128e-15 | -5.1223e-15 | 1.31912e-15 | 1.35458e-15 | 5.35377e-16 | 3.38424e-15 | -3.99719e-15 |
| mixing_time_min | -2.37713e-15 | -4.89798e-15 | -2.50689e-15 | 16.5851 | 6.30649e-16 | 6.26751e-15 | -2.13614e-15 | -1.33722e-15 | 8.39623e-15 | -4.97718e-15 |
| mix_temperature_c × impeller_speed_rpm | 0 | 2.99945e-15 | -5.1223e-15 | 6.30649e-16 | 33.1702 | 1.72094e-15 | 1.03491e-15 | 5.28011e-15 | -5.74915e-15 | 7.20535e-16 |
| mix_temperature_c × mixing_time_min | -2.37713e-15 | -4.24231e-16 | 1.31912e-15 | 6.26751e-15 | 1.72094e-15 | 33.1702 | 6.64018e-15 | -2.17563e-16 | -4.49906e-15 | 6.2007e-15 |
| impeller_speed_rpm × mixing_time_min | 0 | 6.29613e-15 | 1.35458e-15 | -2.13614e-15 | 5.74578e-16 | 5.43475e-15 | 33.1702 | -2.22912e-15 | -9.45378e-16 | 2.81433e-15 |
| mix_temperature_c² | -22.1135 | -1.56822e-15 | 5.35377e-16 | -1.33722e-15 | 5.28011e-15 | 9.87861e-16 | -2.22912e-15 | 35.9344 | 2.76418 | 2.76418 |
| impeller_speed_rpm² | -22.1135 | -6.52517e-16 | 3.38424e-15 | 8.39623e-15 | -5.74915e-15 | -3.5784e-15 | -1.40571e-15 | 2.76418 | 35.9344 | 2.76418 |
| mixing_time_min² | -22.1135 | 1.2779e-14 | -3.99719e-15 | -4.97718e-15 | 7.20535e-16 | 4.99527e-15 | 2.81433e-15 | 2.76418 | 2.76418 | 35.9344 |
Predictions
Factor settings and Block identify the prediction requested. Fit is the estimated mean response. Mean SE and Mean CI describe uncertainty in that mean; Individual PI also includes variation in a new independent run, so it is wider. All intervals use 95% confidence and the fitted model. They are not acceptance limits. Detected lack of fit qualifies the viscosity prediction and both intervals.
| Prediction | Factor settings | Block | Fit | Mean SE | Mean CI low | Mean CI high | Individual PI low | Individual PI high |
|---|---|---|---|---|---|---|---|---|
| prediction-1 | mix_temperature_c=30, impeller_speed_rpm=600, mixing_time_min=12 | — | 1796.17 | 6.65033 | 1779.07 | 1813.26 | 1761.98 | 1830.36 |
Surface values · surface-1
Each row gives the two plotted factor settings and their Fitted response in mPa·s, holding mixing_time_min at 12. Region marks extrapolation beyond the observed design hull. All grid rows are included; these are model predictions, not additional measured runs. Detected lack of fit qualifies this entire surface.
| mix_temperature_c | impeller_speed_rpm | Fitted response | Region |
|---|---|---|---|
| 20 | 400 | 1862.85 | Observed slice region |
| 20.8333 | 400 | 1854.57 | Observed slice region |
| 21.6667 | 400 | 1847.38 | Observed slice region |
| 22.5 | 400 | 1841.29 | Observed slice region |
| 23.3333 | 400 | 1836.28 | Observed slice region |
| 24.1667 | 400 | 1832.37 | Observed slice region |
| 25 | 400 | 1829.55 | Observed slice region |
| 25.8333 | 400 | 1827.82 | Observed slice region |
| 26.6667 | 400 | 1827.18 | Observed slice region |
| 27.5 | 400 | 1827.64 | Observed slice region |
| 28.3333 | 400 | 1829.18 | Observed slice region |
| 29.1667 | 400 | 1831.82 | Observed slice region |
| 30 | 400 | 1835.55 | Observed slice region |
| 30.8333 | 400 | 1840.37 | Observed slice region |
| 31.6667 | 400 | 1846.28 | Observed slice region |
| 32.5 | 400 | 1853.28 | Observed slice region |
| 33.3333 | 400 | 1861.37 | Observed slice region |
| 34.1667 | 400 | 1870.56 | Observed slice region |
| 35 | 400 | 1880.84 | Observed slice region |
| 35.8333 | 400 | 1892.21 | Observed slice region |
| 36.6667 | 400 | 1904.67 | Observed slice region |
| 37.5 | 400 | 1918.22 | Observed slice region |
| 38.3333 | 400 | 1932.86 | Observed slice region |
| 39.1667 | 400 | 1948.6 | Observed slice region |
| 40 | 400 | 1965.42 | Observed slice region |
| 20 | 416.667 | 1848.33 | Observed slice region |
| 20.8333 | 416.667 | 1840.36 | Observed slice region |
| 21.6667 | 416.667 | 1833.48 | Observed slice region |
| 22.5 | 416.667 | 1827.69 | Observed slice region |
| 23.3333 | 416.667 | 1823 | Observed slice region |
| 24.1667 | 416.667 | 1819.39 | Observed slice region |
| 25 | 416.667 | 1816.88 | Observed slice region |
| 25.8333 | 416.667 | 1815.46 | Observed slice region |
| 26.6667 | 416.667 | 1815.13 | Observed slice region |
| 27.5 | 416.667 | 1815.89 | Observed slice region |
| 28.3333 | 416.667 | 1817.74 | Observed slice region |
| 29.1667 | 416.667 | 1820.69 | Observed slice region |
| 30 | 416.667 | 1824.72 | Observed slice region |
| 30.8333 | 416.667 | 1829.85 | Observed slice region |
| 31.6667 | 416.667 | 1836.07 | Observed slice region |
| 32.5 | 416.667 | 1843.38 | Observed slice region |
| 33.3333 | 416.667 | 1851.78 | Observed slice region |
| 34.1667 | 416.667 | 1861.27 | Observed slice region |
| 35 | 416.667 | 1871.86 | Observed slice region |
| 35.8333 | 416.667 | 1883.54 | Observed slice region |
| 36.6667 | 416.667 | 1896.3 | Observed slice region |
| 37.5 | 416.667 | 1910.16 | Observed slice region |
| 38.3333 | 416.667 | 1925.11 | Observed slice region |
| 39.1667 | 416.667 | 1941.16 | Observed slice region |
| 40 | 416.667 | 1958.29 | Observed slice region |
| 20 | 433.333 | 1835.19 | Observed slice region |
| 20.8333 | 433.333 | 1827.53 | Observed slice region |
| 21.6667 | 433.333 | 1820.95 | Observed slice region |
| 22.5 | 433.333 | 1815.47 | Observed slice region |
| 23.3333 | 433.333 | 1811.08 | Observed slice region |
| 24.1667 | 433.333 | 1807.79 | Observed slice region |
| 25 | 433.333 | 1805.58 | Observed slice region |
| 25.8333 | 433.333 | 1804.47 | Observed slice region |
| 26.6667 | 433.333 | 1804.44 | Observed slice region |
| 27.5 | 433.333 | 1805.51 | Observed slice region |
| 28.3333 | 433.333 | 1807.67 | Observed slice region |
| 29.1667 | 433.333 | 1810.93 | Observed slice region |
| 30 | 433.333 | 1815.27 | Observed slice region |
| 30.8333 | 433.333 | 1820.7 | Observed slice region |
| 31.6667 | 433.333 | 1827.23 | Observed slice region |
| 32.5 | 433.333 | 1834.85 | Observed slice region |
| 33.3333 | 433.333 | 1843.56 | Observed slice region |
| 34.1667 | 433.333 | 1853.36 | Observed slice region |
| 35 | 433.333 | 1864.25 | Observed slice region |
| 35.8333 | 433.333 | 1876.24 | Observed slice region |
| 36.6667 | 433.333 | 1889.31 | Observed slice region |
| 37.5 | 433.333 | 1903.48 | Observed slice region |
| 38.3333 | 433.333 | 1918.74 | Observed slice region |
| 39.1667 | 433.333 | 1935.09 | Observed slice region |
| 40 | 433.333 | 1952.53 | Observed slice region |
| 20 | 450 | 1823.42 | Observed slice region |
| 20.8333 | 450 | 1816.06 | Observed slice region |
| 21.6667 | 450 | 1809.8 | Observed slice region |
| 22.5 | 450 | 1804.62 | Observed slice region |
| 23.3333 | 450 | 1800.54 | Observed slice region |
| 24.1667 | 450 | 1797.55 | Observed slice region |
| 25 | 450 | 1795.65 | Observed slice region |
| 25.8333 | 450 | 1794.85 | Observed slice region |
| 26.6667 | 450 | 1795.13 | Observed slice region |
| 27.5 | 450 | 1796.51 | Observed slice region |
| 28.3333 | 450 | 1798.98 | Observed slice region |
| 29.1667 | 450 | 1802.54 | Observed slice region |
| 30 | 450 | 1807.19 | Observed slice region |
| 30.8333 | 450 | 1812.93 | Observed slice region |
| 31.6667 | 450 | 1819.76 | Observed slice region |
| 32.5 | 450 | 1827.69 | Observed slice region |
| 33.3333 | 450 | 1836.71 | Observed slice region |
| 34.1667 | 450 | 1846.82 | Observed slice region |
| 35 | 450 | 1858.02 | Observed slice region |
| 35.8333 | 450 | 1870.31 | Observed slice region |
| 36.6667 | 450 | 1883.69 | Observed slice region |
| 37.5 | 450 | 1898.17 | Observed slice region |
| 38.3333 | 450 | 1913.73 | Observed slice region |
| 39.1667 | 450 | 1930.39 | Observed slice region |
| 40 | 450 | 1948.14 | Observed slice region |
| 20 | 466.667 | 1813.01 | Observed slice region |
| 20.8333 | 466.667 | 1805.97 | Observed slice region |
| 21.6667 | 466.667 | 1800.01 | Observed slice region |
| 22.5 | 466.667 | 1795.14 | Observed slice region |
| 23.3333 | 466.667 | 1791.37 | Observed slice region |
| 24.1667 | 466.667 | 1788.69 | Observed slice region |
| 25 | 466.667 | 1787.1 | Observed slice region |
| 25.8333 | 466.667 | 1786.6 | Observed slice region |
| 26.6667 | 466.667 | 1787.19 | Observed slice region |
| 27.5 | 466.667 | 1788.88 | Observed slice region |
| 28.3333 | 466.667 | 1791.65 | Observed slice region |
| 29.1667 | 466.667 | 1795.52 | Observed slice region |
| 30 | 466.667 | 1800.48 | Observed slice region |
| 30.8333 | 466.667 | 1806.53 | Observed slice region |
| 31.6667 | 466.667 | 1813.67 | Observed slice region |
| 32.5 | 466.667 | 1821.9 | Observed slice region |
| 33.3333 | 466.667 | 1831.23 | Observed slice region |
| 34.1667 | 466.667 | 1841.64 | Observed slice region |
| 35 | 466.667 | 1853.15 | Observed slice region |
| 35.8333 | 466.667 | 1865.75 | Observed slice region |
| 36.6667 | 466.667 | 1879.44 | Observed slice region |
| 37.5 | 466.667 | 1894.23 | Observed slice region |
| 38.3333 | 466.667 | 1910.1 | Observed slice region |
| 39.1667 | 466.667 | 1927.07 | Observed slice region |
| 40 | 466.667 | 1945.12 | Observed slice region |
| 20 | 483.333 | 1803.98 | Observed slice region |
| 20.8333 | 483.333 | 1797.24 | Observed slice region |
| 21.6667 | 483.333 | 1791.59 | Observed slice region |
| 22.5 | 483.333 | 1787.04 | Observed slice region |
| 23.3333 | 483.333 | 1783.57 | Observed slice region |
| 24.1667 | 483.333 | 1781.2 | Observed slice region |
| 25 | 483.333 | 1779.91 | Observed slice region |
| 25.8333 | 483.333 | 1779.72 | Observed slice region |
| 26.6667 | 483.333 | 1780.62 | Observed slice region |
| 27.5 | 483.333 | 1782.61 | Observed slice region |
| 28.3333 | 483.333 | 1785.7 | Observed slice region |
| 29.1667 | 483.333 | 1789.87 | Observed slice region |
| 30 | 483.333 | 1795.14 | Observed slice region |
| 30.8333 | 483.333 | 1801.5 | Observed slice region |
| 31.6667 | 483.333 | 1808.95 | Observed slice region |
| 32.5 | 483.333 | 1817.49 | Observed slice region |
| 33.3333 | 483.333 | 1827.12 | Observed slice region |
| 34.1667 | 483.333 | 1837.84 | Observed slice region |
| 35 | 483.333 | 1849.66 | Observed slice region |
| 35.8333 | 483.333 | 1862.57 | Observed slice region |
| 36.6667 | 483.333 | 1876.56 | Observed slice region |
