Paper guide
23-4 CHC-FRC-KP1

FRC-KP1: A Catalog1-Frozen CHIME/FRB Catalog2 Public Holdout Prediction Test for CHC-FRC

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Declared calibration ledgers and observational stress windows for cosmology, compact objects, and carrier conversion.

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  • Public support lanes versus owner-level theorem closure.
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What the manuscript says this paper establishes.

This companion note records the first FRC--KP1 public-data holdout test associated with the CHC-FRC fast-radio-burst count-law sector. The test is deliberately narrower than a population-inference analysis. The archived manuscript remains authoritative for exact notation, equations, assumptions, and exclusions.

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01

Purpose and claim boundary

The purpose of FRC--KP1 is to test holdout transfer rather than retrospective fit. The preceding FRC public-data companions establish bounded CHIME/FRB Catalog 1 selection, exposure, and injection-selection stress surfaces. In particular, FRC--VP2 states a public Catalog 1 injection-selection response surface using Catalog 1, the live-injection data set, the full synthetic-injection HDF5 data set, and CHIME/FRB exposure maps. FRC--KP1 asks a different question: quote Can a scalar phase-load / finite-access residual geometry frozen on Catalog 1 and the public VP2 response surface support the residual organization of a non-overlap Catalog 2 holdout without refitting the residual geometry? quote This companion note records the bounded result of that test.

The allowed public reading is strictly bounded: quote Under the declared Catalog1-frozen scoring convention, the non-overlap CHIME/FRB Catalog2 holdout satisfies the stated rank-one-collapse and phase-load-alignment diagnostics. This is a bounded holdout-support result, not a global FRB population law, luminosity-function closure, or propagation-correction detection. quote The following readings are explicitly forbidden:

- full CHIME/FRB selection-function closure; - global FRB population law; - luminosity-function closure; - dispersion-measure-to-redshift theorem; - repeater/non-repeater population theorem; - propagation-correction detection; - parent FRC theorem closure; - CHC-wide empirical proof.

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02

Relation to FRC-VP0/VP1/VP2

FRC--KP1 is not named FRC--VP3 because it is not simply another support companion in the same selection-response chain. The intended lineage is

FRC-VP0/VP1/VP2 selection-response supportFRC-KP1 holdout-support test.\text{FRC-VP0/VP1/VP2 selection-response support} \quad\longrightarrow\quad \text{FRC-KP1 holdout-support test}.
TeX source
\text{FRC-VP0/VP1/VP2 selection-response support}

\quad\longrightarrow\quad
\text{FRC-KP1 holdout-support test}.

The VP companion records define and stress the public selection/exposure/injection surfaces. KP1 uses those surfaces to freeze a holdout support object and then tests it on a later public holdout.

The existing VP2 stress result is not erased by KP1. It remains the reason the KP1 interpretation must be bounded: the Catalog 1 injection-selection surface is nonuniform, and a selection-free count-law reading would be too strong. KP1 therefore promotes neither VP2 nor the parent FRC manuscript. It adds a separate prediction-layer result.

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03

Public data surfaces

The public input surfaces are listed in Table reference. Catalog 1 and the injection-selection response surface are inherited from the FRC--VP2 declared public-source summary. Catalog 2 is taken from the public CHIME/FRB storage objects made visible through the CHIME/FRB public database, direct Catalog 2 storage route, and Catalog 2 paper surface [citation].

