Example: coating durability
20 independently prepared panels: eight factorial corners, six face-centered axial points, and six center runs. Corners combine low/high settings for all factors. Axial points move one factor to its bound while the others stay at their midpoints. Center runs use all midpoints.
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 Central composite 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 | drying_temperature_c | °C | 55 | 75 |
| B | air_speed_m_per_s | m/s | 1 | 2 |
| C | drying_time_min | min | 12 | 20 |
4. Assign the input columns
Under Response mappings, open each column picker and select the matching worksheet column.
| Worksheet column | Input field |
|---|---|
drying_temperature_c | Factor drying_temperature_c |
air_speed_m_per_s | Factor air_speed_m_per_s |
drying_time_min | Factor drying_time_min |
Assign abrasion_mass_loss_mg 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 65 in drying_temperature_c (°C). Enter 1.5 in air_speed_m_per_s (m/s). Enter 16 in drying_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 drying_temperature_c for Horizontal factor and air_speed_m_per_s for Vertical factor. Enter 16 in Hold drying_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 panels
All 20 panels are included: eight factorial corners, six face-centered axial points and six center runs. The response is abrasion mass loss in mg. Lower loss means less material removed in this test. The quadratic model allows bends and interactions as settings change.
Check whether the model misses a pattern
Lack of Fit has p = 0.8313. This test does not detect a missing pattern at the 5% level. It does not prove the model is correct; read the residual plots before using its predictions.
Read the prediction at the center
At 65 °C, 1.5 m/s and 16 minutes, the fitted mean loss is 42.03 mg. The 95% interval for the mean is 41.31–42.75 mg. The interval for one new panel is wider, 39.83–44.24 mg, because it also includes panel-to-panel variation. These are model intervals, not acceptance limits.
Read a residual
A residual is the measured response minus the fitted value. Panel run 18 measured 40.65 mg; the model fitted 42.03 mg, leaving about −1.38 mg unexplained. This is the largest absolute raw residual. Look for curves, changing spread or unusual points.
Residuals in mg 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 during preparation and testing. Check the experiment records for any pattern; the chart alone does not identify its cause.
Residuals in mg in recorded execution order. View full-size chart (opens in a new tab) Read the contour at a fixed time
The horizontal axis is drying temperature and the vertical axis is air speed. Each line joins settings with the same predicted loss in mg, holding drying time at 16 minutes. Check the marked extrapolation regions. Changing the held time changes this view; the grid is not a set of additional tested panels.
Predicted response in mg, holding drying_time_min at 16 min. View full-size chart (opens in a new tab) Confirm a useful setting
Choose a feasible setting within the studied region and test fresh independent panels. Compare their measured loss with the prediction and the study requirement. The contour does not automatically choose or validate an operating recipe.
More details: read each result section
Complete result tables use six significant digits, as in Help.
Model overview
Analyzed runs is 20; Missing runs is 0. DF counts the information available for the model and residual error. S is the residual standard deviation in mg. R² describes variation fitted in these runs; adjusted R² accounts for model size. See Prediction and coefficient detail for PRESS and predicted R². A high R² does not establish model adequacy. Read the lack-of-fit test and residual plots.
| Statistic | Value |
|---|---|
| Response | abrasion_mass_loss_mg |
| Analyzed runs | 20 |
| Missing responses | 0 |
| Model rank | 10 |
| Residual degrees of freedom | 10 |
| S | 0.935936 |
| R² | 0.988928 |
| Adjusted R² | 0.978964 |
| PRESS | 26.9097 |
| Predicted R² | 0.965988 |
| 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 |
|---|---|---|---|---|---|---|
| drying_temperature_c | adjusted | 1 | 91.3248 | 91.3248 | 104.255 | 0.0000013128 |
| air_speed_m_per_s | adjusted | 1 | 21.8153 | 21.8153 | 24.904 | 0.000545004 |
| drying_time_min | adjusted | 1 | 71.7704 | 71.7704 | 81.9319 | 0.00000393051 |
| drying_temperature_c × air_speed_m_per_s | adjusted | 1 | 34.9448 | 34.9448 | 39.8924 | 0.0000872558 |
| drying_temperature_c × drying_time_min | adjusted | 1 | 43.5244 | 43.5244 | 49.6868 | 0.0000350335 |
| air_speed_m_per_s × drying_time_min | adjusted | 1 | 2.6912 | 2.6912 | 3.07223 | 0.110185 |
| drying_temperature_c² | adjusted | 1 | 63.6964 | 63.6964 | 72.7148 | 0.0000067035 |
| air_speed_m_per_s² | adjusted | 1 | 17.7102 | 17.7102 | 20.2176 | 0.00114948 |
| drying_time_min² | adjusted | 1 | 54.4013 | 54.4013 | 62.1036 | 0.0000134296 |
| Model | summary | 9 | 782.432 | 86.9368 | 99.2456 | 1.37644e-8 |
| Error | summary | 10 | 8.75976 | 0.875976 | — | — |
| Total | summary | 19 | 791.191 | 41.6417 | — | — |
| Pure Error | decomposition | 5 | 6.2568 | 1.25136 | — | — |
| Lack of Fit | decomposition | 5 | 2.50296 | 0.500593 | 0.400039 | 0.831291 |
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 | 42.0309 | 0.321752 | 130.631 | 1.69614e-17 | 41.314 | 42.7478 |
| drying_temperature_c | -3.022 | 0.295969 | -10.2105 | 0.0000013128 | -3.68146 | -2.36254 |
| air_speed_m_per_s | -1.477 | 0.295969 | -4.99039 | 0.000545004 | -2.13646 | -0.81754 |
| drying_time_min | -2.679 | 0.295969 | -9.05162 | 0.00000393051 | -3.33846 | -2.01954 |
| drying_temperature_c × air_speed_m_per_s | 2.09 | 0.330903 | 6.31604 | 0.0000872558 | 1.3527 | 2.8273 |
| drying_temperature_c × drying_time_min | -2.3325 | 0.330903 | -7.04889 | 0.0000350335 | -3.0698 | -1.5952 |
| air_speed_m_per_s × drying_time_min | 0.58 | 0.330903 | 1.75278 | 0.110185 | -0.157299 | 1.3173 |
| drying_temperature_c² | 4.81273 | 0.564391 | 8.5273 | 0.0000067035 | 3.55519 | 6.07027 |
| air_speed_m_per_s² | 2.53773 | 0.564391 | 4.4964 | 0.00114948 | 1.28019 | 3.79527 |
| drying_time_min² | 4.44773 | 0.564391 | 7.88058 | 0.0000134296 | 3.19019 | 5.70527 |
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.
| Prediction | Factor settings | Block | Fit | Mean SE | Mean CI low | Mean CI high | Individual PI low | Individual PI high |
|---|---|---|---|---|---|---|---|---|
| prediction-1 | drying_temperature_c=65, air_speed_m_per_s=1.5, drying_time_min=16 | — | 42.0309 | 0.321752 | 41.314 | 42.7478 | 39.8257 | 44.2361 |
Surface values · surface-1
Each row gives the two plotted factor settings and their Fitted response in mg, holding drying_time_min at 16. Region marks extrapolation beyond the observed design hull. All grid rows are included; these are model predictions, not additional measured runs.