| 37.5 | 483.333 | 1891.66 | Observed slice region |
| 38.3333 | 483.333 | 1907.84 | Observed slice region |
| 39.1667 | 483.333 | 1925.11 | Observed slice region |
| 40 | 483.333 | 1943.48 | Observed slice region |
| 20 | 500 | 1796.32 | Observed slice region |
| 20.8333 | 500 | 1789.89 | Observed slice region |
| 21.6667 | 500 | 1784.55 | Observed slice region |
| 22.5 | 500 | 1780.3 | Observed slice region |
| 23.3333 | 500 | 1777.14 | Observed slice region |
| 24.1667 | 500 | 1775.08 | Observed slice region |
| 25 | 500 | 1774.1 | Observed slice region |
| 25.8333 | 500 | 1774.22 | Observed slice region |
| 26.6667 | 500 | 1775.42 | Observed slice region |
| 27.5 | 500 | 1777.72 | Observed slice region |
| 28.3333 | 500 | 1781.11 | Observed slice region |
| 29.1667 | 500 | 1785.6 | Observed slice region |
| 30 | 500 | 1791.17 | Observed slice region |
| 30.8333 | 500 | 1797.84 | Observed slice region |
| 31.6667 | 500 | 1805.59 | Observed slice region |
| 32.5 | 500 | 1814.44 | Observed slice region |
| 33.3333 | 500 | 1824.38 | Observed slice region |
| 34.1667 | 500 | 1835.41 | Observed slice region |
| 35 | 500 | 1847.54 | Observed slice region |
| 35.8333 | 500 | 1860.75 | Observed slice region |
| 36.6667 | 500 | 1875.06 | Observed slice region |
| 37.5 | 500 | 1890.46 | Observed slice region |
| 38.3333 | 500 | 1906.95 | Observed slice region |
| 39.1667 | 500 | 1924.53 | Observed slice region |
| 40 | 500 | 1943.2 | Observed slice region |
| 20 | 516.667 | 1790.04 | Observed slice region |
| 20.8333 | 516.667 | 1783.91 | Observed slice region |
| 21.6667 | 516.667 | 1778.88 | Observed slice region |
| 22.5 | 516.667 | 1774.94 | Observed slice region |
| 23.3333 | 516.667 | 1772.09 | Observed slice region |
| 24.1667 | 516.667 | 1770.33 | Observed slice region |
| 25 | 516.667 | 1769.66 | Observed slice region |
| 25.8333 | 516.667 | 1770.08 | Observed slice region |
| 26.6667 | 516.667 | 1771.6 | Observed slice region |
| 27.5 | 516.667 | 1774.2 | Observed slice region |
| 28.3333 | 516.667 | 1777.9 | Observed slice region |
| 29.1667 | 516.667 | 1782.69 | Observed slice region |
| 30 | 516.667 | 1788.57 | Observed slice region |
| 30.8333 | 516.667 | 1795.55 | Observed slice region |
| 31.6667 | 516.667 | 1803.61 | Observed slice region |
| 32.5 | 516.667 | 1812.77 | Observed slice region |
| 33.3333 | 516.667 | 1823.02 | Observed slice region |
| 34.1667 | 516.667 | 1834.36 | Observed slice region |
| 35 | 516.667 | 1846.79 | Observed slice region |
| 35.8333 | 516.667 | 1860.31 | Observed slice region |
| 36.6667 | 516.667 | 1874.92 | Observed slice region |
| 37.5 | 516.667 | 1890.63 | Observed slice region |
| 38.3333 | 516.667 | 1907.43 | Observed slice region |
| 39.1667 | 516.667 | 1925.32 | Observed slice region |
| 40 | 516.667 | 1944.3 | Observed slice region |
| 20 | 533.333 | 1785.12 | Observed slice region |
| 20.8333 | 533.333 | 1779.3 | Observed slice region |
| 21.6667 | 533.333 | 1774.58 | Observed slice region |
| 22.5 | 533.333 | 1770.94 | Observed slice region |
| 23.3333 | 533.333 | 1768.4 | Observed slice region |
| 24.1667 | 533.333 | 1766.95 | Observed slice region |
| 25 | 533.333 | 1766.59 | Observed slice region |
| 25.8333 | 533.333 | 1767.32 | Observed slice region |
| 26.6667 | 533.333 | 1769.14 | Observed slice region |
| 27.5 | 533.333 | 1772.06 | Observed slice region |
| 28.3333 | 533.333 | 1776.06 | Observed slice region |
| 29.1667 | 533.333 | 1781.16 | Observed slice region |
| 30 | 533.333 | 1787.35 | Observed slice region |
| 30.8333 | 533.333 | 1794.63 | Observed slice region |
| 31.6667 | 533.333 | 1803 | Observed slice region |
| 32.5 | 533.333 | 1812.47 | Observed slice region |
| 33.3333 | 533.333 | 1823.02 | Observed slice region |
| 34.1667 | 533.333 | 1834.67 | Observed slice region |
| 35 | 533.333 | 1847.41 | Observed slice region |
| 35.8333 | 533.333 | 1861.24 | Observed slice region |
| 36.6667 | 533.333 | 1876.16 | Observed slice region |
| 37.5 | 533.333 | 1892.17 | Observed slice region |
| 38.3333 | 533.333 | 1909.28 | Observed slice region |
| 39.1667 | 533.333 | 1927.48 | Observed slice region |
| 40 | 533.333 | 1946.76 | Observed slice region |
| 20 | 550 | 1781.58 | Observed slice region |
| 20.8333 | 550 | 1776.07 | Observed slice region |
| 21.6667 | 550 | 1771.65 | Observed slice region |
| 22.5 | 550 | 1768.32 | Observed slice region |
| 23.3333 | 550 | 1766.09 | Observed slice region |
| 24.1667 | 550 | 1764.94 | Observed slice region |
| 25 | 550 | 1764.89 | Observed slice region |
| 25.8333 | 550 | 1765.93 | Observed slice region |
| 26.6667 | 550 | 1768.06 | Observed slice region |
| 27.5 | 550 | 1771.28 | Observed slice region |
| 28.3333 | 550 | 1775.6 | Observed slice region |
| 29.1667 | 550 | 1781 | Observed slice region |
| 30 | 550 | 1787.5 | Observed slice region |
| 30.8333 | 550 | 1795.09 | Observed slice region |
| 31.6667 | 550 | 1803.77 | Observed slice region |
| 32.5 | 550 | 1813.54 | Observed slice region |
| 33.3333 | 550 | 1824.4 | Observed slice region |
| 34.1667 | 550 | 1836.36 | Observed slice region |
