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WP35 Phase 9: three adversarial reviews, corrections A-002–A-007 (placebo, CV folds, robustness variants, item-level analysis, simulation accounting), reruns, revised manuscript (80 pp.), response to reviewers, final audit

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>
Simon-Pierre Boucher committed (Nov 1, 2026) parent 8f19ce3 Browse files

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modified README.md +10 −10
@@ -3,7 +3,7 @@
3 3
4 4 **UQO Working Paper No. 35** — *A pre-registered test of coordination demand, institutional capacity, and instability in historical and modern societies, with a formal framework and agent-based experiments*
5 5
6 −[![Paper](https://img.shields.io/badge/paper-PDF%20(73%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main.pdf)
6 +[![Paper](https://img.shields.io/badge/paper-PDF%20(80%20p.)-b31b1b?logo=latex&logoColor=white)](paper/main.pdf)
7 7 [![Python](https://img.shields.io/badge/python-3.12-3776AB?logo=python&logoColor=white)](pyproject.toml)
8 8 [![Data](https://img.shields.io/badge/data-Seshat%20Polaris--2026%20·%20D--PLACE%20EA%20v3.3%20·%20V--Dem%20v16%20·%20Maddison%202023-4051b5)](data/raw/README.md)
9 9 [![Reproducible](https://img.shields.io/badge/reproducible-make%20all-2e7d32)](Makefile)
@@ -11,7 +11,7 @@
11 11 [![Institution](https://img.shields.io/badge/UQO-D%C3%A9pt.%20des%20sciences%20administratives-16365c)](https://uqo.ca)
12 12 [![Author](https://img.shields.io/badge/author-Simon--Pierre%20Boucher-16365c)](mailto:simon-pierre.boucher@uqo.ca)
13 13
14 −> **TL;DR** — Can the mismatch between a society's coordination *demand* (scale) and its coordination *capacity* (administration, standardized rules and money, communication infrastructure, record-keeping) predict instability? Under a pre-registration frozen before any outcome was examined, we built the indices from Seshat Polaris-2026 (626 polities, 127 CrisisDB crises with pre-crisis predictors), the Ethnographic Atlas (1,291 societies) and a V-Dem/Maddison panel (14,637 country-years, 2,692 events). Capacity and scale are positively associated everywhere. The mismatch index is positively associated with crisis severity (0.20 log-odds/SD) and modern instability onsets (0.40/SD), stable across regions and eras — **but fails the pre-registered test**: it does not beat the scale-only baseline (Seshat) or the capacity-only baseline (modern) out of sample, a placebo does as well, past events load on it as strongly as future ones, and an Oster adjustment flips its sign. Five theorems make "institutions as codes" precise; 6,632 agent-based runs confirm them in silico and locate where institutions hurt (unpaid set-up, saturated hierarchies, unstructured task spaces). The universal theory is not supported; the narrower paper is what we wrote.
14 +> **TL;DR** — Can the mismatch between a society's coordination *demand* (scale) and its coordination *capacity* (administration, standardized rules and money, communication infrastructure, record-keeping) predict instability? Under a pre-registration frozen before any outcome was examined, we built the indices from Seshat Polaris-2026 (626 polities, 127 CrisisDB crises with pre-crisis predictors), the Ethnographic Atlas (1,291 societies) and a V-Dem/Maddison panel (14,637 country-years, 2,692 events). Capacity and scale are positively associated everywhere. The mismatch index is positively associated with crisis severity (0.20 log-odds/SD) and modern instability onsets (0.39/SD), stable across regions, eras and cultural spheres — **but fails the pre-registered test**: it does not beat the scale-only baseline (Seshat) or the capacity-only baseline (modern) out of sample, the equal-and-opposite restriction it imposes is rejected in the modern panel, a placebo is not distinguishable from it in Seshat, past events load on it nearly as strongly as future ones, and it is not robust to an Oster-type adjustment; higher capacity even predicts shorter polity durations in Seshat. Five theorems make "institutions as codes" precise; 6,632 agent-based runs confirm them in silico and locate where institutions hurt (unpaid set-up, saturated hierarchies, unstructured task spaces). The universal theory is not supported; the narrower paper is what we wrote.
