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🚀 Pull Request

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Fixes #6126 by exposing the shape geometry to the user. Adds to docs and docstrings to make it clearer how to use this.


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@pp-mo
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pp-mo commented Aug 28, 2024

From @SciTools/peloton : discussed what we are seeing here and in #6126.
We think this is looking useful, but the two of you seem to have it covered @hsteptoe @acchamber ?
Please shout if you need help.

@hsteptoe
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Discussion with @acchamber notes:

  • Don't move imports out of functions as this creates circular import errors
  • Check target_crs assignment for occasion when cube doesn't have a CRS
  • Re-write conversion of 0-360 -> -180-180 coords in case of degree based CRSs

@hsteptoe
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What are @SciTools/peloton (@pp-mo) thoughts about adding rasterio as a Iris dependency?

This would facilitate better handling of shapes to rasters (which is essentially the problem we're solving) with the added bonus that we could also mask to other shape types, like lines, to extract a trajectory from a Cube, for example.

@acchamber
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I've had a few other discussions with other users now where they can't use this function with OSGB shapefiles which this PR would fix. Where are we on being able to include it in the next release?

@hsteptoe @pp-mo

@hsteptoe
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hsteptoe commented Dec 2, 2024

I've had a few other discussions with other users now where they can't use this function with OSGB shapefiles which this PR would fix. Where are we on being able to include it in the next release?

@hsteptoe @pp-mo

I was planning on going to the AVD surgery this week to discuss some changes and/or make the case for rasterio

@trexfeathers
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Thanks for your patience everyone. It's sometimes a struggle to balance everything and we just haven't had an opportunity to discuss this. Coming to the Surgery (UK Met Office) is an ideal next step.

@stephenworsley
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@pp-mo, @trexfeathers and @stephenworsley have discussed this at the Surgery and agree in principle that we could consider adding rasterio as an optional dependency.

@trexfeathers
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From @SciTools/peloton: would @hsteptoe and @acchamber appreciate any more input from core devs at this point?

@hsteptoe
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hsteptoe commented Feb 5, 2025

From @SciTools/peloton: would @hsteptoe and @acchamber appreciate any more input from core devs at this point?

I just need to find more time, which is in short supply as we get near the end of FY...

@hsteptoe
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hsteptoe commented Feb 14, 2025

This is now ready for some initial (alpha?) testing 🎉. @acchamber are you available to try out the new features? (Updates to docs etc. will follow if this is successful) Tests are incomplete are should not be review yet.

This is a fairly substantial re-write. New/improved features include:

  • Automatic CRS transforms. Will handle situation where the cube and geometry have different CRSs by transforming the geometry.
  • Handles all shape types, including Points, Lines and MultiPolygons.

There are some breaking changes, principally moving away from having a minimum_weight keyword, replacing it with an all_touched keyword. The rational here is for consistency across shape types. Minimum weight doesn't make sense for Points and Lines. Instead, Line pixilation is based on Bresenham's line algorithm. Polygon pixilation is based on either: (a) pixel centres that intersect the polygon, or (b) all pixels touched by the polygon irrespective of the area of intersection.

My informal tests so far show working behaviour for iris test data from rotated_pole.nc, toa_brightness_stereographic.nc, E1_north_america.nc, air_temp.pp. Know limitation (not-working) for semi-structured model grids, such as orca2_votemper.nc. Some test shapefiles 👉test_shapefiles.zip

@bjlittle bjlittle added this to the v3.13 milestone Feb 17, 2025
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codecov bot commented Oct 24, 2025

Codecov Report

❌ Patch coverage is 98.40000% with 2 lines in your changes missing coverage. Please review.
✅ Project coverage is 90.36%. Comparing base (af100e4) to head (dfb0847).
⚠️ Report is 1 commits behind head on main.

Files with missing lines Patch % Lines
lib/iris/_shapefiles.py 98.26% 0 Missing and 2 partials ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main    #6129      +/-   ##
==========================================
+ Coverage   90.30%   90.36%   +0.05%     
==========================================
  Files          91       91              
  Lines       24674    24720      +46     
  Branches     4623     4632       +9     
==========================================
+ Hits        22282    22337      +55     
+ Misses       1620     1610      -10     
- Partials      772      773       +1     

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⏱️ Performance Benchmark Report: b6002b8

