Update README.md

README.md

@@ -415,206 +415,6 @@ dataset_info:
     num_examples: 182222
   download_size: 385377661
   dataset_size: 798346097
-- config_name: surrogate_nfp3
-  features:
-  - name: n_field_periods
-    dtype: int64
-  - name: is_stellarator_symmetric
-    dtype: bool
-  - name: r_cos(0, 0)
-    dtype: float64
-  - name: r_cos(0, 1)
-    dtype: float64
-  - name: r_cos(0, 2)
-    dtype: float64
-  - name: r_cos(0, 3)
-    dtype: float64
-  - name: r_cos(0, 4)
-    dtype: float64
-  - name: r_cos(1, -4)
-    dtype: float64
-  - name: r_cos(1, -3)
-    dtype: float64
-  - name: r_cos(1, -2)
-    dtype: float64
-  - name: r_cos(1, -1)
-    dtype: float64
-  - name: r_cos(1, 0)
-    dtype: float64
-  - name: r_cos(1, 1)
-    dtype: float64
-  - name: r_cos(1, 2)
-    dtype: float64
-  - name: r_cos(1, 3)
-    dtype: float64
-  - name: r_cos(1, 4)
-    dtype: float64
-  - name: r_cos(2, -4)
-    dtype: float64
-  - name: r_cos(2, -3)
-    dtype: float64
-  - name: r_cos(2, -2)
-    dtype: float64
-  - name: r_cos(2, -1)
-    dtype: float64
-  - name: r_cos(2, 0)
-    dtype: float64
-  - name: r_cos(2, 1)
-    dtype: float64
-  - name: r_cos(2, 2)
-    dtype: float64
-  - name: r_cos(2, 3)
-    dtype: float64
-  - name: r_cos(2, 4)
-    dtype: float64
-  - name: r_cos(3, -4)
-    dtype: float64
-  - name: r_cos(3, -3)
-    dtype: float64
-  - name: r_cos(3, -2)
-    dtype: float64
-  - name: r_cos(3, -1)
-    dtype: float64
-  - name: r_cos(3, 0)
-    dtype: float64
-  - name: r_cos(3, 1)
-    dtype: float64
-  - name: r_cos(3, 2)
-    dtype: float64
-  - name: r_cos(3, 3)
-    dtype: float64
-  - name: r_cos(3, 4)
-    dtype: float64
-  - name: r_cos(4, -4)
-    dtype: float64
-  - name: r_cos(4, -3)
-    dtype: float64
-  - name: r_cos(4, -2)
-    dtype: float64
-  - name: r_cos(4, -1)
-    dtype: float64
-  - name: r_cos(4, 0)
-    dtype: float64
-  - name: r_cos(4, 1)
-    dtype: float64
-  - name: r_cos(4, 2)
-    dtype: float64
-  - name: r_cos(4, 3)
-    dtype: float64
-  - name: r_cos(4, 4)
-    dtype: float64
-  - name: z_sin(0, 1)
-    dtype: float64
-  - name: z_sin(0, 2)
-    dtype: float64
-  - name: z_sin(0, 3)
-    dtype: float64
-  - name: z_sin(0, 4)
-    dtype: float64
-  - name: z_sin(1, -4)
-    dtype: float64
-  - name: z_sin(1, -3)
-    dtype: float64
-  - name: z_sin(1, -2)
-    dtype: float64
-  - name: z_sin(1, -1)
-    dtype: float64
-  - name: z_sin(1, 0)
-    dtype: float64
-  - name: z_sin(1, 1)
-    dtype: float64
-  - name: z_sin(1, 2)
-    dtype: float64
-  - name: z_sin(1, 3)
-    dtype: float64
-  - name: z_sin(1, 4)
-    dtype: float64
-  - name: z_sin(2, -4)
-    dtype: float64
-  - name: z_sin(2, -3)
-    dtype: float64
-  - name: z_sin(2, -2)
-    dtype: float64
-  - name: z_sin(2, -1)
-    dtype: float64
-  - name: z_sin(2, 0)
-    dtype: float64
-  - name: z_sin(2, 1)
-    dtype: float64
-  - name: z_sin(2, 2)
-    dtype: float64
-  - name: z_sin(2, 3)
-    dtype: float64
-  - name: z_sin(2, 4)
-    dtype: float64
-  - name: z_sin(3, -4)
-    dtype: float64
-  - name: z_sin(3, -3)
-    dtype: float64
-  - name: z_sin(3, -2)
-    dtype: float64
-  - name: z_sin(3, -1)
-    dtype: float64
-  - name: z_sin(3, 0)
-    dtype: float64
-  - name: z_sin(3, 1)
-    dtype: float64
-  - name: z_sin(3, 2)
-    dtype: float64
-  - name: z_sin(3, 3)
-    dtype: float64
-  - name: z_sin(3, 4)
-    dtype: float64
-  - name: z_sin(4, -4)
-    dtype: float64
-  - name: z_sin(4, -3)
-    dtype: float64
-  - name: z_sin(4, -2)
-    dtype: float64
-  - name: z_sin(4, -1)
-    dtype: float64
-  - name: z_sin(4, 0)
-    dtype: float64
-  - name: z_sin(4, 1)
-    dtype: float64
-  - name: z_sin(4, 2)
-    dtype: float64
-  - name: z_sin(4, 3)
-    dtype: float64
-  - name: z_sin(4, 4)
-    dtype: float64
-  - name: qi
-    dtype: float64
-  - name: vacuum_well
-    dtype: float64
-  - name: aspect_ratio
-    dtype: float64
-  - name: max_elongation
-    dtype: float64
-  - name: average_triangularity
-    dtype: float64
-  - name: axis_magnetic_mirror_ratio
-    dtype: float64
-  - name: edge_magnetic_mirror_ratio
-    dtype: float64
-  - name: aspect_ratio_over_edge_rotational_transform
-    dtype: float64
-  - name: flux_compression_in_regions_of_bad_curvature
-    dtype: float64
-  - name: axis_rotational_transform_over_n_field_periods
-    dtype: float64
-  - name: edge_rotational_transform_over_n_field_periods
-    dtype: float64
-  - name: minimum_normalized_magnetic_gradient_scale_length
-    dtype: float64
-  - name: plasma_config_id
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 49253946
-    num_examples: 63217
-  download_size: 36165097
-  dataset_size: 49253946
 - config_name: vmecpp_ideal_mhd_equilibria
   features:
   - name: plasma_config_id
@@ -640,10 +440,6 @@ configs:
   data_files:
   - split: train
     path: full_json/train-*
-- config_name: surrogate_nfp3
-  data_files:
-  - split: train
-    path: surrogate_nfp3/train-*
 - config_name: vmecpp_ideal_mhd_equilibria
   data_files:
   - split: train
@@ -655,7 +451,6 @@ tags:
 - physics
 - fusion
 - optimization
-- surrogate
 - neurips
 pretty_name: ConStellaration
 size_categories: