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@trexfeathers trexfeathers commented Nov 25, 2025

🚀 Pull Request

Description

Scientific Python - SPEC 0 — Minimum Supported Dependencies

Closes #6775

Slight hiccup:

  • We aim to provide Python 3.14 compatibility in an Iris 3.14.1 patch release. See 🦌 Iris 3.14.x #6626 (comment)
  • It would be inappropriate to change the our supported versions in a patch release

So here are my proposed steps:

  • Put up this draft pull request, which includes Python 3.14 test coverage, thus demonstrating that 719320c successfully provides Python 3.14 compatibility.
  • Apply 719320c to the v3.14.x release branch, which will give the 3.14.1 release compatibility with Python 3.14.
  • Do a merge-back from v3.14.x to main; this needn't wait for the release itself.
  • Rebase this pull request onto the latest main.
  • If there has been a delay: re-resolve the lock-files in this PR.
  • What's New entry.
  • Take this PR out of draft.

The above pattern will avoid Git conflicts and maintain maximum integrity in our Git history, avoiding situations where a change has two different SHAs depending on which branch it is on.

Terminology

  • Compatibility: works with Python 3.14
  • Support: is tested against Python 3.14

Consult Iris pull request check list


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  • benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts

@github-actions github-actions bot added the benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts label Nov 25, 2025
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@trexfeathers
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trexfeathers commented Nov 25, 2025

The failures appear to come from Python 3.14 incompatibilities in dependencies:

These prevent all of Iris' CI running correctly. However the vast majority of tests have run, and have passed, including many tests which exercise DimCoord.__deepcopy__() - the original problem.

I believe we are therefore able to provide Python 3.14 compatibility, although we're not yet able to provide support due to these CI problems preventing full coverage.

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  • Mule, which is not an explicit dependency but supports benchmark data generation

#6856

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With what we know about VTK+PyVista and new versions of Python: we should be considering separating the iris.experimental.geovista tests into separate CI, so that the rest of our tests can start running Python 3.14.

@HGWright HGWright moved this from Backlog to Ready in Iris v3.15 Jan 13, 2026
@trexfeathers trexfeathers moved this from Ready to In progress in Iris v3.15 Jan 14, 2026
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codecov bot commented Jan 14, 2026

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 90.18%. Comparing base (4141484) to head (10fb09a).

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #6816      +/-   ##
==========================================
- Coverage   90.43%   90.18%   -0.26%     
==========================================
  Files          91       91              
  Lines       24839    24822      -17     
  Branches     4656     4656              
==========================================
- Hits        22463    22385      -78     
- Misses       1608     1669      +61     
  Partials      768      768              

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⏱️ Performance Benchmark Report: 242ca87