15 15
16 16 ---
17 17
@@ -41,14 +41,14 @@ Pr(Y456 in (t,t+5]) = Λ(α + β P_it + γ'X_it + μ_r + τ_t) # modern onsets
41 41 |---|---|
42 42 | corr(z(D), z(K)) across Seshat polities | 0.84 — P retains 17% of the joint variance |
43 43 | H1 Seshat: D on K (region + era FE) | 0.75 SD per SD of K (SE-based 95% CI excludes 0); EA: 0.70 log community size per jurisdictional level; modern within-country 0.15 |
44 −| H2-A Seshat crisis severity, β_P | 0.196 (SE 0.056, n = 127); with covariates 0.204 (0.085, n = 87); scale-only 0.257 (0.138); placebo 0.257 (0.138) |
45 −| H2-A out of sample | beats FE-only / K-only / complexity in ≥ 80% of folds; **not** scale-only (75%), persistence (69%), D+K (75%); loses to scale alone in 7/10 leave-region-out folds |
46 −| H2-C modern Y456, β_P | 0.398 (0.089, n = 14,637); capacity-only −0.632 (0.126); negative control (past events) 0.436 vs forward 0.475; Oster-adjusted −0.024; RV = 0.07 |
47 −| H2-C out of sample | never beats capacity-only (forward chaining 0/2; LORO 1/6 log-lik) |
48 −| H4 threshold | Seshat: hinge/spline beat linear in 10%/8% of folds; modern: 80%/87% but +0.001 nats (negligible) |
44 +| H2-A Seshat crisis severity, β_P | 0.196 (SE 0.056, n = 127); with covariates 0.243 (0.086, common sample n = 93); scale-only 0.416 (0.173); D and K separately 0.44 / −0.13 (Wald β_D+β_K=0: p = 0.22); placebo 0.192 (0.166) vs P 0.290 (0.079) with the same controls |
45 +| H2-A out of sample (50 polity-blocked folds) | beats FE-only / K-only / complexity in 84–86% of folds; **not** scale-only (42%), persistence (78%), D+K (44%); loses to scale alone in 8/10 leave-region-out folds |
46 +| H2-C modern Y456, β_P | 0.392 (0.089, n = 14,637; 901 distinct event-years); capacity-only −0.631 (0.131); D and K separately 0.17 / −0.70 (Wald β_D+β_K=0: p < 0.001); negative control (past events) 0.436 vs forward 0.475 (passes the literal rule by < 1 SE); Oster-adjusted −0.030; RV = 0.07 |
47 +| H2-C out of sample | beats capacity-only in 1/3 forward-chaining splits and 1/6 leave-region-out folds (log-lik) |
48 +| H4 threshold | Seshat: hinge/spline beat linear in 10%/8% of folds (rejected); modern: 73%/80% — spline meets the rule exactly, +0.003 nats (not rejected, small) |
49 49 | H5 | β_P positive in every held-out macro-region, era, region and period |
50 −| Y2 polity hazard / Y3 succession | no association with P (HR 1.00–1.03) |
51 −| H3 (SIMULATED) | norms/records lower operating bits per success in 99.7% / 71% of paired runs and raise success in 99.3% / 100%; central hierarchy at half capacity: success −0.44; a 200-bit code is repaid only with s = 256, Zipf 1.5, T = 160; stale-code penalty 1.90 bits vs KL 1.98 |
50 +| Y2 polity hazard / Y3 succession | no association with P (HR 1.00–1.03); **K associated with higher hazard** (HR 1.75; 1.71 with a periodization control) |
51 +| H3 (SIMULATED) | norms/records lower operating bits per success in 99.7% / 71% of paired runs (success effects are parameters of the model); at equal budgets, central hierarchy at half the load: success −0.49, federated −0.29; a 200-bit code is repaid only with s = 256, Zipf 1.5, T = 160; stale-code penalty 1.90 bits/recipient vs KL 1.98 |
52 52
53 53 ## 🗂 Repository layout
54 54
@@ -139,4 +139,4 @@ Simon-Pierre Boucher — simon-pierre.boucher@uqo.ca — Département des scienc
139 139
140 140 ## 📝 Notes
141 141
142 −Numbering: WP 35 (next free number after WP 34). Category folder `economie/` created for this paper. Adversarial reviews and responses: `docs/reviews/`. Final audit: `results/logs/final_research_audit.md`.
142 +Numbering: WP 35 (next free number after WP 34). Category folder `economie/` created for this paper. Adversarial reviews (institutional economist, historical anthropologist, computational social scientist) and the response: `docs/reviews/` — they found real defects (a tautological placebo, silently failed CV folds, mislabelled rows, un-run robustness variants, simulation accounting) that were corrected (amendments A-002 to A-007 in `research/decisions.md`). Final audit: `results/logs/final_research_audit.md`.
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@@ -18,3 +18,16 @@ era_blocks: # CE years, applied to the polity midpoint (start_year+end_year)/2
18 18 - {name: "1001-1500", min: 1001, max: 1500}
19 19 - {name: "1501-1800", min: 1501, max: 1800}
20 20 - {name: "post-1800", min: 1801}
21 +# Alternative hold-out scheme added after the historical-anthropologist review (A-002): cultural spheres rather than
22 +# geography (Sahel with sub-Saharan Africa; Southeast Asia separated from Oceania; steppe separated from Southwest Asia).
23 +cultural_spheres:
24 + Europe: [Western Europe, Southern Europe, Central Europe, Northern Europe, Eastern Europe, Southeastern Europe]
25 + West_Asia_North_Africa: [Anatolia-Caucasus, Mesopotamia, Levant, Iran, Arabia, Afghanistan, Northeast Africa, Maghreb]
26 + Steppe_Central_Asia: [Turkestan, Mongolia, Siberia, Pontic-Caspian]
27 + South_Asia: [North India, Southern India, Eastern South Asia, Pakistan, Sri Lanka]
28 + East_Asia: [North China, South China, Northeast Asia]
29 + Southeast_Asia: [Mainland Southeast Asia, Maritime Southeast Asia]
30 + Oceania: [Polynesia, New Guinea]
31 + Sub_Saharan_Africa: [West Africa, East Africa, Central Africa, Southern Africa, Sahel]
32 + Mesoamerica_North_America: [Mexico, Mississippi Basin, Western North America, East Coast, Caribbean]
33 + Andes_Amazonia: [Andes, Amazonia]
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1 +# Response to the three adversarial reviews — WP35 (2026-11-01)
2 +
3 +The three reviews (`review_institutional_economist.md`, `review_historical_anthropologist.md`,
4 +`review_computational_social_scientist.md`) were produced by independent reviewer personas with access to the full
5 +repository. All three recommended **major revision**. None endorsed the paper, and none was asked to. This document lists
6 +each substantive point, what was done, and what was not done and why. Every change is logged as an amendment (A-002 to
7 +A-007) in `research/decisions.md`; analyses were rerun; the manuscript was recompiled (80 pages).
8 +
9 +## A. Defects acknowledged and fixed (reruns performed)
10 +
11 +| # | Reviewer | Point | Action |
12 +|---|---|---|---|
13 +| 1 | Anthropologist, Economist | Five robustness variants announced in the text (range bounds, inferred codes dropped, within-era/region standardization, ranks) had **never been computed** at the crisis level: the code skipped missing columns silently; the text cited a table that did not contain them. | Variants built at the crisis level (`build_indices.py`), estimated, tabulated (Table 10): all positive, 0.13–0.27. Rule-1 violation logged (A-002). |
14 +| 2 | Economist | The Seshat **placebo was a tautology**: `P_placebo = z(D) − z(X_prod_infra)` fitted with `X_prod_infra` as a control is an exact reparametrization of the scale-only baseline (identical coefficient 0.2572…, SE, log-likelihood). | Placebo now fitted without the production-infrastructure control, with `P` fitted on identical controls for comparison: placebo 0.19 (SE 0.17) vs P 0.29 (SE 0.08). Abstract and text changed from "performs comparably" to "not distinguishable from P" (A-006). |
15 +| 3 | Economist, CSS | **Silently failed CV folds**: the first forward-chaining split (train ≤ 1945) failed for every model (a region absent in training); 14 Seshat model-folds failed similarly; the text reported "three splits" and "fifty folds". | Test rows with fixed-effect levels unseen in training are now mapped to the training mode (`common.map_unseen_levels`); all 3 forward splits and all 50 Seshat folds run; counts corrected (A-004). |
16 +| 4 | Economist | Seshat k-fold not blocked by polity (16 polities with several crisis records share identical predictors). | Folds blocked by polity in all Seshat cross-validation (A-004). |
17 +| 5 | Economist | `epidemic_v` used as a covariate is itself a CrisisDB consequence item. | Dropped from the control set; pre-registration deviation logged (A-006). |
18 +| 6 | Economist | Baselines fitted on different samples (n = 87–127) while the text said "same observations". | All covariate specifications and baselines now fitted on a common sample (n = 93); A1 (n = 127) kept and labelled. |
19 +| 7 | Economist | Row "A3: Y1 ~ P + D + K" was mislabelled (it conditions on the complexity component); modern "C3: P given K" is algebraically B5. | Relabelled; C3 described as the reparametrization of B5 that it is. |
20 +| 8 | Economist | P imposes β_D = −β_K; the unrestricted model is the right object. | Wald test of β_D + β_K = 0 added in both panels: not rejected in Seshat (p = 0.22, because β_K is imprecise), rejected in the modern panel (p < 0.001). Reported in results and abstract. |
21 +| 9 | Economist, CSS | **Negative control and H4 misread** against the written rules: the negative control passes by the letter (0.44 < 0.48); the modern H4 rule was met. | Text now states the literal verdicts (negative control passes by < 1 SE; H4 "not rejected" in the modern panel, spline 12/15, +0.003 nats) with the interpretive caveats (A-007). |
22 +| 10 | Economist | Holm correction asserted, never computed. | Computed (`holm_primary_tests.csv`): all three adjusted p < 0.001. Reviewer's point that H1-Seshat is an "unfailable" primary is accepted and noted in the limitations. |
23 +| 11 | Economist | Measurement overlap: settlement hierarchy (D) and administrative levels (K) both measure hierarchy depth. | Overlap checks added (D without settlement hierarchy, K without administrative levels, both): β_P = 0.25 in all three. Presence-anywhere size bias of K acknowledged in limitations; not fixable with Polaris. |
24 +| 12 | CSS | `t_since` imputed with the panel maximum for countries with no observed prior event. | Replaced by years since panel entry plus a left-censoring indicator in every modern specification (A-004). |
25 +| 13 | CSS | Event count "2,692 instability events" are overlapping windows. | Abstract and text now give 2,692 event windows, 901 distinct event-years in the estimation sample, 1,676 in the panel. |
26 +| 14 | CSS | Simulation accounting: bits ignored relay hops; only the LCA administrator was charged; the capacity ratio was defined against a load that ignored withdrawn producers; federated module administrators each received the system-wide bandwidth; distribution shocks were a no-op in uniform cells; network-shock robustness of flat regimes was a floor effect. | Codeword bits charged on every hop; every administrator on the relay path charged; **equal total budget** for central and federated designs (ratio × expected relayed load of the central design, allocated to administrators in proportion to a warm-up measurement of load); shock statistics restricted to non-uniform cells; shock effects also reported by bandwidth. All 6,632 runs rerun; simulation section rewritten (A-005). Qualitative conclusions changed in one respect: central hierarchies are now expensive in bits (83 per success vs 25 for records) and federation is the only hierarchical design that survives a tight budget. |
27 +| 15 | CSS | Theorem 1 check wrongly described: an optimal prefix code is never longer than the fixed-length code; only the (suboptimal) Shannon code used in the simulation can be. | Remark added after Theorem 1 in the paper; simulation text corrected. |
28 +| 16 | CSS | Simulation "confirms" success effects that are parameters (eps = 0.25 vs 0.02 vs 0). | Section 8 rewritten: success rankings are explicitly described as parameter-driven (with the eps ablation showing the reversal at eps = 0.05); the measured content is the cost side. Abstract changed from "confirm them in silico" to "instantiate them in silico on the cost side". |
29 +| 17 | Anthropologist | Severity share is not a scale (14 weakly correlated items); Hoyer et al. 2024 cited but not applied. | Item-level analysis added (Table 12): mean inter-item correlation 0.08, first eigenvalue 19%; P and D load on elite-political items (decline, assassination, deposition, successful revolution, civil war) and negatively on century-long conflict; collapse is present in 2 of 126 records. Text added. |