| 35 | 550 | 1849.4 | Observed slice region |
| 35.8333 | 550 | 1863.54 | Observed slice region |
| 36.6667 | 550 | 1878.77 | Observed slice region |
| 37.5 | 550 | 1895.09 | Observed slice region |
| 38.3333 | 550 | 1912.5 | Observed slice region |
| 39.1667 | 550 | 1931.01 | Observed slice region |
| 40 | 550 | 1950.6 | Observed slice region |
| 20 | 566.667 | 1779.4 | Observed slice region |
| 20.8333 | 566.667 | 1774.2 | Observed slice region |
| 21.6667 | 566.667 | 1770.09 | Observed slice region |
| 22.5 | 566.667 | 1767.07 | Observed slice region |
| 23.3333 | 566.667 | 1765.14 | Observed slice region |
| 24.1667 | 566.667 | 1764.31 | Observed slice region |
| 25 | 566.667 | 1764.56 | Observed slice region |
| 25.8333 | 566.667 | 1765.91 | Observed slice region |
| 26.6667 | 566.667 | 1768.35 | Observed slice region |
| 27.5 | 566.667 | 1771.88 | Observed slice region |
| 28.3333 | 566.667 | 1776.5 | Observed slice region |
| 29.1667 | 566.667 | 1782.21 | Observed slice region |
| 30 | 566.667 | 1789.02 | Observed slice region |
| 30.8333 | 566.667 | 1796.91 | Observed slice region |
| 31.6667 | 566.667 | 1805.9 | Observed slice region |
| 32.5 | 566.667 | 1815.98 | Observed slice region |
| 33.3333 | 566.667 | 1827.15 | Observed slice region |
| 34.1667 | 566.667 | 1839.41 | Observed slice region |
| 35 | 566.667 | 1852.77 | Observed slice region |
| 35.8333 | 566.667 | 1867.21 | Observed slice region |
| 36.6667 | 566.667 | 1882.75 | Observed slice region |
| 37.5 | 566.667 | 1899.38 | Observed slice region |
| 38.3333 | 566.667 | 1917.1 | Observed slice region |
| 39.1667 | 566.667 | 1935.91 | Observed slice region |
| 40 | 566.667 | 1955.81 | Observed slice region |
| 20 | 583.333 | 1778.6 | Observed slice region |
| 20.8333 | 583.333 | 1773.71 | Observed slice region |
| 21.6667 | 583.333 | 1769.9 | Observed slice region |
| 22.5 | 583.333 | 1767.19 | Observed slice region |
| 23.3333 | 583.333 | 1765.57 | Observed slice region |
| 24.1667 | 583.333 | 1765.04 | Observed slice region |
| 25 | 583.333 | 1765.61 | Observed slice region |
| 25.8333 | 583.333 | 1767.26 | Observed slice region |
| 26.6667 | 583.333 | 1770.01 | Observed slice region |
| 27.5 | 583.333 | 1773.84 | Observed slice region |
| 28.3333 | 583.333 | 1778.77 | Observed slice region |
| 29.1667 | 583.333 | 1784.79 | Observed slice region |
| 30 | 583.333 | 1791.91 | Observed slice region |
| 30.8333 | 583.333 | 1800.11 | Observed slice region |
| 31.6667 | 583.333 | 1809.4 | Observed slice region |
| 32.5 | 583.333 | 1819.79 | Observed slice region |
| 33.3333 | 583.333 | 1831.27 | Observed slice region |
| 34.1667 | 583.333 | 1843.84 | Observed slice region |
| 35 | 583.333 | 1857.5 | Observed slice region |
| 35.8333 | 583.333 | 1872.25 | Observed slice region |
| 36.6667 | 583.333 | 1888.1 | Observed slice region |
| 37.5 | 583.333 | 1905.04 | Observed slice region |
| 38.3333 | 583.333 | 1923.06 | Observed slice region |
| 39.1667 | 583.333 | 1942.18 | Observed slice region |
| 40 | 583.333 | 1962.39 | Observed slice region |
| 20 | 600 | 1779.17 | Observed slice region |
| 20.8333 | 600 | 1774.58 | Observed slice region |
| 21.6667 | 600 | 1771.09 | Observed slice region |
| 22.5 | 600 | 1768.68 | Observed slice region |
| 23.3333 | 600 | 1767.37 | Observed slice region |
| 24.1667 | 600 | 1767.15 | Observed slice region |
| 25 | 600 | 1768.02 | Observed slice region |
| 25.8333 | 600 | 1769.98 | Observed slice region |
| 26.6667 | 600 | 1773.04 | Observed slice region |
| 27.5 | 600 | 1777.18 | Observed slice region |
| 28.3333 | 600 | 1782.42 | Observed slice region |
| 29.1667 | 600 | 1788.75 | Observed slice region |
| 30 | 600 | 1796.17 | Observed slice region |
| 30.8333 | 600 | 1804.68 | Observed slice region |
| 31.6667 | 600 | 1814.28 | Observed slice region |
| 32.5 | 600 | 1824.98 | Observed slice region |
| 33.3333 | 600 | 1836.76 | Observed slice region |
| 34.1667 | 600 | 1849.64 | Observed slice region |
| 35 | 600 | 1863.61 | Observed slice region |
| 35.8333 | 600 | 1878.67 | Observed slice region |
| 36.6667 | 600 | 1894.82 | Observed slice region |
| 37.5 | 600 | 1912.07 | Observed slice region |
| 38.3333 | 600 | 1930.4 | Observed slice region |
| 39.1667 | 600 | 1949.83 | Observed slice region |
| 40 | 600 | 1970.35 | Observed slice region |
| 20 | 616.667 | 1781.11 | Observed slice region |
| 20.8333 | 616.667 | 1776.83 | Observed slice region |
| 21.6667 | 616.667 | 1773.64 | Observed slice region |
| 22.5 | 616.667 | 1771.55 | Observed slice region |
| 23.3333 | 616.667 | 1770.54 | Observed slice region |
| 24.1667 | 616.667 | 1770.63 | Observed slice region |
| 25 | 616.667 | 1771.81 | Observed slice region |
| 25.8333 | 616.667 | 1774.08 | Observed slice region |
| 26.6667 | 616.667 | 1777.44 | Observed slice region |
| 27.5 | 616.667 | 1781.89 | Observed slice region |
| 28.3333 | 616.667 | 1787.44 | Observed slice region |
| 29.1667 | 616.667 | 1794.07 | Observed slice region |
| 30 | 616.667 | 1801.8 | Observed slice region |
| 30.8333 | 616.667 | 1810.62 | Observed slice region |