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

The non-overlap holdout rule is conservative. Catalog 2 rows are excluded if public Catalog 2 flags identify them as Catalog-1-origin or Catalog-1-parameter rows, and they are also excluded if their tns_name or previous_name appears in Catalog 1. A unit convention note is essential: the public Catalog 2 CSV has 5,045 rows because some FRB names appear in more than one table row, while the official Catalog 2 count of 4,539 FRBs is recovered by counting distinct tns_name values in the same CSV. KP1 therefore uses ``row'' only for rows of the public machine table and uses tns_name when referring to the official FRB event-name unit. The primary scoring pipeline is row-level after the declared exclusions, positive-fluence requirement, non-repeater policy, and VP2 binning; no claim is made that 5,045 is the official FRB event count. The resulting holdout accounting is: center

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

center

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04

Frozen holdout support object

The frozen object is a Catalog1-derived scalar phase-load vector. Events are filtered by the declared population-style policy: public excluded rows are removed, positive fluence is required, and the primary board uses non-repeaters. Events are binned by the FRC--VP2 public fluence and dispersion-measure proxy bins. Excess dispersion measure is used only as a proxy coordinate; it is not inverted to redshift.

For each cell bbb, define

Nb=event count,Wb=selection/exposure weighted count,Eb=effective exposure/selection proxy,Fb=representative fluence coordinate,Db=dispersion-measure proxy coordinate.N_b = \text{event count}, W_b = \text{selection/exposure weighted count}, E_b = \text{effective exposure/selection proxy}, F_b = \text{representative fluence coordinate}, D_b = \text{dispersion-measure proxy coordinate}.
TeX source
N_b = \text{event count},

W_b = \text{selection/exposure weighted count},

E_b = \text{effective exposure/selection proxy},

F_b = \text{representative fluence coordinate},

D_b = \text{dispersion-measure proxy coordinate}.

A fixed cumulative near-Euclidean shape is used as the secondary count-law organizer,

Sb=Eb(Fbmedian(F))3/2.S_b = E_b\left(\frac{F_b}{\mathrm{median}(F)}\right)^{-3/2}.
TeX source
S_b = E_b\left(\frac{F_b}{\mathrm{median}(F)}\right)^{-3/2}.

Only a single amplitude is fit on Catalog 1:

AC1=bWbSbbSb2.A_{\CatOne}=\frac{\sum_b W_b S_b}{\sum_b S_b^2}.
TeX source
A_{\CatOne}=\frac{\sum_b W_b S_b}{\sum_b S_b^2}.

The Catalog1 standardized residual is

rbC1=WbAC1Sbmax(AC1Sb,1).r_b^{\CatOne}=\frac{W_b-A_{\CatOne}S_b}{\sqrt{\max(A_{\CatOne}S_b,1)}}.
TeX source
r_b^{\CatOne}=\frac{W_b-A_{\CatOne}S_b}{\sqrt{\max(A_{\CatOne}S_b,1)}}.

The frozen phase-load vector is the mean-centered unit vector

ubC1=rbC1rC1rC1rC12.u_b^{\CatOne}=\frac{r_b^{\CatOne}-\langle r^{\CatOne}\rangle}{\left\|r^{\CatOne}-\langle r^{\CatOne}\rangle\right\|_2}.
TeX source
u_b^{\CatOne}=\frac{r_b^{\CatOne}-\langle r^{\CatOne}\rangle}{\left\|r^{\CatOne}-\langle r^{\CatOne}\rangle\right\|_2}.

No Catalog 2 residual, sign choice, domain tuning, redshift inversion, or luminosity-function reconstruction is allowed in the freeze step.

The primary Catalog 1 freeze board has 464 prepared non-repeater table rows, corresponding to 434 distinct tns_name identifiers after the same population-style filters, and 31 cells. The frozen amplitude is

AC1=5.536031002639719,A_{\CatOne}=5.536031002639719,
TeX source
A_{\CatOne}=5.536031002639719,

and the phase-load vector has unit norm.

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05

Holdout scoring

Catalog 2 holdout cells are scored by matching the Catalog1-frozen phase-load cells to the Catalog2 non-overlap holdout cells. The primary prepared holdout contains 2,676 non-repeater table rows, corresponding to 2,534 distinct tns_name identifiers, and 33 cells; 31 cells overlap the Catalog 1 freeze board.