Performance shifts
| Change   | Before [41414842]    | After [242ca87b]    |   Ratio | Benchmark (Parameter)               |
|----------|----------------------|---------------------|---------|-------------------------------------|
| +        | 186±4μs              | 224±3μs             |    1.21 | import_iris.Iris.time__constraints  |
| +        | 319±9μs              | 392±10μs            |    1.23 | import_iris.Iris.time_aux_factory   |
| +        | 168±7μs              | 203±5μs             |    1.21 | import_iris.Iris.time_common_mixin  |
| +        | 378±30μs             | 470±3μs             |    1.24 | import_iris.Iris.time_coord_systems |
| +        | 715±50μs             | 934±10μs            |    1.31 | import_iris.Iris.time_cube          |
| +        | 77.0±2μs             | 93.0±0.6μs          |    1.21 | iterate.IZip.time_izip              |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [41414842]    | After [242ca87b]    | Ratio   | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.2±0.3ms           | 20.2±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.2±1ms             | 55.1±2ms            | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.1±0.3ms           | 35.2±0.6ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 193±5ms              | 199±5ms             | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.3±0.3ms           | 22.5±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.6±0.4ms           | 34.6±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.5±0.2ms           | 22.8±0.7ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.3±0.7ms           | 34.6±1ms            | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.3±0.2ms           | 20.2±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.2±1ms             | 48.2±1ms            | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 128±1ms              | 133±6ms             | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 131±1ms              | 136±2ms             | 1.04    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.3±0.3ms           | 21.5±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.5±0.8ms           | 50.9±1ms            | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.6±0.3ms           | 22.7±0.7ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.2±0.7ms           | 59.2±2ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.4±0.3ms           | 20.1±0.4ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 47.0±1ms             | 46.4±1ms            | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.05±0.01s           | 1.08±0.01s          | 1.02    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.04±0.01s           | 1.08±0.01s          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 208±2ms              | 218±4ms             | 1.05    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 377±10ms             | 379±10ms            | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.3±0.4ms           | 21.0±0.3ms          | 0.99    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 32.1±0.6ms           | 32.9±0.9ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.5±0.3ms           | 21.7±0.1ms          | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 59.4±1ms             | 59.9±2ms            | 1.01    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.1±0.3ms           | 22.2±0.5ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 62.8±1ms             | 62.8±2ms            | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.0±0.5ms           | 22.1±0.6ms          | 1.00    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 58.6±0.9ms           | 60.4±0.7ms          | 1.03    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.76±0.09ms          | 7.78±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.4±0.2ms           | 24.7±0.5ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.7±0.2ms           | 19.9±0.4ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 149±2ms              | 154±9ms             | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.23±0.1ms           | 8.27±0.3ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.7±0.3ms           | 22.8±1ms            | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.12±0.07ms          | 8.09±0.3ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.3±0.4ms           | 23.2±0.6ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.63±0.1ms           | 7.86±0.2ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.3±0.4ms           | 23.0±0.8ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.7±0.3ms           | 24.4±0.6ms          | 0.99    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 37.3±0.5ms           | 37.7±1ms            | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.97±0.08ms          | 8.08±0.1ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.6±0.4ms           | 23.7±0.6ms          | 1.05    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.94±0.08ms          | 9.01±0.1ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.0±0.2ms           | 26.0±0.5ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.69±0.07ms          | 7.85±0.1ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.3±0.5ms           | 23.3±0.4ms          | 1.05    | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 523±2ms              | 527±3ms             | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 535±4ms              | 539±3ms             | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.3±0.3ms           | 46.2±0.7ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 164±2ms              | 171±7ms             | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.00±0.08ms          | 8.22±0.3ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 22.6±0.2ms           | 22.9±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.07±0.1ms           | 8.06±0.2ms          | 1.00    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.8±0.5ms           | 25.5±0.5ms          | 1.03    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.07±0.2ms           | 8.40±0.2ms          | 1.04    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 25.0±0.6ms           | 25.3±0.6ms          | 1.01    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.17±0.2ms           | 8.32±0.2ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 24.4±0.6ms           | 24.8±0.6ms          | 1.02    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.8±0.6ms           | 21.9±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 86.4±2ms             | 85.2±2ms            | 0.99    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 21.9±0.4ms           | 21.9±0.5ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 95.5±1ms             | 96.4±1ms            | 1.01    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.8±0.3ms           | 20.7±0.7ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.4±2ms             | 56.1±1ms            | 1.00    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.22±0.1ms           | 8.28±0.2ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.9±1ms             | 30.0±0.9ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.08±0.2ms           | 8.40±0.2ms          | 1.04    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.6±0.9ms           | 31.4±0.6ms          | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.93±0.09ms          | 7.92±0.2ms          | 1.00    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 25.2±0.4ms           | 25.3±0.8ms          | 1.01    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 218±2ms              | 225±3ms             | 1.03    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 310±5ms              | 317±10ms            | 1.02    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.10±0.01ms          | 1.13±0.03ms         | 1.03    | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 380±5μs              | 396±4μs             | 1.04    | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.92±0.02ms          | 2.00±0.04ms         | 1.04    | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.34±0.03ms          | 1.45±0.02ms         | 1.08    | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 87.5±3ms             | 87.4±2ms            | 1.00    | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 25.1±0.5ms           | 24.6±0.8ms          | 0.98    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 101±2ms              | 100±3ms             | 1.00    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.3±0.3μs           | 17.0±0.3μs          | 1.04    | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 92.3±3ms             | 91.0±3ms            | 0.99    | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.8±1ms             | 28.3±1ms            | 0.98    | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 105±1ms              | 104±5ms             | 0.99    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.4±0.2μs           | 16.7±0.3μs          | 1.02    | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 201±5ms              | 193±10ms            | 0.96    | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 83.8±3ms             | 83.0±4ms            | 0.99    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 230±6ms              | 229±10ms            | 1.00    | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 50.2±0.7μs           | 53.8±0.9μs          | 1.07    | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 304±5ms              | 298±10ms            | 0.98    | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 185±3ms              | 179±7ms             | 0.97    | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 334±10ms             | 341±10ms            | 1.02    | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 356±6μs              | 370±6μs             | 1.04    | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 803±30μs             | 953±30μs            | 1.19    | import_iris.Iris.time__concatenate                                                          |
|          | 120±5μs              | 134±1μs             | 1.12    | import_iris.Iris.time__data_manager                                                         |
|          | 91.5±0.7μs           | 98.4±1μs            | 1.08    | import_iris.Iris.time__deprecation                                                          |
|          | 164±6μs              | 170±3μs             | 1.04    | import_iris.Iris.time__lazy_data                                                            |
|          | 904±40μs             | 1.07±0.02ms         | 1.19    | import_iris.Iris.time__merge                                                                |
|          | 73.1±0.5μs           | 72.5±0.5μs          | 0.99    | import_iris.Iris.time__representation                                                       |
|          | 600±10μs             | 706±10μs            | 1.18    | import_iris.Iris.time_analysis                                                              |
|          | 141±3μs              | 148±3μs             | 1.04    | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 106±2μs              | 105±2μs             | 0.99    | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 246±6μs              | 286±7μs             | 1.16    | import_iris.Iris.time_analysis__interpolation                                               |
|          | 191±6μs              | 214±3μs             | 1.12    | import_iris.Iris.time_analysis__regrid                                                      |
|          | 110±2μs              | 124±1μs             | 1.13    | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 136±1μs              | 134±2μs             | 0.98    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 321±10μs             | 348±7μs             | 1.08    | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.8±0.4μs           | 90.5±3μs            | 1.00    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 208±3μs              | 229±5μs             | 1.10    | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.0±2μs             | 93.6±1μs            | 1.00    | import_iris.Iris.time_analysis_stats                                                        |
|          | 170±5μs              | 191±7μs             | 1.12    | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 81.1±2μs             | 80.3±1μs            | 0.99    | import_iris.Iris.time_common                                                                |
|          | 159±3μs              | 185±5μs             | 1.16    | import_iris.Iris.time_common_lenient                                                        |
|          | 1.34±0.03ms          | 1.54±0.04ms         | 1.15    | import_iris.Iris.time_common_metadata                                                       |
|          | 1.15±0.05ms          | 1.29±0.02ms         | 1.12    | import_iris.Iris.time_common_resolve                                                        |
|          | 201±5μs              | 223±4μs             | 1.11    | import_iris.Iris.time_config                                                                |
|          | 127±2μs              | 135±2μs             | 1.06    | import_iris.Iris.time_coord_categorisation                                                  |
|          | 762±40μs             | 904±10μs            | 1.19    | import_iris.Iris.time_coords                                                                |
|          | 260±5μs              | 281±1μs             | 1.08    | import_iris.Iris.time_exceptions                                                            |
|          | 73.9±0.6μs           | 73.1±0.4μs          | 0.99    | import_iris.Iris.time_experimental                                                          |
|          | 176±2μs              | 178±0.7μs           | 1.01    | import_iris.Iris.time_fileformats                                                           |
|          | 254±7μs              | 296±10μs            | 1.17    | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.60±0.05ms          | 2.61±0.2ms          | 1.01    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 76.3±0.2μs           | 74.3±0.5μs          | 0.97    | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 115±3μs              | 122±5μs             | 1.06    | import_iris.Iris.time_fileformats_abf                                                       |
|          | 455±10μs             | 533±7μs             | 1.17    | import_iris.Iris.time_fileformats_cf                                                        |
|          | 5.08±0.2ms           | 4.71±0.09ms         | 0.93    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.4±0.9μs           | 69.3±0.4μs          | 0.97    | import_iris.Iris.time_fileformats_name                                                      |
|          | 255±3μs              | 263±4μs             | 1.03    | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 114±1μs              | 114±1μs             | 1.01    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 122±4μs              | 129±0.7μs           | 1.06    | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 205±4μs              | 208±2μs             | 1.01    | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 784±30μs             | 890±9μs             | 1.14    | import_iris.Iris.time_fileformats_pp                                                        |
|          | 178±8μs              | 174±1μs             | 0.98    | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 139±3μs              | 135±2μs             | 0.97    | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 538±8μs              | 606±4μs             | 1.13    | import_iris.Iris.time_fileformats_rules                                                     |
|          | 221±3μs              | 251±3μs             | 1.13    | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.6±2μs             | 78.9±0.5μs          | 0.98    | import_iris.Iris.time_fileformats_um                                                        |
|          | 157±4μs              | 167±4μs             | 1.07    | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 137±7μs              | 155±2μs             | 1.13    | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 72.8±0.4μs           | 71.3±0.6μs          | 0.98    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 79.1±0.7μs           | 76.7±0.5μs          | 0.97    | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 966±10μs             | 971±10μs            | 1.01    | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±1μs              | 141±2μs             | 1.02    | import_iris.Iris.time_io                                                                    |
|          | 175±8μs              | 210±3μs             | 1.20    | import_iris.Iris.time_io_format_picker                                                      |
|          | 209±3μs              | 216±1μs             | 1.04    | import_iris.Iris.time_iris                                                                  |
|          | 126±3μs              | 137±1μs             | 1.09    | import_iris.Iris.time_iterate                                                               |
|          | 8.09±0.1ms           | 8.14±0.05ms         | 1.01    | import_iris.Iris.time_palette                                                               |
|          | 1.77±0.1ms           | 1.79±0.01ms         | 1.01    | import_iris.Iris.time_plot                                                                  |
|          | 218±5μs              | 225±2μs             | 1.03    | import_iris.Iris.time_quickplot                                                             |
|          | 2.25±0.3ms           | 2.14±0.03ms         | 0.95    | import_iris.Iris.time_std_names                                                             |
|          | 1.79±0.01ms          | 1.83±0.01ms         | 1.02    | import_iris.Iris.time_symbols                                                               |
|          | 43.8±2ms             | 47.7±80ms           | 1.09    | import_iris.Iris.time_tests                                                                 |
|          | 251±2μs              | 236±1μs             | 0.94    | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.14±0.04ms          | 5.06±0.03ms         | 0.99    | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 120±0.5μs            | 120±2μs             | 1.00    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.64±0.08ms          | 2.72±0.02ms         | 1.03    | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 550±6μs              | 555±5μs             | 1.01    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 166±5μs              | 170±0.6μs           | 1.02    | import_iris.Iris.time_third_party_scipy                                                     |
|          | 96.8±2μs             | 112±1μs             | 1.16    | import_iris.Iris.time_time                                                                  |
|          | 852±8μs              | 888±10μs            | 1.04    | import_iris.Iris.time_util                                                                  |
|          | 9.67±0.4ms           | 10.1±0.4ms          | 1.04    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 19.7±0.8ms           | 19.2±1ms            | 0.98    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.99±0.4ms           | 10.1±0.4ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.82±0.4ms           | 9.97±0.2ms          | 1.01    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 16.0±0.8ms           | 16.6±0.6ms          | 1.04    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.86±0.2ms           | 10.1±0.2ms          | 1.03    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.48±0.02s           | 1.56±0.02s          | 1.05    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.4±1ms             | 15.6±0.6ms          | 1.08    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.48±0.03s           | 1.57±0.04s          | 1.06    | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.47±0.03s           | 1.55±0.02s          | 1.05    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.9±0.5ms           | 15.3±0.6ms          | 1.03    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.48±0.03s           | 1.58±0.04s          | 1.07    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.18±0.3ms           | 5.29±0.2ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.2±0.9ms           | 15.7±0.6ms          | 1.11    | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.06±0.3ms           | 5.19±0.1ms          | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.15±0.2ms           | 5.30±0.1ms          | 1.03    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 14.6±0.8ms           | 14.8±0.4ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.20±0.1ms           | 5.31±0.3ms          | 1.02    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 25.6±2ms             | 28.5±2ms            | 1.11    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 28.0±0.6ms           | 27.7±1ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.7±2ms             | 12.8±1ms            | 1.01    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 29.7±2ms             | 29.1±1ms            | 0.98    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 97.6±2ms             | 96.6±1ms            | 0.99    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 29.2±2ms             | 28.3±0.8ms          | 0.97    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 601±5ms              | 599±10ms            | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 6.12±0.2ms           | 5.91±0.3ms          | 0.97    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 599±10ms             | 602±9ms             | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 610±7ms              | 610±10ms            | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.75±0.4ms           | 5.78±0.5ms          | 1.01    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 602±10ms             | 602±20ms            | 1.00    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.02±0.1ms           | 2.19±0.1ms          | 1.08    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.90±0.3ms           | 5.83±0.4ms          | 0.99    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.18±0.1ms           | 2.19±0.09ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.18±0.08ms          | 2.21±0.08ms         | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 6.05±0.2ms           | 6.09±0.4ms          | 1.01    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.14±0.09ms          | 2.18±0.1ms          | 1.02    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 342±5ms              | 351±6ms             | 1.03    | load.ManyCubes.time_many_cube_load                                                          |
|          | 91.3±1ms             | 91.7±2ms            | 1.00    | load.ManyVars.time_many_var_load                                                            |
|          | 9.71±0.2ms           | 10.4±0.4ms          | 1.07    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.89±0.1ms           | 10.2±0.6ms          | 1.03    | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.48±0.01s           | 1.55±0.03s          | 1.04    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.49±0.03s           | 1.56±0.03s          | 1.05    | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.18±0.08ms          | 5.27±0.3ms          | 1.02    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.18±0.06ms          | 5.23±0.2ms          | 1.01    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.80±0.3ms           | 9.26±0.4ms          | 1.05    | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.46±0.2ms           | 5.60±0.2ms          | 1.03    | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.02s           | 1.53±0.04s          | 1.03    | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 422±8ms              | 430±6ms             | 1.02    | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.28±0.2ms           | 4.36±0.3ms          | 1.02    | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.16±0.3ms           | 4.30±0.3ms          | 1.03    | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 153±2ms              | 161±5ms             | 1.05    | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 16.9±1ms             | 17.7±0.4ms          | 1.04    | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 155±2ms              | 160±2ms             | 1.03    | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 30.7±0.8ms           | 32.6±1ms            | 1.06    | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.8±1ms             | 17.5±1ms            | 1.04    | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.7±1ms             | 32.3±0.7ms          | 1.02    | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 22.0±0.4ms           | 23.3±0.6ms          | 1.06    | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 54.6±0.3ms           | 58.1±1ms            | 1.06    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.8±0.6ms           | 12.0±0.3ms          | 1.02    | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 21.9±1ms             | 23.7±0.3ms          | 1.08    | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 21.4±2ms             | 23.5±0.4ms          | 1.10    | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 21.6±1ms             | 23.7±0.5ms          | 1.09    | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.0±0.9ms           | 12.5±0.4ms          | 1.14    | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 14.5±1ms             | 15.5±0.7ms          | 1.06    | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.3±0.9ms           | 24.7±0.9ms          | 1.06    | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 65.9±2ms             | 68.9±1ms            | 1.04    | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 24.1±0.6ms           | 24.6±0.4ms          | 1.02    | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.5±0.6ms           | 26.9±0.3ms          | 1.06    | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 6.12±0.2ms           | 6.11±0.2ms          | 1.00    | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 9.28±0.8ms           | 9.38±0.5ms          | 1.01    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 45.0±2ms             | 43.2±4ms            | 0.96    | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 808±20ms             | 809±10ms            | 1.00    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.45±0.04s           | 1.41±0.04s          | 0.97    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 452±20ms             | 452±10ms            | 1.00    | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.43±0.01G          | 1.00    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±4M               | 121±7M              | 1.09    | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 36.0±3ms             | 37.9±2ms            | 1.05    | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           | 1.00    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 368±3ns              | 372±2ns             | 1.01    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 228±1ms              | 201±2ms             | 0.88    | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 772±0.5k             | 771±0.7k            | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(50)       |
|          | 60.2±0M              | 60.2±0M             | 1.00    | mesh.utils.regions_combine.CombineRegionsComputeRealData.tracemalloc_compute_data(500)      |
|          | 18.9±0.6ms           | 19.5±0.7ms          | 1.03    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 23.9±0.9ms           | 23.2±0.7ms          | 0.97    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.09M           | 1.23±0M             | 0.97    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.09M             | 25±0M               | 1.00    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 185±10ms             | 181±3ms             | 0.98    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 713±10ms             | 668±10ms            | 0.94    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.51±0.02M           | 1.62±0.04M          | 1.08    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.02M           | 96.6±0.03M          | 1.00    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 126±7ms              | 128±4ms             | 1.02    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 630±20ms             | 617±10ms            | 0.98    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.53±0.02M          | 1.07    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.4±0.03M           | 96.5±0.03M          | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(500)                     |
|          | 2.1752849999999997   | 2.1752849999999997  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(50)                  |
|          | 216.01528499999998   | 216.01528499999998  | 1.00    | mesh.utils.regions_combine.CombineRegionsSaveData.track_filesize_saved(500)                 |
|          | 6.44±0.2ms           | 6.61±0.3ms          | 1.03    | plot.AuxSort.time_aux_sort                                                                  |
|          | 79.8±3ms             | 82.7±3ms            | 1.04    | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              | 1.00    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 108±7ms              | 108±6ms             | 1.00    | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 58.9±1ms             | 67.5±2ms            | 1.15    | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.1M             | 107±0.3M            | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           | 1.00    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.85±0.4ms           | 6.76±0.8ms          | 0.99    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 125±2ms              | 127±5ms             | 1.02    | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 48.5±1ms             | 48.2±1ms            | 1.00    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 555±10ms             | 552±20ms            | 0.99    | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 91.4±1ns             | 91.1±0.3ns          | 1.00    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 106±3ms              | 107±6ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 90.4±0.7ns           | 92.2±0.7ns          | 1.02    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 478±20ms             | 481±7ms             | 1.01    | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 30.5±0.3k           | 0.96    | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.63±0.2M            | 1.99±0.1M           | ~1.22   | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.9±0.4k            | 30.5±0.4k           | 0.95    | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 208±20M             | 0.92    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.0±2ms             | 40.2±0.8ms          | 1.06    | stats.PearsonR.time_lazy                                                                    |
|          | 9.40±0.5ms           | 9.37±0.5ms          | 1.00    | stats.PearsonR.time_real                                                                    |
|          | 29.3±0.7M            | 30.6±0.9M           | 1.05    | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0M             | 1.00    | stats.PearsonR.tracemalloc_real                                                             |
|          | 28.3±1ms             | 28.9±1ms            | 1.02    | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.3±2ms             | 63.6±1ms            | 1.00    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.04M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.77±0.05M          | 1.00    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [41414842]    | After [242ca87b]    |   Ratio | Benchmark (Parameter)               |
|----------|----------------------|---------------------|---------|-------------------------------------|
| +        | 186±4μs              | 224±3μs             |    1.21 | import_iris.Iris.time__constraints  |
| +        | 319±9μs              | 392±10μs            |    1.23 | import_iris.Iris.time_aux_factory   |
| +        | 168±7μs              | 203±5μs             |    1.21 | import_iris.Iris.time_common_mixin  |
| +        | 378±30μs             | 470±3μs             |    1.24 | import_iris.Iris.time_coord_systems |
| +        | 715±50μs             | 934±10μs            |    1.31 | import_iris.Iris.time_cube          |
| +        | 77.0±2μs             | 93.0±0.6μs          |    1.21 | iterate.IZip.time_izip              |

Generated by GHA run 21002407211

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⏱️ Performance Benchmark Report: 48ea84d

Performance shifts
| Change   | Before [41414842]    | After [48ea84dd]    |   Ratio | Benchmark (Parameter)                                             |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------|
| +        | 185±2μs              | 225±2μs             |    1.22 | import_iris.Iris.time__constraints                                |
| +        | 317±2μs              | 389±3μs             |    1.22 | import_iris.Iris.time_aux_factory                                 |
| +        | 168±1μs              | 202±2μs             |    1.21 | import_iris.Iris.time_common_mixin                                |
| +        | 377±6μs              | 456±3μs             |    1.21 | import_iris.Iris.time_coord_systems                               |
| +        | 704±10μs             | 939±20μs            |    1.33 | import_iris.Iris.time_cube                                        |
| +        | 442±10μs             | 537±20μs            |    1.21 | import_iris.Iris.time_fileformats_cf                              |
| +        | 136±2μs              | 168±30μs            |    1.23 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields |
| +        | 176±1μs              | 212±4μs             |    1.21 | import_iris.Iris.time_io_format_picker                            |
| +        | 77.3±0.7μs           | 95.9±1μs            |    1.24 | iterate.IZip.time_izip                                            |
| +        | 7.14±0.8ms           | 9.11±0.4ms          |    1.28 | load.ugrid.DataRealisation.time_realise_data(200000)              |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [41414842]    | After [48ea84dd]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.2±0.2ms           | 19.9±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.7±1ms             | 54.3±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.1±0.5ms           | 34.1±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 190±2ms              | 191±4ms             |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.2±0.2ms           | 22.1±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.7±0.5ms           | 33.8±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.3ms           | 22.5±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 33.0±0.6ms           | 33.5±0.5ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.2±0.1ms           | 19.9±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 46.3±1ms             | 46.2±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 130±1ms              | 130±0.8ms           |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 133±1ms              | 136±0.9ms           |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.1±0.2ms           | 21.0±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 49.9±2ms             | 49.3±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.4±0.2ms           | 22.2±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 58.1±1ms             | 58.6±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.1±0.2ms           | 20.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.5±0.7ms           | 45.9±0.6ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.06±0.01s           | 1.09±0.01s          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.05±0.01s           | 1.09±0.01s          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 207±3ms              | 219±2ms             |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 375±8ms              | 384±6ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.1±0.3ms           | 21.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.7±0.3ms           | 31.9±0.5ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.4±0.2ms           | 21.5±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 59.7±0.9ms           | 59.7±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.4±0.1ms           | 22.1±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 63.5±1ms             | 63.3±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 21.9±0.3ms           | 22.0±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 59.8±1ms             | 60.4±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.70±0.06ms          | 7.83±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 23.8±0.4ms           | 23.9±0.2ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.3±0.2ms           | 20.1±0.1ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 148±2ms              | 148±4ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.03±0.04ms          | 8.19±0.09ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.1±0.4ms           | 22.5±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.01±0.09ms          | 8.22±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.1±0.3ms           | 22.1±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.62±0.05ms          | 7.75±0.07ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.5±0.3ms           | 22.8±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.8±0.3ms           | 24.3±0.1ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 37.0±0.9ms           | 37.3±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 7.86±0.07ms          | 8.08±0.1ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 22.8±0.3ms           | 22.9±0.4ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 8.89±0.1ms           | 9.00±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 24.6±0.4ms           | 25.2±0.6ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.62±0.08ms          | 7.77±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.4±0.3ms           | 22.7±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 522±2ms              | 531±2ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 537±5ms              | 541±1ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.4±0.4ms           | 46.2±0.3ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 157±2ms              | 161±2ms             |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 7.93±0.08ms          | 8.06±0.1ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.8±0.4ms           | 22.4±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 7.95±0.1ms           | 8.06±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.2±0.3ms           | 24.5±0.3ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.15±0.07ms          | 8.27±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 23.8±0.4ms           | 24.3±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.16±0.09ms          | 8.23±0.08ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.8±0.4ms           | 23.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.7±0.2ms           | 21.3±0.1ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 84.3±1ms             | 84.8±1ms            |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 21.6±0.3ms           | 21.4±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 94.6±1ms             | 96.5±0.5ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.4±0.2ms           | 20.3±0.2ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.8±1ms             | 56.5±0.6ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.15±0.1ms           | 8.26±0.1ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 28.6±0.6ms           | 28.8±0.7ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.01±0.1ms           | 8.31±0.2ms          |    1.04 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.7±0.7ms           | 30.6±0.4ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.81±0.09ms          | 7.92±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.2±0.4ms           | 24.4±0.5ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 220±0.8ms            | 227±1ms             |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 302±3ms              | 316±6ms             |    1.05 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.09±0.01ms          | 1.12±0.01ms         |    1.02 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 380±4μs              | 397±5μs             |    1.04 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.92±0.02ms          | 2.03±0.03ms         |    1.06 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.35±0.01ms          | 1.41±0.02ms         |    1.05 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 82.5±1ms             | 80.3±2ms            |    0.97 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.2±0.5ms           | 24.8±0.9ms          |    1.03 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 94.7±2ms             | 94.7±2ms            |    1    | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.5±0.2μs           | 16.9±0.1μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 85.6±2ms             | 86.4±1ms            |    1.01 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 27.7±0.3ms           | 27.1±1ms            |    0.98 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 100±2ms              | 100±2ms             |    1    | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.5±0.1μs           | 16.8±0.2μs          |    1.02 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 188±2ms              | 190±3ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 79.5±1ms             | 80.6±2ms            |    1.01 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 218±3ms              | 220±4ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 49.9±0.5μs           | 53.0±0.4μs          |    1.06 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 282±4ms              | 289±7ms             |    1.02 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 175±3ms              | 179±2ms             |    1.02 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 313±4ms              | 319±5ms             |    1.02 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 359±5μs              | 374±6μs             |    1.04 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 805±2μs              | 945±10μs            |    1.17 | import_iris.Iris.time__concatenate                                                          |
|          | 116±2μs              | 133±2μs             |    1.15 | import_iris.Iris.time__data_manager                                                         |
|          | 91.3±0.7μs           | 96.8±0.8μs          |    1.06 | import_iris.Iris.time__deprecation                                                          |
|          | 165±2μs              | 171±2μs             |    1.04 | import_iris.Iris.time__lazy_data                                                            |
|          | 900±5μs              | 1.06±0.01ms         |    1.18 | import_iris.Iris.time__merge                                                                |
|          | 73.5±1μs             | 73.0±1μs            |    0.99 | import_iris.Iris.time__representation                                                       |
|          | 614±10μs             | 711±10μs            |    1.16 | import_iris.Iris.time_analysis                                                              |
|          | 141±1μs              | 150±2μs             |    1.06 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±0.7μs            | 107±1μs             |    0.99 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 245±2μs              | 277±4μs             |    1.13 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 192±2μs              | 215±3μs             |    1.12 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 111±1μs              | 126±2μs             |    1.14 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±3μs              | 137±2μs             |    0.99 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 325±6μs              | 344±5μs             |    1.06 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 93.8±1μs             | 89.8±4μs            |    0.96 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 214±2μs              | 226±3μs             |    1.06 | import_iris.Iris.time_analysis_maths                                                        |
|          | 95.2±2μs             | 95.3±3μs            |    1    | import_iris.Iris.time_analysis_stats                                                        |
|          | 173±5μs              | 190±4μs             |    1.1  | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 79.7±0.4μs           | 79.1±2μs            |    0.99 | import_iris.Iris.time_common                                                                |
|          | 159±1μs              | 187±2μs             |    1.18 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.33±0.01ms          | 1.53±0.02ms         |    1.15 | import_iris.Iris.time_common_metadata                                                       |
|          | 1.14±0.01ms          | 1.27±0.02ms         |    1.11 | import_iris.Iris.time_common_resolve                                                        |
|          | 195±0.8μs            | 218±0.8μs           |    1.12 | import_iris.Iris.time_config                                                                |
|          | 127±1μs              | 131±2μs             |    1.03 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 766±3μs              | 898±20μs            |    1.17 | import_iris.Iris.time_coords                                                                |
|          | 259±4μs              | 281±5μs             |    1.08 | import_iris.Iris.time_exceptions                                                            |
|          | 73.6±0.3μs           | 71.5±4μs            |    0.97 | import_iris.Iris.time_experimental                                                          |
|          | 176±1μs              | 176±2μs             |    1    | import_iris.Iris.time_fileformats                                                           |
|          | 255±2μs              | 291±2μs             |    1.14 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.59±0.02ms          | 2.62±0.05ms         |    1.01 | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.7±0.2μs           | 74.5±2μs            |    0.98 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 113±1μs              | 123±5μs             |    1.09 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 4.72±0.04ms          | 4.73±0.05ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 73.0±0.9μs           | 70.8±2μs            |    0.97 | import_iris.Iris.time_fileformats_name                                                      |
|          | 251±2μs              | 269±4μs             |    1.07 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 112±1μs              | 116±2μs             |    1.03 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 121±1μs              | 130±2μs             |    1.08 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 209±2μs              | 208±4μs             |    0.99 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 788±6μs              | 895±9μs             |    1.14 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 181±1μs              | 176±4μs             |    0.97 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 139±2μs              | 134±6μs             |    0.97 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 544±6μs              | 605±20μs            |    1.11 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 218±0.7μs            | 253±2μs             |    1.16 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 80.2±0.6μs           | 78.7±1μs            |    0.98 | import_iris.Iris.time_fileformats_um                                                        |
|          | 156±0.9μs            | 171±6μs             |    1.09 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 72.5±0.3μs           | 72.5±1μs            |    1    | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.9±1μs             | 77.7±2μs            |    0.99 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 949±10μs             | 975±10μs            |    1.03 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±1μs              | 143±2μs             |    1.04 | import_iris.Iris.time_io                                                                    |
|          | 210±2μs              | 216±3μs             |    1.03 | import_iris.Iris.time_iris                                                                  |
|          | 125±0.5μs            | 137±2μs             |    1.1  | import_iris.Iris.time_iterate                                                               |
|          | 8.28±0.1ms           | 8.19±0.09ms         |    0.99 | import_iris.Iris.time_palette                                                               |
|          | 1.78±0.01ms          | 1.80±0.01ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 217±3μs              | 229±3μs             |    1.05 | import_iris.Iris.time_quickplot                                                             |
|          | 2.22±0.07ms          | 2.12±0.04ms         |    0.96 | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.02ms          | 1.85±0.02ms         |    1.02 | import_iris.Iris.time_symbols                                                               |
|          | 40.5±2ms             | 40.7±0.7ms          |    1.01 | import_iris.Iris.time_tests                                                                 |
|          | 253±5μs              | 238±3μs             |    0.94 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.13±0.04ms          | 5.02±0.04ms         |    0.98 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 121±2μs              | 120±1μs             |    0.99 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.66±0.01ms          | 2.68±0.01ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 556±6μs              | 553±7μs             |    1    | import_iris.Iris.time_third_party_numpy                                                     |
|          | 167±3μs              | 169±2μs             |    1.01 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 98.0±0.6μs           | 112±1μs             |    1.14 | import_iris.Iris.time_time                                                                  |
|          | 851±5μs              | 885±20μs            |    1.04 | import_iris.Iris.time_util                                                                  |
|          | 9.81±0.2ms           | 9.92±0.09ms         |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 18.8±0.4ms           | 18.8±0.4ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.78±0.04ms          | 9.97±0.06ms         |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.66±0.08ms          | 9.96±0.1ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.4±0.2ms           | 15.5±0.1ms          |    1.01 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.76±0.1ms           | 10.00±0.03ms        |    1.02 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.46±0.02s           | 1.52±0.01s          |    1.04 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.5±0.1ms           | 14.6±0.1ms          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.49±0.01s           | 1.54±0.01s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.47±0.01s           | 1.51±0.02s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.4±0.1ms           | 14.4±0.2ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.51±0.01s           | 1.54±0.04s          |    1.01 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.21±0.1ms           | 5.24±0.09ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.1±0.2ms           | 14.2±0.1ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.17±0.04ms          | 5.26±0.08ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.17±0.03ms          | 5.19±0.1ms          |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 14.1±0.2ms           | 14.2±0.2ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.14±0.03ms          | 5.15±0.04ms         |    1    | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.5±0.9ms           | 25.0±1ms            |    1.06 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 27.0±0.4ms           | 27.4±0.8ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.0±0.8ms           | 12.0±1ms            |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.3±1ms             | 28.8±1ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 94.5±0.7ms           | 95.1±0.7ms          |    1.01 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.8±1ms             | 28.4±2ms            |    1.02 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 608±4ms              | 613±7ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.37±0.2ms           | 5.40±0.08ms         |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 609±5ms              | 613±4ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 620±4ms              | 622±3ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.40±0.03ms          | 5.48±0.1ms          |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 617±2ms              | 617±7ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.05±0.06ms          | 2.11±0.06ms         |    1.03 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.43±0.07ms          | 5.32±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.03±0.09ms          | 2.18±0.04ms         |    1.07 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.05±0.05ms          | 2.17±0.06ms         |    1.06 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.41±0.1ms           | 5.50±0.1ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.05±0.02ms          | 2.15±0.07ms         |    1.05 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 344±3ms              | 349±4ms             |    1.02 | load.ManyCubes.time_many_cube_load                                                          |
|          | 89.4±0.8ms           | 90.1±2ms            |    1.01 | load.ManyVars.time_many_var_load                                                            |
|          | 9.82±0.2ms           | 9.93±0.1ms          |    1.01 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.93±0.09ms          | 10.3±0.2ms          |    1.03 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.49±0.01s           | 1.55±0.01s          |    1.04 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.50±0.02s           | 1.55±0.02s          |    1.04 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.24±0.05ms          | 5.29±0.05ms         |    1.01 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.23±0.02ms          | 5.13±0.07ms         |    0.98 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.90±0.09ms          | 9.15±0.2ms          |    1.03 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.52±0.1ms           | 5.70±0.09ms         |    1.03 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.01s           | 1.51±0.02s          |    1.02 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 414±3ms              | 427±4ms             |    1.03 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.27±0.02ms          | 4.35±0.04ms         |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.12±0.05ms          | 4.19±0.08ms         |    1.02 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 156±2ms              | 157±2ms             |    1.01 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.3±0.2ms           | 17.4±0.3ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 157±2ms              | 160±4ms             |    1.02 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.2±0.3ms           | 31.3±0.4ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 17.1±0.1ms           | 17.0±0.5ms          |    0.99 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.3±0.4ms           | 31.6±0.2ms          |    1.01 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 21.6±0.5ms           | 21.9±0.5ms          |    1.01 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 52.9±1ms             | 56.0±1ms            |    1.06 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.3±0.4ms           | 11.8±0.7ms          |    1.05 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 20.2±0.9ms           | 21.8±0.6ms          |    1.08 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 21.1±0.7ms           | 21.5±0.6ms          |    1.02 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 21.3±0.3ms           | 22.6±0.6ms          |    1.06 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.1±0.3ms           | 11.7±0.4ms          |    1.05 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 13.4±0.7ms           | 14.6±0.6ms          |    1.08 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.1±0.3ms           | 23.8±0.4ms          |    1.03 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 64.6±0.7ms           | 66.4±1ms            |    1.03 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 23.2±0.5ms           | 24.0±0.6ms          |    1.03 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 24.6±1ms             | 26.4±0.3ms          |    1.08 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.43±0.1ms           | 5.87±0.2ms          |    1.08 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 38.9±2ms             | 41.2±2ms            |    1.06 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 781±6ms              | 780±8ms             |    1    | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.35±0.03s           | 1.35±0.03s          |    1    | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 439±5ms              | 442±10ms            |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.43±0.01G          |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 121±7M              |    1.1  | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 34.0±2ms             | 32.6±2ms            |    0.96 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 360±3ns              | 380±3ns             |    1.06 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 228±1ms              | 202±2ms             |    0.89 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 771±0.6k            |    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)      |
|          | 19.1±0.2ms           | 19.1±0.3ms          |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.4±0.4ms           | 22.2±0.4ms          |    0.99 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.09M           | 1.23±0M             |    0.97 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.09M             | 25±0.01M            |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 177±2ms              | 175±2ms             |    0.99 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 671±6ms              | 654±8ms             |    0.97 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.46±0.02M           | 1.62±0.01M          |    1.11 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.1M            | 96.7±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 121±3ms              | 121±1ms             |    1    | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 615±6ms              | 583±3ms             |    0.95 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.03M           | 1.5±0.03M           |    1.05 | 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)                 |
|          | 6.42±0.03ms          | 6.53±0.04ms         |    1.02 | plot.AuxSort.time_aux_sort                                                                  |
|          | 74.7±3ms             | 77.6±4ms            |    1.04 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 109±4ms              | 111±4ms             |    1.02 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 55.2±5ms             | 65.0±1ms            |    1.18 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.1M             | 107±0.3M            |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.95±0.1ms           | 6.89±0.1ms          |    0.99 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 122±1ms              | 125±2ms             |    1.02 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 45.0±0.4ms           | 45.4±0.4ms          |    1.01 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 517±5ms              | 521±3ms             |    1.01 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 90.7±0.4ns           | 90.5±0.6ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 102±4ms              | 105±3ms             |    1.02 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 90.1±0.4ns           | 91.2±0.7ns          |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 457±8ms              | 462±6ms             |    1.01 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 30.5±0.4k           |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.75±0.1M            | 1.91±0.1M           |    1.09 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.4k            | 30.5±0.4k           |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 225±20M              | 191±20M             |    0.85 | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.9±0.6ms           | 39.1±0.4ms          |    1.01 | stats.PearsonR.time_lazy                                                                    |
|          | 9.43±0.3ms           | 9.24±0.2ms          |    0.98 | stats.PearsonR.time_real                                                                    |
|          | 28.9±0.9M            | 30.6±1M             |    1.06 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0M             |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 27.7±0.6ms           | 27.3±0.4ms          |    0.99 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.3±0.5ms           | 61.8±1ms            |    0.98 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.04M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.77±0.05M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [41414842]    | After [48ea84dd]    |   Ratio | Benchmark (Parameter)                                             |
|----------|----------------------|---------------------|---------|-------------------------------------------------------------------|
| +        | 185±2μs              | 225±2μs             |    1.22 | import_iris.Iris.time__constraints                                |
| +        | 317±2μs              | 389±3μs             |    1.22 | import_iris.Iris.time_aux_factory                                 |
| +        | 168±1μs              | 202±2μs             |    1.21 | import_iris.Iris.time_common_mixin                                |
| +        | 377±6μs              | 456±3μs             |    1.21 | import_iris.Iris.time_coord_systems                               |
| +        | 704±10μs             | 939±20μs            |    1.33 | import_iris.Iris.time_cube                                        |
| +        | 442±10μs             | 537±20μs            |    1.21 | import_iris.Iris.time_fileformats_cf                              |
| +        | 136±2μs              | 168±30μs            |    1.23 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields |
| +        | 176±1μs              | 212±4μs             |    1.21 | import_iris.Iris.time_io_format_picker                            |
| +        | 77.3±0.7μs           | 95.9±1μs            |    1.24 | iterate.IZip.time_izip                                            |
| +        | 7.14±0.8ms           | 9.11±0.4ms          |    1.28 | load.ugrid.DataRealisation.time_realise_data(200000)              |