| drying_temperature_c | air_speed_m_per_s | Fitted response | Region |
|---|---|---|---|
| 55 | 1 | 55.9704 | Observed slice region |
| 55.8333 | 1 | 54.7757 | Observed slice region |
| 56.6667 | 1 | 53.6478 | Observed slice region |
| 57.5 | 1 | 52.5868 | Observed slice region |
| 58.3333 | 1 | 51.5926 | Observed slice region |
| 59.1667 | 1 | 50.6653 | Observed slice region |
| 60 | 1 | 49.8048 | Observed slice region |
| 60.8333 | 1 | 49.0112 | Observed slice region |
| 61.6667 | 1 | 48.2844 | Observed slice region |
| 62.5 | 1 | 47.6244 | Observed slice region |
| 63.3333 | 1 | 47.0313 | Observed slice region |
| 64.1667 | 1 | 46.5051 | Observed slice region |
| 65 | 1 | 46.0456 | Observed slice region |
| 65.8333 | 1 | 45.6531 | Observed slice region |
| 66.6667 | 1 | 45.3273 | Observed slice region |
| 67.5 | 1 | 45.0684 | Observed slice region |
| 68.3333 | 1 | 44.8764 | Observed slice region |
| 69.1667 | 1 | 44.7512 | Observed slice region |
| 70 | 1 | 44.6928 | Observed slice region |
| 70.8333 | 1 | 44.7013 | Observed slice region |
| 71.6667 | 1 | 44.7766 | Observed slice region |
| 72.5 | 1 | 44.9188 | Observed slice region |
| 73.3333 | 1 | 45.1278 | Observed slice region |
| 74.1667 | 1 | 45.4037 | Observed slice region |
| 75 | 1 | 45.7464 | Observed slice region |
| 55 | 1.04167 | 55.2678 | Observed slice region |
| 55.8333 | 1.04167 | 54.0876 | Observed slice region |
| 56.6667 | 1.04167 | 52.9743 | Observed slice region |
| 57.5 | 1.04167 | 51.9278 | Observed slice region |
| 58.3333 | 1.04167 | 50.9481 | Observed slice region |
| 59.1667 | 1.04167 | 50.0353 | Observed slice region |
| 60 | 1.04167 | 49.1893 | Observed slice region |
| 60.8333 | 1.04167 | 48.4102 | Observed slice region |
| 61.6667 | 1.04167 | 47.6979 | Observed slice region |
| 62.5 | 1.04167 | 47.0525 | Observed slice region |
| 63.3333 | 1.04167 | 46.4739 | Observed slice region |
| 64.1667 | 1.04167 | 45.9621 | Observed slice region |
| 65 | 1.04167 | 45.5172 | Observed slice region |
| 65.8333 | 1.04167 | 45.1392 | Observed slice region |
| 66.6667 | 1.04167 | 44.8279 | Observed slice region |
| 67.5 | 1.04167 | 44.5836 | Observed slice region |
| 68.3333 | 1.04167 | 44.406 | Observed slice region |
| 69.1667 | 1.04167 | 44.2953 | Observed slice region |
| 70 | 1.04167 | 44.2515 | Observed slice region |
| 70.8333 | 1.04167 | 44.2745 | Observed slice region |
| 71.6667 | 1.04167 | 44.3643 | Observed slice region |
| 72.5 | 1.04167 | 44.521 | Observed slice region |
| 73.3333 | 1.04167 | 44.7445 | Observed slice region |
| 74.1667 | 1.04167 | 45.0349 | Observed slice region |
| 75 | 1.04167 | 45.3921 | Observed slice region |
| 55 | 1.08333 | 54.6004 | Observed slice region |
| 55.8333 | 1.08333 | 53.4348 | Observed slice region |
| 56.6667 | 1.08333 | 52.3359 | Observed slice region |
| 57.5 | 1.08333 | 51.304 | Observed slice region |
| 58.3333 | 1.08333 | 50.3388 | Observed slice region |
| 59.1667 | 1.08333 | 49.4405 | Observed slice region |
| 60 | 1.08333 | 48.6091 | Observed slice region |
| 60.8333 | 1.08333 | 47.8445 | Observed slice region |
| 61.6667 | 1.08333 | 47.1467 | Observed slice region |
| 62.5 | 1.08333 | 46.5158 | Observed slice region |
| 63.3333 | 1.08333 | 45.9517 | Observed slice region |
| 64.1667 | 1.08333 | 45.4544 | Observed slice region |
| 65 | 1.08333 | 45.0241 | Observed slice region |
| 65.8333 | 1.08333 | 44.6605 | Observed slice region |
| 66.6667 | 1.08333 | 44.3638 | Observed slice region |
| 67.5 | 1.08333 | 44.1339 | Observed slice region |
| 68.3333 | 1.08333 | 43.9709 | Observed slice region |
| 69.1667 | 1.08333 | 43.8747 | Observed slice region |
| 70 | 1.08333 | 43.8454 | Observed slice region |
| 70.8333 | 1.08333 | 43.8829 | Observed slice region |
| 71.6667 | 1.08333 | 43.9873 | Observed slice region |
| 72.5 | 1.08333 | 44.1585 | Observed slice region |
| 73.3333 | 1.08333 | 44.3965 | Observed slice region |
| 74.1667 | 1.08333 | 44.7014 | Observed slice region |
| 75 | 1.08333 | 45.0731 | Observed slice region |
| 55 | 1.125 | 53.9684 | Observed slice region |
| 55.8333 | 1.125 | 52.8172 | Observed slice region |
| 56.6667 | 1.125 | 51.7329 | Observed slice region |
| 57.5 | 1.125 | 50.7154 | Observed slice region |
| 58.3333 | 1.125 | 49.7648 | Observed slice region |
| 59.1667 | 1.125 | 48.881 | Observed slice region |
| 60 | 1.125 | 48.0641 | Observed slice region |
| 60.8333 | 1.125 | 47.314 | Observed slice region |
| 61.6667 | 1.125 | 46.6307 | Observed slice region |
| 62.5 | 1.125 | 46.0143 | Observed slice region |
| 63.3333 | 1.125 | 45.4647 | Observed slice region |
| 64.1667 | 1.125 | 44.982 | Observed slice region |
| 65 | 1.125 | 44.5661 | Observed slice region |
| 65.8333 | 1.125 | 44.2171 | Observed slice region |
| 66.6667 | 1.125 | 43.9349 | Observed slice region |
| 67.5 | 1.125 | 43.7196 | Observed slice region |
| 68.3333 | 1.125 | 43.571 | Observed slice region |
| 69.1667 | 1.125 | 43.4894 | Observed slice region |
| 70 | 1.125 | 43.4746 | Observed slice region |
| 70.8333 | 1.125 | 43.5266 | Observed slice region |
| 71.6667 | 1.125 | 43.6455 | Observed slice region |
| 72.5 | 1.125 | 43.8312 | Observed slice region |
| 73.3333 | 1.125 | 44.0837 | Observed slice region |
| 74.1667 | 1.125 | 44.4031 | Observed slice region |
| 75 | 1.125 | 44.7894 | Observed slice region |
| 55 | 1.16667 | 53.3715 | Observed slice region |
| 55.8333 | 1.16667 | 52.2349 | Observed slice region |
| 56.6667 | 1.16667 | 51.1651 | Observed slice region |
| 57.5 | 1.16667 | 50.1621 | Observed slice region |
| 58.3333 | 1.16667 | 49.226 | Observed slice region |