| 31.6667 | 616.667 | 1820.53 | Observed slice region |
| 32.5 | 616.667 | 1831.53 | Observed slice region |
| 33.3333 | 616.667 | 1843.62 | Observed slice region |
| 34.1667 | 616.667 | 1856.81 | Observed slice region |
| 35 | 616.667 | 1871.09 | Observed slice region |
| 35.8333 | 616.667 | 1886.46 | Observed slice region |
| 36.6667 | 616.667 | 1902.91 | Observed slice region |
| 37.5 | 616.667 | 1920.47 | Observed slice region |
| 38.3333 | 616.667 | 1939.11 | Observed slice region |
| 39.1667 | 616.667 | 1958.84 | Observed slice region |
| 40 | 616.667 | 1979.67 | Observed slice region |
| 20 | 633.333 | 1784.42 | Observed slice region |
| 20.8333 | 633.333 | 1780.45 | Observed slice region |
| 21.6667 | 633.333 | 1777.57 | Observed slice region |
| 22.5 | 633.333 | 1775.78 | Observed slice region |
| 23.3333 | 633.333 | 1775.09 | Observed slice region |
| 24.1667 | 633.333 | 1775.48 | Observed slice region |
| 25 | 633.333 | 1776.97 | Observed slice region |
| 25.8333 | 633.333 | 1779.54 | Observed slice region |
| 26.6667 | 633.333 | 1783.21 | Observed slice region |
| 27.5 | 633.333 | 1787.97 | Observed slice region |
| 28.3333 | 633.333 | 1793.82 | Observed slice region |
| 29.1667 | 633.333 | 1800.77 | Observed slice region |
| 30 | 633.333 | 1808.8 | Observed slice region |
| 30.8333 | 633.333 | 1817.93 | Observed slice region |
| 31.6667 | 633.333 | 1828.15 | Observed slice region |
| 32.5 | 633.333 | 1839.46 | Observed slice region |
| 33.3333 | 633.333 | 1851.86 | Observed slice region |
| 34.1667 | 633.333 | 1865.35 | Observed slice region |
| 35 | 633.333 | 1879.94 | Observed slice region |
| 35.8333 | 633.333 | 1895.61 | Observed slice region |
| 36.6667 | 633.333 | 1912.38 | Observed slice region |
| 37.5 | 633.333 | 1930.24 | Observed slice region |
| 38.3333 | 633.333 | 1949.19 | Observed slice region |
| 39.1667 | 633.333 | 1969.23 | Observed slice region |
| 40 | 633.333 | 1990.37 | Observed slice region |
| 20 | 650 | 1789.11 | Observed slice region |
| 20.8333 | 650 | 1785.44 | Observed slice region |
| 21.6667 | 650 | 1782.87 | Observed slice region |
| 22.5 | 650 | 1781.39 | Observed slice region |
| 23.3333 | 650 | 1781 | Observed slice region |
| 24.1667 | 650 | 1781.7 | Observed slice region |
| 25 | 650 | 1783.5 | Observed slice region |
| 25.8333 | 650 | 1786.38 | Observed slice region |
| 26.6667 | 650 | 1790.36 | Observed slice region |
| 27.5 | 650 | 1795.42 | Observed slice region |
| 28.3333 | 650 | 1801.58 | Observed slice region |
| 29.1667 | 650 | 1808.84 | Observed slice region |
| 30 | 650 | 1817.18 | Observed slice region |
| 30.8333 | 650 | 1826.61 | Observed slice region |
| 31.6667 | 650 | 1837.14 | Observed slice region |
| 32.5 | 650 | 1848.76 | Observed slice region |
| 33.3333 | 650 | 1861.47 | Observed slice region |
| 34.1667 | 650 | 1875.27 | Observed slice region |
| 35 | 650 | 1890.16 | Observed slice region |
| 35.8333 | 650 | 1906.14 | Observed slice region |
| 36.6667 | 650 | 1923.22 | Observed slice region |
| 37.5 | 650 | 1941.38 | Observed slice region |
| 38.3333 | 650 | 1960.64 | Observed slice region |
| 39.1667 | 650 | 1980.99 | Observed slice region |
| 40 | 650 | 2002.43 | Observed slice region |
| 20 | 666.667 | 1795.16 | Observed slice region |
| 20.8333 | 666.667 | 1791.81 | Observed slice region |
| 21.6667 | 666.667 | 1789.54 | Observed slice region |
| 22.5 | 666.667 | 1788.37 | Observed slice region |
| 23.3333 | 666.667 | 1788.29 | Observed slice region |
| 24.1667 | 666.667 | 1789.3 | Observed slice region |
| 25 | 666.667 | 1791.4 | Observed slice region |
| 25.8333 | 666.667 | 1794.59 | Observed slice region |
| 26.6667 | 666.667 | 1798.87 | Observed slice region |
| 27.5 | 666.667 | 1804.25 | Observed slice region |
| 28.3333 | 666.667 | 1810.72 | Observed slice region |
| 29.1667 | 666.667 | 1818.28 | Observed slice region |
| 30 | 666.667 | 1826.93 | Observed slice region |
| 30.8333 | 666.667 | 1836.67 | Observed slice region |
| 31.6667 | 666.667 | 1847.5 | Observed slice region |
| 32.5 | 666.667 | 1859.43 | Observed slice region |
| 33.3333 | 666.667 | 1872.44 | Observed slice region |
| 34.1667 | 666.667 | 1886.55 | Observed slice region |
| 35 | 666.667 | 1901.75 | Observed slice region |
| 35.8333 | 666.667 | 1918.04 | Observed slice region |
| 36.6667 | 666.667 | 1935.42 | Observed slice region |
| 37.5 | 666.667 | 1953.9 | Observed slice region |
| 38.3333 | 666.667 | 1973.46 | Observed slice region |
| 39.1667 | 666.667 | 1994.12 | Observed slice region |
| 40 | 666.667 | 2015.87 | Observed slice region |
| 20 | 683.333 | 1802.59 | Observed slice region |
| 20.8333 | 683.333 | 1799.54 | Observed slice region |
| 21.6667 | 683.333 | 1797.58 | Observed slice region |
| 22.5 | 683.333 | 1796.72 | Observed slice region |
| 23.3333 | 683.333 | 1796.94 | Observed slice region |
| 24.1667 | 683.333 | 1798.26 | Observed slice region |
| 25 | 683.333 | 1800.67 | Observed slice region |
| 25.8333 | 683.333 | 1804.17 | Observed slice region |
| 26.6667 | 683.333 | 1808.76 | Observed slice region |