Generated by GHA run 21069196234

@ukmo-ccbunney
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@pp-mo - the following changes were made to get the CI working without geovista in the py314 lockfile:

  • pytest:
    • pytest.importorskip calls added to package __init__.py files in the experimental.geovista unit and integration tests. This skips the whole package if geovista is not importable.
  • doctests:
    • autodoc_mock_imports = ["geovista", "pyvista"] added to conf.py to mock the geovista and pyvista imports so that doctest can import all modules without failure.
    • doctest_global_setup extended in conf.py to add a global gv variable that will be None if geovista is not importable.
    • :skipif: gv is None Sphinx directive added in operations.rst and geovista.py to optionally skip the doctests if gv is None. Note: This required adding explicit .. doctest:: blocks in geovista.py

Possible alternative to the above (w.r.t. doctests):

Bill and I have been chatting about the possibility of dynamically updating the docstring (__doc__) of the methods in iris.experimental.geovista.py at import time to specify the example test code (doctest-able) if geovista is available, or a note saying something along the lines of "This function is not available under python3.14" if not.

I've run out of time to explore this further now, but if you think it sounds doable, then I'll have a play next week.

@ukmo-ccbunney ukmo-ccbunney marked this pull request as ready for review January 16, 2026 16:50
@ukmo-ccbunney
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Also, something else to consider is that we only run doctest for the newest python version, so the doctests for geovista are not being run at all at the momnet.

Should we consider adding in a doctests (py3.13) for the time being too to get complete doctest coverage?

@trexfeathers
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trexfeathers commented Jan 16, 2026

Should we consider adding in a doctests (py3.13) for the time being too to get complete doctest coverage?

A temporary switch to only Python 3.13 for doctests would be my favoured approach, so long as we've captured it in an issue for future.

@github-actions
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⏱️ Performance Benchmark Report: 0937e7d

