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Both measurements share experimental context." } }, { "shot_id": 30426, "diagnostics": [ "magnetics/ip", "magnetics/b_field_pol_probe_omv_voltage" ], "result": { "status": "computed", "n": 1500, "pearson": -0.23529620647599828, "spearman": -0.08778650230049104, "lags": [ { "lag_samples": -10, "lag_s": -0.0019999999999997797, "n": 1490, "pearson": -0.2281847269141745 }, { "lag_samples": -5, "lag_s": -0.0009999999999998899, "n": 1495, "pearson": -0.23225118491753768 }, { "lag_samples": -1, "lag_s": -0.00019999999999997797, "n": 1499, "pearson": -0.23450883479207826 }, { "lag_samples": 0, "lag_s": 0.0, "n": 1500, "pearson": -0.23529620647599828 }, { "lag_samples": 1, "lag_s": 0.00019999999999997797, "n": 1499, "pearson": -0.23509081664372333 }, { "lag_samples": 5, "lag_s": 0.0009999999999998899, "n": 1495, "pearson": -0.23737036843973366 }, { "lag_samples": 10, "lag_s": 0.0019999999999997797, "n": 1490, "pearson": -0.2335831807136305 } ], "positive_lag": "Coarse signal at t compared with voltage-bin mean at t+k; retrospective, not causal", "alignment": "Same shot source relative seconds; no interpolation; fast samples averaged within half coarse-step bins. Exact retained sample dates checked.", "limits": "Descriptive dependence, no IID p-values or physical causality. Boxcar averaging can leave aliasing; no modal or causal inference. Both measurements share experimental context." } } ], "findings": [ { "id": "MCF-01", "experiment": "FPE-001", "kind": "DERIVED", "title": "Coverage and quality of comparable MAST diagnostics", "method": "Catalog selection fixed before values; explicit unit conversion and finite/regular-sampling checks", "numerical_result": { "catalog_shots": 11573, "selected_shots": 5, "selected_diagnostic_types": 2, "signals": 10, "samples": 757500, "valid_samples": 757500, "candidate_shots_examined": 5, "excluded_candidates": 0, "computed_signals": 10, "inconclusive_signals": 0 }, "unit": "shots/signals/samples", "evidence": [ "selection", "signals.quality" ], "uncertainty": "Missingness is counted; source calibration uncertainty unknown", "verification": "computationally_verified", "limits": "Source Level2 diagnostic processing release retained; instrument/physics validation is not asserted." }, { "id": "MCF-02", "experiment": "FPE-001", "kind": "DERIVED", "title": "Temporal and spectral characterization of source measurements", "method": "Finite contiguous regular segments, SciPy FFT/Welch/STFT, explicit Hann/overlap/resolution, derivative excursions", "numerical_result": [ { "shot_id": 30421, "diagnostic": "magnetics/ip", "unit": "A", "rms": 592831.2924338278, "peak_hz": 19.53125000000215, "resolution_hz": 19.53125000000215, "candidate_events": 1 }, { "shot_id": 30421, "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "rms": 0.006361044050117094, "peak_hz": 366.21093749963376, "resolution_hz": 122.07031249987791, "candidate_events": 0 }, { "shot_id": 30424, "diagnostic": "magnetics/ip", "unit": "A", "rms": 591866.5020935973, "peak_hz": 19.53125000000215, "resolution_hz": 19.53125000000215, "candidate_events": 2 }, { "shot_id": 30424, "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "rms": 0.006344997549364238, "peak_hz": 244.14062499975583, "resolution_hz": 122.07031249987791, "candidate_events": 0 }, { "shot_id": 30417, "diagnostic": "magnetics/ip", "unit": "A", "rms": 595148.1644974579, "peak_hz": 19.53125000000215, "resolution_hz": 19.53125000000215, "candidate_events": 5 }, { "shot_id": 30417, "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "rms": 0.006528670436586266, "peak_hz": 366.21093749963376, "resolution_hz": 122.07031249987791, "candidate_events": 1 }, { "shot_id": 30425, "diagnostic": "magnetics/ip", "unit": "A", "rms": 589717.8580495752, "peak_hz": 19.53125000000215, "resolution_hz": 19.53125000000215, "candidate_events": 3 }, { "shot_id": 30425, "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "rms": 0.006353864079767064, "peak_hz": 122.07031249987791, "resolution_hz": 122.07031249987791, "candidate_events": 0 }, { "shot_id": 30426, "diagnostic": "magnetics/ip", "unit": "A", "rms": 591115.2138045023, "peak_hz": 19.53125000000215, "resolution_hz": 19.53125000000215, "candidate_events": 0 }, { "shot_id": 30426, "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "rms": 0.0063830213630413895, "peak_hz": 366.21093749963376, "resolution_hz": 122.07031249987791, "candidate_events": 0 } ], "unit": "A/V,Hz,s", "evidence": [ "signals.spectral", "signals.events", "signals.filter_sensitivity" ], "uncertainty": "Frequency-bin and time-grid resolution; window/filter/threshold sensitivity; no total calibration error", "verification": "computationally_verified", "limits": "Peaks and transients are not identified MHD modes, ELMs or disruptions." }, { "id": "MCF-03", "experiment": "FPE-001", "kind": "STATISTICAL", "title": "Cross-shot spread and parameter sensitivity", "method": "Report all selected shots and all declared spectral/filter/event settings; same-shot descriptive correlation only", "numerical_result": [ { "diagnostic": "magnetics/ip", "unit": "A", "shot_ids": [ 30421, 30424, 30417, 30425, 30426 ], "rms_distribution": { "n": 5, "mean": 592135.806175792, "std_sample": 2032.1546700068814, "rms": 592138.5958350777, "minimum": 589717.8580495752, "maximum": 595148.1644974579, "p05": 589997.3292005607, "p95": 594684.7900847319 }, "mean_distribution": { "n": 5, "mean": 584080.4758145832, "std_sample": 1817.180002365998, "rms": 584082.7372404691, "minimum": 581892.6515208334, "maximum": 586681.2878645833, "p05": 582139.4509083334, "p95": 586324.9120875 }, "dominant_frequency_distribution_hz": { "n": 5, "mean": 19.53125000000215, "std_sample": 0.0, "rms": 19.53125000000215, "minimum": 19.53125000000215, "maximum": 19.53125000000215, "p05": 19.53125000000215, "p95": 19.53125000000215 }, "event_counts": [ { "shot_id": 30421, "count": 1 }, { "shot_id": 30424, "count": 2 }, { "shot_id": 30417, "count": 5 }, { "shot_id": 30425, "count": 3 }, { "shot_id": 30426, "count": 0 } ], "shots_with_candidate_events": 4, "denominator_shots": 5, "interpretation": "Same catalog campaign/shape/current category, not controlled identical experiments; no phase alignment, performance ranking or causal inference." }, { "diagnostic": "magnetics/b_field_pol_probe_omv_voltage", "unit": "V", "shot_ids": [ 30421, 30424, 30417, 30425, 30426 ], "rms_distribution": { "n": 5, "mean": 0.006394319495775211, "std_sample": 7.641068882360629e-05, "rms": 0.006394684721606229, "minimum": 0.006344997549364238, "maximum": 0.006528670436586266, "p05": 0.006346770855444803, "p95": 0.006499540621877291 }, "mean_distribution": { "n": 5, "mean": 0.0063861650649483, "std_sample": 7.594009372340283e-05, "rms": 0.006386526266683157, "minimum": 0.006337163139544427, "maximum": 0.006519698751034836, "p05": 0.006338926882321636, "p95": 0.0064907346341883145 }, "dominant_frequency_distribution_hz": { "n": 5, "mean": 292.96874999970703, "std_sample": 109.18300671374774, "rms": 308.81617775050944, "minimum": 122.07031249987791, "maximum": 366.21093749963376, "p05": 146.48437499985351, "p95": 366.21093749963376 }, "event_counts": [ { "shot_id": 30421, "count": 0 }, { "shot_id": 30424, "count": 0 }, { "shot_id": 30417, "count": 1 }, { "shot_id": 30425, "count": 0 }, { "shot_id": 30426, "count": 0 } ], "shots_with_candidate_events": 1, "denominator_shots": 5, "interpretation": "Same catalog campaign/shape/current category, not controlled identical experiments; no phase alignment, performance ranking or causal inference." } ], "unit": "A/V,Hz,counts", "evidence": [ "cross_shot", "within_shot_correlations" ], "uncertainty": "Observed cross-shot dispersion and method sensitivity; small selected cohort, not population inference", "verification": "computationally_verified", "limits": "Differences may reflect unmeasured experimental settings or processing; no causal plasma conclusion." } ], "limitations": [ "Legacy mastapp JSON service timed out; current official documentation points to the public S3 Parquet catalogs actually used.", "Level2 magnetics metadata identifies source ingestion commit/release; a processed diagnostic is not a direct equilibrium reconstruction.", "No interpolation, missing-to-zero conversion or sorting of bad time axes; spectral analysis uses declared contiguous segments.", "Sample deliberately matches catalog categories, not all physical operating conditions; no cross-shot phase alignment.", "Source release documents ongoing corrections; quality metrics and source-version metadata accompany every result.", "No new instability, confinement improvement, disruption forecast, physical law or causal effect established.", "Statistical block intervals and discretization/sensitivity do not quantify unknown instrument/calibration systematics." ], "ai_used_for_numbers": false, "data_derivative_license": "CC-BY-SA-4.0", "results_sha256": "eda30cddda1943f19425d2b9472d4e773f62c100e298191538fee6b13330a8bd" }