| 27.5 | 683.333 | 1814.44 | Observed slice region |
| 28.3333 | 683.333 | 1821.22 | Observed slice region |
| 29.1667 | 683.333 | 1829.09 | Observed slice region |
| 30 | 683.333 | 1838.04 | Observed slice region |
| 30.8333 | 683.333 | 1848.09 | Observed slice region |
| 31.6667 | 683.333 | 1859.23 | Observed slice region |
| 32.5 | 683.333 | 1871.47 | Observed slice region |
| 33.3333 | 683.333 | 1884.79 | Observed slice region |
| 34.1667 | 683.333 | 1899.21 | Observed slice region |
| 35 | 683.333 | 1914.71 | Observed slice region |
| 35.8333 | 683.333 | 1931.31 | Observed slice region |
| 36.6667 | 683.333 | 1949 | Observed slice region |
| 37.5 | 683.333 | 1967.79 | Observed slice region |
| 38.3333 | 683.333 | 1987.66 | Observed slice region |
| 39.1667 | 683.333 | 2008.62 | Observed slice region |
| 40 | 683.333 | 2030.68 | Observed slice region |
| 20 | 700 | 1811.39 | Observed slice region |
| 20.8333 | 700 | 1808.65 | Observed slice region |
| 21.6667 | 700 | 1807 | Observed slice region |
| 22.5 | 700 | 1806.44 | Observed slice region |
| 23.3333 | 700 | 1806.97 | Observed slice region |
| 24.1667 | 700 | 1808.6 | Observed slice region |
| 25 | 700 | 1811.31 | Observed slice region |
| 25.8333 | 700 | 1815.12 | Observed slice region |
| 26.6667 | 700 | 1820.02 | Observed slice region |
| 27.5 | 700 | 1826.01 | Observed slice region |
| 28.3333 | 700 | 1833.09 | Observed slice region |
| 29.1667 | 700 | 1841.27 | Observed slice region |
| 30 | 700 | 1850.53 | Observed slice region |
| 30.8333 | 700 | 1860.89 | Observed slice region |
| 31.6667 | 700 | 1872.34 | Observed slice region |
| 32.5 | 700 | 1884.88 | Observed slice region |
| 33.3333 | 700 | 1898.51 | Observed slice region |
| 34.1667 | 700 | 1913.24 | Observed slice region |
| 35 | 700 | 1929.05 | Observed slice region |
| 35.8333 | 700 | 1945.96 | Observed slice region |
| 36.6667 | 700 | 1963.95 | Observed slice region |
| 37.5 | 700 | 1983.04 | Observed slice region |
| 38.3333 | 700 | 2003.23 | Observed slice region |
| 39.1667 | 700 | 2024.5 | Observed slice region |
| 40 | 700 | 2046.86 | Observed slice region |
| 20 | 716.667 | 1821.56 | Observed slice region |
| 20.8333 | 716.667 | 1819.12 | Observed slice region |
| 21.6667 | 716.667 | 1817.78 | Observed slice region |
| 22.5 | 716.667 | 1817.53 | Observed slice region |
| 23.3333 | 716.667 | 1818.37 | Observed slice region |
| 24.1667 | 716.667 | 1820.3 | Observed slice region |
| 25 | 716.667 | 1823.33 | Observed slice region |
| 25.8333 | 716.667 | 1827.44 | Observed slice region |
| 26.6667 | 716.667 | 1832.65 | Observed slice region |
| 27.5 | 716.667 | 1838.95 | Observed slice region |
| 28.3333 | 716.667 | 1846.34 | Observed slice region |
| 29.1667 | 716.667 | 1854.82 | Observed slice region |
| 30 | 716.667 | 1864.39 | Observed slice region |
| 30.8333 | 716.667 | 1875.06 | Observed slice region |
| 31.6667 | 716.667 | 1886.82 | Observed slice region |
| 32.5 | 716.667 | 1899.66 | Observed slice region |
| 33.3333 | 716.667 | 1913.6 | Observed slice region |
| 34.1667 | 716.667 | 1928.63 | Observed slice region |
| 35 | 716.667 | 1944.76 | Observed slice region |
| 35.8333 | 716.667 | 1961.97 | Observed slice region |
| 36.6667 | 716.667 | 1980.28 | Observed slice region |
| 37.5 | 716.667 | 1999.67 | Observed slice region |
| 38.3333 | 716.667 | 2020.16 | Observed slice region |
| 39.1667 | 716.667 | 2041.74 | Observed slice region |
| 40 | 716.667 | 2064.42 | Observed slice region |
| 20 | 733.333 | 1833.1 | Observed slice region |
| 20.8333 | 733.333 | 1830.97 | Observed slice region |
| 21.6667 | 733.333 | 1829.94 | Observed slice region |
| 22.5 | 733.333 | 1829.99 | Observed slice region |
| 23.3333 | 733.333 | 1831.14 | Observed slice region |
| 24.1667 | 733.333 | 1833.38 | Observed slice region |
| 25 | 733.333 | 1836.71 | Observed slice region |
| 25.8333 | 733.333 | 1841.14 | Observed slice region |
| 26.6667 | 733.333 | 1846.65 | Observed slice region |
| 27.5 | 733.333 | 1853.26 | Observed slice region |
| 28.3333 | 733.333 | 1860.96 | Observed slice region |
| 29.1667 | 733.333 | 1869.75 | Observed slice region |
| 30 | 733.333 | 1879.63 | Observed slice region |
| 30.8333 | 733.333 | 1890.6 | Observed slice region |
| 31.6667 | 733.333 | 1902.66 | Observed slice region |
| 32.5 | 733.333 | 1915.82 | Observed slice region |
| 33.3333 | 733.333 | 1930.07 | Observed slice region |
| 34.1667 | 733.333 | 1945.4 | Observed slice region |
| 35 | 733.333 | 1961.84 | Observed slice region |
| 35.8333 | 733.333 | 1979.36 | Observed slice region |
| 36.6667 | 733.333 | 1997.97 | Observed slice region |
| 37.5 | 733.333 | 2017.68 | Observed slice region |
| 38.3333 | 733.333 | 2038.47 | Observed slice region |
| 39.1667 | 733.333 | 2060.36 | Observed slice region |
| 40 | 733.333 | 2083.34 | Observed slice region |
| 20 | 750 | 1846.01 | Observed slice region |
| 20.8333 | 750 | 1844.19 | Observed slice region |
| 21.6667 | 750 | 1843.46 | Observed slice region |
| 22.5 | 750 | 1843.83 | Observed slice region |
