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      "measurements": [
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          "label": "Samples N",
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          "label": "DC retained",
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          "label": "Sample MSE",
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      "plotSampleCounts": [
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        {
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        {
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    {
      "runId": "run-20260917003910210-62944-089",
      "label": "smooth · N=512 · K=64 · largest",
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      "createdAt": "2026-09-17T00:39:14.525Z",
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      "measurements": [
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          "label": "Samples N",
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          "label": "DC retained",
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          "label": "Sample MSE",
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      "plotSampleCounts": [
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        {
          "title": "Coefficient phase",
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          "samples": 512
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        {
          "title": "Reconstruction error by term budget",
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        {
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    {
      "runId": "run-20260917003910210-62944-090",
      "label": "smooth · N=512 · K=512 · largest",
      "parameters": {
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          "label": "Samples N",
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        {
          "label": "Retained terms K",
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        {
          "label": "DC retained",
          "value": "Yes; counted in K"
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        {
          "label": "Sample MSE",
          "value": 6.606899310233078e-28,
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        {
          "label": "Discarded coefficient energy",
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        {
          "label": "MSE identity residual",
          "value": 6.606899310233078e-28,
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        {
          "label": "Parseval energy residual",
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        {
          "label": "Dense reference MSE (selected K)",
          "value": 6.978224475335969e-10,
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        {
          "label": "Dense reference MSE (all N)",
          "value": 6.978224475335795e-10,
          "precision": 10,
          "description": "Comparison at 2,048 arclength positions against the saved dense contour reference; this is separate from sample truncation error."
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      ],
      "diagnostics": {
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        "method": "Direct Float64 complex DFT; forward 1/N, inverse unscaled; closed piecewise-linear equal-arclength resampling; signed Nyquist −N/2; independent sample MSE and omitted coefficient energy.",
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      "sourceIds": [
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      "jsonPath": "/studies/fourier/run-20260917003910210-62944-090.json",
      "csvPath": "/studies/fourier/run-20260917003910210-62944-090.csv",
      "csvRows": 513,
      "plotSampleCounts": [
        {
          "title": "Amplitude spectrum",
          "series": "All coefficients",
          "samples": 512
        },
        {
          "title": "Coefficient phase",
          "series": "Defined phases",
          "samples": 512
        },
        {
          "title": "Reconstruction error by term budget",
          "series": "Band-limited",
          "samples": 512
        },
        {
          "title": "Reconstruction error by term budget",
          "series": "Largest coefficients",
          "samples": 512
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  ],
  "results": [
    "This saved batch contains 90 completed calculations. The table and downloads below refer to those actual runs.",
    "The largest recorded absolute diagnostic residual was 2.22045e-16. 90 of 90 residual-bearing cases were within their own reported numerical tolerance.",
    "Across 90 recorded readings, Sample MSE ranged from 2.62836e-30 to 0.04650419.",
    "Across 90 recorded readings, Discarded coefficient energy ranged from 0 to 0.04650419.",
    "Across 90 recorded readings, MSE identity residual ranged from 6.13660e-31 to 3.46945e-17.",
    "Across 90 recorded readings, Parseval energy residual ranged from 0 to 2.22045e-16.",
    "For the saved smooth contour at N = 256 and K = 4, sample MSE was 0.02070709 with the band-limited rule and 0.0001994762 with largest coefficients. These readings compare the same sampled input."
  ],
  "interpretation": [
    "45 of 45 matched contour/N/K pairs had largest-coefficient MSE no greater than band-limited MSE within their reported numerical tolerances. DC was fixed in each pair.",
    "Compare the two MSE calculations and their residual before comparing selection strategies. The mathematical optimality statement concerns a sample-average squared norm, not every measure of visual quality."
  ],
  "summaryCsvPath": "/studies/fourier/summary-20260917003910210-62944.csv"
}