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [9c06cca1]    | After [b6002b85]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.7±0.2ms           | 21.0±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 55.4±1ms             | 56.4±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.3±0.2ms           | 35.1±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 193±3ms              | 193±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.7±0.1ms           | 23.5±0.3ms          |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.9±0.7ms           | 34.3±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.7±0.2ms           | 23.1±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.9±0.3ms           | 34.7±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.5±0.2ms           | 20.9±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.5±0.7ms           | 47.4±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 124±0.4ms            | 129±3ms             |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±1ms              | 131±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.6±0.2ms           | 22.1±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 50.9±0.8ms           | 52.0±2ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.1±0.3ms           | 23.4±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.6±1ms             | 60.4±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.5±0.3ms           | 21.0±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.8±0.6ms           | 47.6±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.07±0.01s           | 1.07±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 217±2ms              | 214±4ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 377±8ms              | 377±10ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.5±0.2ms           | 21.9±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 32.2±0.5ms           | 32.7±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.9±0.3ms           | 22.5±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 61.3±0.8ms           | 62.8±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.8±0.3ms           | 23.3±0.5ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 64.4±1ms             | 65.4±2ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.4±0.3ms           | 23.0±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.6±1ms             | 60.8±0.9ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.87±0.1ms           | 8.06±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.0±0.3ms           | 24.2±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.6±0.2ms           | 19.9±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 145±2ms              | 148±1ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.20±0.2ms           | 8.38±0.08ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.1±0.5ms           | 22.8±0.7ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.25±0.1ms           | 8.41±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.0±0.4ms           | 23.1±0.7ms          |    1.05 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.73±0.1ms           | 7.93±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.9±0.6ms           | 23.2±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.5±0.4ms           | 24.9±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 36.8±0.5ms           | 37.5±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.98±0.1ms           | 8.25±0.09ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 23.1±0.4ms           | 23.3±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.02±0.1ms           | 9.20±0.08ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.1±0.2ms           | 26.0±0.7ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.72±0.1ms           | 7.97±0.09ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.9±0.5ms           | 23.1±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 526±1ms              | 527±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 538±1ms              | 539±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.2±0.6ms           | 46.0±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 159±3ms              | 159±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.10±0.1ms           | 8.26±0.08ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 22.0±0.3ms           | 22.1±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.07±0.1ms           | 8.27±0.07ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 25.4±0.8ms           | 25.6±1ms            |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.22±0.1ms           | 8.50±0.06ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 24.1±0.4ms           | 24.7±0.4ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.33±0.1ms           | 8.45±0.07ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 24.1±0.4ms           | 24.2±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.3±0.3ms           | 22.5±0.2ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 85.0±2ms             | 84.9±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.1±0.1ms           | 22.5±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 98.4±2ms             | 98.2±2ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.8±0.09ms          | 21.3±0.2ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 57.4±0.8ms           | 58.5±1ms            |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.37±0.09ms          | 8.49±0.09ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.4±0.7ms           | 30.3±0.7ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.30±0.07ms          | 8.34±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.6±0.6ms           | 31.0±0.6ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 8.02±0.08ms          | 8.10±0.07ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.7±0.8ms           | 24.8±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 221±1ms              | 226±4ms             |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 307±2ms              | 308±4ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.11±0.01ms          | 1.14±0.01ms         |    1.03 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 386±7μs              | 398±5μs             |    1.03 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.94±0.03ms          | 1.98±0.02ms         |    1.02 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.37±0.02ms          | 1.40±0.01ms         |    1.02 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 90.1±2ms             | 89.0±1ms            |    0.99 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.5±0.2ms           | 25.2±2ms            |    1.03 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 103±2ms              | 103±2ms             |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.4±0.2μs           | 17.0±0.2μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 93.3±1ms             | 92.8±1ms            |    0.99 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 27.9±0.5ms           | 28.6±0.9ms          |    1.03 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 108±1ms              | 106±1ms             |    0.99 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.2±0.2μs           | 16.8±0.2μs          |    1.03 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 200±6ms              | 196±2ms             |    0.98 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 80.2±1ms             | 80.3±0.8ms          |    1    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 229±4ms              | 225±1ms             |    0.98 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.0±0.4μs           | 52.8±0.6μs          |    1.03 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 297±7ms              | 290±2ms             |    0.98 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 178±6ms              | 174±1ms             |    0.98 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 328±7ms              | 318±3ms             |    0.97 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 366±4μs              | 375±5μs             |    1.02 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 798±9μs              | 795±6μs             |    1    | import_iris.Iris.time__concatenate                                                          |
|          | 186±2μs              | 185±1μs             |    1    | import_iris.Iris.time__constraints                                                          |
|          | 114±1μs              | 115±0.9μs           |    1.01 | import_iris.Iris.time__data_manager                                                         |
|          | 92.0±0.3μs           | 92.6±1μs            |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 162±5μs              | 163±1μs             |    1    | import_iris.Iris.time__lazy_data                                                            |
|          | 905±10μs             | 913±10μs            |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 73.1±0.4μs           | 76.5±1μs            |    1.05 | import_iris.Iris.time__representation                                                       |
|          | 607±8μs              | 609±4μs             |    1    | import_iris.Iris.time_analysis                                                              |
|          | 141±2μs              | 142±1μs             |    1.01 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±1μs              | 108±3μs             |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 247±2μs              | 250±2μs             |    1.01 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 192±3μs              | 194±3μs             |    1.01 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±1μs              | 110±1μs             |    1    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 139±3μs              | 138±2μs             |    0.99 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 324±3μs              | 324±2μs             |    1    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 89.8±0.7μs           | 94.5±0.6μs          |    1.05 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 211±2μs              | 213±3μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 96.1±9μs             | 95.4±0.5μs          |    0.99 | import_iris.Iris.time_analysis_stats                                                        |
|          | 170±1μs              | 174±3μs             |    1.02 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 323±5μs              | 324±4μs             |    1    | import_iris.Iris.time_aux_factory                                                           |
|          | 79.9±0.5μs           | 82.0±2μs            |    1.03 | import_iris.Iris.time_common                                                                |
|          | 160±3μs              | 161±1μs             |    1.01 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.35±0.01ms          | 1.35±0.01ms         |    1    | import_iris.Iris.time_common_metadata                                                       |
|          | 169±2μs              | 168±2μs             |    1    | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.01ms          | 1.17±0.01ms         |    1.01 | import_iris.Iris.time_common_resolve                                                        |
|          | 197±2μs              | 200±2μs             |    1.01 | import_iris.Iris.time_config                                                                |
|          | 130±1μs              | 128±1μs             |    0.99 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 380±8μs              | 379±2μs             |    1    | import_iris.Iris.time_coord_systems                                                         |
|          | 769±10μs             | 763±5μs             |    0.99 | import_iris.Iris.time_coords                                                                |
|          | 691±20μs             | 682±3μs             |    0.99 | import_iris.Iris.time_cube                                                                  |
|          | 245±3μs              | 244±2μs             |    0.99 | import_iris.Iris.time_exceptions                                                            |
|          | 73.3±0.2μs           | 74.8±0.7μs          |    1.02 | import_iris.Iris.time_experimental                                                          |
|          | 179±1μs              | 181±2μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 258±5μs              | 258±3μs             |    1    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.51±0.04ms          | 2.55±0.01ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.4±1μs             | 77.1±1μs            |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±1μs              | 114±2μs             |    1.01 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 443±5μs              | 441±4μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.70±0.2ms           | 4.76±0.04ms         |    1.01 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.8±0.9μs           | 72.1±0.9μs          |    0.99 | import_iris.Iris.time_fileformats_name                                                      |
|          | 249±2μs              | 253±2μs             |    1.01 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 115±2μs              | 117±2μs             |    1.02 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 121±2μs              | 121±0.6μs           |    1    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 207±3μs              | 208±2μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 794±7μs              | 799±7μs             |    1.01 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 183±3μs              | 190±6μs             |    1.04 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 137±3μs              | 138±1μs             |    1.01 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 540±3μs              | 541±3μs             |    1    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 218±3μs              | 222±6μs             |    1.02 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.7±0.8μs           | 80.8±1μs            |    1.01 | import_iris.Iris.time_fileformats_um                                                        |
|          | 158±2μs              | 158±4μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 139±2μs              | 138±2μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 71.9±0.9μs           | 74.0±0.7μs          |    1.03 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.1±1μs             | 78.7±0.7μs          |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 946±20μs             | 942±9μs             |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 136±2μs              | 137±1μs             |    1.01 | import_iris.Iris.time_io                                                                    |
|          | 180±5μs              | 177±1μs             |    0.98 | import_iris.Iris.time_io_format_picker                                                      |
|          | 210±2μs              | 214±0.6μs           |    1.02 | import_iris.Iris.time_iris                                                                  |
|          | 126±3μs              | 126±0.8μs           |    0.99 | import_iris.Iris.time_iterate                                                               |
|          | 8.09±0.08ms          | 8.12±0.05ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.76±0.01ms          | 1.80±0.02ms         |    1.02 | import_iris.Iris.time_plot                                                                  |
|          | 219±3μs              | 221±2μs             |    1.01 | import_iris.Iris.time_quickplot                                                             |
|          | 2.11±0.05ms          | 2.14±0.02ms         |    1.02 | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.04ms          | 1.82±0.01ms         |    1.01 | import_iris.Iris.time_symbols                                                               |
|          | 108±1ms              | 107±0.7ms           |    0.99 | import_iris.Iris.time_tests                                                                 |
|          | 251±6μs              | 257±3μs             |    1.02 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.07±0.04ms          | 5.07±0.03ms         |    1    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 116±0.8μs            | 117±2μs             |    1.01 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.71±0.05ms          | 2.72±0.04ms         |    1    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.32±0ms             | 1.34±0.01ms         |    1.02 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 168±2μs              | 170±1μs             |    1.02 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.8±1μs             | 99.8±1μs            |    1    | import_iris.Iris.time_time                                                                  |
|          | 848±5μs              | 864±5μs             |    1.02 | import_iris.Iris.time_util                                                                  |
|          | 70.6±0.6μs           | 73.9±0.7μs          |    1.05 | iterate.IZip.time_izip                                                                      |
|          | 10.0±0.09ms          | 10.1±0.05ms         |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 18.3±0.2ms           | 18.4±0.5ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.94±0.03ms          | 10.4±0.1ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.91±0.1ms           | 10.2±0.1ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.7±0.3ms           | 15.8±0.05ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.0±0.04ms          | 10.2±0.07ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.50±0.01s           | 1.51±0s             |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.5±0.09ms          | 14.9±0.3ms          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.51±0s              | 1.53±0.02s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.47±0.01s           | 1.52±0.01s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.6±0.09ms          | 14.6±0.1ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.53±0.01s           | 1.54±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.29±0.02ms          | 5.47±0.04ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.1±0.1ms           | 14.4±0.2ms          |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.23±0.04ms          | 5.41±0.06ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.29±0.06ms          | 5.38±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 14.3±0.2ms           | 14.5±0.1ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.25±0.04ms          | 5.37±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 24.3±1ms             | 22.9±1ms            |    0.94 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 26.3±0.8ms           | 26.2±0.8ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.7±1ms             | 12.3±0.5ms          |    0.97 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.7±1ms             | 28.3±1ms            |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 96.4±0.6ms           | 95.8±0.6ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.8±1ms             | 28.1±1ms            |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 597±2ms              | 608±2ms             |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.43±0.2ms           | 5.55±0.09ms         |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 601±5ms              | 607±2ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 615±6ms              | 614±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.61±0.3ms           | 5.54±0.09ms         |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 609±9ms              | 612±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.07±0.08ms          | 2.18±0.06ms         |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.45±0.08ms          | 5.57±0.2ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.02±0.06ms          | 2.08±0.04ms         |    1.03 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.08±0.07ms          | 2.09±0.03ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.59±0.2ms           | 5.70±0.2ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.04±0.06ms          | 2.12±0.04ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 344±6ms              | 345±2ms             |    1.01 | load.ManyCubes.time_many_cube_load                                                          |
|          | 88.3±2ms             | 89.7±0.6ms          |    1.02 | load.ManyVars.time_many_var_load                                                            |
|          | 10.0±0.04ms          | 10.2±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.1±0.2ms           | 10.3±0.1ms          |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.51±0.01s           | 1.54±0.01s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.54±0.02s           | 1.56±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.31±0.02ms          | 5.45±0.02ms         |    1.03 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.31±0.09ms          | 5.39±0.04ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.06±0.1ms           | 9.06±0.1ms          |    1    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.59±0.08ms          | 5.70±0.03ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.47±0.01s           | 1.51±0.01s          |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 417±6ms              | 427±6ms             |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.37±0.02ms          | 4.51±0.04ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.18±0.02ms          | 4.31±0.04ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 153±4ms              | 157±1ms             |    1.03 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.3±0.5ms           | 17.5±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 156±2ms              | 156±0.4ms           |    1    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.0±0.2ms           | 31.2±0.3ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 17.0±0.5ms           | 17.2±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.1±0.3ms           | 31.6±0.1ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 21.3±0.2ms           | 21.3±0.4ms          |    1    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 53.6±0.9ms           | 53.3±0.5ms          |    0.99 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.3±0.2ms           | 11.0±0.08ms         |    0.98 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 21.1±1ms             | 20.8±0.3ms          |    0.99 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 21.2±0.7ms           | 21.3±0.2ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 22.2±0.8ms           | 21.7±0.2ms          |    0.98 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.2±0.1ms           | 11.1±0.3ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 14.5±0.6ms           | 14.1±0.2ms          |    0.97 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.9±0.4ms           | 23.9±0.2ms          |    1    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 65.3±1ms             | 66.4±0.4ms          |    1.02 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 23.6±0.5ms           | 23.7±0.3ms          |    1.01 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.4±0.6ms           | 25.2±0.3ms          |    0.99 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.59±0.3ms           | 5.48±0.2ms          |    0.98 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 8.41±0.3ms           | 8.54±0.09ms         |    1.02 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 40.6±2ms             | 40.0±2ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 805±8ms              | 798±20ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.44±0.04s           | 1.41±0.03s          |    0.98 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 449±7ms              | 450±3ms             |    1    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±4M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 38.1±1ms             | 34.8±1ms            |    0.91 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 362±2ns              | 383±4ns             |    1.06 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±1ms              | 199±2ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 771±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.9±0.2ms           | 19.1±0.2ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.4±0.2ms           | 22.6±0.3ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 174±3ms              | 176±5ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 649±4ms              | 650±9ms             |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.49±0.03M           | 1.49±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.03M           | 96.5±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 121±1ms              | 122±2ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 588±4ms              | 587±5ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.02M           | 1.43±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.03M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.54±0.3ms           | 6.62±0.1ms          |    1.01 | plot.AuxSort.time_aux_sort                                                                  |
|          | 85.1±4ms             | 85.9±3ms            |    1.01 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 108±7ms              | 106±7ms             |    0.99 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 61.5±3ms             | 66.0±3ms            |    1.07 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.84±0.3ms           | 6.73±0.05ms         |    0.98 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 122±4ms              | 123±0.4ms           |    1.01 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 44.8±0.5ms           | 44.5±0.7ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 521±4ms              | 523±4ms             |    1    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 94.8±7ns             | 92.1±1ns            |    0.97 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 101±0.9ms            | 102±0.7ms           |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 95.5±9ns             | 91.7±3ns            |    0.96 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 466±7ms              | 467±5ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.7±0.4k            | 31.9±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.9±0.2M             | 1.84±0.1M           |    0.97 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.5k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 208±20M             |    0.92 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.4±0.6ms           | 39.6±0.4ms          |    1.01 | stats.PearsonR.time_lazy                                                                    |
|          | 9.45±0.2ms           | 9.46±0.3ms          |    1    | stats.PearsonR.time_real                                                                    |
|          | 29.4±0.9M            | 29.4±0.6M           |    1    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 27.5±0.5ms           | 27.9±0.5ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 64.1±0.3ms           | 65.4±0.5ms          |    1.02 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 18778161660

@hsteptoe hsteptoe requested a review from trexfeathers October 24, 2025 12:46
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End-of-review! Thanks again @hsteptoe

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⏱️ Performance Benchmark Report: 014dfd9

