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constellaration

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Tags:
physics
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optimization
neurips
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Dataset card Data Studio Files
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alexbauer-pf commited on
Commit
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1 Parent(s): 2a25a5a

Upload subset 'full_json'

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  1. README.md +78 -168
  2. full_json/train-00000-of-00003.parquet +2 -2
  3. full_json/train-00001-of-00003.parquet +2 -2
  4. full_json/train-00002-of-00003.parquet +2 -2
README.md CHANGED
@@ -216,56 +216,40 @@ dataset_info:
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  dtype: int64
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  - name: omnigenous_field_and_targets.omnigenous_field.torodial_winding
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  dtype: int64
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- - name: >-
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- omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
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  sequence:
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  sequence: float64
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  - name: desc_omnigenous_field_optimization_settings.id
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
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  dtype: string
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  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.name
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  dtype: string
@@ -277,55 +261,39 @@ dataset_info:
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  dtype: string
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  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
279
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.equilibrium_settings.dapper_type
282
  dtype: string
283
- - name: >-
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- desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
285
  dtype: bool
286
- - name: >-
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- desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
288
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
291
  dtype: float64
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  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
293
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
296
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.dapper_type
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
302
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
305
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
308
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
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  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
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  dtype: bool
315
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
317
  dtype: bool
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
320
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
323
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
326
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
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  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.verbose
331
  dtype: bool
@@ -337,21 +305,17 @@ dataset_info:
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  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
339
  dtype: float64
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- - name: >-
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- vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
342
  dtype: float64
343
- - name: >-
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- vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
345
  dtype: bool
346
- - name: >-
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- vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
348
  dtype: float64
349
  - name: vmec_omnigenous_field_optimization_settings.id
350
  dtype: string
351
  - name: vmec_omnigenous_field_optimization_settings.gradient_free_max_time
352
  dtype: float64
353
- - name: >-
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- vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
355
  dtype: float64
356
  - name: qp_init_omnigenous_field_optimization_settings.torsion
357
  dtype: float64
@@ -621,56 +585,40 @@ dataset_info:
621
  dtype: int64
622
  - name: omnigenous_field_and_targets.omnigenous_field.torodial_winding
623
  dtype: int64
624
- - name: >-
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- omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
626
  sequence:
627
  sequence: float64
628
  - name: desc_omnigenous_field_optimization_settings.id
629
  dtype: string
630
- - name: >-
631
- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
632
  dtype: string
633
- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
635
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
638
  dtype: string
639
- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
641
  dtype: string
642
- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
644
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
647
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
650
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
653
  dtype: float64
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- - name: >-
655
- desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
656
  dtype: float64
657
- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
659
  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
662
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
665
  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
668
  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
671
  dtype: float64
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- - name: >-
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- desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
674
  dtype: string
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  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.name
676
  dtype: string
@@ -680,49 +628,35 @@ dataset_info:
680
  dtype: float64
681
  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
682
  dtype: float64
683
- - name: >-
684
- desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
685
  dtype: bool
686
- - name: >-
687
- desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
688
  dtype: float64
689
- - name: >-
690
- desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
691
  dtype: float64
692
  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
693
  dtype: float64
694
- - name: >-
695
- desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
696
  dtype: float64
697
- - name: >-
698
- desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
699
  dtype: float64
700
- - name: >-
701
- desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
702
  dtype: float64
703
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
705
  dtype: float64
706
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
708
  dtype: float64
709
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
711
  dtype: bool
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- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
714
  dtype: bool
715
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
717
  dtype: float64
718
- - name: >-
719
- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
720
  dtype: float64
721
- - name: >-
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- desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
723
  dtype: float64
724
- - name: >-
725
- desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
726
  dtype: float64
727
  - name: vmec_omnigenous_field_optimization_settings.verbose
728
  dtype: bool
@@ -736,17 +670,13 @@ dataset_info:
736
  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
738
  dtype: float64
739
- - name: >-
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- vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
741
  dtype: float64
742
- - name: >-
743
- vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
744
  dtype: bool
745
- - name: >-
746
- vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
747
  dtype: float64
748
- - name: >-
749
- vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
750
  dtype: float64
751
  - name: vmec_omnigenous_field_optimization_settings.id
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  dtype: string
@@ -811,23 +741,7 @@ dataset_info:
811
  - name: boundary.is_stellarator_symmetric
812
  dtype: bool
813
  - name: boundary.surface
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- struct:
815
- - name: dapper_type
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- dtype: string
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- - name: is_stellarator_symmetric
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- dtype: bool
819
- - name: n_field_periods
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- dtype: int64
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- - name: r_cos
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- sequence:
823
- sequence: float64
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- - name: r_sin
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- dtype: 'null'
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- - name: z_cos
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- dtype: 'null'
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- - name: z_sin
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- sequence:
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- sequence: float64
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  - name: metrics.id
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  dtype: string
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  - name: metrics.metrics
@@ -838,23 +752,19 @@ dataset_info:
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  dtype: string
839
  - name: desc_omnigenous_field_optimization_settings.id
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  dtype: string
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- - name: >-
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- desc_omnigenous_field_optimization_settings.desc_omnigenous_field_optimization_settings
843
  dtype: string
844
  - name: vmec_omnigenous_field_optimization_settings.id
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  dtype: string
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- - name: >-
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- vmec_omnigenous_field_optimization_settings.vmec_omnigenous_field_optimization_settings
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  dtype: string
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  - name: qp_init_omnigenous_field_optimization_settings.id
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  dtype: string
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- - name: >-
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- qp_init_omnigenous_field_optimization_settings.qp_init_omnigenous_field_optimization_settings
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  dtype: string
854
  - name: nae_init_omnigenous_field_optimization_settings.id
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  dtype: string
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- - name: >-
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- nae_init_omnigenous_field_optimization_settings.nae_init_omnigenous_field_optimization_settings
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  dtype: string
859
  - name: misc.vmecpp_wout_id
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  dtype: string
@@ -872,10 +782,10 @@ dataset_info:
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  dtype: string
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  splits:
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  - name: train
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- num_bytes: 1033373443
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  num_examples: 276021
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- download_size: 494874993
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- dataset_size: 1033373443
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  - config_name: surrogate_nfp3
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  features:
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  - name: n_field_periods
 