| 23.3333 | 750 | 1845.29 | Observed slice region |
| 24.1667 | 750 | 1847.83 | Observed slice region |
| 25 | 750 | 1851.47 | Observed slice region |
| 25.8333 | 750 | 1856.2 | Observed slice region |
| 26.6667 | 750 | 1862.03 | Observed slice region |
| 27.5 | 750 | 1868.94 | Observed slice region |
| 28.3333 | 750 | 1876.95 | Observed slice region |
| 29.1667 | 750 | 1886.04 | Observed slice region |
| 30 | 750 | 1896.23 | Observed slice region |
| 30.8333 | 750 | 1907.51 | Observed slice region |
| 31.6667 | 750 | 1919.88 | Observed slice region |
| 32.5 | 750 | 1933.35 | Observed slice region |
| 33.3333 | 750 | 1947.9 | Observed slice region |
| 34.1667 | 750 | 1963.55 | Observed slice region |
| 35 | 750 | 1980.28 | Observed slice region |
| 35.8333 | 750 | 1998.11 | Observed slice region |
| 36.6667 | 750 | 2017.04 | Observed slice region |
| 37.5 | 750 | 2037.05 | Observed slice region |
| 38.3333 | 750 | 2058.15 | Observed slice region |
| 39.1667 | 750 | 2080.35 | Observed slice region |
| 40 | 750 | 2103.63 | Observed slice region |
| 20 | 766.667 | 1860.29 | Observed slice region |
| 20.8333 | 766.667 | 1858.78 | Observed slice region |
| 21.6667 | 766.667 | 1858.36 | Observed slice region |
| 22.5 | 766.667 | 1859.04 | Observed slice region |
| 23.3333 | 766.667 | 1860.8 | Observed slice region |
| 24.1667 | 766.667 | 1863.65 | Observed slice region |
| 25 | 766.667 | 1867.6 | Observed slice region |
| 25.8333 | 766.667 | 1872.64 | Observed slice region |
| 26.6667 | 766.667 | 1878.77 | Observed slice region |
| 27.5 | 766.667 | 1885.99 | Observed slice region |
| 28.3333 | 766.667 | 1894.31 | Observed slice region |
| 29.1667 | 766.667 | 1903.71 | Observed slice region |
| 30 | 766.667 | 1914.21 | Observed slice region |
| 30.8333 | 766.667 | 1925.79 | Observed slice region |
| 31.6667 | 766.667 | 1938.47 | Observed slice region |
| 32.5 | 766.667 | 1952.24 | Observed slice region |
| 33.3333 | 766.667 | 1967.11 | Observed slice region |
| 34.1667 | 766.667 | 1983.06 | Observed slice region |
| 35 | 766.667 | 2000.11 | Observed slice region |
| 35.8333 | 766.667 | 2018.24 | Observed slice region |
| 36.6667 | 766.667 | 2037.47 | Observed slice region |
| 37.5 | 766.667 | 2057.79 | Observed slice region |
| 38.3333 | 766.667 | 2079.2 | Observed slice region |
| 39.1667 | 766.667 | 2101.71 | Observed slice region |
| 40 | 766.667 | 2125.3 | Observed slice region |
| 20 | 783.333 | 1875.95 | Observed slice region |
| 20.8333 | 783.333 | 1874.75 | Observed slice region |
| 21.6667 | 783.333 | 1874.63 | Observed slice region |
| 22.5 | 783.333 | 1875.61 | Observed slice region |
| 23.3333 | 783.333 | 1877.69 | Observed slice region |
| 24.1667 | 783.333 | 1880.85 | Observed slice region |
| 25 | 783.333 | 1885.1 | Observed slice region |
| 25.8333 | 783.333 | 1890.45 | Observed slice region |
| 26.6667 | 783.333 | 1896.89 | Observed slice region |
| 27.5 | 783.333 | 1904.42 | Observed slice region |
| 28.3333 | 783.333 | 1913.04 | Observed slice region |
| 29.1667 | 783.333 | 1922.75 | Observed slice region |
| 30 | 783.333 | 1933.55 | Observed slice region |
| 30.8333 | 783.333 | 1945.45 | Observed slice region |
| 31.6667 | 783.333 | 1958.44 | Observed slice region |
| 32.5 | 783.333 | 1972.51 | Observed slice region |
| 33.3333 | 783.333 | 1987.68 | Observed slice region |
| 34.1667 | 783.333 | 2003.95 | Observed slice region |
| 35 | 783.333 | 2021.3 | Observed slice region |
| 35.8333 | 783.333 | 2039.74 | Observed slice region |
| 36.6667 | 783.333 | 2059.28 | Observed slice region |
| 37.5 | 783.333 | 2079.91 | Observed slice region |
| 38.3333 | 783.333 | 2101.63 | Observed slice region |
| 39.1667 | 783.333 | 2124.44 | Observed slice region |
| 40 | 783.333 | 2148.34 | Observed slice region |
| 20 | 800 | 1892.97 | Observed slice region |
| 20.8333 | 800 | 1892.08 | Observed slice region |
| 21.6667 | 800 | 1892.28 | Observed slice region |
| 22.5 | 800 | 1893.56 | Observed slice region |
| 23.3333 | 800 | 1895.94 | Observed slice region |
| 24.1667 | 800 | 1899.41 | Observed slice region |
| 25 | 800 | 1903.97 | Observed slice region |
| 25.8333 | 800 | 1909.63 | Observed slice region |
| 26.6667 | 800 | 1916.37 | Observed slice region |
| 27.5 | 800 | 1924.21 | Observed slice region |
| 28.3333 | 800 | 1933.14 | Observed slice region |
| 29.1667 | 800 | 1943.16 | Observed slice region |
| 30 | 800 | 1954.27 | Observed slice region |
| 30.8333 | 800 | 1966.47 | Observed slice region |
| 31.6667 | 800 | 1979.77 | Observed slice region |
| 32.5 | 800 | 1994.15 | Observed slice region |
| 33.3333 | 800 | 2009.63 | Observed slice region |
| 34.1667 | 800 | 2026.2 | Observed slice region |
| 35 | 800 | 2043.86 | Observed slice region |
| 35.8333 | 800 | 2062.61 | Observed slice region |
| 36.6667 | 800 | 2082.46 | Observed slice region |
| 37.5 | 800 | 2103.39 | Observed slice region |
| 38.3333 | 800 | 2125.42 | Observed slice region |
| 39.1667 | 800 | 2148.54 | Observed slice region |
| 40 | 800 | 2172.75 | Observed slice region |
- Held settings: mixing_time_min=12.