Performance shifts
| Change   | Before [41414842]    | After [0937e7d6]    |   Ratio | Benchmark (Parameter)                                              |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------|
| +        | 184±1μs              | 223±2μs             |    1.21 | import_iris.Iris.time__constraints                                 |
| +        | 315±2μs              | 395±6μs             |    1.25 | import_iris.Iris.time_aux_factory                                  |
| +        | 158±0.8μs            | 190±4μs             |    1.2  | import_iris.Iris.time_common_lenient                               |
| +        | 168±2μs              | 202±0.8μs           |    1.21 | import_iris.Iris.time_common_mixin                                 |
| +        | 379±3μs              | 456±2μs             |    1.2  | import_iris.Iris.time_coord_systems                                |
| +        | 703±5μs              | 930±20μs            |    1.32 | import_iris.Iris.time_cube                                         |
| +        | 176±2μs              | 213±2μs             |    1.21 | import_iris.Iris.time_io_format_picker                             |
| +        | 53.7±3ms             | 64.9±0.4ms          |    1.21 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [41414842]    | After [0937e7d6]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.6±0.5ms           | 20.3±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.2±2ms             | 53.4±0.8ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.3±0.7ms           | 34.3±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 190±9ms              | 189±1ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.5±0.6ms           | 22.4±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 33.2±0.9ms           | 33.6±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.6±0.4ms           | 22.4±0.1ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 32.9±0.9ms           | 33.9±0.3ms          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.3±0.6ms           | 20.2±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 45.7±2ms             | 46.0±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 132±3ms              | 131±2ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 133±2ms              | 138±2ms             |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.4±0.2ms           | 21.1±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 51.4±2ms             | 49.7±0.6ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 22.7±0.1ms           | 22.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 59.6±1ms             | 59.3±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.3±0.3ms           | 20.3±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 46.6±1ms             | 46.2±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.06±0s              | 1.08±0.01s          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.05±0.01s           | 1.08±0.01s          |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 205±4ms              | 217±3ms             |    1.06 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 372±6ms              | 388±9ms             |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.4±0.5ms           | 21.5±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 31.7±0.9ms           | 32.0±0.6ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 21.7±0.3ms           | 21.5±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 61.3±2ms             | 60.0±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.5±0.5ms           | 22.5±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 64.3±2ms             | 63.9±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.4±0.7ms           | 22.3±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 60.8±2ms             | 59.8±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 7.83±0.09ms          | 8.00±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.0±0.5ms           | 23.6±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 19.7±0.3ms           | 20.0±0.2ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 148±10ms             | 148±3ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.22±0.2ms           | 8.30±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 22.2±1ms             | 22.0±0.7ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.20±0.2ms           | 8.28±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 22.2±0.6ms           | 21.9±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.80±0.2ms           | 7.82±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 22.4±0.7ms           | 22.2±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 24.9±0.5ms           | 24.7±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 38.4±1ms             | 37.5±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.11±0.2ms           | 8.15±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 23.1±0.3ms           | 22.7±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.03±0.2ms           | 9.10±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.5±0.5ms           | 25.0±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.72±0.2ms           | 7.87±0.06ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 22.3±1ms             | 22.4±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 524±3ms              | 528±1ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 538±3ms              | 539±5ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 44.7±0.4ms           | 46.4±0.4ms          |    1.04 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 156±9ms              | 157±2ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.10±0.2ms           | 8.15±0.08ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 21.7±0.7ms           | 21.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.16±0.1ms           | 8.13±0.06ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 24.4±0.9ms           | 24.4±0.5ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.40±0.1ms           | 8.24±0.1ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 24.0±0.8ms           | 24.0±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.27±0.1ms           | 8.40±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 23.6±0.5ms           | 23.8±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 21.9±0.2ms           | 21.8±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 85.1±3ms             | 85.3±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 21.9±0.7ms           | 21.8±0.1ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 94.0±2ms             | 97.6±0.5ms          |    1.04 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.6±0.2ms           | 20.6±0.2ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 55.7±2ms             | 56.9±1ms            |    1.02 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.34±0.1ms           | 8.50±0.09ms         |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 29.1±1ms             | 28.8±0.7ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.13±0.2ms           | 8.33±0.1ms          |    1.02 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 30.9±1ms             | 30.7±0.4ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.97±0.1ms           | 8.08±0.07ms         |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 24.5±0.9ms           | 24.6±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 218±1ms              | 226±2ms             |    1.04 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 301±10ms             | 309±4ms             |    1.03 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.10±0.01ms          | 1.16±0.02ms         |    1.05 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 383±4μs              | 391±10μs            |    1.02 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.95±0.03ms          | 2.06±0.03ms         |    1.06 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.37±0.01ms          | 1.45±0.03ms         |    1.06 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 82.8±2ms             | 82.3±2ms            |    0.99 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.4±0.3ms           | 24.2±0.5ms          |    0.99 | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 96.5±1ms             | 95.6±2ms            |    0.99 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.5±0.1μs           | 16.9±0.2μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 88.6±2ms             | 85.1±1ms            |    0.96 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 28.8±1ms             | 26.5±0.5ms          |    0.92 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 103±2ms              | 99.8±2ms            |    0.97 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.7±0.2μs           | 17.1±0.2μs          |    1.03 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 192±4ms              | 188±2ms             |    0.98 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 78.7±4ms             | 78.3±0.5ms          |    1    | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 213±4ms              | 214±2ms             |    1.01 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 51.4±1μs             | 56.0±0.9μs          |    1.09 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 286±7ms              | 279±2ms             |    0.98 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 174±4ms              | 170±2ms             |    0.98 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 318±8ms              | 306±4ms             |    0.96 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 357±3μs              | 380±9μs             |    1.06 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 816±20μs             | 961±20μs            |    1.18 | import_iris.Iris.time__concatenate                                                          |
|          | 115±1μs              | 134±0.8μs           |    1.17 | import_iris.Iris.time__data_manager                                                         |
|          | 90.7±0.4μs           | 97.7±0.6μs          |    1.08 | import_iris.Iris.time__deprecation                                                          |
|          | 163±4μs              | 174±1μs             |    1.07 | import_iris.Iris.time__lazy_data                                                            |
|          | 904±8μs              | 1.07±0ms            |    1.18 | import_iris.Iris.time__merge                                                                |
|          | 73.9±0.7μs           | 73.2±1μs            |    0.99 | import_iris.Iris.time__representation                                                       |
|          | 606±3μs              | 704±6μs             |    1.16 | import_iris.Iris.time_analysis                                                              |
|          | 140±2μs              | 148±0.9μs           |    1.06 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 105±1μs              | 106±0.7μs           |    1.01 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 248±10μs             | 279±2μs             |    1.13 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 194±5μs              | 211±1μs             |    1.09 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 112±1μs              | 125±2μs             |    1.11 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 137±4μs              | 137±1μs             |    1    | import_iris.Iris.time_analysis_calculus                                                     |
|          | 322±2μs              | 349±2μs             |    1.08 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 90.2±0.7μs           | 90.8±2μs            |    1.01 | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 210±2μs              | 226±2μs             |    1.08 | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.0±0.5μs           | 93.7±1μs            |    1    | import_iris.Iris.time_analysis_stats                                                        |
|          | 169±3μs              | 192±2μs             |    1.14 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 79.8±0.5μs           | 81.9±0.8μs          |    1.03 | import_iris.Iris.time_common                                                                |
|          | 1.33±0.04ms          | 1.53±0.02ms         |    1.15 | import_iris.Iris.time_common_metadata                                                       |
|          | 1.15±0.03ms          | 1.26±0.01ms         |    1.1  | import_iris.Iris.time_common_resolve                                                        |
|          | 201±3μs              | 222±2μs             |    1.11 | import_iris.Iris.time_config                                                                |
|          | 126±2μs              | 133±3μs             |    1.05 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 769±3μs              | 912±5μs             |    1.19 | import_iris.Iris.time_coords                                                                |
|          | 253±3μs              | 281±4μs             |    1.11 | import_iris.Iris.time_exceptions                                                            |
|          | 73.1±0.3μs           | 75.1±0.8μs          |    1.03 | import_iris.Iris.time_experimental                                                          |
|          | 177±0.9μs            | 178±3μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 254±2μs              | 292±1μs             |    1.15 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.59±0.01ms          | 2.59±0.01ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 77.3±0.4μs           | 75.0±1μs            |    0.97 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 112±1μs              | 124±0.8μs           |    1.11 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 440±5μs              | 527±2μs             |    1.2  | import_iris.Iris.time_fileformats_cf                                                        |
|          | 4.74±0.1ms           | 4.72±0.06ms         |    1    | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.1±0.7μs           | 69.8±2μs            |    0.98 | import_iris.Iris.time_fileformats_name                                                      |
|          | 250±1μs              | 265±2μs             |    1.06 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 113±0.7μs            | 113±1μs             |    1.01 | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 119±0.9μs            | 134±1μs             |    1.13 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 207±2μs              | 208±1μs             |    1.01 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 793±10μs             | 900±10μs            |    1.14 | import_iris.Iris.time_fileformats_pp                                                        |
|          | 177±2μs              | 182±2μs             |    1.03 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 137±0.8μs            | 135±2μs             |    0.98 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 536±5μs              | 614±6μs             |    1.15 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 220±0.7μs            | 255±1μs             |    1.16 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.7±0.7μs           | 79.7±0.9μs          |    1    | import_iris.Iris.time_fileformats_um                                                        |
|          | 156±3μs              | 169±2μs             |    1.08 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 136±1μs              | 155±1μs             |    1.14 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 71.8±0.5μs           | 71.4±0.4μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 77.5±0.6μs           | 78.2±0.9μs          |    1.01 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 950±3μs              | 973±3μs             |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 137±1μs              | 143±0.9μs           |    1.04 | import_iris.Iris.time_io                                                                    |
|          | 210±1μs              | 219±1μs             |    1.05 | import_iris.Iris.time_iris                                                                  |
|          | 124±5μs              | 137±0.6μs           |    1.11 | import_iris.Iris.time_iterate                                                               |
|          | 7.99±0.09ms          | 8.22±0.05ms         |    1.03 | import_iris.Iris.time_palette                                                               |
|          | 1.78±0.02ms          | 1.79±0.01ms         |    1.01 | import_iris.Iris.time_plot                                                                  |
|          | 217±8μs              | 226±2μs             |    1.04 | import_iris.Iris.time_quickplot                                                             |
|          | 2.18±0.08ms          | 2.12±0.03ms         |    0.98 | import_iris.Iris.time_std_names                                                             |
|          | 1.81±0.02ms          | 1.84±0.01ms         |    1.02 | import_iris.Iris.time_symbols                                                               |
|          | 143±2ms              | 140±1ms             |    0.98 | import_iris.Iris.time_tests                                                                 |
|          | 251±2μs              | 238±0.8μs           |    0.95 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.07±0.08ms          | 5.03±0.03ms         |    0.99 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 121±3μs              | 122±1μs             |    1.01 | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.64±0.02ms          | 2.69±0.01ms         |    1.02 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 550±3μs              | 557±3μs             |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 167±1μs              | 173±3μs             |    1.04 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.2±1μs             | 111±1μs             |    1.12 | import_iris.Iris.time_time                                                                  |
|          | 848±5μs              | 883±9μs             |    1.04 | import_iris.Iris.time_util                                                                  |
|          | 78.5±0.8μs           | 94.0±2μs            |    1.2  | iterate.IZip.time_izip                                                                      |
|          | 9.67±0.06ms          | 10.4±0.2ms          |    1.08 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 18.8±0.3ms           | 18.8±0.4ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.75±0.08ms          | 10.2±0.1ms          |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.63±0.1ms           | 10.4±0.1ms          |    1.08 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 15.7±0.4ms           | 15.5±0.1ms          |    0.99 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.73±0.05ms          | 10.2±0.03ms         |    1.04 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.46±0.01s           | 1.52±0.01s          |    1.04 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 14.6±0.1ms           | 14.4±0.1ms          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.48±0.01s           | 1.54±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.47±0.01s           | 1.54±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 14.4±0.1ms           | 14.4±0.2ms          |    1    | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.48±0.01s           | 1.54±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.11±0.01ms          | 5.31±0.02ms         |    1.04 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.2±0.3ms           | 14.0±0.2ms          |    0.99 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.15±0.04ms          | 5.24±0.04ms         |    1.02 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.21±0.1ms           | 5.34±0.02ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 14.1±0.3ms           | 14.2±0.07ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.18±0.04ms          | 5.25±0.02ms         |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.2±1ms             | 27.2±0.5ms          |    1.17 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 25.9±0.5ms           | 25.4±0.5ms          |    0.98 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 12.7±1ms             | 11.7±1ms            |    0.92 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 27.2±2ms             | 28.3±2ms            |    1.04 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 95.6±0.4ms           | 94.8±0.5ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.7±1ms             | 27.9±0.8ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 604±8ms              | 604±6ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.30±0.03ms          | 5.32±0.07ms         |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 604±3ms              | 603±7ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 615±2ms              | 617±9ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.49±0.2ms           | 5.33±0.07ms         |    0.97 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 616±4ms              | 615±5ms             |    1    | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.09±0.09ms          | 2.08±0.05ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 5.45±0.09ms          | 5.35±0.1ms          |    0.98 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.15±0.09ms          | 2.18±0.06ms         |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.08±0.05ms          | 2.08±0.07ms         |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.45±0.1ms           | 5.39±0.09ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.16±0.06ms          | 2.18±0.06ms         |    1.01 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 338±5ms              | 351±6ms             |    1.04 | load.ManyCubes.time_many_cube_load                                                          |
|          | 89.4±2ms             | 89.5±1ms            |    1    | load.ManyVars.time_many_var_load                                                            |
|          | 9.83±0.05ms          | 10.2±0.05ms         |    1.04 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.81±0.1ms           | 10.3±0.02ms         |    1.06 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.48±0.01s           | 1.54±0.02s          |    1.04 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.49±0.01s           | 1.55±0.01s          |    1.04 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.22±0.02ms          | 5.32±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.21±0.02ms          | 5.23±0.02ms         |    1    | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.88±0.2ms           | 9.24±0.08ms         |    1.04 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.52±0.02ms          | 5.66±0.1ms          |    1.03 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.48±0.02s           | 1.54±0.01s          |    1.04 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 417±5ms              | 422±3ms             |    1.01 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.31±0.02ms          | 4.45±0.02ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.17±0.04ms          | 4.29±0.05ms         |    1.03 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 153±0.5ms            | 157±1ms             |    1.03 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.0±0.6ms           | 17.1±0.1ms          |    1.01 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 156±3ms              | 158±0.9ms           |    1.02 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.1±0.1ms           | 32.1±0.3ms          |    1.03 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.6±0.2ms           | 17.0±0.09ms         |    1.02 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.2±0.5ms           | 32.0±0.2ms          |    1.03 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 20.7±1ms             | 21.2±0.3ms          |    1.02 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 53.9±2ms             | 53.8±0.3ms          |    1    | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 10.9±0.8ms           | 11.1±0.2ms          |    1.01 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 20.5±2ms             | 20.6±0.4ms          |    1.01 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 21.0±1ms             | 21.2±0.3ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 21.8±0.9ms           | 21.4±0.3ms          |    0.98 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.8±0.7ms           | 11.0±0.2ms          |    0.93 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 15.3±0.6ms           | 13.5±0.2ms          |    0.88 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 23.3±0.4ms           | 23.1±0.2ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 65.1±4ms             | 64.6±0.7ms          |    0.99 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 23.1±2ms             | 23.5±0.2ms          |    1.02 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.0±0.8ms           | 24.6±0.4ms          |    0.99 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 5.29±0.5ms           | 5.24±0.04ms         |    0.99 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 8.31±1ms             | 8.30±0.06ms         |    1    | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 39.8±4ms             | 36.5±0.6ms          |    0.92 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 784±10ms             | 769±8ms             |    0.98 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.40±0.04s           | 1.35±0.02s          |    0.97 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 444±20ms             | 449±10ms            |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.43±0.01G          |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 120±5M              |    1.09 | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 33.2±1ms             | 33.5±2ms            |    1.01 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 358±3ns              | 395±3ns             |    1.1  | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 229±1ms              | 201±2ms             |    0.88 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 772±0.5k             | 771±0.7k            |    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           | 19.5±0.3ms          |    1.04 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.0±0.5ms           | 22.7±0.4ms          |    1.03 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.09M           | 1.23±0M             |    0.97 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.09M             | 25±0M               |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 179±4ms              | 174±1ms             |    0.97 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 669±5ms              | 643±5ms             |    0.96 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.46±0.02M           | 1.64±0.01M          |    1.12 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.03M           | 96.7±0.03M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 118±1ms              | 120±0.7ms           |    1.01 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 607±10ms             | 582±3ms             |    0.96 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.41±0.03M           | 1.5±0.05M           |    1.07 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.4±0.04M           | 96.6±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)                 |
|          | 6.46±0.2ms           | 6.54±0.03ms         |    1.01 | plot.AuxSort.time_aux_sort                                                                  |
|          | 79.9±2ms             | 80.3±0.8ms          |    1.01 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 108±6ms              | 111±3ms             |    1.03 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 107±0.1M             | 107±0.2M            |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 6.67±0.5ms           | 6.69±0.03ms         |    1    | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 124±5ms              | 122±1ms             |    0.98 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 44.9±0.7ms           | 44.8±0.5ms          |    1    | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 532±8ms              | 522±5ms             |    0.98 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 90.6±0.3ns           | 94.0±0.7ns          |    1.04 | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 103±4ms              | 102±1ms             |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 91.2±0.4ns           | 93.6±0.6ns          |    1.03 | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 466±6ms              | 463±5ms             |    0.99 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 30.4±0.3k           |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.85±0.1M            | 1.76±0.1M           |    0.95 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.9±0.4k            | 30.4±0.4k           |    0.95 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 208±20M              | 208±10M             |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.6±0.7ms           | 38.8±0.5ms          |    1    | stats.PearsonR.time_lazy                                                                    |
|          | 9.48±0.2ms           | 9.05±0.1ms          |    0.95 | stats.PearsonR.time_real                                                                    |
|          | 29.4±0.7M            | 30.6±2M             |    1.04 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0M             |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 27.5±0.4ms           | 26.3±0.6ms          |    0.96 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.3±1ms             | 60.1±0.9ms          |    0.95 | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.04M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.77±0.05M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [41414842]    | After [0937e7d6]    |   Ratio | Benchmark (Parameter)                                              |
|----------|----------------------|---------------------|---------|--------------------------------------------------------------------|
| +        | 184±1μs              | 223±2μs             |    1.21 | import_iris.Iris.time__constraints                                 |
| +        | 315±2μs              | 395±6μs             |    1.25 | import_iris.Iris.time_aux_factory                                  |
| +        | 158±0.8μs            | 190±4μs             |    1.2  | import_iris.Iris.time_common_lenient                               |
| +        | 168±2μs              | 202±0.8μs           |    1.21 | import_iris.Iris.time_common_mixin                                 |
| +        | 379±3μs              | 456±2μs             |    1.2  | import_iris.Iris.time_coord_systems                                |
| +        | 703±5μs              | 930±20μs            |    1.32 | import_iris.Iris.time_cube                                         |
| +        | 176±2μs              | 213±2μs             |    1.21 | import_iris.Iris.time_io_format_picker                             |
| +        | 53.7±3ms             | 64.9±0.4ms          |    1.21 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid |

Generated by GHA run 21073004028

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⏱️ Performance Benchmark Report: cf25ec3

Performance shifts
| Change   | Before [41414842]    | After [cf25ec31]    |   Ratio | Benchmark (Parameter)                |
|----------|----------------------|---------------------|---------|--------------------------------------|
| +        | 187±5μs              | 225±1μs             |    1.2  | import_iris.Iris.time__constraints   |
| +        | 321±5μs              | 402±7μs             |    1.25 | import_iris.Iris.time_aux_factory    |
| +        | 729±20μs             | 939±10μs            |    1.29 | import_iris.Iris.time_cube           |
| +        | 452±20μs             | 550±10μs            |    1.22 | import_iris.Iris.time_fileformats_cf |
| +        | 77.3±0.9μs           | 93.6±0.6μs          |    1.21 | iterate.IZip.time_izip               |
Full benchmark results

Benchmarks that have stayed the same:

| Change   | Before [41414842]    | After [cf25ec31]    |   Ratio | Benchmark (Parameter)                                                                       |
|----------|----------------------|---------------------|---------|---------------------------------------------------------------------------------------------|
|          | 20.4±0.2ms           | 20.6±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(False)                              |
|          | 54.6±1ms             | 55.2±0.4ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_COUNT(True)                               |
|          | 34.9±0.8ms           | 34.8±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(False)                    |
|          | 195±9ms              | 199±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_FAST_PERCENTILE(True)                     |
|          | 22.5±0.6ms           | 22.9±0.3ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(False)                              |
|          | 34.1±1ms             | 34.7±0.4ms          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_GMEAN(True)                               |
|          | 22.7±0.3ms           | 22.8±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(False)                              |
|          | 34.9±1ms             | 34.8±0.4ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_HMEAN(True)                               |
|          | 20.9±0.6ms           | 20.5±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_MAX(False)                                |
|          | 47.2±3ms             | 47.2±0.9ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MAX(True)                                 |
|          | 133±6ms              | 132±3ms             |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(False)                            |
|          | 133±4ms              | 136±2ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_MAX_RUN(True)                             |
|          | 21.7±0.4ms           | 21.7±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(False)                               |
|          | 51.8±1ms             | 51.4±0.5ms          |    0.99 | aggregate_collapse.Aggregation.time_aggregated_by_MEAN(True)                                |
|          | 23.4±0.5ms           | 22.7±0.3ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(False)                             |
|          | 61.5±3ms             | 59.8±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MEDIAN(True)                              |
|          | 20.4±0.4ms           | 20.4±0.2ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_MIN(False)                                |
|          | 48.0±0.8ms           | 46.7±0.8ms          |    0.97 | aggregate_collapse.Aggregation.time_aggregated_by_MIN(True)                                 |
|          | 1.07±0.01s           | 1.10±0.01s          |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(False)                               |
|          | 1.05±0.01s           | 1.09±0.01s          |    1.04 | aggregate_collapse.Aggregation.time_aggregated_by_PEAK(True)                                |
|          | 212±2ms              | 218±2ms             |    1.03 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(False)                         |
|          | 374±9ms              | 381±5ms             |    1.02 | aggregate_collapse.Aggregation.time_aggregated_by_PERCENTILE(True)                          |
|          | 21.9±0.4ms           | 21.6±0.3ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(False)                         |
|          | 32.8±0.8ms           | 33.0±0.7ms          |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_PROPORTION(True)                          |
|          | 22.2±0.2ms           | 21.7±0.3ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(False)                                |
|          | 60.1±2ms             | 60.8±1ms            |    1.01 | aggregate_collapse.Aggregation.time_aggregated_by_RMS(True)                                 |
|          | 22.9±0.4ms           | 22.5±0.3ms          |    0.98 | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(False)                            |
|          | 64.2±2ms             | 64.4±0.6ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_STD_DEV(True)                             |
|          | 22.6±0.3ms           | 22.5±0.3ms          |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(False)                           |
|          | 60.0±0.5ms           | 60.0±1ms            |    1    | aggregate_collapse.Aggregation.time_aggregated_by_VARIANCE(True)                            |
|          | 8.01±0.08ms          | 7.94±0.08ms         |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(False)                               |
|          | 24.9±0.4ms           | 24.6±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_COUNT(True)                                |
|          | 20.4±0.2ms           | 20.2±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(False)                     |
|          | 164±4ms              | 161±4ms             |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_FAST_PERCENTILE(True)                      |
|          | 8.32±0.09ms          | 8.31±0.1ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(False)                               |
|          | 23.3±0.4ms           | 23.0±0.4ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_GMEAN(True)                                |
|          | 8.29±0.08ms          | 8.27±0.05ms         |    1    | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(False)                               |
|          | 23.0±0.4ms           | 22.5±0.7ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_HMEAN(True)                                |
|          | 7.80±0.09ms          | 7.85±0.09ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(False)                                 |
|          | 23.7±0.5ms           | 23.3±0.2ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MAX(True)                                  |
|          | 25.3±0.3ms           | 24.4±0.2ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(False)                             |
|          | 38.5±0.8ms           | 37.5±0.7ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MAX_RUN(True)                              |
|          | 8.03±0.1ms           | 8.09±0.05ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(False)                                |
|          | 24.2±0.5ms           | 23.6±0.3ms          |    0.97 | aggregate_collapse.Aggregation.time_collapsed_by_MEAN(True)                                 |
|          | 9.17±0.07ms          | 9.09±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(False)                              |
|          | 25.7±0.4ms           | 25.6±0.4ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_MEDIAN(True)                               |
|          | 7.77±0.1ms           | 7.84±0.08ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(False)                                 |
|          | 23.7±0.4ms           | 23.2±0.5ms          |    0.98 | aggregate_collapse.Aggregation.time_collapsed_by_MIN(True)                                  |
|          | 528±4ms              | 529±1ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(False)                                |
|          | 539±4ms              | 542±3ms             |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PEAK(True)                                 |
|          | 45.3±0.7ms           | 46.3±0.7ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(False)                          |
|          | 170±6ms              | 170±5ms             |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PERCENTILE(True)                           |
|          | 8.08±0.2ms           | 8.15±0.1ms          |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(False)                          |
|          | 22.5±0.9ms           | 22.5±0.3ms          |    1    | aggregate_collapse.Aggregation.time_collapsed_by_PROPORTION(True)                           |
|          | 8.04±0.1ms           | 8.22±0.05ms         |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(False)                                 |
|          | 25.4±0.8ms           | 25.2±0.3ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_RMS(True)                                  |
|          | 8.24±0.2ms           | 8.29±0.09ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(False)                             |
|          | 25.0±0.4ms           | 25.5±0.8ms          |    1.02 | aggregate_collapse.Aggregation.time_collapsed_by_STD_DEV(True)                              |
|          | 8.32±0.06ms          | 8.43±0.06ms         |    1.01 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(False)                            |
|          | 24.6±0.5ms           | 24.3±0.2ms          |    0.99 | aggregate_collapse.Aggregation.time_collapsed_by_VARIANCE(True)                             |
|          | 22.5±0.2ms           | 22.1±0.2ms          |    0.98 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(False)                     |
|          | 87.1±2ms             | 84.8±2ms            |    0.97 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_MEAN(True)                      |
|          | 22.7±0.6ms           | 22.1±0.3ms          |    0.97 | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(False)                      |
|          | 96.6±2ms             | 96.6±1ms            |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_RMS(True)                       |
|          | 20.9±0.2ms           | 21.0±0.1ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(False)                      |
|          | 56.7±1ms             | 56.9±0.8ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_aggregated_by_SUM(True)                       |
|          | 8.35±0.07ms          | 8.35±0.06ms         |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(False)                      |
|          | 30.2±0.6ms           | 29.9±0.5ms          |    0.99 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_MEAN(True)                       |
|          | 8.31±0.09ms          | 8.28±0.08ms         |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(False)                       |
|          | 31.4±0.8ms           | 31.4±0.4ms          |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_RMS(True)                        |
|          | 7.98±0.1ms           | 8.09±0.1ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(False)                       |
|          | 25.3±0.5ms           | 25.5±0.4ms          |    1.01 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_SUM(True)                        |
|          | 220±3ms              | 228±2ms             |    1.04 | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(False)               |
|          | 320±8ms              | 320±3ms             |    1    | aggregate_collapse.WeightedAggregation.time_w_collapsed_by_WPERCENTILE(True)                |
|          | 1.10±0.01ms          | 1.15±0.02ms         |    1.04 | cube.CubeCreation.time_create(False, 'construct')                                           |
|          | 376±4μs              | 398±5μs             |    1.06 | cube.CubeCreation.time_create(False, 'instantiate')                                         |
|          | 1.91±0.01ms          | 2.02±0.02ms         |    1.05 | cube.CubeCreation.time_create(True, 'construct')                                            |
|          | 1.39±0.02ms          | 1.43±0.01ms         |    1.03 | cube.CubeCreation.time_create(True, 'instantiate')                                          |
|          | 85.8±2ms             | 83.1±1ms            |    0.97 | cube.CubeEquality.time_equality(False, False, 'all_equal')                                  |
|          | 24.8±0.6ms           | 24.8±1ms            |    1    | cube.CubeEquality.time_equality(False, False, 'coord_inequality')                           |
|          | 98.2±1ms             | 97.3±2ms            |    0.99 | cube.CubeEquality.time_equality(False, False, 'data_inequality')                            |
|          | 16.4±0.1μs           | 16.9±0.3μs          |    1.03 | cube.CubeEquality.time_equality(False, False, 'metadata_inequality')                        |
|          | 90.9±2ms             | 88.8±1ms            |    0.98 | cube.CubeEquality.time_equality(False, True, 'all_equal')                                   |
|          | 29.0±0.8ms           | 27.1±0.4ms          |    0.93 | cube.CubeEquality.time_equality(False, True, 'coord_inequality')                            |
|          | 104±1ms              | 102±2ms             |    0.99 | cube.CubeEquality.time_equality(False, True, 'data_inequality')                             |
|          | 16.5±0.2μs           | 17.0±0.3μs          |    1.03 | cube.CubeEquality.time_equality(False, True, 'metadata_inequality')                         |
|          | 197±5ms              | 196±4ms             |    0.99 | cube.CubeEquality.time_equality(True, False, 'all_equal')                                   |
|          | 84.3±2ms             | 83.3±2ms            |    0.99 | cube.CubeEquality.time_equality(True, False, 'coord_inequality')                            |
|          | 226±3ms              | 224±4ms             |    0.99 | cube.CubeEquality.time_equality(True, False, 'data_inequality')                             |
|          | 50.5±0.6μs           | 54.1±0.8μs          |    1.07 | cube.CubeEquality.time_equality(True, False, 'metadata_inequality')                         |
|          | 302±3ms              | 298±7ms             |    0.99 | cube.CubeEquality.time_equality(True, True, 'all_equal')                                    |
|          | 185±6ms              | 184±4ms             |    0.99 | cube.CubeEquality.time_equality(True, True, 'coord_inequality')                             |
|          | 329±4ms              | 324±9ms             |    0.98 | cube.CubeEquality.time_equality(True, True, 'data_inequality')                              |
|          | 361±3μs              | 376±3μs             |    1.04 | cube.CubeEquality.time_equality(True, True, 'metadata_inequality')                          |
|          | 812±6μs              | 951±10μs            |    1.17 | import_iris.Iris.time__concatenate                                                          |