| 59.1667 | 1.16667 | 48.3567 | Observed slice region |
| 60 | 1.16667 | 47.5543 | Observed slice region |
| 60.8333 | 1.16667 | 46.8187 | Observed slice region |
| 61.6667 | 1.16667 | 46.15 | Observed slice region |
| 62.5 | 1.16667 | 45.5481 | Observed slice region |
| 63.3333 | 1.16667 | 45.013 | Observed slice region |
| 64.1667 | 1.16667 | 44.5448 | Observed slice region |
| 65 | 1.16667 | 44.1435 | Observed slice region |
| 65.8333 | 1.16667 | 43.8089 | Observed slice region |
| 66.6667 | 1.16667 | 43.5413 | Observed slice region |
| 67.5 | 1.16667 | 43.3404 | Observed slice region |
| 68.3333 | 1.16667 | 43.2064 | Observed slice region |
| 69.1667 | 1.16667 | 43.1393 | Observed slice region |
| 70 | 1.16667 | 43.139 | Observed slice region |
| 70.8333 | 1.16667 | 43.2055 | Observed slice region |
| 71.6667 | 1.16667 | 43.3389 | Observed slice region |
| 72.5 | 1.16667 | 43.5391 | Observed slice region |
| 73.3333 | 1.16667 | 43.8062 | Observed slice region |
| 74.1667 | 1.16667 | 44.1401 | Observed slice region |
| 75 | 1.16667 | 44.5408 | Observed slice region |
| 55 | 1.20833 | 52.8099 | Observed slice region |
| 55.8333 | 1.20833 | 51.6878 | Observed slice region |
| 56.6667 | 1.20833 | 50.6325 | Observed slice region |
| 57.5 | 1.20833 | 49.6441 | Observed slice region |
| 58.3333 | 1.20833 | 48.7225 | Observed slice region |
| 59.1667 | 1.20833 | 47.8677 | Observed slice region |
| 60 | 1.20833 | 47.0798 | Observed slice region |
| 60.8333 | 1.20833 | 46.3587 | Observed slice region |
| 61.6667 | 1.20833 | 45.7045 | Observed slice region |
| 62.5 | 1.20833 | 45.1171 | Observed slice region |
| 63.3333 | 1.20833 | 44.5966 | Observed slice region |
| 64.1667 | 1.20833 | 44.1429 | Observed slice region |
| 65 | 1.20833 | 43.756 | Observed slice region |
| 65.8333 | 1.20833 | 43.436 | Observed slice region |
| 66.6667 | 1.20833 | 43.1829 | Observed slice region |
| 67.5 | 1.20833 | 42.9965 | Observed slice region |
| 68.3333 | 1.20833 | 42.877 | Observed slice region |
| 69.1667 | 1.20833 | 42.8244 | Observed slice region |
| 70 | 1.20833 | 42.8386 | Observed slice region |
| 70.8333 | 1.20833 | 42.9197 | Observed slice region |
| 71.6667 | 1.20833 | 43.0676 | Observed slice region |
| 72.5 | 1.20833 | 43.2823 | Observed slice region |
| 73.3333 | 1.20833 | 43.5639 | Observed slice region |
| 74.1667 | 1.20833 | 43.9123 | Observed slice region |
| 75 | 1.20833 | 44.3276 | Observed slice region |
| 55 | 1.25 | 52.2836 | Observed slice region |
| 55.8333 | 1.25 | 51.176 | Observed slice region |
| 56.6667 | 1.25 | 50.1352 | Observed slice region |
| 57.5 | 1.25 | 49.1612 | Observed slice region |
| 58.3333 | 1.25 | 48.2542 | Observed slice region |
| 59.1667 | 1.25 | 47.4139 | Observed slice region |
| 60 | 1.25 | 46.6405 | Observed slice region |
| 60.8333 | 1.25 | 45.934 | Observed slice region |
| 61.6667 | 1.25 | 45.2943 | Observed slice region |
| 62.5 | 1.25 | 44.7214 | Observed slice region |
| 63.3333 | 1.25 | 44.2154 | Observed slice region |
| 64.1667 | 1.25 | 43.7762 | Observed slice region |
| 65 | 1.25 | 43.4038 | Observed slice region |
| 65.8333 | 1.25 | 43.0983 | Observed slice region |
| 66.6667 | 1.25 | 42.8597 | Observed slice region |
| 67.5 | 1.25 | 42.6879 | Observed slice region |
| 68.3333 | 1.25 | 42.5829 | Observed slice region |
| 69.1667 | 1.25 | 42.5448 | Observed slice region |
| 70 | 1.25 | 42.5735 | Observed slice region |
| 70.8333 | 1.25 | 42.6691 | Observed slice region |
| 71.6667 | 1.25 | 42.8315 | Observed slice region |
| 72.5 | 1.25 | 43.0607 | Observed slice region |
| 73.3333 | 1.25 | 43.3568 | Observed slice region |
| 74.1667 | 1.25 | 43.7198 | Observed slice region |
| 75 | 1.25 | 44.1496 | Observed slice region |
| 55 | 1.29167 | 51.7925 | Observed slice region |
| 55.8333 | 1.29167 | 50.6994 | Observed slice region |
| 56.6667 | 1.29167 | 49.6731 | Observed slice region |
| 57.5 | 1.29167 | 48.7137 | Observed slice region |
| 58.3333 | 1.29167 | 47.8211 | Observed slice region |
| 59.1667 | 1.29167 | 46.9954 | Observed slice region |
| 60 | 1.29167 | 46.2365 | Observed slice region |
| 60.8333 | 1.29167 | 45.5445 | Observed slice region |
| 61.6667 | 1.29167 | 44.9193 | Observed slice region |
| 62.5 | 1.29167 | 44.3609 | Observed slice region |
| 63.3333 | 1.29167 | 43.8694 | Observed slice region |
| 64.1667 | 1.29167 | 43.4447 | Observed slice region |
| 65 | 1.29167 | 43.0869 | Observed slice region |
| 65.8333 | 1.29167 | 42.7959 | Observed slice region |
| 66.6667 | 1.29167 | 42.5718 | Observed slice region |
| 67.5 | 1.29167 | 42.4145 | Observed slice region |
| 68.3333 | 1.29167 | 42.324 | Observed slice region |
| 69.1667 | 1.29167 | 42.3004 | Observed slice region |
| 70 | 1.29167 | 42.3437 | Observed slice region |
| 70.8333 | 1.29167 | 42.4537 | Observed slice region |
| 71.6667 | 1.29167 | 42.6307 | Observed slice region |
| 72.5 | 1.29167 | 42.8744 | Observed slice region |
| 73.3333 | 1.29167 | 43.185 | Observed slice region |
| 74.1667 | 1.29167 | 43.5625 | Observed slice region |
| 75 | 1.29167 | 44.0068 | Observed slice region |
| 55 | 1.33333 | 51.3366 | Observed slice region |
| 55.8333 | 1.33333 | 50.258 | Observed slice region |
| 56.6667 | 1.33333 | 49.2463 | Observed slice region |
| 57.5 | 1.33333 | 48.3014 | Observed slice region |
| 58.3333 | 1.33333 | 47.4233 | Observed slice region |
| 59.1667 | 1.33333 | 46.6121 | Observed slice region |
| 60 | 1.33333 | 45.8677 | Observed slice region |
| 60.8333 | 1.33333 | 45.1902 | Observed slice region |