For each matched Catalog-2 cell bbb, let WbC2W_b^{\CatTwo}W_b^{\CatTwo} be the holdout weighted count and let SbC2S_b^{\CatTwo}S_b^{\CatTwo} be the count-law organizer computed with the same frozen response, fluence-normalization, and cell-construction convention used in the Catalog-1 freeze board. No Catalog-2 amplitude is fitted. The Catalog-2 standardized residual is

zbC2=WbC2AC1SbC2max(AC1SbC2,1).z_b^{\CatTwo} = \frac{W_b^{\CatTwo}-A_{\CatOne}S_b^{\CatTwo}} {\sqrt{\max(A_{\CatOne}S_b^{\CatTwo},1)}} .
TeX source
z_b^{\CatTwo}
=
\frac{W_b^{\CatTwo}-A_{\CatOne}S_b^{\CatTwo}}
{\sqrt{\max(A_{\CatOne}S_b^{\CatTwo},1)}} .

The primary alignment metric is the correlation between zbC2z_b^{\CatTwo}z_b^{\CatTwo} and ubC1u_b^{\CatOne}u_b^{\CatOne}. The residual matrix is arranged over fluence and dispersion-measure proxy bins:

MijC2=zC2(fluence bin=i,DM proxy bin=j).M_{ij}^{\CatTwo}=z^{\CatTwo}(\mathrm{fluence\ bin}=i,\mathrm{DM\ proxy\ bin}=j).
TeX source
M_{ij}^{\CatTwo}=z^{\CatTwo}(\mathrm{fluence\ bin}=i,\mathrm{DM\ proxy\ bin}=j).

Rank-one collapse is measured by

ρrank1=σ2(M)σ1(M).\rho_{\mathrm{rank1}}=\frac{\sigma_2(M)}{\sigma_1(M)}.
TeX source
\rho_{\mathrm{rank1}}=\frac{\sigma_2(M)}{\sigma_1(M)}.

Additional primary metrics are sign agreement, Spearman rank preservation, and a shuffled-load permutation null.

The declared strong-primary thresholds are reporting/classification gates used by the KP1 scoring procedure and recorded in the supplementary ranking summary. They should not be read as an independently published universal statistical standard, and the result does not rest on threshold crossing alone: the continuous metric values, shuffled-load null, bootstrap interval, jackknife record, and stress variants are reported so that the evidence can be read threshold-free as well. The Catalog2-blind freeze record retains the frozen metric list, random seed, forbidden operations, and Catalog1-only freeze surface; the threshold table below is the deterministic classification layer attached to that scoring rule.

The declared strong-primary thresholds are: center

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

center

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06

Primary holdout result

The primary holdout result is given in Table reference. All primary phase-load / rank-collapse metrics pass the strong-primary reporting gates. Because those gates are not treated as an external discovery convention, the interpretation remains bounded and is tied to the continuous scores and robustness checks rather than to a binary threshold label alone.

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

The secondary count-law transfer metric is stressed. The holdout log-predictive-density scores are center

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

center The permutation value is computed as

pperm=1+#{rpermrobs}5000+1,p_{\mathrm{perm}}=\frac{1+\#\{|r_{\mathrm{perm}}|\ge |r_{\mathrm{obs}}|\}}{5000+1},
TeX source
p_{\mathrm{perm}}=\frac{1+\#\{|r_{\mathrm{perm}}|\ge |r_{\mathrm{obs}}|\}}{5000+1},

where the null shuffles the Catalog1-frozen phase-load values over the scored overlap cells. This is an absolute/two-sided cell-label shuffle diagnostic for alignment, not a full generative null for the CHIME selection function. It preserves the observed Catalog2 residual vector and cell occupancy pattern but assumes exchangeability of the frozen load labels across the matched cells; bin-occupancy imbalance is therefore handled only through the fixed observed cell board, not through a complete population-level resampling model. Consequently the small value is used as a supportive alignment diagnostic and not as a standalone discovery statistic.