|          | 116±5μs              | 135±1μs             |    1.17 | import_iris.Iris.time__data_manager                                                         |
|          | 92.2±1μs             | 99.8±1μs            |    1.08 | import_iris.Iris.time__deprecation                                                          |
|          | 167±3μs              | 175±2μs             |    1.04 | import_iris.Iris.time__lazy_data                                                            |
|          | 899±10μs             | 1.07±0.01ms         |    1.19 | import_iris.Iris.time__merge                                                                |
|          | 73.9±0.5μs           | 74.1±0.6μs          |    1    | import_iris.Iris.time__representation                                                       |
|          | 614±10μs             | 709±5μs             |    1.15 | import_iris.Iris.time_analysis                                                              |
|          | 141±1μs              | 150±4μs             |    1.06 | import_iris.Iris.time_analysis__area_weighted                                               |
|          | 107±0.9μs            | 105±0.4μs           |    0.98 | import_iris.Iris.time_analysis__grid_angles                                                 |
|          | 247±2μs              | 281±5μs             |    1.14 | import_iris.Iris.time_analysis__interpolation                                               |
|          | 198±2μs              | 214±2μs             |    1.08 | import_iris.Iris.time_analysis__regrid                                                      |
|          | 112±0.9μs            | 125±1μs             |    1.12 | import_iris.Iris.time_analysis__scipy_interpolate                                           |
|          | 138±3μs              | 135±1μs             |    0.98 | import_iris.Iris.time_analysis_calculus                                                     |
|          | 324±2μs              | 347±4μs             |    1.07 | import_iris.Iris.time_analysis_cartography                                                  |
|          | 91.1±2μs             | 91.0±0.7μs          |    1    | import_iris.Iris.time_analysis_geomerty                                                     |
|          | 213±3μs              | 227±4μs             |    1.06 | import_iris.Iris.time_analysis_maths                                                        |
|          | 94.3±1μs             | 93.2±1μs            |    0.99 | import_iris.Iris.time_analysis_stats                                                        |
|          | 171±0.9μs            | 192±1μs             |    1.12 | import_iris.Iris.time_analysis_trajectory                                                   |
|          | 82.0±1μs             | 79.3±1μs            |    0.97 | import_iris.Iris.time_common                                                                |
|          | 164±2μs              | 189±1μs             |    1.15 | import_iris.Iris.time_common_lenient                                                        |
|          | 1.36±0.02ms          | 1.55±0.03ms         |    1.14 | import_iris.Iris.time_common_metadata                                                       |
|          | 171±4μs              | 203±2μs             |    1.18 | import_iris.Iris.time_common_mixin                                                          |
|          | 1.16±0.01ms          | 1.27±0.01ms         |    1.09 | import_iris.Iris.time_common_resolve                                                        |
|          | 199±2μs              | 219±2μs             |    1.1  | import_iris.Iris.time_config                                                                |
|          | 128±0.6μs            | 131±0.3μs           |    1.03 | import_iris.Iris.time_coord_categorisation                                                  |
|          | 393±10μs             | 458±1μs             |    1.16 | import_iris.Iris.time_coord_systems                                                         |
|          | 787±10μs             | 904±10μs            |    1.15 | import_iris.Iris.time_coords                                                                |
|          | 260±4μs              | 284±2μs             |    1.09 | import_iris.Iris.time_exceptions                                                            |
|          | 74.7±0.9μs           | 75.1±0.9μs          |    1.01 | import_iris.Iris.time_experimental                                                          |
|          | 178±1μs              | 180±3μs             |    1.01 | import_iris.Iris.time_fileformats                                                           |
|          | 258±6μs              | 291±2μs             |    1.13 | import_iris.Iris.time_fileformats__ff                                                       |
|          | 2.61±0.05ms          | 2.61±0.02ms         |    1    | import_iris.Iris.time_fileformats__ff_cross_references                                      |
|          | 75.5±0.6μs           | 74.5±1μs            |    0.99 | import_iris.Iris.time_fileformats__pp_lbproc_pairs                                          |
|          | 112±1μs              | 125±5μs             |    1.12 | import_iris.Iris.time_fileformats_abf                                                       |
|          | 4.76±0.2ms           | 4.81±0.06ms         |    1.01 | import_iris.Iris.time_fileformats_dot                                                       |
|          | 71.5±2μs             | 69.3±0.5μs          |    0.97 | import_iris.Iris.time_fileformats_name                                                      |
|          | 253±4μs              | 265±2μs             |    1.05 | import_iris.Iris.time_fileformats_name_loaders                                              |
|          | 113±0.8μs            | 114±1μs             |    1    | import_iris.Iris.time_fileformats_netcdf                                                    |
|          | 122±1μs              | 130±0.4μs           |    1.07 | import_iris.Iris.time_fileformats_nimrod                                                    |
|          | 215±3μs              | 208±1μs             |    0.97 | import_iris.Iris.time_fileformats_nimrod_load_rules                                         |
|          | 816±20μs             | 897±2μs             |    1.1  | import_iris.Iris.time_fileformats_pp                                                        |
|          | 182±4μs              | 175±2μs             |    0.96 | import_iris.Iris.time_fileformats_pp_load_rules                                             |
|          | 138±1μs              | 135±1μs             |    0.98 | import_iris.Iris.time_fileformats_pp_save_rules                                             |
|          | 541±6μs              | 601±10μs            |    1.11 | import_iris.Iris.time_fileformats_rules                                                     |
|          | 224±3μs              | 252±7μs             |    1.13 | import_iris.Iris.time_fileformats_structured_array_identification                           |
|          | 79.9±0.8μs           | 78.7±0.4μs          |    0.98 | import_iris.Iris.time_fileformats_um                                                        |
|          | 159±1μs              | 171±3μs             |    1.08 | import_iris.Iris.time_fileformats_um__fast_load                                             |
|          | 144±3μs              | 157±0.8μs           |    1.09 | import_iris.Iris.time_fileformats_um__fast_load_structured_fields                           |
|          | 71.9±1μs             | 71.5±0.7μs          |    0.99 | import_iris.Iris.time_fileformats_um__ff_replacement                                        |
|          | 78.7±1μs             | 77.4±0.5μs          |    0.98 | import_iris.Iris.time_fileformats_um__optimal_array_structuring                             |
|          | 949±10μs             | 972±4μs             |    1.02 | import_iris.Iris.time_fileformats_um_cf_map                                                 |
|          | 138±1μs              | 143±1μs             |    1.03 | import_iris.Iris.time_io                                                                    |
|          | 179±3μs              | 209±2μs             |    1.17 | import_iris.Iris.time_io_format_picker                                                      |
|          | 217±3μs              | 219±2μs             |    1.01 | import_iris.Iris.time_iris                                                                  |
|          | 127±2μs              | 138±1μs             |    1.09 | import_iris.Iris.time_iterate                                                               |
|          | 8.26±0.05ms          | 8.20±0.1ms          |    0.99 | import_iris.Iris.time_palette                                                               |
|          | 1.81±0.03ms          | 1.79±0.01ms         |    0.99 | import_iris.Iris.time_plot                                                                  |
|          | 216±1μs              | 233±4μs             |    1.08 | import_iris.Iris.time_quickplot                                                             |
|          | 2.29±0.07ms          | 2.18±0.01ms         |    0.95 | import_iris.Iris.time_std_names                                                             |
|          | 1.84±0.01ms          | 1.85±0.01ms         |    1.01 | import_iris.Iris.time_symbols                                                               |
|          | 40.5±0.9ms           | 41.1±1ms            |    1.01 | import_iris.Iris.time_tests                                                                 |
|          | 253±1μs              | 239±1μs             |    0.94 | import_iris.Iris.time_third_party_cartopy                                                   |
|          | 5.18±0.1ms           | 5.27±0.09ms         |    1.02 | import_iris.Iris.time_third_party_cf_units                                                  |
|          | 121±2μs              | 121±0.7μs           |    1    | import_iris.Iris.time_third_party_cftime                                                    |
|          | 2.70±0.05ms          | 2.73±0.02ms         |    1.01 | import_iris.Iris.time_third_party_matplotlib                                                |
|          | 550±10μs             | 554±6μs             |    1.01 | import_iris.Iris.time_third_party_numpy                                                     |
|          | 166±1μs              | 171±2μs             |    1.03 | import_iris.Iris.time_third_party_scipy                                                     |
|          | 99.3±0.9μs           | 113±2μs             |    1.13 | import_iris.Iris.time_time                                                                  |
|          | 858±10μs             | 877±10μs            |    1.02 | import_iris.Iris.time_util                                                                  |
|          | 9.81±0.05ms          | 10.4±0.2ms          |    1.06 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'FF')                                  |
|          | 19.2±0.4ms           | 19.8±0.6ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'NetCDF')                              |
|          | 9.99±0.08ms          | 10.3±0.5ms          |    1.03 | load.LoadAndRealise.time_load((1280, 960, 5), False, 'PP')                                  |
|          | 9.82±0.2ms           | 10.3±0.1ms          |    1.05 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'FF')                                   |
|          | 16.2±0.5ms           | 16.1±0.5ms          |    1    | load.LoadAndRealise.time_load((1280, 960, 5), True, 'NetCDF')                               |
|          | 9.85±0.06ms          | 10.4±0.4ms          |    1.06 | load.LoadAndRealise.time_load((1280, 960, 5), True, 'PP')                                   |
|          | 1.49±0.02s           | 1.55±0.01s          |    1.04 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'FF')                                    |
|          | 15.4±0.3ms           | 15.1±0.4ms          |    0.98 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'NetCDF')                                |
|          | 1.52±0.02s           | 1.58±0.01s          |    1.04 | load.LoadAndRealise.time_load((2, 2, 1000), False, 'PP')                                    |
|          | 1.49±0.01s           | 1.56±0.01s          |    1.05 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'FF')                                     |
|          | 15.2±0.6ms           | 15.0±0.2ms          |    0.99 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'NetCDF')                                 |
|          | 1.51±0.01s           | 1.56±0.01s          |    1.03 | load.LoadAndRealise.time_load((2, 2, 1000), True, 'PP')                                     |
|          | 5.27±0.03ms          | 5.44±0.08ms         |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'FF')                                     |
|          | 14.8±0.9ms           | 15.2±0.7ms          |    1.03 | load.LoadAndRealise.time_load((50, 50, 2), False, 'NetCDF')                                 |
|          | 5.22±0.02ms          | 5.25±0.2ms          |    1.01 | load.LoadAndRealise.time_load((50, 50, 2), False, 'PP')                                     |
|          | 5.24±0.09ms          | 5.48±0.1ms          |    1.05 | load.LoadAndRealise.time_load((50, 50, 2), True, 'FF')                                      |
|          | 15.0±0.5ms           | 15.5±0.4ms          |    1.04 | load.LoadAndRealise.time_load((50, 50, 2), True, 'NetCDF')                                  |
|          | 5.18±0.03ms          | 5.41±0.1ms          |    1.04 | load.LoadAndRealise.time_load((50, 50, 2), True, 'PP')                                      |
|          | 23.2±1ms             | 26.7±0.6ms          |    1.15 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'FF')                               |
|          | 27.0±0.6ms           | 26.6±0.7ms          |    0.99 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'NetCDF')                           |
|          | 11.9±0.9ms           | 12.9±2ms            |    1.09 | load.LoadAndRealise.time_realise((1280, 960, 5), False, 'PP')                               |
|          | 28.7±1ms             | 28.6±1ms            |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'FF')                                |
|          | 97.4±2ms             | 97.7±0.9ms          |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'NetCDF')                            |
|          | 27.7±1ms             | 27.6±1ms            |    1    | load.LoadAndRealise.time_realise((1280, 960, 5), True, 'PP')                                |
|          | 597±7ms              | 607±7ms             |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'FF')                                 |
|          | 5.54±0.4ms           | 5.76±0.4ms          |    1.04 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'NetCDF')                             |
|          | 598±6ms              | 602±6ms             |    1.01 | load.LoadAndRealise.time_realise((2, 2, 1000), False, 'PP')                                 |
|          | 605±7ms              | 619±6ms             |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'FF')                                  |
|          | 5.95±0.4ms           | 5.81±0.2ms          |    0.98 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'NetCDF')                              |
