Datasets:

PureOne
/

LIORAEN-Omega

Column	Storage type
`omega_over_Omega0`	`float64`
`S_plus_real`	`float64`
`S_plus_imag`	`float64`
`S_minus_real`	`float64`
`S_minus_imag`	`float64`
`absolute_contrast`	`float64`
`noisy_plus_real`	`float64`
`noisy_plus_imag`	`float64`
`noisy_minus_real`	`float64`
`noisy_minus_imag`	`float64`

`raw_control_records`

Four synthetic calibration settings, before and after reflection inversion. 4 rows; split train.

Column	Storage type
`setting`	`integer`
`t_real`	`float64`
`t_imag`	`float64`
`S_exact_real`	`float64`
`S_exact_imag`	`float64`
`S_measured_real`	`float64`
`S_measured_imag`	`float64`
`F_exact_real`	`float64`
`F_exact_imag`	`float64`
`F_measured_real`	`float64`
`F_measured_imag`	`float64`

`withheld_controls`

Synthetic held-out controls with exact, noisy, and deliberate-drift errors. 20 rows; split test.

Column	Storage type
`index`	`integer`
`t_real`	`float64`
`t_imag`	`float64`
`F_true_real`	`float64`
`F_true_imag`	`float64`
`exact_prediction_error`	`float64`
`noisy_prediction_error`	`float64`
`deliberate_drift_error`	`float64`

`memory_phase`

Two-pole theoretical memory intensity for opposite relational phases. 501 rows; split train.

Column	Storage type
`time_times_Omega0`	`float64`
`plus`	`float64`
`minus`	`float64`

`rank_profiles`

Exact theoretical self-adjoint versus dissipative rank profiles. 8 rows; split train.

Column	Storage type
`nodes`	`integer`
`seven_state_Hermitian`	`integer`
`one_damped_state`	`integer`

`damping_kernel_spectrum`

Numerical kernel eigenvalues before and after a known-linewidth correction. 8 rows; split train.

Column	Storage type
`index`	`integer`
`uncorrected_eigenvalue`	`float64`
`known_shift_eigenvalue`	`float64`

Interpretation

phase_scan: detuning is normalized by Omega0; reflection quadratures and absolute contrast are dimensionless. Noisy columns contain simulated averaged readout noise.
raw_control_records: t_* gives the normalized complex control; S_* is dimensionless reflection; F_* is inverse root response normalized by Omega0. Noise is added to reflection before inversion.
withheld_controls: normalized inverse-response prediction errors; deliberate drift is a synthetic 0.025 Omega0 hidden-detuning change.
memory_phase: dimensionless time and normalized two-pole memory intensities for phases +pi/2 and -pi/2. See the source plot/formula for intensity normalization.
rank_profiles: theoretical exact ranks, not noisy rank estimates. Each node count is a distinct sampling-set size.
damping_kernel_spectrum: eigenvalues of dimensionless normalized kernels, in descending algebraic order. Tiny signed values near zero can be rounding artifacts; the plotted absolute spectrum is not additional physical spectral mass.

No values are missing. CSV complex quantities are always separated into real/imaginary fields. The authoritative generation formulas and seed are in research/src/make_data.py; device-specific calibration is required before experimental comparison.