- Region check: full numeric design hull within the selected categorical and block settings.
- Sampled rows: help-doe-box-behnken-analysis-1 (different held numeric settings), help-doe-box-behnken-analysis-2 (different held numeric settings), help-doe-box-behnken-analysis-3, help-doe-box-behnken-analysis-4 (different held numeric settings), help-doe-box-behnken-analysis-5, help-doe-box-behnken-analysis-6, help-doe-box-behnken-analysis-7 (different held numeric settings), help-doe-box-behnken-analysis-8, help-doe-box-behnken-analysis-9 (different held numeric settings), help-doe-box-behnken-analysis-10 (different held numeric settings), help-doe-box-behnken-analysis-11, help-doe-box-behnken-analysis-12, help-doe-box-behnken-analysis-13, help-doe-box-behnken-analysis-14 (different held numeric settings), help-doe-box-behnken-analysis-15 (different held numeric settings).
Row diagnostics
Row ID identifies the worksheet row; Run order locates it in the experiment sequence. Status states whether it was analyzed. Observed is the measurement; Fit is the model value; Residual is Observed minus Fit. Standardized residual adjusts for residual variation and leverage. Leverage measures how unusual the model inputs are. All recorded rows are shown. Investigate an unusual row before changing or excluding it.
| Row ID | Run order | Status | Observed | Fit | Residual | Standardized residual | Leverage |
|---|---|---|---|---|---|---|---|
| help-doe-box-behnken-analysis-1 | 1 | Analyzed | 1947.6 | 1952.19 | -4.5875 | -0.79653 | 0.75 |
| help-doe-box-behnken-analysis-2 | 2 | Analyzed | 1809.8 | 1815.09 | -5.2875 | -0.918071 | 0.75 |
| help-doe-box-behnken-analysis-3 | 3 | Analyzed | 1975.3 | 1965.42 | 9.875 | 1.7146 | 0.75 |
| help-doe-box-behnken-analysis-4 | 4 | Analyzed | 2052.6 | 2047.31 | 5.2875 | 0.918071 | 0.75 |
| help-doe-box-behnken-analysis-5 | 5 | Analyzed | 2179 | 2172.75 | 6.25 | 1.08519 | 0.75 |
| help-doe-box-behnken-analysis-6 | 6 | Analyzed | 1856.6 | 1862.85 | -6.25 | -1.08519 | 0.75 |
| help-doe-box-behnken-analysis-7 | 7 | Analyzed | 1879.1 | 1874.51 | 4.5875 | 0.79653 | 0.75 |
| help-doe-box-behnken-analysis-8 | 8 | Analyzed | 1799.4 | 1796.17 | 3.23333 | 0.343789 | 0.333333 |
| help-doe-box-behnken-analysis-9 | 9 | Analyzed | 1995 | 1996.66 | -1.6625 | -0.288661 | 0.75 |
| help-doe-box-behnken-analysis-10 | 10 | Analyzed | 1993.1 | 1991.44 | 1.6625 | 0.288661 | 0.75 |
| help-doe-box-behnken-analysis-11 | 11 | Analyzed | 1796.1 | 1796.17 | -0.0666667 | -0.00708843 | 0.333333 |
| help-doe-box-behnken-analysis-12 | 12 | Analyzed | 1793 | 1796.17 | -3.16667 | -0.336701 | 0.333333 |
| help-doe-box-behnken-analysis-13 | 13 | Analyzed | 1883.1 | 1892.97 | -9.875 | -1.7146 | 0.75 |
| help-doe-box-behnken-analysis-14 | 14 | Analyzed | 1830.8 | 1819.26 | 11.5375 | 2.00326 | 0.75 |
| help-doe-box-behnken-analysis-15 | 15 | Analyzed | 2112.4 | 2123.94 | -11.5375 | -2.00326 | 0.75 |
Factor coding
Factor names the input and Type its modeling type. Center and Scale translate numeric settings to coded values: (setting − center) / scale. Thus the midpoint is 0 and the entered low/high bounds are −1/+1. Levels / contrasts applies to categorical coding; a dash is not a missing numeric measurement. Keep the model-column, block and rank notes with this table.
| Factor | Type | Center | Scale | Levels / contrasts |
|---|---|---|---|---|
| mix_temperature_c | numeric | 30 | 10 | — |
| impeller_speed_rpm | numeric | 600 | 200 | — |
| mixing_time_min | numeric | 12 | 4 | — |
- Model columns: Intercept, mix_temperature_c, impeller_speed_rpm, mixing_time_min, mix_temperature_c × impeller_speed_rpm, mix_temperature_c × mixing_time_min, impeller_speed_rpm × mixing_time_min, mix_temperature_c², impeller_speed_rpm², mixing_time_min²
- Rank tolerance: 1e-10
8. Create a report
Keep Model overview, Adjusted term ANOVA, Coefficients, Coefficient covariance, Row diagnostics and Factor coding, plus Predictions, the complete Surface values grid, residual plots and contour. Include the response units, factor settings, recorded run order and all model notes. State the detected lack of fit when sharing conclusions or predictions.
Choose Add to report from the completed run. Open Choose individual items and advanced options to select tables and charts, then choose Add to draft. Hidden items stay in the saved analysis.
Name the report and add the purpose of the study and your interpretation. Choose Save, review Preview, then use Export → Download HTML. The example below contains the full selected content, including results beyond one screen.
Open full report: Analyze Box–Behnken: ink mixing (opens in a new tab)Download HTML report: Analyze Box–Behnken: ink mixing