|          | 603±7ms              | 614±3ms             |    1.02 | load.LoadAndRealise.time_realise((2, 2, 1000), True, 'PP')                                  |
|          | 2.17±0.07ms          | 2.24±0.07ms         |    1.03 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'FF')                                  |
|          | 6.20±0.3ms           | 5.90±0.3ms          |    0.95 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'NetCDF')                              |
|          | 2.03±0.05ms          | 2.15±0.1ms          |    1.06 | load.LoadAndRealise.time_realise((50, 50, 2), False, 'PP')                                  |
|          | 2.14±0.07ms          | 2.15±0.1ms          |    1    | load.LoadAndRealise.time_realise((50, 50, 2), True, 'FF')                                   |
|          | 5.84±0.5ms           | 5.98±0.2ms          |    1.02 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'NetCDF')                               |
|          | 2.14±0.07ms          | 2.11±0.05ms         |    0.99 | load.LoadAndRealise.time_realise((50, 50, 2), True, 'PP')                                   |
|          | 346±6ms              | 356±4ms             |    1.03 | load.ManyCubes.time_many_cube_load                                                          |
|          | 89.6±2ms             | 92.5±1ms            |    1.03 | load.ManyVars.time_many_var_load                                                            |
|          | 9.89±0.1ms           | 10.4±0.1ms          |    1.05 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'FF')                            |
|          | 9.94±0.2ms           | 10.5±0.3ms          |    1.06 | load.STASHConstraint.time_stash_constraint((1280, 960, 5), 'PP')                            |
|          | 1.50±0.01s           | 1.58±0.01s          |    1.05 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'FF')                              |
|          | 1.50±0.02s           | 1.60±0.01s          |    1.07 | load.STASHConstraint.time_stash_constraint((2, 2, 1000), 'PP')                              |
|          | 5.24±0.2ms           | 5.36±0.05ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'FF')                                 |
|          | 5.23±0.04ms          | 5.32±0.06ms         |    1.02 | load.STASHConstraint.time_stash_constraint((2, 2, 2), 'PP')                                 |
|          | 8.87±0.1ms           | 9.44±0.06ms         |    1.06 | load.StructuredFF.time_structured_load((1280, 960, 5), False)                               |
|          | 5.51±0.2ms           | 5.85±0.1ms          |    1.06 | load.StructuredFF.time_structured_load((1280, 960, 5), True)                                |
|          | 1.47±0.01s           | 1.56±0.01s          |    1.06 | load.StructuredFF.time_structured_load((2, 2, 1000), False)                                 |
|          | 419±3ms              | 438±6ms             |    1.05 | load.StructuredFF.time_structured_load((2, 2, 1000), True)                                  |
|          | 4.34±0.03ms          | 4.55±0.05ms         |    1.05 | load.StructuredFF.time_structured_load((2, 2, 2), False)                                    |
|          | 4.15±0.02ms          | 4.30±0.03ms         |    1.04 | load.StructuredFF.time_structured_load((2, 2, 2), True)                                     |
|          | 155±1ms              | 162±2ms             |    1.04 | load.TimeConstraint.time_time_constraint(20, 'FF')                                          |
|          | 17.5±0.4ms           | 18.8±0.2ms          |    1.07 | load.TimeConstraint.time_time_constraint(20, 'NetCDF')                                      |
|          | 157±1ms              | 164±2ms             |    1.04 | load.TimeConstraint.time_time_constraint(20, 'PP')                                          |
|          | 31.0±0.7ms           | 33.2±0.4ms          |    1.07 | load.TimeConstraint.time_time_constraint(3, 'FF')                                           |
|          | 16.9±0.9ms           | 18.0±0.7ms          |    1.07 | load.TimeConstraint.time_time_constraint(3, 'NetCDF')                                       |
|          | 31.2±0.9ms           | 32.8±0.5ms          |    1.05 | load.TimeConstraint.time_time_constraint(3, 'PP')                                           |
|          | 22.9±1ms             | 23.1±0.2ms          |    1.01 | load.ugrid.BasicLoading.time_load_file(1)                                                   |
|          | 53.8±0.8ms           | 57.7±0.9ms          |    1.07 | load.ugrid.BasicLoading.time_load_file(200000)                                              |
|          | 11.6±0.4ms           | 12.1±0.5ms          |    1.05 | load.ugrid.BasicLoading.time_load_mesh(1)                                                   |
|          | 21.9±0.8ms           | 23.1±0.5ms          |    1.05 | load.ugrid.BasicLoading.time_load_mesh(200000)                                              |
|          | 22.3±0.4ms           | 22.8±0.7ms          |    1.02 | load.ugrid.BasicLoadingTime.time_load_file(1)                                               |
|          | 22.9±0.3ms           | 23.5±0.4ms          |    1.03 | load.ugrid.BasicLoadingTime.time_load_file(200000)                                          |
|          | 11.7±0.4ms           | 11.9±0.5ms          |    1.01 | load.ugrid.BasicLoadingTime.time_load_mesh(1)                                               |
|          | 14.8±0.4ms           | 15.3±0.3ms          |    1.04 | load.ugrid.BasicLoadingTime.time_load_mesh(200000)                                          |
|          | 24.1±0.5ms           | 25.2±0.4ms          |    1.04 | load.ugrid.Callback.time_load_file_callback(1)                                              |
|          | 66.7±0.8ms           | 69.1±1ms            |    1.04 | load.ugrid.Callback.time_load_file_callback(200000)                                         |
|          | 24.4±0.7ms           | 26.0±0.4ms          |    1.06 | load.ugrid.CallbackTime.time_load_file_callback(1)                                          |
|          | 25.6±0.9ms           | 27.4±0.3ms          |    1.07 | load.ugrid.CallbackTime.time_load_file_callback(200000)                                     |
|          | 6.03±0.1ms           | 6.19±0.1ms          |    1.03 | load.ugrid.DataRealisation.time_realise_data(10000)                                         |
|          | 8.22±0.9ms           | 9.27±0.1ms          |    1.13 | load.ugrid.DataRealisation.time_realise_data(200000)                                        |
|          | 42.8±2ms             | 43.0±1ms            |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(10000)                                     |
|          | 775±8ms              | 784±5ms             |    1.01 | load.ugrid.DataRealisationTime.time_realise_data(200000)                                    |
|          | 1.38±0.03s           | 1.42±0.04s          |    1.03 | merge_concat.Concatenate.time_concatenate(False)                                            |
|          | 443±7ms              | 447±10ms            |    1.01 | merge_concat.Concatenate.time_concatenate(True)                                             |
|          | 2.42±0G              | 2.43±0.01G          |    1    | merge_concat.Concatenate.tracemalloc_concatenate(False)                                     |
|          | 110±2M               | 120±7M              |    1.09 | merge_concat.Concatenate.tracemalloc_concatenate(True)                                      |
|          | 34.4±1ms             | 33.8±1ms            |    0.98 | merge_concat.Merge.time_merge                                                               |
|          | 126±0.03M            | 126±0.03M           |    1    | merge_concat.Merge.tracemalloc_merge                                                        |
|          | 361±4ns              | 380±4ns             |    1.05 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(50)              |
|          | 229±2ms              | 202±2ms             |    0.88 | mesh.utils.regions_combine.CombineRegionsComputeRealData.time_compute_data(500)             |
|          | 771±0.5k             | 771±0.6k            |    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±0.3ms           | 20.4±0.6ms          |    1.08 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(50)           |
|          | 22.4±0.5ms           | 23.2±0.4ms          |    1.04 | mesh.utils.regions_combine.CombineRegionsCreateCube.time_create_combined_cube(500)          |
|          | 1.27±0.09M           | 1.23±0M             |    0.97 | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(50)    |
|          | 25±0.09M             | 25±0M               |    1    | mesh.utils.regions_combine.CombineRegionsCreateCube.tracemalloc_create_combined_cube(500)   |
|          | 185±6ms              | 191±6ms             |    1.03 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(50)         |
|          | 685±10ms             | 672±6ms             |    0.98 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.time_stream_file2file(500)        |
|          | 1.48±0.02M           | 1.62±0.03M          |    1.09 | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(50)  |
|          | 96.5±0.03M           | 96.7±0.04M          |    1    | mesh.utils.regions_combine.CombineRegionsFileStreamedCalc.tracemalloc_stream_file2file(500) |
|          | 124±2ms              | 133±5ms             |    1.07 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(50)                             |
|          | 621±3ms              | 605±6ms             |    0.97 | mesh.utils.regions_combine.CombineRegionsSaveData.time_save(500)                            |
|          | 1.43±0.05M           | 1.48±0.04M          |    1.04 | mesh.utils.regions_combine.CombineRegionsSaveData.tracemalloc_save(50)                      |
|          | 96.5±0.02M           | 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±0.07ms          | 6.74±0.1ms          |    1.03 | plot.AuxSort.time_aux_sort                                                                  |
|          | 78.4±3ms             | 80.9±1ms            |    1.03 | regridding.CurvilinearRegridding.time_regrid_pic                                            |
|          | 136±3M               | 136±3M              |    1    | regridding.CurvilinearRegridding.tracemalloc_regrid_pic                                     |
|          | 107±7ms              | 110±7ms             |    1.03 | regridding.HorizontalChunkedRegridding.time_regrid_area_w                                   |
|          | 55.3±5ms             | 65.7±0.5ms          |    1.19 | regridding.HorizontalChunkedRegridding.time_regrid_area_w_new_grid                          |
|          | 107±0.09M            | 107±0.2M            |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w                            |
|          | 147±0.04M            | 147±0.04M           |    1    | regridding.HorizontalChunkedRegridding.tracemalloc_regrid_area_w_new_grid                   |
|          | 7.37±0.3ms           | 7.69±0.2ms          |    1.04 | save.NetcdfSave.time_netcdf_save_cube(50, False)                                            |
|          | 127±4ms              | 131±3ms             |    1.04 | save.NetcdfSave.time_netcdf_save_cube(50, True)                                             |
|          | 45.4±0.5ms           | 46.3±0.6ms          |    1.02 | save.NetcdfSave.time_netcdf_save_cube(600, False)                                           |
|          | 529±6ms              | 537±6ms             |    1.02 | save.NetcdfSave.time_netcdf_save_cube(600, True)                                            |
|          | 90.2±0.4ns           | 90.1±0.6ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(50, False)                                            |
|          | 106±4ms              | 110±1ms             |    1.04 | save.NetcdfSave.time_netcdf_save_mesh(50, True)                                             |
|          | 90.5±0.6ns           | 90.8±0.6ns          |    1    | save.NetcdfSave.time_netcdf_save_mesh(600, False)                                           |
|          | 467±6ms              | 477±6ms             |    1.02 | save.NetcdfSave.time_netcdf_save_mesh(600, True)                                            |
|          | 31.8±0.3k            | 30.4±0.4k           |    0.96 | save.NetcdfSave.tracemalloc_netcdf_save(50, False)                                          |
|          | 1.82±0.1M            | 1.97±0.2M           |    1.08 | save.NetcdfSave.tracemalloc_netcdf_save(50, True)                                           |
|          | 31.8±0.4k            | 30.3±0.5k           |    0.95 | save.NetcdfSave.tracemalloc_netcdf_save(600, False)                                         |
|          | 190±20M              | 190±9M              |    1    | save.NetcdfSave.tracemalloc_netcdf_save(600, True)                                          |
|          | 38.2±0.7ms           | 40.4±0.9ms          |    1.06 | stats.PearsonR.time_lazy                                                                    |
|          | 9.53±0.3ms           | 9.85±0.4ms          |    1.03 | stats.PearsonR.time_real                                                                    |
|          | 29.5±1M              | 31±1M               |    1.05 | stats.PearsonR.tracemalloc_lazy                                                             |
|          | 18.3±0.01M           | 18.3±0M             |    1    | stats.PearsonR.tracemalloc_real                                                             |
|          | 27.8±0.9ms           | 28.9±0.8ms          |    1.04 | trajectory.TrajectoryInterpolation.time_trajectory_linear                                   |
|          | 63.9±0.6ms           | 63.9±0.4ms          |    1    | trajectory.TrajectoryInterpolation.time_trajectory_nearest                                  |
|          | 17.6±0.02M           | 17.6±0.04M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_linear                            |
|          | 7.75±0.02M           | 7.77±0.05M          |    1    | trajectory.TrajectoryInterpolation.tracemalloc_trajectory_nearest                           |

Benchmarks that have got worse:

| Change   | Before [41414842]    | After [cf25ec31]    |   Ratio | Benchmark (Parameter)                |
|----------|----------------------|---------------------|---------|--------------------------------------|
| +        | 187±5μs              | 225±1μs             |    1.2  | import_iris.Iris.time__constraints   |
| +        | 321±5μs              | 402±7μs             |    1.25 | import_iris.Iris.time_aux_factory    |
| +        | 729±20μs             | 939±10μs            |    1.29 | import_iris.Iris.time_cube           |
| +        | 452±20μs             | 550±10μs            |    1.22 | import_iris.Iris.time_fileformats_cf |
| +        | 77.3±0.9μs           | 93.6±0.6μs          |    1.21 | iterate.IZip.time_izip               |

Generated by GHA run 21073632391

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benchmark_this Request that this pull request be benchmarked to check if it introduces performance shifts

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Remove Python<3.14 pin

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