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [466b7d42]    | After [014dfd98]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.3±0.1ms           | 20.5±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 53.9±1ms             | 54.7±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.0±0.2ms           | 34.6±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 186±2ms              | 187±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.3±0.2ms           | 22.4±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 32.7±0.2ms           | 33.2±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.3±0.3ms           | 22.6±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.7±0.2ms           | 33.2±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.0±0.2ms           | 20.2±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.0±0.8ms           | 45.7±0.9ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 123±2ms              | 124±0.6ms           |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 126±0.8ms            | 127±1ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.3±0.1ms           | 21.5±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.7±1ms             | 49.8±0.8ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.6±0.1ms           | 22.8±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.1±0.6ms           | 58.7±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.1±0.2ms           | 20.5±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.0±1ms             | 45.4±1ms            |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.07±0.01s           | 1.06±0s             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 211±2ms              | 210±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 357±8ms              | 356±8ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.2±0.07ms          | 21.5±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.3±0.5ms           | 31.8±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.5±0.1ms           | 21.7±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.0±0.8ms           | 60.5±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.3±0.2ms           | 22.7±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.1±0.9ms           | 62.2±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.3±0.1ms           | 22.6±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 57.7±2ms             | 58.9±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.78±0.08ms          | 7.91±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 23.6±0.4ms           | 23.9±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.4±0.1ms           | 19.8±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 144±2ms              | 144±0.9ms           |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.12±0.04ms          | 8.22±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 21.6±0.3ms           | 21.9±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.07±0.05ms          | 8.27±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.6±0.3ms           | 21.8±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.67±0.03ms          | 7.86±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 21.9±0.4ms           | 22.2±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 23.7±0.3ms           | 24.2±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.5±0.8ms           | 35.7±0.5ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.95±0.06ms          | 8.08±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.2±0.5ms           | 22.9±0.4ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.96±0.09ms          | 8.99±0.07ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 24.3±0.2ms           | 24.7±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.64±0.08ms          | 7.90±0.06ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.1±0.2ms           | 22.5±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 525±3ms              | 526±3ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 536±2ms              | 536±1ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.7±0.6ms           | 45.3±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 153±2ms              | 156±1ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 7.90±0.07ms          | 8.02±0.07ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.5±0.3ms           | 21.8±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 7.97±0.1ms           | 8.15±0.09ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.2±0.3ms           | 24.7±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.22±0.1ms           | 8.33±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.6±0.2ms           | 23.8±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.23±0.06ms          | 8.32±0.08ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.1±0.3ms           | 23.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.6±0.1ms           | 22.2±0.2ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 82.4±0.8ms           | 83.4±2ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 21.8±0.2ms           | 22.1±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.6±1ms             | 95.0±1ms            |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.6±0.2ms           | 20.7±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.5±0.7ms           | 56.2±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.24±0.04ms          | 8.43±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 28.6±0.6ms           | 28.5±0.6ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.09±0.06ms          | 8.18±0.09ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 29.8±0.9ms           | 30.6±0.5ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.83±0.06ms          | 8.00±0.09ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.0±0.5ms           | 24.1±0.5ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 218±3ms              | 221±3ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 299±2ms              | 300±3ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.02ms          | 1.12±0.02ms         |    1.03 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 381±5μs              | 389±4μs             |    1.02 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.92±0.03ms          | 1.95±0.05ms         |    1.02 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.38±0.02ms          | 1.39±0.02ms         |    1.01 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 83.6±0.9ms           | 83.8±2ms            |    1    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.4±0.6ms           | 24.1±0.2ms          |    0.99 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 96.9±1ms             | 97.7±2ms            |    1.01 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.4±0.2μs           | 16.7±0.3μs          |    1.02 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 88.7±1ms             | 90.0±1ms            |    1.01 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.1±1ms             | 28.1±1ms            |    1    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 102±2ms              | 102±1ms             |    1    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.2±0.2μs           | 16.6±0.2μs          |    1.03 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 185±2ms              | 189±2ms             |    1.02 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 77.0±0.6ms           | 78.2±0.6ms          |    1.02 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 214±2ms              | 215±2ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.1±0.6μs           | 52.3±0.9μs          |    1.02 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 278±2ms              | 281±2ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 168±0.9ms            | 169±0.8ms           |    1.01 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 306±2ms              | 308±2ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 368±4μs              | 368±6μs             |    1    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 810±9μs              | 783±20μs            |    0.97 | import_iris.Iris.time__concatenate                                                          |
|          | 181±2μs              | 187±3μs             |    1.03 | import_iris.Iris.time__constraints                                                          |
|          | 113±0.7μs            | 113±0.8μs           |    1.01 | import_iris.Iris.time__data_manager                                                         |
|          | 90.6±0.6μs           | 91.7±1μs            |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 161±1μs              | 158±2μs             |    0.98 | import_iris.Iris.time__lazy_data                                                            |
|          | 886±5μs              | 892±10μs            |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 74.0±0.9μs           | 74.7±1μs            |    1.01 | import_iris.Iris.time__representation                                                       |
|          | 603±3μs              | 612±10μs            |    1.01 | import_iris.Iris.time_analysis                                                              |
|          | 138±2μs              | 141±0.8μs           |    1.02 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±1μs              | 107±3μs             |    1    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 244±2μs              | 241±5μs             |    0.99 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 189±4μs              | 189±5μs             |    1    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±2μs              | 110±2μs             |    1.01 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±2μs              | 137±2μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 321±5μs              | 327±6μs             |    1.02 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.3±0.6μs           | 91.2±2μs            |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 210±2μs              | 210±2μs             |    1    | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.3±0.7μs           | 94.3±0.9μs          |    1.01 | import_iris.Iris.time_analysis_stats                                                        |
|          | 168±2μs              | 170±3μs             |    1.02 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 317±6μs              | 314±2μs             |    0.99 | import_iris.Iris.time_aux_factory                                                           |
|          | 79.7±0.6μs           | 80.7±1μs            |    1.01 | import_iris.Iris.time_common                                                                |
|          | 161±2μs              | 158±5μs             |    0.98 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.01ms          | 1.32±0.02ms         |    0.99 | import_iris.Iris.time_common_metadata                                                       |
|          | 167±0.9μs            | 168±4μs             |    1.01 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.15±0.01ms          | 1.15±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 194±2μs              | 200±4μs             |    1.03 | import_iris.Iris.time_config                                                                |
|          | 125±2μs              | 127±1μs             |    1.02 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 375±4μs              | 378±4μs             |    1.01 | import_iris.Iris.time_coord_systems                                                         |
|          | 761±10μs             | 763±2μs             |    1    | import_iris.Iris.time_coords                                                                |
|          | 692±30μs             | 672±5μs             |    0.97 | import_iris.Iris.time_cube                                                                  |
|          | 238±3μs              | 243±0.8μs           |    1.02 | import_iris.Iris.time_exceptions                                                            |
|          | 73.3±0.3μs           | 74.0±0.8μs          |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 178±0.7μs            | 181±2μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 252±4μs              | 252±10μs            |    1    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.53±0.01ms          | 2.53±0.03ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.8±0.5μs           | 77.4±0.6μs          |    1.02 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 112±0.6μs            | 112±2μs             |    1    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 437±6μs              | 432±6μs             |    0.99 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.73±0.03ms          | 4.71±0.02ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 70.2±0.5μs           | 71.6±0.6μs          |    1.02 | import_iris.Iris.time_fileformats_name                                                      |
|          | 245±0.9μs            | 246±5μs             |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±1μs              | 113±0.5μs           |    0.99 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 118±2μs              | 121±3μs             |    1.02 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 212±10μs             | 206±2μs             |    0.97 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 785±7μs              | 778±20μs            |    0.99 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 179±1μs              | 183±5μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 136±0.9μs            | 135±5μs             |    0.99 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 539±4μs              | 530±2μs             |    0.98 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 219±1μs              | 214±4μs             |    0.98 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.1±0.3μs           | 80.8±0.4μs          |    1.01 | import_iris.Iris.time_fileformats_um                                                        |
|          | 157±3μs              | 158±2μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±1μs              | 136±1μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.4±1μs             | 72.9±0.6μs          |    1.01 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.8±0.2μs           | 79.3±0.3μs          |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 938±6μs              | 942±7μs             |    1    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 135±2μs              | 137±2μs             |    1.01 | import_iris.Iris.time_io                                                                    |
|          | 174±2μs              | 172±2μs             |    0.99 | import_iris.Iris.time_io_format_picker                                                      |
|          | 212±2μs              | 213±3μs             |    1    | import_iris.Iris.time_iris                                                                  |
|          | 125±2μs              | 125±2μs             |    1    | import_iris.Iris.time_iterate                                                               |
|          | 7.93±0.03ms          | 7.98±0.02ms         |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.75±0.02ms          | 1.78±0.03ms         |    1.02 | import_iris.Iris.time_plot                                                                  |
|          | 215±3μs              | 218±2μs             |    1.01 | import_iris.Iris.time_quickplot                                                             |
|          | 2.13±0.02ms          | 2.10±0.04ms         |    0.99 | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.02ms          | 1.80±0.01ms         |    0.99 | import_iris.Iris.time_symbols                                                               |
|          | 97.1±5ms             | 93.2±6ms            |    0.96 | import_iris.Iris.time_tests                                                                 |
|          | 251±2μs              | 253±2μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.04ms          | 5.01±0.03ms         |    0.99 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 116±2μs              | 116±0.4μs           |    1.01 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.66±0.03ms          | 2.68±0.02ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.01ms          | 1.31±0.01ms         |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 167±2μs              | 168±0.8μs           |    1.01 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 97.6±0.5μs           | 98.0±0.5μs          |    1    | import_iris.Iris.time_time                                                                  |
|          | 843±20μs             | 849±5μs             |    1.01 | import_iris.Iris.time_util                                                                  |
|          | 70.3±0.9μs           | 71.7±2μs            |    1.02 | iterate.IZip.time_izip                                                                      |
|          | 9.78±0.04ms          | 9.89±0.07ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 18.1±0.2ms           | 18.1±0.1ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.75±0.07ms          | 9.93±0.05ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.85±0.1ms           | 10.2±0.3ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.5±0.1ms           | 15.4±0.2ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.87±0.2ms           | 10.0±0.09ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.47±0.01s           | 1.49±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.4±0.2ms           | 14.6±0.06ms         |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.50±0.01s           | 1.49±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.46±0.01s           | 1.49±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.3±0.2ms           | 14.6±0.05ms         |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.48±0.01s           | 1.49±0s             |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.27±0.05ms          | 5.35±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.1±0.1ms           | 14.0±0.2ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.20±0.05ms          | 5.33±0.02ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.20±0.02ms          | 5.30±0.04ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 13.9±0.2ms           | 14.2±0.09ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.20±0.02ms          | 5.30±0.04ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 21.9±0.9ms           | 21.9±0.8ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 24.3±0.3ms           | 24.5±0.3ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.1±2ms             | 11.7±0.7ms          |    1.05 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 27.7±1ms             | 28.2±0.5ms          |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 93.8±0.7ms           | 94.6±0.7ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 26.6±1ms             | 27.6±2ms            |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 585±4ms              | 585±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.23±0.05ms          | 5.26±0.05ms         |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 586±3ms              | 587±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 595±3ms              | 599±3ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.28±0.04ms          | 5.35±0.08ms         |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 590±2ms              | 597±1ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 1.98±0.08ms          | 2.07±0.06ms         |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.27±0.07ms          | 5.22±0.07ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.06±0.08ms          | 2.02±0.05ms         |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.03±0.08ms          | 2.03±0.03ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.27±0.03ms          | 5.53±0.2ms          |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.08±0.06ms          | 2.03±0.05ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 338±0.8ms            | 342±5ms             |    1.01 | load.ManyCubes.time_many_cube_load                                                          |
|          | 88.8±1ms             | 88.1±1ms            |    0.99 | load.ManyVars.time_many_var_load                                                            |
|          | 9.89±0.04ms          | 10.1±0.03ms         |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.91±0.1ms           | 10.0±0.2ms          |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.01s           | 1.50±0.01s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.50±0.01s           | 1.50±0.02s          |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.27±0.01ms          | 5.34±0.07ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.21±0.04ms          | 5.34±0.04ms         |    1.03 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.91±0.06ms          | 8.96±0.08ms         |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.51±0.3ms           | 5.62±0.06ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.46±0.01s           | 1.47±0.02s          |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 409±2ms              | 416±4ms             |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.31±0.02ms          | 4.42±0.06ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.15±0.04ms          | 4.22±0.04ms         |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 150±1ms              | 153±2ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.2±0.2ms           | 17.1±0.1ms          |    0.99 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 152±0.9ms            | 154±0.4ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 30.5±0.2ms           | 31.2±0.09ms         |    1.02 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.5±0.1ms           | 16.8±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 30.8±0.2ms           | 31.4±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 20.9±0.3ms           | 20.7±0.3ms          |    0.99 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 52.3±0.6ms           | 51.8±0.5ms          |    0.99 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 10.7±0.1ms           | 10.8±0.1ms          |    1    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 19.7±0.3ms           | 20.0±0.3ms          |    1.01 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 20.7±0.3ms           | 21.3±0.6ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 20.8±0.3ms           | 21.0±0.2ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 10.8±0.2ms           | 10.8±0.1ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 13.4±0.3ms           | 13.4±0.2ms          |    1    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 22.8±0.5ms           | 23.1±0.1ms          |    1.01 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 63.4±0.9ms           | 63.3±0.4ms          |    1    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 22.7±0.3ms           | 23.0±0.3ms          |    1.01 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 24.8±0.5ms           | 25.3±0.7ms          |    1.02 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.17±0.04ms          | 5.21±0.07ms         |    1.01 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 8.14±0.06ms          | 8.17±0.08ms         |    1    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 35.9±0.5ms           | 36.3±0.4ms          |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 761±4ms              | 772±5ms             |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.32±0.02s           | 1.31±0.03s          |    1    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 435±4ms              | 439±4ms             |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 32.4±2ms             | 30.7±1ms            |    0.95 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 353±4ns              | 372±4ns             |    1.05 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 197±2ms              | 198±4ms             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 771±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.6±0.3ms           | 18.9±0.2ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 21.9±0.4ms           | 22.0±0.5ms          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 170±0.9ms            | 172±0.7ms           |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 631±3ms              | 637±5ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.5±0.02M            | 1.48±0.02M          |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.1M            | 96.5±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 116±0.5ms            | 116±0.5ms           |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 575±4ms              | 576±4ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.41±0.04M           | 1.43±0.03M          |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.02M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.46±0.09ms          | 6.48±0.04ms         |    1    | plot.AuxSort.time_aux_sort                                                                  |
|          | 79.3±4ms             | 83.3±3ms            |    1.05 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 105±4ms              | 106±7ms             |    1    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 55.4±5ms             | 61.3±4ms            |    1.11 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.68±0.09ms          | 6.64±0.07ms         |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 118±0.4ms            | 119±0.6ms           |    1.01 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 43.7±0.4ms           | 43.6±0.4ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 500±3ms              | 503±3ms             |    1.01 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 88.1±0.4ns           | 91.6±0.2ns          |    1.04 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 98.5±0.4ms           | 99.6±0.8ms          |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 87.8±0.5ns           | 92.7±1ns            |    1.06 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 441±3ms              | 444±2ms             |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.4k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.84±0.2M            | 1.81±0.2M           |    0.98 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.4k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±30M              | 190±20M             |    0.85 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.7±0.4ms           | 38.7±0.3ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 8.83±0.1ms           | 9.16±0.1ms          |    1.04 | stats.PearsonR.time_real                                                                    |
|          | 29.8±0.4M            | 29.4±0.3M           |    0.99 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 26.3±0.6ms           | 26.6±0.3ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.0±0.5ms           | 63.6±0.8ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 18835752378

