# TokaMark Moderate Confidence Panel Selection

## Purpose

Select a balanced moderate panel for the v0.2 diagnostic-confidence UNNS-H Mode test.

## Selection summary

```text
requested total: 30
selected total: 30
anchors included: [12063, 11830, 11876, 11768, 11776]
```

## Class balance

| candidate_class                |   target |   available |   selected |   shortage |
|:-------------------------------|---------:|------------:|-----------:|-----------:|
| FULL_PROFILE_EDGE_CANDIDATE    |        6 |          45 |         11 |          0 |
| PROFILE_DALPHA_CANDIDATE       |        6 |           1 |          1 |          5 |
| CORE_DALPHA_GEOMETRY_CANDIDATE |        6 |         110 |          6 |          0 |
| PARTIAL_DALPHA_CANDIDATE       |        6 |          38 |          6 |          0 |
| LOW_PRIORITY                   |        6 |           6 |          6 |          0 |

## Warnings

- Class PROFILE_DALPHA_CANDIDATE shortage: needed 5, selected 0 additional shots.

## Selected panel

|   selection_order |   shot_id | candidate_class                |   candidate_score | selection_role                                | selection_reason                                                        |   core_required_present |   profile_preferred_present |   edge_activity_present |   supporting_present | missing_core_required                                                                                                                                                                                                             | missing_profile_preferred                     | missing_edge_activity                                             | campaign   | split_membership   |
|------------------:|----------:|:-------------------------------|------------------:|:----------------------------------------------|:------------------------------------------------------------------------|------------------------:|----------------------------:|------------------------:|---------------------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------|:------------------------------------------------------------------|:-----------|:-------------------|
|                 1 |     12063 | FULL_PROFILE_EDGE_CANDIDATE    |            97.143 | reference_anchor                              | predefined calibration anchor from five-shot confidence panel           |                       8 |                           2 |                       2 |                   10 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | val                |
|                 2 |     11830 | PROFILE_DALPHA_CANDIDATE       |            81.429 | profile_no_softx_anchor                       | predefined calibration anchor from five-shot confidence panel           |                       8 |                           2 |                       0 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | soft_x_rays-horizontal_cam_lower;soft_x_rays-horizontal_cam_upper | M5         | train              |
|                 3 |     11876 | CORE_DALPHA_GEOMETRY_CANDIDATE |            72.143 | core_dalpha_geometry_anchor                   | predefined calibration anchor from five-shot confidence panel           |                       8 |                           0 |                       2 |                   10 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                 4 |     11768 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | partial_dalpha_anchor                         | predefined calibration anchor from five-shot confidence panel           |                       7 |                           0 |                       2 |                    9 | summary-power_nbi                                                                                                                                                                                                                 | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                 5 |     11776 | LOW_PRIORITY                   |            58.929 | low_priority_anchor                           | predefined calibration anchor from five-shot confidence panel           |                       6 |                           0 |                       2 |                    9 | summary-power_nbi;spectrometer_visible-filter_spectrometer_dalpha_voltage                                                                                                                                                         | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                 6 |     12069 | FULL_PROFILE_EDGE_CANDIDATE    |            97.143 | class_balanced_FULL_PROFILE_EDGE_CANDIDATE    | selected to fill target bucket for FULL_PROFILE_EDGE_CANDIDATE          |                       8 |                           2 |                       2 |                   10 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                 7 |     12076 | FULL_PROFILE_EDGE_CANDIDATE    |            97.143 | class_balanced_FULL_PROFILE_EDGE_CANDIDATE    | selected to fill target bucket for FULL_PROFILE_EDGE_CANDIDATE          |                       8 |                           2 |                       2 |                   10 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | val                |
|                 8 |     11823 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | shortage_filler                               | selected because one or more target classes had insufficient candidates |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                 9 |     11941 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | class_balanced_FULL_PROFILE_EDGE_CANDIDATE    | selected to fill target bucket for FULL_PROFILE_EDGE_CANDIDATE          |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                10 |     11946 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | shortage_filler                               | selected because one or more target classes had insufficient candidates |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                11 |     11996 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | shortage_filler                               | selected because one or more target classes had insufficient candidates |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                12 |     12007 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | class_balanced_FULL_PROFILE_EDGE_CANDIDATE    | selected to fill target bucket for FULL_PROFILE_EDGE_CANDIDATE          |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | val                |
|                13 |     12017 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | shortage_filler                               | selected because one or more target classes had insufficient candidates |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | val                |
|                14 |     12046 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | class_balanced_FULL_PROFILE_EDGE_CANDIDATE    | selected to fill target bucket for FULL_PROFILE_EDGE_CANDIDATE          |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | val                |
|                15 |     12055 | FULL_PROFILE_EDGE_CANDIDATE    |            96.429 | shortage_filler                               | selected because one or more target classes had insufficient candidates |                       8 |                           2 |                       2 |                    9 | nan                                                                                                                                                                                                                               | nan                                           | nan                                                               | M5         | train              |