Therefore the primary result is not a strong count-law prediction. The conservative primary label is

FRC-KP1-BOUNDED-HOLDOUT-SUPPORT.\boxed{\code{FRC-KP1-BOUNDED-HOLDOUT-SUPPORT}}.
TeX source
\boxed{\code{FRC-KP1-BOUNDED-HOLDOUT-SUPPORT}}.

This label is driven by the primary residual-geometry prediction, and capped by the stressed secondary count-law metric.

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07

Robustness pass

A separate robustness pass tests whether the bounded holdout-support interpretation survives changes in event policy, exposure policy, binning, bootstrap resampling, and one-cell jackknife removal. The final conservative label is

FRC-KP1-ROBUST-BOUNDEDHOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS.\boxed{\code{FRC-KP1-ROBUST-BOUNDED} \code{HOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS}}.
TeX source
\boxed{\code{FRC-KP1-ROBUST-BOUNDED}
\code{HOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS}}.

The decision reasons are:

- core stress count: 0; - support-or-strong variants: 9/12; - strong variants: 7/12; - lower-only exposure stress caps confidence; - high-fluence-only subset remains stress; - overcoarsened six-cell binning stress is recorded but non-primary; - bootstrap alignment lower tail is nonfatal.

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

The bootstrap stability record is: center

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

center The one-cell jackknife result is 33/33 support-or-strong and 0/33 stress.

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08

Additional specificity and multi-slice stress checks

After the robustness pass, two additional bounded auxiliary stress checks were evaluated as diagnostics. These lanes do not change the primary hypothesis, do not refit the Catalog2 holdout, and do not introduce a second prediction claim. Their purpose is narrower: to test whether the same Catalog1-frozen CHC--FRC phase-load direction is specific relative to non-CHC controls and stable across declared holdout slices.

The specificity lane is an adversarial-null board. It compares the target CHC--FRC frozen phase-load direction against physical, policy, random-orthogonal, cell-permuted, sign-shuffled, and bootstrap Catalog1 load families under the same Catalog2 matched-cell scoring surface. The target direction, denoted D0, ranks first on all declared primary specificity metrics: absolute Pearson alignment, absolute Spearman alignment, best-orientation sign agreement, and absolute projection. It also beats the declared random-orthogonal, cell-permuted, and sign-shuffled adversarial families at their family thresholds. The lane label is

FRC-KP1-SPEC-ADVERSARIAL-NULL-COMPATIBLE.\boxed{\code{FRC-KP1-SPEC-ADVERSARIAL-NULL-COMPATIBLE}}.
TeX source
\boxed{\code{FRC-KP1-SPEC-ADVERSARIAL-NULL-COMPATIBLE}}.

One policy decoy was blocked because it became constant or zero-norm under the frozen board; this is recorded as a blocked control rather than as supporting evidence.

The multi-slice lane tests whether the primary Catalog2 alignment is concentrated in only one convenient region of the holdout. The scored slices cover the declared time, exposure, fluence, and dispersion-measure axes. Of 11 scored slices, 10 have the positive declared direction and 9 are classified strong. All four declared axes have positive slice counts. The lane label is

FRC-KP1-MULTISLICE-STRESS-COMPATIBLE.\boxed{\code{FRC-KP1-MULTISLICE-STRESS-COMPATIBLE}}.
TeX source
\boxed{\code{FRC-KP1-MULTISLICE-STRESS-COMPATIBLE}}.

The global slice reproduces the primary board values: phase-load correlation 0.889326696895743, fixed sign agreement 0.9032258064516129, Spearman correlation 0.6713709677419356, and exposure-scale transfer 0.7940469731995563.

Figure or table content is omitted from the web reader; use the canonical manuscript for the exact object.