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⏱️ Performance Benchmark Report: ac2074c

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [af100e4c]    | After [ac2074ca]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.5±0.08ms          | 20.7±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 53.9±1ms             | 55.3±1ms            |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.1±0.7ms           | 34.9±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 188±2ms              | 190±2ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.5±0.4ms           | 22.6±0.09ms         |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.3±0.3ms           | 33.7±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.5±0.2ms           | 23.0±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.2±0.2ms           | 33.7±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.3±0.2ms           | 20.7±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.1±0.7ms           | 46.7±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 123±0.8ms            | 126±0.7ms           |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 128±2ms              | 129±1ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.5±0.3ms           | 21.7±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 50.3±0.9ms           | 50.8±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.9±0.2ms           | 23.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 58.9±0.9ms           | 59.3±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.4±0.2ms           | 20.7±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.5±0.9ms           | 46.9±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.06±0.01s           | 1.06±0.01s          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 209±4ms              | 212±1ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 360±9ms              | 365±9ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.3±0.2ms           | 21.7±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.4±0.3ms           | 32.0±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.7±0.3ms           | 21.8±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.8±1ms             | 61.4±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.6±0.3ms           | 22.7±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.9±1ms             | 62.9±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.3±0.09ms          | 22.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.4±0.7ms           | 59.5±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.74±0.1ms           | 7.98±0.03ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 23.8±0.5ms           | 23.9±0.6ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.5±0.1ms           | 19.8±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 145±1ms              | 146±1ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.15±0.04ms          | 8.33±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 21.9±0.3ms           | 21.9±0.5ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.15±0.07ms          | 8.29±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 21.8±0.4ms           | 22.1±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.72±0.06ms          | 7.87±0.05ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.4±0.2ms           | 22.7±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.2±0.2ms           | 24.4±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.8±0.8ms           | 36.2±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.99±0.03ms          | 8.17±0.05ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.4±0.3ms           | 23.0±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.98±0.06ms          | 9.03±0.05ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.2±0.3ms           | 25.2±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.75±0.09ms          | 7.85±0.08ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.3±0.4ms           | 22.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 525±3ms              | 530±4ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 537±3ms              | 538±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.6±0.6ms           | 45.6±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 155±0.8ms            | 158±2ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.00±0.07ms          | 8.15±0.04ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.5±0.3ms           | 22.1±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.07±0.04ms          | 8.19±0.03ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.4±0.6ms           | 24.8±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.20±0.06ms          | 8.37±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.8±0.4ms           | 24.0±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.29±0.08ms          | 8.42±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.4±0.4ms           | 23.6±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.9±0.2ms           | 22.1±0.1ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 83.6±1ms             | 84.0±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.0±0.1ms           | 22.3±0.2ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.6±1ms             | 95.8±2ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.9±0.1ms           | 20.9±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 57.0±1ms             | 57.9±1ms            |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.28±0.1ms           | 8.43±0.06ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.2±0.7ms           | 29.1±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.11±0.03ms          | 8.26±0.06ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.5±0.7ms           | 31.3±0.7ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.88±0.1ms           | 8.01±0.05ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.2±0.7ms           | 24.7±0.7ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 220±2ms              | 221±1ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 300±2ms              | 303±4ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.01ms          | 1.11±0.02ms         |    1.02 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 383±6μs              | 399±8μs             |    1.04 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.94±0.02ms          | 1.96±0.02ms         |    1.01 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.37±0.01ms          | 1.39±0.02ms         |    1.01 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 86.0±1ms             | 86.3±2ms            |    1    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.7±1ms             | 24.5±0.3ms          |    0.99 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 101±1ms              | 101±2ms             |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.3±0.1μs           | 16.8±0.3μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 90.1±2ms             | 90.9±1ms            |    1.01 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.0±0.3ms           | 28.5±1ms            |    1.02 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 106±2ms              | 106±1ms             |    1    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.3±0.2μs           | 16.4±0.2μs          |    1    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 194±4ms              | 192±1ms             |    0.99 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 79.3±0.7ms           | 79.5±1ms            |    1    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 222±1ms              | 222±2ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.8±0.6μs           | 52.5±1μs            |    1.01 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 285±2ms              | 288±3ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 172±4ms              | 173±1ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 317±3ms              | 316±3ms             |    1    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 362±5μs              | 373±6μs             |    1.03 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 789±4μs              | 803±20μs            |    1.02 | import_iris.Iris.time__concatenate                                                          |
|          | 186±3μs              | 183±3μs             |    0.99 | import_iris.Iris.time__constraints                                                          |
|          | 114±1μs              | 114±2μs             |    1    | import_iris.Iris.time__data_manager                                                         |
|          | 91.2±0.8μs           | 92.4±1μs            |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 165±1μs              | 167±2μs             |    1.01 | import_iris.Iris.time__lazy_data                                                            |
|          | 916±20μs             | 898±7μs             |    0.98 | import_iris.Iris.time__merge                                                                |
|          | 73.0±0.3μs           | 74.2±0.2μs          |    1.02 | import_iris.Iris.time__representation                                                       |
|          | 606±5μs              | 613±6μs             |    1.01 | import_iris.Iris.time_analysis                                                              |
|          | 138±1μs              | 141±3μs             |    1.02 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±0.6μs            | 107±2μs             |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 244±0.6μs            | 249±5μs             |    1.02 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 188±2μs              | 193±3μs             |    1.02 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 109±0.9μs            | 110±0.8μs           |    1.01 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±2μs              | 138±6μs             |    1.01 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 321±2μs              | 322±6μs             |    1    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.6±0.9μs           | 91.6±0.5μs          |    1.01 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 210±2μs              | 215±6μs             |    1.02 | import_iris.Iris.time_analysis_maths                                                        |
|          | 93.5±0.3μs           | 94.5±0.3μs          |    1.01 | import_iris.Iris.time_analysis_stats                                                        |
|          | 171±1μs              | 172±2μs             |    1.01 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 313±3μs              | 313±3μs             |    1    | import_iris.Iris.time_aux_factory                                                           |
|          | 80.4±0.4μs           | 80.3±0.2μs          |    1    | import_iris.Iris.time_common                                                                |
|          | 161±2μs              | 163±3μs             |    1.01 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.36±0.03ms          | 1.33±0.01ms         |    0.97 | import_iris.Iris.time_common_metadata                                                       |
|          | 168±4μs              | 167±1μs             |    0.99 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.15±0.01ms          | 1.14±0.01ms         |    1    | import_iris.Iris.time_common_resolve                                                        |
|          | 197±1μs              | 198±2μs             |    1.01 | import_iris.Iris.time_config                                                                |
|          | 128±0.9μs            | 125±2μs             |    0.98 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 381±5μs              | 375±4μs             |    0.98 | import_iris.Iris.time_coord_systems                                                         |
|          | 764±4μs              | 762±4μs             |    1    | import_iris.Iris.time_coords                                                                |
|          | 684±4μs              | 680±9μs             |    0.99 | import_iris.Iris.time_cube                                                                  |
|          | 243±1μs              | 241±2μs             |    0.99 | import_iris.Iris.time_exceptions                                                            |
|          | 74.5±0.9μs           | 73.9±0.4μs          |    0.99 | import_iris.Iris.time_experimental                                                          |
|          | 182±7μs              | 180±2μs             |    0.99 | import_iris.Iris.time_fileformats                                                           |
|          | 257±2μs              | 253±4μs             |    0.99 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.54±0.04ms          | 2.54±0.04ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.9±0.6μs           | 76.7±1μs            |    1    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±0.7μs            | 112±1μs             |    0.99 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 441±4μs              | 443±5μs             |    1    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.74±0.03ms          | 4.71±0.03ms         |    0.99 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 72.6±1μs             | 71.6±0.3μs          |    0.99 | import_iris.Iris.time_fileformats_name                                                      |
|          | 250±0.8μs            | 249±2μs             |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 115±0.8μs            | 115±0.6μs           |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±0.8μs            | 120±1μs             |    0.97 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 206±3μs              | 206±3μs             |    1    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 800±20μs             | 791±8μs             |    0.99 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 181±1μs              | 185±6μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 137±0.6μs            | 138±3μs             |    1.01 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 532±4μs              | 546±7μs             |    1.03 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 216±0.7μs            | 223±3μs             |    1.03 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.3±0.6μs           | 80.4±0.3μs          |    1    | import_iris.Iris.time_fileformats_um                                                        |
|          | 155±1μs              | 159±2μs             |    1.02 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 138±3μs              | 139±4μs             |    1    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 73.2±0.4μs           | 73.3±0.7μs          |    1    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.7±0.3μs           | 79.9±2μs            |    1.02 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 943±7μs              | 959±10μs            |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±2μs              | 136±2μs             |    0.99 | import_iris.Iris.time_io                                                                    |
|          | 174±2μs              | 177±6μs             |    1.01 | import_iris.Iris.time_io_format_picker                                                      |
|          | 212±3μs              | 212±2μs             |    1    | import_iris.Iris.time_iris                                                                  |
|          | 124±1μs              | 125±1μs             |    1.01 | import_iris.Iris.time_iterate                                                               |
|          | 8.08±0.1ms           | 8.08±0.03ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.78±0ms             | 1.79±0.05ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 218±5μs              | 220±2μs             |    1.01 | import_iris.Iris.time_quickplot                                                             |
|          | 2.13±0.02ms          | 2.17±0.05ms         |    1.02 | import_iris.Iris.time_std_names                                                             |
|          | 1.79±0.01ms          | 1.81±0.01ms         |    1.01 | import_iris.Iris.time_symbols                                                               |
|          | 115±10ms             | 97.1±8ms            |    0.84 | import_iris.Iris.time_tests                                                                 |
|          | 251±2μs              | 251±2μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.10±0.09ms          | 5.08±0.03ms         |    1    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±2μs              | 117±0.4μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.67±0.01ms          | 2.77±0.04ms         |    1.04 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.02ms          | 1.33±0.03ms         |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 168±3μs              | 168±2μs             |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 98.4±0.8μs           | 97.9±0.5μs          |    1    | import_iris.Iris.time_time                                                                  |
|          | 850±4μs              | 860±5μs             |    1.01 | import_iris.Iris.time_util                                                                  |
|          | 69.2±1μs             | 73.0±0.6μs          |    1.05 | iterate.IZip.time_izip                                                                      |
|          | 9.98±0.2ms           | 10.1±0.1ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 18.9±0.5ms           | 18.9±0.3ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.0±0.1ms           | 9.99±0.09ms         |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.90±0.04ms          | 9.98±0.04ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.7±0.2ms           | 15.6±0.1ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.88±0.1ms           | 10.1±0.09ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.50±0.02s           | 1.50±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.6±0.4ms           | 14.3±0.1ms          |    0.98 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.50±0.01s           | 1.52±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.49±0.01s           | 1.49±0.01s          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.5±0.3ms           | 14.3±0.09ms         |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.50±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.37±0.06ms          | 5.38±0.02ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.3±0.4ms           | 14.2±0.07ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.29±0.06ms          | 5.35±0.06ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.34±0.05ms          | 5.38±0.03ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 14.5±0.2ms           | 14.2±0.04ms         |    0.98 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.28±0.07ms          | 5.35±0.02ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 22.9±0.9ms           | 22.8±0.7ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.6±0.8ms           | 25.3±0.2ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.5±1ms             | 12.0±1ms            |    0.96 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.4±1ms             | 28.3±0.9ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 95.6±1ms             | 96.3±0.7ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.8±1ms             | 27.7±1ms            |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 596±2ms              | 595±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.37±0.1ms           | 5.31±0.05ms         |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 599±2ms              | 601±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 607±5ms              | 603±3ms             |    0.99 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.36±0.1ms           | 5.37±0.1ms          |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 604±2ms              | 604±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.06±0.07ms          | 2.14±0.03ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.43±0.1ms           | 5.29±0.08ms         |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.08±0.07ms          | 2.01±0.03ms         |    0.97 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.12±0.05ms          | 2.13±0.06ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.43±0.1ms           | 5.37±0.06ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.01±0.04ms          | 2.04±0.05ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 346±5ms              | 342±2ms             |    0.99 | load.ManyCubes.time_many_cube_load                                                          |
|          | 88.9±2ms             | 89.6±1ms            |    1.01 | load.ManyVars.time_many_var_load                                                            |
|          | 9.96±0.06ms          | 10.2±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.2ms           | 10.1±0.1ms          |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.52±0.01s           | 1.51±0.01s          |    0.99 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.53±0.01s           | 1.54±0.01s          |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.33±0.06ms          | 5.42±0.04ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.36±0.1ms           | 5.40±0.03ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.96±0.09ms          | 9.24±0.2ms          |    1.03 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.56±0.04ms          | 5.66±0.05ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.02s           | 1.47±0s             |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 420±3ms              | 420±5ms             |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.45±0.06ms          | 4.43±0.03ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.24±0.04ms          | 4.25±0.01ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 151±1ms              | 152±0.4ms           |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.1±0.2ms           | 17.3±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 154±1ms              | 154±1ms             |    1    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 30.9±0.2ms           | 31.2±0.08ms         |    1.01 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.8±0.08ms          | 17.1±0.04ms         |    1.01 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 30.8±0.3ms           | 31.4±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 21.3±1ms             | 21.0±0.2ms          |    0.98 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 54.3±1ms             | 53.3±1ms            |    0.98 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.2±0.5ms           | 10.9±0.3ms          |    0.97 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 20.3±1ms             | 20.4±0.2ms          |    1    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 22.0±0.7ms           | 21.0±0.4ms          |    0.96 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 22.0±0.9ms           | 21.7±0.5ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.2±0.3ms           | 10.8±0.2ms          |    0.97 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 13.9±0.7ms           | 13.7±0.2ms          |    0.98 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.4±0.5ms           | 23.2±0.3ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 65.3±0.9ms           | 65.1±0.3ms          |    1    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 23.4±0.3ms           | 23.2±0.5ms          |    0.99 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.8±0.5ms           | 24.9±0.5ms          |    0.96 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.39±0.4ms           | 5.27±0.1ms          |    0.98 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 8.67±0.3ms           | 8.52±0.1ms          |    0.98 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 39.2±3ms             | 38.2±1ms            |    0.97 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 782±4ms              | 785±4ms             |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.38±0.04s           | 1.36±0.04s          |    0.99 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 443±5ms              | 444±8ms             |    1    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 33.6±3ms             | 34.0±2ms            |    1.01 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 356±3ns              | 373±6ns             |    1.05 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 200±3ms              | 198±2ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 772±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.6±0.3ms           | 19.1±0.3ms          |    1.03 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.0±0.3ms           | 22.4±0.3ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 173±1ms              | 173±0.8ms           |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 645±5ms              | 640±2ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.46±0.03M           | 1.49±0.01M          |    1.02 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.03M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 117±0.9ms            | 118±0.6ms           |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 583±3ms              | 583±3ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.41±0.04M          |    0.98 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.02M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.48±0.04ms          | 6.48±0.03ms         |    1    | plot.AuxSort.time_aux_sort                                                                  |
|          | 86.7±5ms             | 86.4±0.9ms          |    1    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 106±6ms              | 106±6ms             |    1    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 56.6±6ms             | 55.0±3ms            |    0.97 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.78±0.3ms           | 6.68±0.04ms         |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 121±4ms              | 120±0.7ms           |    1    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 45.0±0.4ms           | 44.9±0.6ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 518±5ms              | 522±3ms             |    1.01 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 87.7±0.7ns           | 92.9±0.3ns          |    1.06 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 101±2ms              | 101±0.4ms           |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 87.1±0.5ns           | 93.3±1ns            |    1.07 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 461±4ms              | 458±2ms             |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.4k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.78±0.1M            | 1.84±0.1M           |    1.03 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.3k            | 31.8±0.3k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 190±20M             |    0.85 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.3±0.4ms           | 39.2±0.4ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.24±0.3ms           | 9.32±0.1ms          |    1.01 | stats.PearsonR.time_real                                                                    |
|          | 29.1±0.5M            | 30.1±0.5M           |    1.03 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 27.2±0.7ms           | 27.2±0.3ms          |    1    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 64.6±0.8ms           | 64.2±0.6ms          |    0.99 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 18877499558

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⏱️ Performance Benchmark Report: d2f5052

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [af100e4c]    | After [d2f5052e]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.4±0.2ms           | 20.7±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.8±1ms             | 56.6±1ms            |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.2±0.4ms           | 34.8±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 200±5ms              | 198±2ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.6±0.2ms           | 22.8±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 34.1±0.3ms           | 34.3±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.3ms           | 22.8±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 34.0±0.3ms           | 35.0±0.6ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.2±0.08ms          | 20.4±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 47.1±0.9ms           | 47.2±0.7ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 126±2ms              | 126±1ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 129±2ms              | 131±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.6±0.2ms           | 21.9±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 51.6±1ms             | 52.7±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.7±0.2ms           | 22.9±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 61.2±1ms             | 61.2±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.3±0.2ms           | 21.1±0.4ms          |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 47.6±0.8ms           | 48.8±2ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.08±0.01s          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.07±0.01s           | 1.07±0.01s          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 213±3ms              | 217±1ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 382±7ms              | 385±4ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.4±0.2ms           | 21.9±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 32.6±0.4ms           | 33.1±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.6±0.2ms           | 22.1±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 62.9±1ms             | 63.6±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.6±0.3ms           | 23.1±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 64.9±2ms             | 64.8±2ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.4±0.1ms           | 22.7±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 60.5±3ms             | 60.7±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.73±0.05ms          | 7.92±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.5±0.7ms           | 24.6±0.9ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.5±0.3ms           | 20.1±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 154±4ms              | 156±5ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.17±0.08ms          | 8.40±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.8±0.2ms           | 23.2±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.12±0.1ms           | 8.33±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.9±0.4ms           | 23.5±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.63±0.06ms          | 7.86±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 23.0±0.5ms           | 23.7±0.5ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.0±0.3ms           | 24.3±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 37.3±0.8ms           | 37.7±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.01±0.08ms          | 8.24±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 23.1±0.5ms           | 23.7±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.87±0.09ms          | 9.21±0.1ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.4±0.3ms           | 25.8±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.69±0.1ms           | 7.87±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 23.3±0.4ms           | 23.3±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 527±2ms              | 529±2ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 539±2ms              | 539±2ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.8±0.4ms           | 46.3±0.6ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 161±3ms              | 163±6ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 7.95±0.05ms          | 8.21±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 22.3±0.3ms           | 22.7±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 7.96±0.06ms          | 8.20±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 25.4±1ms             | 26.1±0.5ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.17±0.08ms          | 8.45±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 24.8±0.3ms           | 24.9±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.19±0.07ms          | 8.41±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.9±0.2ms           | 24.9±0.5ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.9±0.09ms          | 22.3±0.5ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 84.2±2ms             | 86.8±3ms            |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 21.7±0.1ms           | 22.4±0.4ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 96.8±1ms             | 99.2±2ms            |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.5±0.1ms           | 21.0±0.3ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 57.6±1ms             | 57.9±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.19±0.1ms           | 8.44±0.2ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 30.0±0.4ms           | 30.2±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.11±0.04ms          | 8.28±0.2ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.8±0.5ms           | 31.7±1ms            |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.88±0.06ms          | 8.04±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 25.3±0.5ms           | 25.8±0.7ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 221±2ms              | 221±2ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 313±3ms              | 315±5ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.01ms          | 1.14±0.03ms         |    1.04 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 374±3μs              | 398±6μs             |    1.06 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.92±0.02ms          | 1.97±0.05ms         |    1.02 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.35±0.02ms          | 1.40±0.01ms         |    1.04 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 88.3±2ms             | 91.6±1ms            |    1.04 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.4±0.4ms           | 25.3±0.4ms          |    1.04 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 103±1ms              | 106±2ms             |    1.03 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.1±0.3μs           | 17.1±0.3μs          |    1.06 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 92.6±1ms             | 96.2±2ms            |    1.04 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.0±0.4ms           | 28.4±0.5ms          |    1.01 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 109±2ms              | 111±3ms             |    1.02 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.2±0.2μs           | 16.6±0.4μs          |    1.02 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 201±1ms              | 207±4ms             |    1.03 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 82.6±0.8ms           | 84.9±2ms            |    1.03 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 235±1ms              | 234±4ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.1±0.4μs           | 53.4±0.7μs          |    1.04 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 304±4ms              | 312±7ms             |    1.03 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 181±2ms              | 192±4ms             |    1.06 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 339±2ms              | 344±5ms             |    1.01 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 356±3μs              | 375±6μs             |    1.05 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 814±10μs             | 820±10μs            |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 185±4μs              | 188±4μs             |    1.02 | import_iris.Iris.time__constraints                                                          |
|          | 113±3μs              | 117±3μs             |    1.03 | import_iris.Iris.time__data_manager                                                         |
|          | 92.2±0.8μs           | 93.0±0.8μs          |    1.01 | import_iris.Iris.time__deprecation                                                          |
|          | 167±2μs              | 169±2μs             |    1.02 | import_iris.Iris.time__lazy_data                                                            |
|          | 897±8μs              | 907±5μs             |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 74.8±1μs             | 75.2±1μs            |    1.01 | import_iris.Iris.time__representation                                                       |
|          | 621±10μs             | 622±10μs            |    1    | import_iris.Iris.time_analysis                                                              |
|          | 141±4μs              | 142±0.9μs           |    1.01 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±1μs              | 109±2μs             |    1.02 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 244±2μs              | 261±6μs             |    1.07 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 196±2μs              | 197±3μs             |    1.01 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 112±2μs              | 111±1μs             |    1    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±2μs              | 138±2μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 326±3μs              | 330±3μs             |    1.01 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 92.4±1μs             | 92.7±0.8μs          |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 214±3μs              | 217±1μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 95.1±0.9μs           | 95.5±0.7μs          |    1    | import_iris.Iris.time_analysis_stats                                                        |
|          | 175±3μs              | 173±1μs             |    0.99 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 329±2μs              | 328±5μs             |    1    | import_iris.Iris.time_aux_factory                                                           |
|          | 80.7±3μs             | 81.5±0.3μs          |    1.01 | import_iris.Iris.time_common                                                                |
|          | 161±3μs              | 161±2μs             |    1    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.02ms          | 1.38±0.01ms         |    1.02 | import_iris.Iris.time_common_metadata                                                       |
|          | 174±7μs              | 171±2μs             |    0.98 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.03ms          | 1.21±0.02ms         |    1.04 | import_iris.Iris.time_common_resolve                                                        |
|          | 198±3μs              | 203±2μs             |    1.03 | import_iris.Iris.time_config                                                                |
|          | 129±3μs              | 131±4μs             |    1.01 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 382±7μs              | 388±6μs             |    1.02 | import_iris.Iris.time_coord_systems                                                         |
|          | 772±9μs              | 793±10μs            |    1.03 | import_iris.Iris.time_coords                                                                |
|          | 709±20μs             | 720±10μs            |    1.01 | import_iris.Iris.time_cube                                                                  |
|          | 246±3μs              | 247±4μs             |    1.01 | import_iris.Iris.time_exceptions                                                            |
|          | 74.6±1μs             | 75.2±0.8μs          |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 182±1μs              | 183±1μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 258±4μs              | 258±1μs             |    1    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.54±0.05ms          | 2.61±0.02ms         |    1.03 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.8±0.6μs           | 77.6±0.8μs          |    1.01 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 114±1μs              | 113±1μs             |    0.99 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 445±7μs              | 458±4μs             |    1.03 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.81±0.05ms          | 4.75±0.1ms          |    0.99 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 74.1±2μs             | 73.0±0.4μs          |    0.98 | import_iris.Iris.time_fileformats_name                                                      |
|          | 252±2μs              | 258±6μs             |    1.03 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±1μs              | 116±1μs             |    1.02 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 123±2μs              | 123±1μs             |    0.99 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 210±4μs              | 212±6μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 800±5μs              | 815±9μs             |    1.02 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±4μs              | 181±4μs             |    1.02 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 135±2μs              | 137±0.7μs           |    1.02 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 552±10μs             | 556±8μs             |    1.01 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 221±3μs              | 226±2μs             |    1.02 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 82.6±0.5μs           | 81.4±0.3μs          |    0.99 | import_iris.Iris.time_fileformats_um                                                        |