| 61.6667 | 1.33333 | 44.5795 | Observed slice region |
| 62.5 | 1.33333 | 44.0357 | Observed slice region |
| 63.3333 | 1.33333 | 43.5587 | Observed slice region |
| 64.1667 | 1.33333 | 43.1485 | Observed slice region |
| 65 | 1.33333 | 42.8052 | Observed slice region |
| 65.8333 | 1.33333 | 42.5287 | Observed slice region |
| 66.6667 | 1.33333 | 42.3191 | Observed slice region |
| 67.5 | 1.33333 | 42.1763 | Observed slice region |
| 68.3333 | 1.33333 | 42.1004 | Observed slice region |
| 69.1667 | 1.33333 | 42.0913 | Observed slice region |
| 70 | 1.33333 | 42.1491 | Observed slice region |
| 70.8333 | 1.33333 | 42.2737 | Observed slice region |
| 71.6667 | 1.33333 | 42.4651 | Observed slice region |
| 72.5 | 1.33333 | 42.7234 | Observed slice region |
| 73.3333 | 1.33333 | 43.0485 | Observed slice region |
| 74.1667 | 1.33333 | 43.4405 | Observed slice region |
| 75 | 1.33333 | 43.8993 | Observed slice region |
| 55 | 1.375 | 50.916 | Observed slice region |
| 55.8333 | 1.375 | 49.8519 | Observed slice region |
| 56.6667 | 1.375 | 48.8547 | Observed slice region |
| 57.5 | 1.375 | 47.9243 | Observed slice region |
| 58.3333 | 1.375 | 47.0608 | Observed slice region |
| 59.1667 | 1.375 | 46.2641 | Observed slice region |
| 60 | 1.375 | 45.5342 | Observed slice region |
| 60.8333 | 1.375 | 44.8712 | Observed slice region |
| 61.6667 | 1.375 | 44.275 | Observed slice region |
| 62.5 | 1.375 | 43.7457 | Observed slice region |
| 63.3333 | 1.375 | 43.2832 | Observed slice region |
| 64.1667 | 1.375 | 42.8876 | Observed slice region |
| 65 | 1.375 | 42.5588 | Observed slice region |
| 65.8333 | 1.375 | 42.2968 | Observed slice region |
| 66.6667 | 1.375 | 42.1017 | Observed slice region |
| 67.5 | 1.375 | 41.9734 | Observed slice region |
| 68.3333 | 1.375 | 41.912 | Observed slice region |
| 69.1667 | 1.375 | 41.9174 | Observed slice region |
| 70 | 1.375 | 41.9897 | Observed slice region |
| 70.8333 | 1.375 | 42.1288 | Observed slice region |
| 71.6667 | 1.375 | 42.3348 | Observed slice region |
| 72.5 | 1.375 | 42.6076 | Observed slice region |
| 73.3333 | 1.375 | 42.9472 | Observed slice region |
| 74.1667 | 1.375 | 43.3537 | Observed slice region |
| 75 | 1.375 | 43.827 | Observed slice region |
| 55 | 1.41667 | 50.5306 | Observed slice region |
| 55.8333 | 1.41667 | 49.4811 | Observed slice region |
| 56.6667 | 1.41667 | 48.4984 | Observed slice region |
| 57.5 | 1.41667 | 47.5825 | Observed slice region |
| 58.3333 | 1.41667 | 46.7334 | Observed slice region |
| 59.1667 | 1.41667 | 45.9513 | Observed slice region |
| 60 | 1.41667 | 45.2359 | Observed slice region |
| 60.8333 | 1.41667 | 44.5874 | Observed slice region |
| 61.6667 | 1.41667 | 44.0058 | Observed slice region |
| 62.5 | 1.41667 | 43.4909 | Observed slice region |
| 63.3333 | 1.41667 | 43.043 | Observed slice region |
| 64.1667 | 1.41667 | 42.6619 | Observed slice region |
| 65 | 1.41667 | 42.3476 | Observed slice region |
| 65.8333 | 1.41667 | 42.1001 | Observed slice region |
| 66.6667 | 1.41667 | 41.9195 | Observed slice region |
| 67.5 | 1.41667 | 41.8058 | Observed slice region |
| 68.3333 | 1.41667 | 41.7589 | Observed slice region |
| 69.1667 | 1.41667 | 41.7788 | Observed slice region |
| 70 | 1.41667 | 41.8656 | Observed slice region |
| 70.8333 | 1.41667 | 42.0192 | Observed slice region |
| 71.6667 | 1.41667 | 42.2397 | Observed slice region |
| 72.5 | 1.41667 | 42.527 | Observed slice region |
| 73.3333 | 1.41667 | 42.8811 | Observed slice region |
| 74.1667 | 1.41667 | 43.3021 | Observed slice region |
| 75 | 1.41667 | 43.79 | Observed slice region |
| 55 | 1.45833 | 50.1805 | Observed slice region |
| 55.8333 | 1.45833 | 49.1455 | Observed slice region |
| 56.6667 | 1.45833 | 48.1773 | Observed slice region |
| 57.5 | 1.45833 | 47.2759 | Observed slice region |
| 58.3333 | 1.45833 | 46.4414 | Observed slice region |
| 59.1667 | 1.45833 | 45.6737 | Observed slice region |
| 60 | 1.45833 | 44.9729 | Observed slice region |
| 60.8333 | 1.45833 | 44.3389 | Observed slice region |
| 61.6667 | 1.45833 | 43.7718 | Observed slice region |
| 62.5 | 1.45833 | 43.2715 | Observed slice region |
| 63.3333 | 1.45833 | 42.838 | Observed slice region |
| 64.1667 | 1.45833 | 42.4714 | Observed slice region |
| 65 | 1.45833 | 42.1716 | Observed slice region |
| 65.8333 | 1.45833 | 41.9387 | Observed slice region |
| 66.6667 | 1.45833 | 41.7726 | Observed slice region |
| 67.5 | 1.45833 | 41.6734 | Observed slice region |
| 68.3333 | 1.45833 | 41.641 | Observed slice region |
| 69.1667 | 1.45833 | 41.6754 | Observed slice region |
| 70 | 1.45833 | 41.7767 | Observed slice region |
| 70.8333 | 1.45833 | 41.9448 | Observed slice region |
| 71.6667 | 1.45833 | 42.1798 | Observed slice region |
| 72.5 | 1.45833 | 42.4816 | Observed slice region |
| 73.3333 | 1.45833 | 42.8503 | Observed slice region |
| 74.1667 | 1.45833 | 43.2858 | Observed slice region |
| 75 | 1.45833 | 43.7882 | Observed slice region |
| 55 | 1.5 | 49.8656 | Observed slice region |
| 55.8333 | 1.5 | 48.8451 | Observed slice region |
| 56.6667 | 1.5 | 47.8914 | Observed slice region |
| 57.5 | 1.5 | 47.0046 | Observed slice region |
| 58.3333 | 1.5 | 46.1846 | Observed slice region |
| 59.1667 | 1.5 | 45.4314 | Observed slice region |
| 60 | 1.5 | 44.7451 | Observed slice region |
| 60.8333 | 1.5 | 44.1256 | Observed slice region |
| 61.6667 | 1.5 | 43.573 | Observed slice region |
| 62.5 | 1.5 | 43.0872 | Observed slice region |
| 63.3333 | 1.5 | 42.6683 | Observed slice region |
| 64.1667 | 1.5 | 42.3162 | Observed slice region |
| 65 | 1.5 | 42.0309 | Observed slice region |