The correct interpretation is therefore additive but bounded. SPEC and MULTISLICE make the FRC--KP1 primary result harder to dismiss as a generic Catalog1 residual-vector artifact or a single-slice accident. They do not remove the secondary count-law stress, do not upgrade the final label to strong support, and do not imply full CHIME selection-function closure, FRB luminosity-function closure, global FRB source-count closure, parent FRC theorem closure, or CHC-wide empirical confirmation.

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09

Interpretation

The result is meaningful because the Catalog2 non-overlap surface was not used to choose the Catalog1 phase-load sign or residual direction, and because the Catalog2 table-row/event-name convention is now explicitly separated from the official Catalog 2 FRB-count convention. The primary prediction is geometric: the Catalog2 residual matrix should align with the Catalog1-frozen scalar phase-load direction and remain close to rank one. That prediction is supported on the primary holdout and preserved by the core robustness families.

The result is also limited. The secondary count-law transfer does not beat simple count baselines. The high-fluence-only subset weakens the rank-one collapse. Lower-only exposure and extreme overcoarsening produce stress diagnostics. These limitations are part of the reported stress profile; the resulting classification is robust bounded support with stress limitations rather than strong support.

In the language of the CHC-FRC evidence hierarchy, FRC--KP1 supplies a prediction-layer public holdout result built on top of the VP0/VP1/VP2 selection-response surfaces. It does not promote those VP surfaces to parent closure, and it does not convert a CHIME/FRB public holdout into a universal FRB theory.

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10

Companion source summaries

The companion source summaries identify the primary holdout result, the robustness summary, and the public-source boundary records without relying on any local filesystem root. These records support the bounded Catalog2 holdout reading and do not introduce a second prediction claim. The companion source summaries are:

- the primary Catalog2 holdout support summary, which fixes the public Catalog1-derived geometry, the Catalog2 holdout surface, the scoring rule, and the reported prediction-layer summary; - the robustness-family support summary, which reports the declared perturbation families and the associated stability summaries.

The SPEC and MULTISLICE support-check records are summarized as companion source summaries:

- SPEC adversarial-null support board; - MULTISLICE stress-panel support board.

The companion source summary identifies the public-data source surfaces, freeze records, scoring summaries, result tables, public-source summaries, and bounded stress checks used for the bounded holdout reading.

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11

Conclusion

FRC--KP1 is completed under the declared public-data prediction-layer scoring protocol. Under the declared Catalog1-frozen scoring convention, the non-overlap CHIME/FRB Catalog2 holdout satisfies the stated rank-one-collapse and phase-load-alignment diagnostics. This is a bounded holdout-support result, not a global FRB population law, luminosity-function closure, or propagation-correction detection. A robustness pass preserves bounded holdout support across the core non-overlap, post-MJD, repeater-policy, exposure-policy, bootstrap, and jackknife checks. Additional SPEC and MULTISLICE bounded-support comparisons strengthen the specificity and slice-stability reading of the same holdout result. Stress limitations remain, especially in the secondary count-law metric and high-fluence-only subset. The final conservative label is

FRC-KP1-ROBUST-BOUNDEDHOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS.\boxed{\code{FRC-KP1-ROBUST-BOUNDED} \code{HOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS}}.
TeX source
\boxed{\code{FRC-KP1-ROBUST-BOUNDED}
\code{HOLDOUT-SUPPORT-WITH-STRESS-LIMITATIONS}}.

This is a bounded public holdout-support result, and it remains explicitly non-closure.

Data and code availability..

This companion manuscript uses public CHIME/FRB data products and reproducibility materials as described in the text. Cited public references and companion statements, where provided, are cited only as support summaries for the declared holdout calculation. FRC--KP1 is a bounded public predictive-holdout companion and is not promoted to a full CHIME selection-function analysis, global FRB population law, luminosity-function closure, DM--redshift theorem, propagation-correction detection, or CHC-wide empirical closure.

Funding and competing interests..

No external funding was received for this work. The author declares no competing interests.

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23-4 CHC-FRC-KP1

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