|          | 158±2μs              | 159±1μs             |    1.01 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 140±2μs              | 143±2μs             |    1.02 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 73.2±0.6μs           | 73.5±0.5μs          |    1    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 80.5±0.8μs           | 79.8±0.6μs          |    0.99 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 942±10μs             | 963±5μs             |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±3μs              | 139±0.8μs           |    1.01 | import_iris.Iris.time_io                                                                    |
|          | 177±2μs              | 179±2μs             |    1.01 | import_iris.Iris.time_io_format_picker                                                      |
|          | 210±5μs              | 215±2μs             |    1.02 | import_iris.Iris.time_iris                                                                  |
|          | 128±1μs              | 127±0.7μs           |    1    | import_iris.Iris.time_iterate                                                               |
|          | 8.17±0.1ms           | 8.17±0.07ms         |    1    | import_iris.Iris.time_palette                                                               |
|          | 1.78±0.01ms          | 1.80±0.01ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 220±1μs              | 223±2μs             |    1.02 | import_iris.Iris.time_quickplot                                                             |
|          | 2.15±0.04ms          | 2.20±0.05ms         |    1.02 | import_iris.Iris.time_std_names                                                             |
|          | 1.83±0.02ms          | 1.80±0.01ms         |    0.99 | import_iris.Iris.time_symbols                                                               |
|          | 132±6ms              | 144±10ms            |    1.08 | import_iris.Iris.time_tests                                                                 |
|          | 254±4μs              | 253±5μs             |    1    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.06±0.04ms          | 5.13±0.04ms         |    1.01 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 117±1μs              | 119±0.9μs           |    1.02 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.69±0.03ms          | 2.74±0.01ms         |    1.02 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.31±0.01ms          | 1.32±0.01ms         |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 170±2μs              | 170±3μs             |    1    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.4±1μs             | 102±2μs             |    1.03 | import_iris.Iris.time_time                                                                  |
|          | 843±5μs              | 870±4μs             |    1.03 | import_iris.Iris.time_util                                                                  |
|          | 70.3±0.4μs           | 71.3±0.9μs          |    1.01 | iterate.IZip.time_izip                                                                      |
|          | 10.1±0.05ms          | 10.3±0.2ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 19.6±0.5ms           | 20.3±0.2ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 10.1±0.08ms          | 10.2±0.2ms          |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 10.1±0.1ms           | 10.2±0.1ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 16.8±0.3ms           | 16.8±0.3ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 10.1±0.07ms          | 10.3±0.2ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.01s           | 1.53±0.01s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 15.1±0.2ms           | 15.5±0.6ms          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.52±0.01s           | 1.55±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.50±0.01s           | 1.51±0.01s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 15.2±0.2ms           | 15.0±0.3ms          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.51±0.01s           | 1.54±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.29±0.1ms           | 5.40±0.05ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.8±0.1ms           | 15.2±0.3ms          |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.27±0.07ms          | 5.44±0.08ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.34±0.1ms           | 5.53±0.1ms          |    1.04 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 15.1±0.3ms           | 15.5±0.2ms          |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.34±0.06ms          | 5.40±0.04ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.3±1ms             | 23.0±0.7ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 27.2±0.4ms           | 27.1±0.4ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.4±2ms             | 13.1±2ms            |    1.05 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 29.0±1ms             | 28.2±1ms            |    0.97 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 97.8±1ms             | 96.6±0.9ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 28.6±1ms             | 27.5±1ms            |    0.96 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 608±2ms              | 612±2ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.76±0.2ms           | 5.99±0.3ms          |    1.04 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 607±2ms              | 609±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 615±4ms              | 618±2ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.93±0.2ms           | 5.78±0.1ms          |    0.97 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 612±2ms              | 616±4ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.03±0.06ms          | 2.07±0.06ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.82±0.07ms          | 6.18±0.2ms          |    1.06 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.04±0.06ms          | 2.21±0.07ms         |    1.08 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.19±0.05ms          | 2.16±0.06ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 6.02±0.1ms           | 6.28±0.1ms          |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.03±0.03ms          | 2.24±0.05ms         |    1.11 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 345±3ms              | 354±3ms             |    1.02 | load.ManyCubes.time_many_cube_load                                                          |
|          | 91.7±0.7ms           | 89.6±1ms            |    0.98 | load.ManyVars.time_many_var_load                                                            |
|          | 10.1±0.2ms           | 10.3±0.1ms          |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 10.0±0.2ms           | 10.4±0.08ms         |    1.04 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.02s           | 1.54±0.01s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.52±0.01s           | 1.55±0.01s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.32±0.08ms          | 5.45±0.03ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.33±0.07ms          | 5.41±0.06ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 9.09±0.1ms           | 9.18±0.1ms          |    1.01 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.57±0.03ms          | 5.66±0.08ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.01s           | 1.51±0.01s          |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 420±3ms              | 422±5ms             |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.40±0.03ms          | 4.41±0.04ms         |    1    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.23±0.07ms          | 4.30±0.05ms         |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 155±1ms              | 157±1ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 18.5±0.4ms           | 17.5±0.09ms         |    0.94 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 156±2ms              | 156±0.7ms           |    1    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.1±0.3ms           | 31.5±0.1ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 17.8±0.4ms           | 16.9±0.3ms          |    0.95 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.5±0.2ms           | 32.1±0.3ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 21.7±0.4ms           | 21.9±0.4ms          |    1.01 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 55.0±0.6ms           | 55.6±0.5ms          |    1.01 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.5±0.4ms           | 11.7±0.3ms          |    1.02 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 23.0±0.6ms           | 23.0±0.4ms          |    1    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 22.0±0.2ms           | 22.3±0.4ms          |    1.02 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 22.5±0.3ms           | 23.4±0.2ms          |    1.04 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.2±0.3ms           | 11.9±0.5ms          |    1.06 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 14.6±0.2ms           | 15.3±0.3ms          |    1.05 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.4±0.4ms           | 24.9±0.7ms          |    1.06 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 66.3±0.8ms           | 67.8±0.4ms          |    1.02 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 24.5±0.5ms           | 24.6±0.4ms          |    1.01 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 26.3±0.2ms           | 27.4±0.7ms          |    1.04 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.93±0.1ms           | 6.19±0.2ms          |    1.04 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 9.20±0.2ms           | 9.23±0.3ms          |    1    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 43.1±1ms             | 42.4±2ms            |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 790±4ms              | 793±7ms             |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.39±0.03s           | 1.41±0.02s          |    1.01 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 446±3ms              | 455±6ms             |    1.02 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 110±2M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 34.6±1ms             | 35.3±2ms            |    1.02 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 367±3ns              | 375±4ns             |    1.02 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 196±1ms              | 200±2ms             |    1.02 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 771±0.4k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.8±0.2ms           | 18.9±0.3ms          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.4±0.3ms           | 22.9±0.4ms          |    1.02 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 185±4ms              | 186±4ms             |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 665±3ms              | 663±6ms             |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.48±0.08M           | 1.49±0.07M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.02M           | 96.5±0.1M           |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 124±3ms              | 128±4ms             |    1.04 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 601±1ms              | 600±5ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.38±0.04M           | 1.43±0.03M          |    1.03 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.03M           | 96.5±0.02M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.54±0.06ms          | 6.63±0.06ms         |    1.01 | plot.AuxSort.time_aux_sort                                                                  |
|          | 90.3±2ms             | 89.0±4ms            |    0.99 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 107±6ms              | 109±7ms             |    1.02 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 59.7±1ms             | 59.7±4ms            |    1    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.09M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 7.00±0.6ms           | 6.88±0.2ms          |    0.98 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 130±3ms              | 126±3ms             |    0.97 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 45.6±0.6ms           | 45.2±0.4ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 538±4ms              | 529±3ms             |    0.98 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 89.7±1ns             | 92.4±0.7ns          |    1.03 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 107±0.9ms            | 105±1ms             |    0.98 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 90.2±2ns             | 92.6±0.6ns          |    1.03 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 474±2ms              | 473±3ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.81±0.1M            | 1.78±0.1M           |    0.98 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.3k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 191±20M              | 208±20M             |    1.09 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 39.9±0.5ms           | 40.0±0.3ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.92±0.2ms           | 9.97±0.3ms          |    1.01 | stats.PearsonR.time_real                                                                    |
|          | 29.5±0.4M            | 29.2±0.9M           |    0.99 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 28.5±0.6ms           | 28.8±1ms            |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 65.9±0.4ms           | 66.2±0.7ms          |    1    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 18877664789

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Getting very close now!

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Superb work @hsteptoe. This has been a real odyssey. Will be a great addition to the 3.14 release.

@trexfeathers trexfeathers enabled auto-merge (squash) October 29, 2025 16:24
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⏱️ Performance Benchmark Report: 0576227

Performance shifts

Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [af100e4c]    | After [05762273]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 19.4±0.2ms           | 19.7±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.3±1ms             | 54.8±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 32.1±0.3ms           | 32.8±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 194±3ms              | 196±3ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 21.1±0.2ms           | 21.4±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.2±0.4ms           | 34.1±0.6ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 21.2±0.2ms           | 21.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.1±0.4ms           | 33.9±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 19.3±0.3ms           | 19.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.0±0.9ms           | 46.6±0.8ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 121±1ms              | 125±2ms             |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 126±1ms              | 126±2ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 20.0±0.2ms           | 20.4±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.7±1ms             | 50.0±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 21.8±0.3ms           | 21.9±0.1ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 58.9±0.9ms           | 59.9±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 19.3±0.2ms           | 19.5±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 45.9±0.7ms           | 47.0±1ms            |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 935±6ms              | 944±5ms             |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 936±6ms              | 950±4ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 205±2ms              | 210±1ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 352±4ms              | 362±5ms             |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 20.0±0.08ms          | 20.6±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.6±0.2ms           | 32.4±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 20.2±0.2ms           | 20.7±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 61.0±0.5ms           | 61.9±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 21.0±0.1ms           | 21.7±0.2ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.1±2ms             | 62.9±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 21.0±0.2ms           | 21.5±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 58.6±1ms             | 59.4±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.30±0.09ms          | 7.56±0.08ms         |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.7±0.8ms           | 24.9±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 18.3±0.3ms           | 19.0±0.2ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 155±5ms              | 157±1ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 7.60±0.1ms           | 7.80±0.07ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.7±0.5ms           | 22.8±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 7.69±0.1ms           | 7.82±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.6±0.2ms           | 23.2±0.5ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.11±0.06ms          | 7.45±0.09ms         |    1.05 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 23.0±0.2ms           | 23.1±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 23.2±0.1ms           | 23.7±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 35.9±0.3ms           | 36.8±0.4ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.46±0.06ms          | 7.74±0.09ms         |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 23.5±0.4ms           | 23.7±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.23±0.09ms          | 8.52±0.08ms         |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.6±0.3ms           | 25.9±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.16±0.05ms          | 7.41±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 23.0±0.2ms           | 23.2±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 472±5ms              | 475±1ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 489±2ms              | 491±1ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 42.9±0.3ms           | 43.7±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 166±3ms              | 168±3ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 7.47±0.09ms          | 7.71±0.08ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 22.4±0.3ms           | 22.6±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 7.53±0.06ms          | 7.77±0.06ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 25.7±0.5ms           | 26.0±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 7.76±0.08ms          | 8.07±0.1ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 24.7±0.4ms           | 25.0±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 7.83±0.1ms           | 8.05±0.09ms         |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 24.0±0.3ms           | 24.2±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 20.7±0.2ms           | 20.9±0.2ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 83.4±2ms             | 85.7±0.9ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 20.7±0.1ms           | 21.3±0.3ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 98.1±1ms             | 97.9±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 19.5±0.2ms           | 20.1±0.2ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 57.2±2ms             | 58.0±0.8ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 7.93±0.1ms           | 8.15±0.1ms          |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.6±0.5ms           | 29.8±0.3ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 7.66±0.06ms          | 7.84±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 31.2±0.5ms           | 31.3±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.50±0.1ms           | 7.62±0.08ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 25.4±0.4ms           | 25.6±0.6ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 184±0.6ms            | 187±1ms             |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 283±2ms              | 287±4ms             |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 963±7μs              | 1.00±0.01ms         |    1.04 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 337±3μs              | 349±2μs             |    1.04 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.74±0.01ms          | 1.78±0.02ms         |    1.03 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.23±0.01ms          | 1.27±0.02ms         |    1.03 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 122±2ms              | 123±1ms             |    1.01 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 25.4±1ms             | 25.6±0.3ms          |    1.01 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 151±2ms              | 151±1ms             |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 14.7±0.2μs           | 15.4±0.1μs          |    1.05 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 127±2ms              | 128±2ms             |    1.01 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.1±0.9ms           | 28.8±0.5ms          |    1.02 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 154±2ms              | 155±2ms             |    1    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 14.6±0.2μs           | 15.6±0.2μs          |    1.06 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 240±2ms              | 243±3ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 84.7±2ms             | 84.9±1ms            |    1    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 290±3ms              | 291±4ms             |    1    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 49.3±0.4μs           | 51.3±0.6μs          |    1.04 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 341±7ms              | 347±4ms             |    1.02 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 185±4ms              | 185±3ms             |    1    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 390±5ms              | 397±3ms             |    1.02 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 333±3μs              | 343±6μs             |    1.03 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 780±6μs              | 785±10μs            |    1.01 | import_iris.Iris.time__concatenate                                                          |
|          | 155±2μs              | 159±3μs             |    1.03 | import_iris.Iris.time__constraints                                                          |
|          | 86.3±1μs             | 88.1±0.8μs          |    1.02 | import_iris.Iris.time__data_manager                                                         |
|          | 68.0±0.6μs           | 71.0±0.5μs          |    1.04 | import_iris.Iris.time__deprecation                                                          |
|          | 128±1μs              | 136±2μs             |    1.07 | import_iris.Iris.time__lazy_data                                                            |
|          | 863±5μs              | 871±3μs             |    1.01 | import_iris.Iris.time__merge                                                                |
|          | 54.4±0.5μs           | 55.9±0.6μs          |    1.03 | import_iris.Iris.time__representation                                                       |
|          | 634±10μs             | 654±6μs             |    1.03 | import_iris.Iris.time_analysis                                                              |
|          | 103±0.7μs            | 106±2μs             |    1.03 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 77.8±2μs             | 78.9±0.8μs          |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 235±4μs              | 235±2μs             |    1    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 161±4μs              | 163±3μs             |    1.01 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 82.2±0.6μs           | 84.6±0.3μs          |    1.03 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 97.6±1μs             | 99.6±0.5μs          |    1.02 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 314±3μs              | 319±3μs             |    1.02 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 67.7±0.8μs           | 68.5±0.3μs          |    1.01 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 184±7μs              | 186±2μs             |    1.01 | import_iris.Iris.time_analysis_maths                                                        |
|          | 68.3±1μs             | 70.5±0.3μs          |    1.03 | import_iris.Iris.time_analysis_stats                                                        |
|          | 137±2μs              | 137±1μs             |    1    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 313±5μs              | 313±5μs             |    1    | import_iris.Iris.time_aux_factory                                                           |
|          | 59.0±0.09μs          | 61.0±0.5μs          |    1.03 | import_iris.Iris.time_common                                                                |
|          | 130±3μs              | 132±2μs             |    1.02 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.01ms          | 1.32±0.01ms         |    0.98 | import_iris.Iris.time_common_metadata                                                       |
|          | 135±0.5μs            | 138±1μs             |    1.02 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.17±0.01ms          | 1.18±0.01ms         |    1.01 | import_iris.Iris.time_common_resolve                                                        |
|          | 154±2μs              | 158±2μs             |    1.03 | import_iris.Iris.time_config                                                                |
|          | 92.1±2μs             | 94.2±0.2μs          |    1.02 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 383±9μs              | 378±6μs             |    0.99 | import_iris.Iris.time_coord_systems                                                         |
|          | 804±10μs             | 798±8μs             |    0.99 | import_iris.Iris.time_coords                                                                |
|          | 752±30μs             | 756±8μs             |    1.01 | import_iris.Iris.time_cube                                                                  |
|          | 202±4μs              | 201±2μs             |    0.99 | import_iris.Iris.time_exceptions                                                            |
|          | 54.4±0.1μs           | 55.8±0.1μs          |    1.03 | import_iris.Iris.time_experimental                                                          |
|          | 138±0.8μs            | 146±2μs             |    1.05 | import_iris.Iris.time_fileformats                                                           |
|          | 241±5μs              | 251±8μs             |    1.04 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.66±0.07ms          | 2.73±0.02ms         |    1.03 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 57.9±0.5μs           | 59.6±0.2μs          |    1.03 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 81.9±0.8μs           | 84.2±0.5μs          |    1.03 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 441±10μs             | 444±5μs             |    1.01 | import_iris.Iris.time_fileformats_cf                                                        |
|          | 3.76±0.1ms           | 3.76±0.02ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 53.5±0.9μs           | 55.8±0.2μs          |    1.04 | import_iris.Iris.time_fileformats_name                                                      |
|          | 238±4μs              | 238±0.9μs           |    1    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 86.2±1μs             | 89.1±1μs            |    1.03 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 87.7±1μs             | 89.7±0.8μs          |    1.02 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 177±5μs              | 179±2μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 838±10μs             | 832±10μs            |    0.99 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 136±3μs              | 142±3μs             |    1.05 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 98.5±2μs             | 100.0±0.9μs         |    1.01 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 516±5μs              | 524±10μs            |    1.02 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 201±4μs              | 208±3μs             |    1.04 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 59.0±0.4μs           | 60.0±0.1μs          |    1.02 | import_iris.Iris.time_fileformats_um                                                        |
|          | 119±0.8μs            | 125±2μs             |    1.05 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 103±1μs              | 105±0.7μs           |    1.01 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 54.9±0.3μs           | 56.5±0.1μs          |    1.03 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 58.4±0.2μs           | 60.5±0.1μs          |    1.03 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 1.02±0.01ms          | 1.03±0.01ms         |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 97.5±0.4μs           | 99.0±0.6μs          |    1.02 | import_iris.Iris.time_io                                                                    |
|          | 142±2μs              | 145±2μs             |    1.02 | import_iris.Iris.time_io_format_picker                                                      |
|          | 157±0.9μs            | 162±2μs             |    1.03 | import_iris.Iris.time_iris                                                                  |
|          | 94.0±0.8μs           | 97.9±1μs            |    1.04 | import_iris.Iris.time_iterate                                                               |
|          | 6.53±0.03ms          | 6.59±0.1ms          |    1.01 | import_iris.Iris.time_palette                                                               |
|          | 1.68±0.01ms          | 1.73±0.01ms         |    1.03 | import_iris.Iris.time_plot                                                                  |
|          | 181±2μs              | 186±4μs             |    1.03 | import_iris.Iris.time_quickplot                                                             |
|          | 2.27±0.01ms          | 2.36±0.1ms          |    1.04 | import_iris.Iris.time_std_names                                                             |
|          | 1.67±0.01ms          | 1.70±0.01ms         |    1.02 | import_iris.Iris.time_symbols                                                               |
|          | 149±3ms              | 145±2ms             |    0.97 | import_iris.Iris.time_tests                                                                 |
|          | 179±1μs              | 187±2μs             |    1.05 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 4.88±0.03ms          | 4.89±0.02ms         |    1    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 80.0±0.2μs           | 81.3±0.8μs          |    1.02 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.59±0.01ms          | 2.66±0.04ms         |    1.03 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 1.32±0.01ms          | 1.33±0ms            |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 120±0.7μs            | 121±1μs             |    1.01 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 74.9±0.8μs           | 75.2±0.3μs          |    1    | import_iris.Iris.time_time                                                                  |
|          | 874±5μs              | 886±8μs             |    1.01 | import_iris.Iris.time_util                                                                  |
|          | 66.6±0.5μs           | 67.7±0.3μs          |    1.02 | iterate.IZip.time_izip                                                                      |
|          | 9.54±0.1ms           | 9.62±0.06ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 19.0±0.6ms           | 18.5±0.5ms          |    0.97 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.46±0.07ms          | 9.65±0.08ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.47±0.1ms           | 9.60±0.05ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.4±0.3ms           | 15.3±0.1ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.48±0.06ms          | 9.63±0.08ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.39±0.01s           | 1.46±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.3±0.6ms           | 14.4±0.3ms          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.43±0.01s           | 1.46±0.01s          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.39±0.01s           | 1.46±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 13.9±0.2ms           | 14.2±0.2ms          |    1.02 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.43±0.01s           | 1.48±0.02s          |    1.04 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.07±0.07ms          | 5.16±0.03ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 13.9±0.3ms           | 13.7±0.2ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 4.96±0.06ms          | 5.11±0.02ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.00±0.06ms          | 5.13±0.06ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 13.9±0.2ms           | 13.9±0.2ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.01±0.1ms           | 5.09±0.01ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 36.0±1ms             | 36.7±2ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 44.1±0.5ms           | 44.2±0.4ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 18.3±2ms             | 18.2±2ms            |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 38.0±2ms             | 39.6±1ms            |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 92.3±0.8ms           | 93.0±1ms            |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 39.1±2ms             | 39.4±0.9ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 560±5ms              | 575±10ms            |    1.03 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.67±0.1ms           | 5.78±0.2ms          |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 559±6ms              | 579±8ms             |    1.04 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 574±4ms              | 579±3ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.84±0.08ms          | 5.65±0.1ms          |    0.97 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 574±2ms              | 577±2ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.02±0.06ms          | 2.13±0.08ms         |    1.06 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.78±0.3ms           | 5.75±0.2ms          |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.01±0.08ms          | 2.12±0.08ms         |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.06±0.07ms          | 2.14±0.05ms         |    1.04 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.52±0.2ms           | 5.83±0.1ms          |    1.06 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.02±0.09ms          | 2.12±0.08ms         |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 320±2ms              | 328±3ms             |    1.02 | load.ManyCubes.time_many_cube_load                                                          |
|          | 84.3±1ms             | 83.9±0.8ms          |    1    | load.ManyVars.time_many_var_load                                                            |
|          | 9.54±0.1ms           | 9.70±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.48±0.08ms          | 9.80±0.1ms          |    1.03 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.40±0.02s           | 1.46±0.01s          |    1.04 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.44±0.01s           | 1.47±0.02s          |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.07±0.07ms          | 5.17±0.04ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.00±0.05ms          | 5.12±0.03ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.54±0.1ms           | 8.81±0.1ms          |    1.03 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.18±0.05ms          | 5.29±0.03ms         |    1.02 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.37±0.01s           | 1.46±0.01s          |    1.06 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 380±2ms              | 379±2ms             |    1    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.19±0.08ms          | 4.26±0.01ms         |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 3.90±0.09ms          | 4.03±0.03ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 147±2ms              | 150±1ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 16.9±0.3ms           | 16.7±0.1ms          |    0.99 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 148±0.5ms            | 150±2ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 29.8±0.3ms           | 30.3±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.7±0.2ms           | 16.7±0.1ms          |    1    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 29.7±0.3ms           | 30.3±0.2ms          |    1.02 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 20.7±0.8ms           | 21.2±0.5ms          |    1.02 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 55.5±0.7ms           | 55.9±0.5ms          |    1.01 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 10.8±0.2ms           | 11.4±0.3ms          |    1.06 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 22.6±0.5ms           | 22.8±0.3ms          |    1.01 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 21.2±0.4ms           | 21.2±0.3ms          |    1    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 21.7±0.5ms           | 22.5±0.2ms          |    1.04 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 10.9±0.4ms           | 10.9±0.2ms          |    1    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 14.8±0.6ms           | 14.7±0.4ms          |    0.99 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 22.8±0.4ms           | 22.5±0.3ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 66.7±1ms             | 67.6±0.9ms          |    1.01 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 23.5±0.6ms           | 22.8±0.6ms          |    0.97 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.0±0.4ms           | 25.3±0.5ms          |    1.01 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.67±0.1ms           | 5.71±0.1ms          |    1.01 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 9.75±0.1ms           | 9.71±0.1ms          |    1    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 45.0±2ms             | 44.4±0.7ms          |    0.99 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 784±7ms              | 789±8ms             |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 2.13±0.03s           | 2.09±0.04s          |    0.98 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 439±5ms              | 443±5ms             |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.42±0G             |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 111±6M               | 111±6M              |    1    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 55.8±4ms             | 56.2±3ms            |    1.01 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 321±4ns              | 368±3ns             |    1.15 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 199±1ms              | 203±3ms             |    1.02 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 772±0.5k            |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             |    1    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.4±0.2ms           | 18.6±0.1ms          |    1.01 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 23.6±0.4ms           | 24.7±0.5ms          |    1.05 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.04M           | 1.27±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.04M             | 25±0.04M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 170±3ms              | 169±0.9ms           |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 649±10ms             | 653±4ms             |    1.01 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.49±0.04M           | 1.48±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.02M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 117±2ms              | 116±2ms             |    0.98 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 591±5ms              | 593±7ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.43±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.02M           | 96.5±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.07±0.1ms           | 6.02±0.05ms         |    0.99 | plot.AuxSort.time_aux_sort                                                                  |
|          | 127±2ms              | 125±3ms             |    0.98 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 117±4ms              | 111±5ms             |    0.95 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 97.6±1ms             | 94.4±2ms            |    0.97 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.08M            | 107±0.09M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.68±0.2ms           | 6.40±0.2ms          |    0.96 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 121±1ms              | 120±2ms             |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 34.9±0.4ms           | 34.8±0.7ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 517±7ms              | 517±3ms             |    1    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 78.1±0.3ns           | 90.8±4ns            |    1.16 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 102±3ms              | 99.1±1ms            |    0.97 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 77.8±0.4ns           | 87.0±3ns            |    1.12 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 468±6ms              | 469±6ms             |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.4k            | 31.8±0.4k           |    1    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.9±0.1M             | 1.82±0.1M           |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.7±0.3k            | 31.9±0.4k           |    1.01 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±9M               | 225±20M             |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 42.7±0.4ms           | 42.5±0.4ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 13.7±0.2ms           | 14.1±0.4ms          |    1.03 | stats.PearsonR.time_real                                                                    |
|          | 29.4±1M              | 30.1±0.3M           |    1.02 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0.01M          |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 28.9±0.7ms           | 28.0±0.7ms          |    0.97 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 64.3±0.5ms           | 64.8±0.9ms          |    1.01 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.75±0.02M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Generated by GHA run 18913410923

@trexfeathers trexfeathers dismissed scitools-ci[bot]’s stale review October 29, 2025 16:26

This request was triggered by changes to pyproject.toml, which may have needed an update to the pyproject.toml template as well. Owing to uncertainty around templating, the pyproject.toml changes were backed out.

@trexfeathers trexfeathers merged commit f5de384 into SciTools:main Oct 29, 2025
22 checks passed
@github-project-automation github-project-automation bot moved this from 👀 In Review to 🏁 Done in 🦌 Iris 3.14 Oct 29, 2025
@hsteptoe
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@acchamber @markgrahamdawson @mo-DanCubbon Confirming that the new shape masking will be available in Iris 3.14 🎉

@hsteptoe
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Superb work @hsteptoe. This has been a real odyssey. Will be a great addition to the 3.14 release.

@trexfeathers Thanks for all your help and advice in getting it over the line 🙌

@scitools-ci scitools-ci bot removed this from 🚴 Peloton Nov 27, 2025
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benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts Type: Bug

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_transform_coord_system geometry is always assume to be None

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