| 65.8333 | 1.5 | 41.8125 | Observed slice region |
| 66.6667 | 1.5 | 41.6609 | Observed slice region |
| 67.5 | 1.5 | 41.5762 | Observed slice region |
| 68.3333 | 1.5 | 41.5583 | Observed slice region |
| 69.1667 | 1.5 | 41.6073 | Observed slice region |
| 70 | 1.5 | 41.7231 | Observed slice region |
| 70.8333 | 1.5 | 41.9057 | Observed slice region |
| 71.6667 | 1.5 | 42.1552 | Observed slice region |
| 72.5 | 1.5 | 42.4716 | Observed slice region |
| 73.3333 | 1.5 | 42.8547 | Observed slice region |
| 74.1667 | 1.5 | 43.3048 | Observed slice region |
| 75 | 1.5 | 43.8216 | Observed slice region |
| 55 | 1.54167 | 49.586 | Observed slice region |
| 55.8333 | 1.54167 | 48.58 | Observed slice region |
| 56.6667 | 1.54167 | 47.6408 | Observed slice region |
| 57.5 | 1.54167 | 46.7685 | Observed slice region |
| 58.3333 | 1.54167 | 45.963 | Observed slice region |
| 59.1667 | 1.54167 | 45.2243 | Observed slice region |
| 60 | 1.54167 | 44.5525 | Observed slice region |
| 60.8333 | 1.54167 | 43.9476 | Observed slice region |
| 61.6667 | 1.54167 | 43.4095 | Observed slice region |
| 62.5 | 1.54167 | 42.9382 | Observed slice region |
| 63.3333 | 1.54167 | 42.5338 | Observed slice region |
| 64.1667 | 1.54167 | 42.1962 | Observed slice region |
| 65 | 1.54167 | 41.9254 | Observed slice region |
| 65.8333 | 1.54167 | 41.7216 | Observed slice region |
| 66.6667 | 1.54167 | 41.5845 | Observed slice region |
| 67.5 | 1.54167 | 41.5143 | Observed slice region |
| 68.3333 | 1.54167 | 41.5109 | Observed slice region |
| 69.1667 | 1.54167 | 41.5744 | Observed slice region |
| 70 | 1.54167 | 41.7047 | Observed slice region |
| 70.8333 | 1.54167 | 41.9019 | Observed slice region |
| 71.6667 | 1.54167 | 42.1659 | Observed slice region |
| 72.5 | 1.54167 | 42.4967 | Observed slice region |
| 73.3333 | 1.54167 | 42.8944 | Observed slice region |
| 74.1667 | 1.54167 | 43.359 | Observed slice region |
| 75 | 1.54167 | 43.8903 | Observed slice region |
| 55 | 1.58333 | 49.3416 | Observed slice region |
| 55.8333 | 1.58333 | 48.3501 | Observed slice region |
| 56.6667 | 1.58333 | 47.4255 | Observed slice region |
| 57.5 | 1.58333 | 46.5676 | Observed slice region |
| 58.3333 | 1.58333 | 45.7767 | Observed slice region |
| 59.1667 | 1.58333 | 45.0525 | Observed slice region |
| 60 | 1.58333 | 44.3952 | Observed slice region |
| 60.8333 | 1.58333 | 43.8048 | Observed slice region |
| 61.6667 | 1.58333 | 43.2812 | Observed slice region |
| 62.5 | 1.58333 | 42.8244 | Observed slice region |
| 63.3333 | 1.58333 | 42.4345 | Observed slice region |
| 64.1667 | 1.58333 | 42.1115 | Observed slice region |
| 65 | 1.58333 | 41.8552 | Observed slice region |
| 65.8333 | 1.58333 | 41.6659 | Observed slice region |
| 66.6667 | 1.58333 | 41.5433 | Observed slice region |
| 67.5 | 1.58333 | 41.4876 | Observed slice region |
| 68.3333 | 1.58333 | 41.4988 | Observed slice region |
| 69.1667 | 1.58333 | 41.5767 | Observed slice region |
| 70 | 1.58333 | 41.7216 | Observed slice region |
| 70.8333 | 1.58333 | 41.9333 | Observed slice region |
| 71.6667 | 1.58333 | 42.2118 | Observed slice region |
| 72.5 | 1.58333 | 42.5571 | Observed slice region |
| 73.3333 | 1.58333 | 42.9694 | Observed slice region |
| 74.1667 | 1.58333 | 43.4484 | Observed slice region |
| 75 | 1.58333 | 43.9943 | Observed slice region |
| 55 | 1.625 | 49.1325 | Observed slice region |
| 55.8333 | 1.625 | 48.1555 | Observed slice region |
| 56.6667 | 1.625 | 47.2454 | Observed slice region |
| 57.5 | 1.625 | 46.4021 | Observed slice region |
| 58.3333 | 1.625 | 45.6256 | Observed slice region |
| 59.1667 | 1.625 | 44.916 | Observed slice region |
| 60 | 1.625 | 44.2732 | Observed slice region |
| 60.8333 | 1.625 | 43.6973 | Observed slice region |
| 61.6667 | 1.625 | 43.1882 | Observed slice region |
| 62.5 | 1.625 | 42.7459 | Observed slice region |
| 63.3333 | 1.625 | 42.3705 | Observed slice region |
| 64.1667 | 1.625 | 42.062 | Observed slice region |
| 65 | 1.625 | 41.8203 | Observed slice region |
| 65.8333 | 1.625 | 41.6454 | Observed slice region |
| 66.6667 | 1.625 | 41.5374 | Observed slice region |
| 67.5 | 1.625 | 41.4962 | Observed slice region |
| 68.3333 | 1.625 | 41.5218 | Observed slice region |
| 69.1667 | 1.625 | 41.6144 | Observed slice region |
| 70 | 1.625 | 41.7737 | Observed slice region |
| 70.8333 | 1.625 | 41.9999 | Observed slice region |
| 71.6667 | 1.625 | 42.2929 | Observed slice region |
| 72.5 | 1.625 | 42.6528 | Observed slice region |
| 73.3333 | 1.625 | 43.0795 | Observed slice region |
| 74.1667 | 1.625 | 43.5731 | Observed slice region |
| 75 | 1.625 | 44.1335 | Observed slice region |
| 55 | 1.66667 | 48.9586 | Observed slice region |
| 55.8333 | 1.66667 | 47.9961 | Observed slice region |
| 56.6667 | 1.66667 | 47.1005 | Observed slice region |
| 57.5 | 1.66667 | 46.2717 | Observed slice region |
| 58.3333 | 1.66667 | 45.5098 | Observed slice region |
| 59.1667 | 1.66667 | 44.8147 | Observed slice region |
| 60 | 1.66667 | 44.1864 | Observed slice region |
| 60.8333 | 1.66667 | 43.625 | Observed slice region |
| 61.6667 | 1.66667 | 43.1304 | Observed slice region |
| 62.5 | 1.66667 | 42.7027 | Observed slice region |
| 63.3333 | 1.66667 | 42.3418 | Observed slice region |
| 64.1667 | 1.66667 | 42.0477 | Observed slice region |
| 65 | 1.66667 | 41.8205 | Observed slice region |
| 65.8333 | 1.66667 | 41.6602 | Observed slice region |
| 66.6667 | 1.66667 | 41.5667 | Observed slice region |
| 67.5 | 1.66667 | 41.54 | Observed slice region |
| 68.3333 | 1.66667 | 41.5802 | Observed slice region |
| 69.1667 | 1.66667 | 41.6872 | Observed slice region |
| 70 | 1.66667 | 41.8611 | Observed slice region |
| 70.8333 | 1.66667 | 42.1018 | Observed slice region |
| 71.6667 | 1.66667 | 42.4093 | Observed slice region |
| 72.5 | 1.66667 | 42.7837 | Observed slice region |
| 73.3333 | 1.66667 | 43.2249 | Observed slice region |
| 74.1667 | 1.66667 | 43.733 | Observed slice region |
| 75 | 1.66667 | 44.3079 | Observed slice region |
| 55 | 1.70833 | 48.82 | Observed slice region |
| 55.8333 | 1.70833 | 47.872 | Observed slice region |
| 56.6667 | 1.70833 | 46.9909 | Observed slice region |
| 57.5 | 1.70833 | 46.1766 | Observed slice region |
| 58.3333 | 1.70833 | 45.4292 | Observed slice region |
| 59.1667 | 1.70833 | 44.7486 | Observed slice region |
| 60 | 1.70833 | 44.1348 | Observed slice region |
| 60.8333 | 1.70833 | 43.5879 | Observed slice region |
| 61.6667 | 1.70833 | 43.1079 | Observed slice region |
| 62.5 | 1.70833 | 42.6947 | Observed slice region |
| 63.3333 | 1.70833 | 42.3483 | Observed slice region |
| 64.1667 | 1.70833 | 42.0688 | Observed slice region |
| 65 | 1.70833 | 41.8561 | Observed slice region |
| 65.8333 | 1.70833 | 41.7102 | Observed slice region |
| 66.6667 | 1.70833 | 41.6312 | Observed slice region |
| 67.5 | 1.70833 | 41.6191 | Observed slice region |
| 68.3333 | 1.70833 | 41.6738 | Observed slice region |
| 69.1667 | 1.70833 | 41.7953 | Observed slice region |
| 70 | 1.70833 | 41.9837 | Observed slice region |
| 70.8333 | 1.70833 | 42.2389 | Observed slice region |
| 71.6667 | 1.70833 | 42.5609 | Observed slice region |
| 72.5 | 1.70833 | 42.9499 | Observed slice region |
| 73.3333 | 1.70833 | 43.4056 | Observed slice region |
| 74.1667 | 1.70833 | 43.9282 | Observed slice region |
| 75 | 1.70833 | 44.5176 | Observed slice region |
| 55 | 1.75 | 48.7166 | Observed slice region |
| 55.8333 | 1.75 | 47.7831 | Observed slice region |
| 56.6667 | 1.75 | 46.9165 | Observed slice region |
| 57.5 | 1.75 | 46.1167 | Observed slice region |
| 58.3333 | 1.75 | 45.3838 | Observed slice region |
| 59.1667 | 1.75 | 44.7178 | Observed slice region |
| 60 | 1.75 | 44.1185 | Observed slice region |
| 60.8333 | 1.75 | 43.5861 | Observed slice region |
| 61.6667 | 1.75 | 43.1206 | Observed slice region |
| 62.5 | 1.75 | 42.7219 | Observed slice region |
| 63.3333 | 1.75 | 42.39 | Observed slice region |
| 64.1667 | 1.75 | 42.125 | Observed slice region |
| 65 | 1.75 | 41.9268 | Observed slice region |
| 65.8333 | 1.75 | 41.7955 | Observed slice region |
| 66.6667 | 1.75 | 41.731 | Observed slice region |
| 67.5 | 1.75 | 41.7334 | Observed slice region |
| 68.3333 | 1.75 | 41.8026 | Observed slice region |
| 69.1667 | 1.75 | 41.9386 | Observed slice region |
| 70 | 1.75 | 42.1415 | Observed slice region |
| 70.8333 | 1.75 | 42.4113 | Observed slice region |
| 71.6667 | 1.75 | 42.7478 | Observed slice region |
| 72.5 | 1.75 | 43.1512 | Observed slice region |
| 73.3333 | 1.75 | 43.6215 | Observed slice region |
| 74.1667 | 1.75 | 44.1586 | Observed slice region |
| 75 | 1.75 | 44.7626 | Observed slice region |
| 55 | 1.79167 | 48.6484 | Observed slice region |
| 55.8333 | 1.79167 | 47.7295 | Observed slice region |
| 56.6667 | 1.79167 | 46.8774 | Observed slice region |
| 57.5 | 1.79167 | 46.0921 | Observed slice region |
| 58.3333 | 1.79167 | 45.3737 | Observed slice region |
| 59.1667 | 1.79167 | 44.7222 | Observed slice region |
| 60 | 1.79167 | 44.1375 | Observed slice region |
| 60.8333 | 1.79167 | 43.6196 | Observed slice region |
| 61.6667 | 1.79167 | 43.1685 | Observed slice region |
| 62.5 | 1.79167 | 42.7844 | Observed slice region |
| 63.3333 | 1.79167 | 42.467 | Observed slice region |
| 64.1667 | 1.79167 | 42.2165 | Observed slice region |
| 65 | 1.79167 | 42.0329 | Observed slice region |
| 65.8333 | 1.79167 | 41.916 | Observed slice region |
| 66.6667 | 1.79167 | 41.8661 | Observed slice region |
| 67.5 | 1.79167 | 41.8829 | Observed slice region |
| 68.3333 | 1.79167 | 41.9667 | Observed slice region |
| 69.1667 | 1.79167 | 42.1172 | Observed slice region |
| 70 | 1.79167 | 42.3346 | Observed slice region |
| 70.8333 | 1.79167 | 42.6189 | Observed slice region |
| 71.6667 | 1.79167 | 42.97 | Observed slice region |
| 72.5 | 1.79167 | 43.3879 | Observed slice region |
| 73.3333 | 1.79167 | 43.8727 | Observed slice region |
| 74.1667 | 1.79167 | 44.4243 | Observed slice region |
| 75 | 1.79167 | 45.0428 | Observed slice region |
| 55 | 1.83333 | 48.6155 | Observed slice region |
| 55.8333 | 1.83333 | 47.7111 | Observed slice region |
| 56.6667 | 1.83333 | 46.8735 | Observed slice region |
| 57.5 | 1.83333 | 46.1028 | Observed slice region |
| 58.3333 | 1.83333 | 45.3989 | Observed slice region |
| 59.1667 | 1.83333 | 44.7618 | Observed slice region |
| 60 | 1.83333 | 44.1916 | Observed slice region |
| 60.8333 | 1.83333 | 43.6883 | Observed slice region |
| 61.6667 | 1.83333 | 43.2518 | Observed slice region |
| 62.5 | 1.83333 | 42.8821 | Observed slice region |
| 63.3333 | 1.83333 | 42.5793 | Observed slice region |
| 64.1667 | 1.83333 | 42.3433 | Observed slice region |
| 65 | 1.83333 | 42.1741 | Observed slice region |
| 65.8333 | 1.83333 | 42.0718 | Observed slice region |
| 66.6667 | 1.83333 | 42.0364 | Observed slice region |
| 67.5 | 1.83333 | 42.0677 | Observed slice region |
| 68.3333 | 1.83333 | 42.166 | Observed slice region |
| 69.1667 | 1.83333 | 42.3311 | Observed slice region |
| 70 | 1.83333 | 42.563 | Observed slice region |
| 70.8333 | 1.83333 | 42.8617 | Observed slice region |
| 71.6667 | 1.83333 | 43.2273 | Observed slice region |