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  dtype: int64
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  - name: omnigenous_field_and_targets.omnigenous_field.torodial_winding
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  dtype: int64
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+ - name: omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
 
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  sequence:
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  sequence: float64
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  - name: desc_omnigenous_field_optimization_settings.id
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_M_factor
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_N_factor
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.aspect_ratio_settings.target_kind
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.rotational_transform_settings.target_kind
 
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  dtype: string
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  - name: desc_omnigenous_field_optimization_settings.optimizer_settings.name
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  dtype: string
 
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  dtype: string
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  - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.psi
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.dapper_type
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.check_orientation
 
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  dtype: bool
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+ - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_poloidal_mode
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.equilibrium_settings.max_toroidal_mode
 
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  dtype: float64
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  - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.torsion
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.elongation
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.dapper_type
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.aspect_ratio
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.major_radius
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.mirror_ratio
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.n_field_periods
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_iota_positive
 
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  dtype: bool
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.is_stellarator_symmetric
 
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  dtype: bool
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_elongation
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_poloidal_mode
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.max_toroidal_mode
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.initial_guess_settings.rotational_transform
 
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  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.verbose
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  dtype: bool
 
305
  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.infinity_norm_spectrum_scaling
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  dtype: float64
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+ - name: vmec_omnigenous_field_optimization_settings.gradient_free_budget_per_design_variable
 
309
  dtype: float64
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+ - name: vmec_omnigenous_field_optimization_settings.use_continuation_method_in_fourier_space
 
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  dtype: bool
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+ - name: vmec_omnigenous_field_optimization_settings.gradient_free_optimization_hypercube_bounds
 
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  dtype: float64
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  - name: vmec_omnigenous_field_optimization_settings.id
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  dtype: string
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  - name: vmec_omnigenous_field_optimization_settings.gradient_free_max_time
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  dtype: float64
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+ - name: vmec_omnigenous_field_optimization_settings.gradient_based_relative_objectives_tolerance
 
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  dtype: float64
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  - name: qp_init_omnigenous_field_optimization_settings.torsion
321
  dtype: float64
 
585
  dtype: int64
586
  - name: omnigenous_field_and_targets.omnigenous_field.torodial_winding
587
  dtype: int64
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+ - name: omnigenous_field_and_targets.omnigenous_field.modB_spline_knot_coefficients
 
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  sequence:
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  sequence: float64
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  - name: desc_omnigenous_field_optimization_settings.id
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.elongation_settings.target_kind
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.name
 
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  dtype: string
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eta_weight
 
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  dtype: float64
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+ - name: desc_omnigenous_field_optimization_settings.objective_settings.omnigenity_settings.eq_lcfs_grid_rho
 
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  dtype: float64
607
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