|                16 |     12034 | CORE_DALPHA_GEOMETRY_CANDIDATE |            72.143 | class_balanced_CORE_DALPHA_GEOMETRY_CANDIDATE | selected to fill target bucket for CORE_DALPHA_GEOMETRY_CANDIDATE       |                       8 |                           0 |                       2 |                   10 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                17 |     11802 | CORE_DALPHA_GEOMETRY_CANDIDATE |            71.429 | class_balanced_CORE_DALPHA_GEOMETRY_CANDIDATE | selected to fill target bucket for CORE_DALPHA_GEOMETRY_CANDIDATE       |                       8 |                           0 |                       2 |                    9 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                18 |     11851 | CORE_DALPHA_GEOMETRY_CANDIDATE |            71.429 | class_balanced_CORE_DALPHA_GEOMETRY_CANDIDATE | selected to fill target bucket for CORE_DALPHA_GEOMETRY_CANDIDATE       |                       8 |                           0 |                       2 |                    9 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                19 |     11908 | CORE_DALPHA_GEOMETRY_CANDIDATE |            71.429 | class_balanced_CORE_DALPHA_GEOMETRY_CANDIDATE | selected to fill target bucket for CORE_DALPHA_GEOMETRY_CANDIDATE       |                       8 |                           0 |                       2 |                    9 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | val                |
|                20 |     11958 | CORE_DALPHA_GEOMETRY_CANDIDATE |            71.429 | class_balanced_CORE_DALPHA_GEOMETRY_CANDIDATE | selected to fill target bucket for CORE_DALPHA_GEOMETRY_CANDIDATE       |                       8 |                           0 |                       2 |                    9 | nan                                                                                                                                                                                                                               | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                21 |     11772 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | class_balanced_PARTIAL_DALPHA_CANDIDATE       | selected to fill target bucket for PARTIAL_DALPHA_CANDIDATE             |                       7 |                           0 |                       2 |                    9 | summary-power_nbi                                                                                                                                                                                                                 | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                22 |     11780 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | class_balanced_PARTIAL_DALPHA_CANDIDATE       | selected to fill target bucket for PARTIAL_DALPHA_CANDIDATE             |                       7 |                           0 |                       2 |                    9 | summary-power_nbi                                                                                                                                                                                                                 | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                23 |     11789 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | class_balanced_PARTIAL_DALPHA_CANDIDATE       | selected to fill target bucket for PARTIAL_DALPHA_CANDIDATE             |                       7 |                           0 |                       2 |                    9 | interferometer-n_e_line                                                                                                                                                                                                           | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                24 |     11795 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | class_balanced_PARTIAL_DALPHA_CANDIDATE       | selected to fill target bucket for PARTIAL_DALPHA_CANDIDATE             |                       7 |                           0 |                       2 |                    9 | interferometer-n_e_line                                                                                                                                                                                                           | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | val                |
|                25 |     12027 | PARTIAL_DALPHA_CANDIDATE       |            65.179 | class_balanced_PARTIAL_DALPHA_CANDIDATE       | selected to fill target bucket for PARTIAL_DALPHA_CANDIDATE             |                       7 |                           0 |                       2 |                    9 | interferometer-n_e_line                                                                                                                                                                                                           | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                26 |     12079 | LOW_PRIORITY                   |            16.429 | class_balanced_LOW_PRIORITY                   | selected to fill target bucket for LOW_PRIORITY                         |                       0 |                           0 |                       2 |                    2 | summary-power_nbi;interferometer-n_e_line;spectrometer_visible-filter_spectrometer_dalpha_voltage;equilibrium-q95;equilibrium-elongation;equilibrium-triangularity_upper;equilibrium-triangularity_lower;equilibrium-minor_radius | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                27 |     12081 | LOW_PRIORITY                   |            16.429 | class_balanced_LOW_PRIORITY                   | selected to fill target bucket for LOW_PRIORITY                         |                       0 |                           0 |                       2 |                    2 | summary-power_nbi;interferometer-n_e_line;spectrometer_visible-filter_spectrometer_dalpha_voltage;equilibrium-q95;equilibrium-elongation;equilibrium-triangularity_upper;equilibrium-triangularity_lower;equilibrium-minor_radius | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                28 |     12082 | LOW_PRIORITY                   |            16.429 | class_balanced_LOW_PRIORITY                   | selected to fill target bucket for LOW_PRIORITY                         |                       0 |                           0 |                       2 |                    2 | summary-power_nbi;interferometer-n_e_line;spectrometer_visible-filter_spectrometer_dalpha_voltage;equilibrium-q95;equilibrium-elongation;equilibrium-triangularity_upper;equilibrium-triangularity_lower;equilibrium-minor_radius | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                29 |     12087 | LOW_PRIORITY                   |            16.429 | class_balanced_LOW_PRIORITY                   | selected to fill target bucket for LOW_PRIORITY                         |                       0 |                           0 |                       2 |                    2 | summary-power_nbi;interferometer-n_e_line;spectrometer_visible-filter_spectrometer_dalpha_voltage;equilibrium-q95;equilibrium-elongation;equilibrium-triangularity_upper;equilibrium-triangularity_lower;equilibrium-minor_radius | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |
|                30 |     12091 | LOW_PRIORITY                   |            16.429 | class_balanced_LOW_PRIORITY                   | selected to fill target bucket for LOW_PRIORITY                         |                       0 |                           0 |                       2 |                    2 | summary-power_nbi;interferometer-n_e_line;spectrometer_visible-filter_spectrometer_dalpha_voltage;equilibrium-q95;equilibrium-elongation;equilibrium-triangularity_upper;equilibrium-triangularity_lower;equilibrium-minor_radius | thomson_scattering-t_e;thomson_scattering-n_e | nan                                                               | M5         | train              |

## Next step

Run the existing TokaMark array/probe/confidence pipeline on these selected shots, then report results as:

```text
docs/
  27_TOKAMARK_MODERATE_CONFIDENCE_PANEL_RESULTS.md
```

## Bounded interpretation

This file is only a panel-selection artifact. It does not validate H-mode physically.