| 72.5 | 1.83333 | 43.6598 | Observed slice region |
| 73.3333 | 1.83333 | 44.1591 | Observed slice region |
| 74.1667 | 1.83333 | 44.7252 | Observed slice region |
| 75 | 1.83333 | 45.3582 | Observed slice region |
| 55 | 1.875 | 48.6179 | Observed slice region |
| 55.8333 | 1.875 | 47.728 | Observed slice region |
| 56.6667 | 1.875 | 46.9049 | Observed slice region |
| 57.5 | 1.875 | 46.1487 | Observed slice region |
| 58.3333 | 1.875 | 45.4593 | Observed slice region |
| 59.1667 | 1.875 | 44.8368 | Observed slice region |
| 60 | 1.875 | 44.2811 | Observed slice region |
| 60.8333 | 1.875 | 43.7922 | Observed slice region |
| 61.6667 | 1.875 | 43.3702 | Observed slice region |
| 62.5 | 1.875 | 43.0151 | Observed slice region |
| 63.3333 | 1.875 | 42.7267 | Observed slice region |
| 64.1667 | 1.875 | 42.5053 | Observed slice region |
| 65 | 1.875 | 42.3506 | Observed slice region |
| 65.8333 | 1.875 | 42.2628 | Observed slice region |
| 66.6667 | 1.875 | 42.2419 | Observed slice region |
| 67.5 | 1.875 | 42.2878 | Observed slice region |
| 68.3333 | 1.875 | 42.4005 | Observed slice region |
| 69.1667 | 1.875 | 42.5801 | Observed slice region |
| 70 | 1.875 | 42.8266 | Observed slice region |
| 70.8333 | 1.875 | 43.1398 | Observed slice region |
| 71.6667 | 1.875 | 43.52 | Observed slice region |
| 72.5 | 1.875 | 43.9669 | Observed slice region |
| 73.3333 | 1.875 | 44.4807 | Observed slice region |
| 74.1667 | 1.875 | 45.0614 | Observed slice region |
| 75 | 1.875 | 45.7089 | Observed slice region |
| 55 | 1.91667 | 48.6554 | Observed slice region |
| 55.8333 | 1.91667 | 47.7801 | Observed slice region |
| 56.6667 | 1.91667 | 46.9715 | Observed slice region |
| 57.5 | 1.91667 | 46.2298 | Observed slice region |
| 58.3333 | 1.91667 | 45.5549 | Observed slice region |
| 59.1667 | 1.91667 | 44.9469 | Observed slice region |
| 60 | 1.91667 | 44.4057 | Observed slice region |
| 60.8333 | 1.91667 | 43.9314 | Observed slice region |
| 61.6667 | 1.91667 | 43.5239 | Observed slice region |
| 62.5 | 1.91667 | 43.1833 | Observed slice region |
| 63.3333 | 1.91667 | 42.9095 | Observed slice region |
| 64.1667 | 1.91667 | 42.7025 | Observed slice region |
| 65 | 1.91667 | 42.5624 | Observed slice region |
| 65.8333 | 1.91667 | 42.4891 | Observed slice region |
| 66.6667 | 1.91667 | 42.4827 | Observed slice region |
| 67.5 | 1.91667 | 42.5431 | Observed slice region |
| 68.3333 | 1.91667 | 42.6704 | Observed slice region |
| 69.1667 | 1.91667 | 42.8645 | Observed slice region |
| 70 | 1.91667 | 43.1254 | Observed slice region |
| 70.8333 | 1.91667 | 43.4532 | Observed slice region |
| 71.6667 | 1.91667 | 43.8478 | Observed slice region |
| 72.5 | 1.91667 | 44.3093 | Observed slice region |
| 73.3333 | 1.91667 | 44.8376 | Observed slice region |
| 74.1667 | 1.91667 | 45.4328 | Observed slice region |
| 75 | 1.91667 | 46.0948 | Observed slice region |
| 55 | 1.95833 | 48.7283 | Observed slice region |
| 55.8333 | 1.95833 | 47.8674 | Observed slice region |
| 56.6667 | 1.95833 | 47.0734 | Observed slice region |
| 57.5 | 1.95833 | 46.3462 | Observed slice region |
| 58.3333 | 1.95833 | 45.6858 | Observed slice region |
| 59.1667 | 1.95833 | 45.0923 | Observed slice region |
| 60 | 1.95833 | 44.5657 | Observed slice region |
| 60.8333 | 1.95833 | 44.1058 | Observed slice region |
| 61.6667 | 1.95833 | 43.7129 | Observed slice region |
| 62.5 | 1.95833 | 43.3867 | Observed slice region |
| 63.3333 | 1.95833 | 43.1274 | Observed slice region |
| 64.1667 | 1.95833 | 42.935 | Observed slice region |
| 65 | 1.95833 | 42.8094 | Observed slice region |
| 65.8333 | 1.95833 | 42.7506 | Observed slice region |
| 66.6667 | 1.95833 | 42.7587 | Observed slice region |
| 67.5 | 1.95833 | 42.8336 | Observed slice region |
| 68.3333 | 1.95833 | 42.9754 | Observed slice region |
| 69.1667 | 1.95833 | 43.184 | Observed slice region |
| 70 | 1.95833 | 43.4595 | Observed slice region |
| 70.8333 | 1.95833 | 43.8018 | Observed slice region |
| 71.6667 | 1.95833 | 44.2109 | Observed slice region |
| 72.5 | 1.95833 | 44.6869 | Observed slice region |
| 73.3333 | 1.95833 | 45.2298 | Observed slice region |
| 74.1667 | 1.95833 | 45.8394 | Observed slice region |
| 75 | 1.95833 | 46.5159 | Observed slice region |
| 55 | 2 | 48.8364 | Observed slice region |
| 55.8333 | 2 | 47.99 | Observed slice region |
| 56.6667 | 2 | 47.2105 | Observed slice region |
| 57.5 | 2 | 46.4978 | Observed slice region |
| 58.3333 | 2 | 45.852 | Observed slice region |
| 59.1667 | 2 | 45.273 | Observed slice region |
| 60 | 2 | 44.7608 | Observed slice region |
| 60.8333 | 2 | 44.3155 | Observed slice region |
| 61.6667 | 2 | 43.9371 | Observed slice region |
| 62.5 | 2 | 43.6254 | Observed slice region |
| 63.3333 | 2 | 43.3807 | Observed slice region |
| 64.1667 | 2 | 43.2027 | Observed slice region |
| 65 | 2 | 43.0916 | Observed slice region |
| 65.8333 | 2 | 43.0474 | Observed slice region |
| 66.6667 | 2 | 43.07 | Observed slice region |
| 67.5 | 2 | 43.1594 | Observed slice region |
| 68.3333 | 2 | 43.3157 | Observed slice region |
| 69.1667 | 2 | 43.5388 | Observed slice region |
| 70 | 2 | 43.8288 | Observed slice region |
| 70.8333 | 2 | 44.1856 | Observed slice region |
| 71.6667 | 2 | 44.6093 | Observed slice region |
| 72.5 | 2 | 45.0998 | Observed slice region |
| 73.3333 | 2 | 45.6571 | Observed slice region |
| 74.1667 | 2 | 46.2813 | Observed slice region |
| 75 | 2 | 46.9724 | Observed slice region |
- Held settings: drying_time_min=16.
- Region check: full numeric design hull within the selected categorical and block settings.
- Sampled rows: help-doe-face-centered-ccd-analysis-1 (different held numeric settings), help-doe-face-centered-ccd-analysis-2, help-doe-face-centered-ccd-analysis-3 (different held numeric settings), help-doe-face-centered-ccd-analysis-4, help-doe-face-centered-ccd-analysis-5, help-doe-face-centered-ccd-analysis-6 (different held numeric settings), help-doe-face-centered-ccd-analysis-7, help-doe-face-centered-ccd-analysis-8, help-doe-face-centered-ccd-analysis-9 (different held numeric settings), help-doe-face-centered-ccd-analysis-10, help-doe-face-centered-ccd-analysis-11, help-doe-face-centered-ccd-analysis-12, help-doe-face-centered-ccd-analysis-13 (different held numeric settings), help-doe-face-centered-ccd-analysis-14 (different held numeric settings), help-doe-face-centered-ccd-analysis-15 (different held numeric settings), help-doe-face-centered-ccd-analysis-16 (different held numeric settings), help-doe-face-centered-ccd-analysis-17, help-doe-face-centered-ccd-analysis-18, help-doe-face-centered-ccd-analysis-19 (different held numeric settings), help-doe-face-centered-ccd-analysis-20 (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-face-centered-ccd-analysis-1 | 1 | Analyzed | 59.55 | 59.4916 | 0.0584091 | 0.137227 | 0.793182 |
| help-doe-face-centered-ccd-analysis-2 | 2 | Analyzed | 44.78 | 43.8216 | 0.958364 | 1.43511 | 0.490909 |
| help-doe-face-centered-ccd-analysis-3 | 3 | Analyzed | 55.7 | 55.7856 | -0.0855909 | -0.201088 | 0.793182 |
| help-doe-face-centered-ccd-analysis-4 | 4 | Analyzed | 43.16 | 43.0916 | 0.0683636 | 0.102372 | 0.490909 |
| help-doe-face-centered-ccd-analysis-5 | 5 | Analyzed | 41.56 | 42.0309 | -0.470909 | -0.535798 | 0.118182 |
| help-doe-face-centered-ccd-analysis-6 | 6 | Analyzed | 55.71 | 55.8516 | -0.141591 | -0.332656 | 0.793182 |
| help-doe-face-centered-ccd-analysis-7 | 7 | Analyzed | 46.31 | 46.0456 | 0.264364 | 0.395875 | 0.490909 |
| help-doe-face-centered-ccd-analysis-8 | 8 | Analyzed | 49.24 | 49.8656 | -0.625636 | -0.936867 | 0.490909 |
| help-doe-face-centered-ccd-analysis-9 | 9 | Analyzed | 48.82 | 49.1576 | -0.337636 | -0.505598 | 0.490909 |
| help-doe-face-centered-ccd-analysis-10 | 10 | Analyzed | 42.63 | 42.0309 | 0.599091 | 0.681643 | 0.118182 |
| help-doe-face-centered-ccd-analysis-11 | 11 | Analyzed | 43.3 | 42.0309 | 1.26909 | 1.44397 | 0.118182 |
| help-doe-face-centered-ccd-analysis-12 | 12 | Analyzed | 42.69 | 42.0309 | 0.659091 | 0.749911 | 0.118182 |
| help-doe-face-centered-ccd-analysis-13 | 13 | Analyzed | 61.55 | 61.3446 | 0.205409 | 0.482591 | 0.793182 |
| help-doe-face-centered-ccd-analysis-14 | 14 | Analyzed | 44.47 | 43.7996 | 0.670364 | 1.00384 | 0.490909 |
| help-doe-face-centered-ccd-analysis-15 | 15 | Analyzed | 53.52 | 53.5176 | 0.00240909 | 0.00565995 | 0.793182 |
| help-doe-face-centered-ccd-analysis-16 | 16 | Analyzed | 53.41 | 53.0506 | 0.359409 | 0.844401 | 0.793182 |
| help-doe-face-centered-ccd-analysis-17 | 17 | Analyzed | 40.69 | 42.0309 | -1.34091 | -1.52568 | 0.118182 |
| help-doe-face-centered-ccd-analysis-18 | 18 | Analyzed | 40.65 | 42.0309 | -1.38091 | -1.57119 | 0.118182 |
| help-doe-face-centered-ccd-analysis-19 | 19 | Analyzed | 46.7 | 46.9886 | -0.288591 | -0.678019 | 0.793182 |
| help-doe-face-centered-ccd-analysis-20 | 20 | Analyzed | 44.16 | 44.6026 | -0.442591 | -1.03983 | 0.793182 |
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 |
|---|---|---|---|---|
| drying_temperature_c | numeric | 65 | 10 | — |
| air_speed_m_per_s | numeric | 1.5 | 0.5 | — |
| drying_time_min | numeric | 16 | 4 | — |
- Model columns: Intercept, drying_temperature_c, air_speed_m_per_s, drying_time_min, drying_temperature_c × air_speed_m_per_s, drying_temperature_c × drying_time_min, air_speed_m_per_s × drying_time_min, drying_temperature_c², air_speed_m_per_s², drying_time_min²
- Rank tolerance: 1e-10
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 | drying_temperature_c | air_speed_m_per_s | drying_time_min | drying_temperature_c × air_speed_m_per_s | drying_temperature_c × drying_time_min | air_speed_m_per_s × drying_time_min | drying_temperature_c² | air_speed_m_per_s² | drying_time_min² |
|---|---|---|---|---|---|---|---|---|---|---|
| Intercept | 0.103524 | 0 | 0 | 0 | 0 | 0 | 0 | -0.0398171 | -0.0398171 | -0.0398171 |
| drying_temperature_c | 0 | 0.0875976 | -8.47919e-20 | -1.96937e-17 | 4.14187e-17 | -1.0291e-17 | 2.77171e-17 | 2.09269e-17 | 4.50318e-17 | -5.50199e-17 |
| air_speed_m_per_s | 0 | 9.9423e-19 | 0.0875976 | 1.45876e-17 | 5.5875e-17 | -1.47892e-17 | 3.74576e-17 | 4.4901e-17 | -3.91899e-17 | -4.69049e-18 |
| drying_time_min | 0 | -1.76527e-17 | 1.43707e-17 | 0.0875976 | 5.2068e-18 | -6.78675e-18 | -6.43757e-18 | -1.44606e-17 | 3.41623e-17 | -2.52274e-17 |
| drying_temperature_c × air_speed_m_per_s | 0 | 4.14187e-17 | 5.5875e-17 | 5.2068e-18 | 0.109497 | -3.43178e-18 | -8.49181e-18 | -2.58837e-17 | 4.72145e-17 | -2.13307e-17 |
| drying_temperature_c × drying_time_min | 0 | -1.0291e-17 | -1.47892e-17 | -6.78675e-18 | -2.81173e-18 | 0.109497 | -2.60668e-17 | -3.4447e-17 | 1.58095e-17 | 1.86375e-17 |
| air_speed_m_per_s × drying_time_min | 0 | 2.77171e-17 | 3.74576e-17 | -6.43757e-18 | -1.08227e-17 | -2.86498e-17 | 0.109497 | -8.21318e-17 | 6.1826e-17 | 2.03059e-17 |
| drying_temperature_c² | -0.0398171 | 2.09269e-17 | 4.4901e-17 | -1.44606e-17 | -2.58837e-17 | -3.4447e-17 | -8.21318e-17 | 0.318537 | -0.119451 | -0.119451 |
| air_speed_m_per_s² | -0.0398171 | 4.50318e-17 | -3.91899e-17 | 3.41623e-17 | 4.72145e-17 | 1.58095e-17 | 6.1826e-17 | -0.119451 | 0.318537 | -0.119451 |
| drying_time_min² | -0.0398171 | -5.50199e-17 | -4.69049e-18 | -2.52274e-17 | -2.13307e-17 | 1.86375e-17 | 2.03059e-17 | -0.119451 | -0.119451 | 0.318537 |
Prediction and coefficient detail
PRESS sums leave-one-out prediction errors: each run is predicted by a model fitted without that run. Predicted R² uses those errors. Coefficient covariance records estimation uncertainty; its diagonal entries are squared coefficient standard errors. These diagnostics supplement, rather than replace, lack-of-fit and residual checks.
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. Keep the lack-of-fit result with the residual checks; it does not validate the model on its own.
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 Central composite: coating durability (opens in a new tab)Download HTML report: Analyze Central composite: coating durability