30 +| 18 | Anthropologist | K saturates in the crisis sample, so P ≈ rescaled D. | Reported: crisis-sample K mean 0.71 (0.58 overall), 40% of records with K > 0.8, corr(P, D) = 0.63 and corr(P, K) = 0.02 within the sample (Table 5, last row). |
31 +| 19 | Anthropologist | Cox result (higher K → shorter polities) dismissed in two sentences. | Periodization control (polities per NGA) added: it raises the hazard (HR 1.37) but K stays at HR 1.71 (p = 0.009). Text rewritten to report the result as running against the hypothesis, with candidate explanations left open; added to the abstract. |
32 +| 20 | Anthropologist | Macro-region scheme pools culturally distinct areas (Sahel with North Africa; Angkor with Polynesia). | Cultural-sphere hold-out scheme added (`configs/regions.yaml`); H5 rerun: pooled coefficients 0.24–0.37 in every held-out sphere. The original geographic scheme is kept as pre-registered. |
33 +| 21 | Anthropologist | "Pre-crisis predictors" overstated (3.6% of facts dated). | Abstract and data section reworded; dated share reported; label kept only for consistency with the pre-registration. |
34 +| 22 | Anthropologist | Pre-registration says "13 items" but lists 14. | Typo acknowledged (A-003); the list governs. |
35 +| 23 | Anthropologist, CSS | Equinox-2020 replication called "blocked" in the paper vs "not executed" in the audit; Appendix A claimed "no post-hoc amendments". | Both corrected: "not executed"; Appendix A now references amendments A-001 to A-007. |
36 +| 24 | CSS | Diagnostic file `seshat_unparsed_values.csv` was empty. | Cause: a unit test called the parser on a one-row frame and overwrote the diagnostic; parser now takes `write_diag=False` in tests; file regenerated (132 rows). |
37 +| 25 | CSS | pymc/arviz pinned but unused; `replication/` empty. | Removed from `pyproject.toml`; `replication/README.md` written. |
38 +
39 +## B. Points accepted but not fixable with the available data (stated in the paper)
40 +- Historical comparability of presence codes across 13,000 years; "presence anywhere" codes mechanically increasing in
41 + territory; coder circularity between Polaris institutional codes and CrisisDB codes (Anthropologist, Economist).
42 +- EA033 is itself a scalar-stress response, so H1-E replicates Carneiro (1967) rather than testing compression; EA031's
43 + open top category (Anthropologist). Stated in limitations.
44 +- The modern K items correlate 0.75 with electoral democracy and are coded ex post (Economist). Stated; the democracy
45 + control and placebo remain the only available mitigations.
46 +- Oster's δ = 1 is implausible when a control is a near-component of the regressor; RV lacks a benchmark (Economist).
47 + The sensitivity paragraph now says so and no longer uses the word "reverses" in the abstract.
48 +- The D+K baseline nests the P model, so P cannot beat it in expectation (Economist). Stated in limitations; the Wald test
49 + of the restriction is now the primary object of that comparison.
50 +- The hierarchy saturation is confirmed, not discovered (CSS). Stated.
51 +
52 +## C. Points not accepted, with reasons
53 +- "The 80% rule could be gamed or is too harsh" (Economist): the rule was fixed before any result; we report fold-level
54 + results so that any other rule can be applied, and we note that the verdict is the same under a 50% rule against the
55 + scale-only baseline in Seshat (42%).
56 +- "Transductive PCA/standardization before CV is leakage" (CSS): it is outcome-blind and absorbed by the GLM slope and
57 + intercept; the fold-internal check (`h2_seshat_cv_noleakage.csv`, A-001) shows the verdict unchanged. Both reviewers
58 + who raised it agreed it is immaterial for the logit; it would matter for variants that re-fit PC1 on the test fold,
59 + which none do.
60 +- "Replace the geographic macro-regions by cultural spheres" (Anthropologist): added as an additional scheme, not as a
61 + replacement, because the geographic scheme was pre-registered.
62 +
63 +## D. What changed in the verdict
64 +Nothing in the direction of the main conclusion: H1 holds as association; H2 fails the pre-registered out-of-sample rule
65 +in both panels; H4 is rejected in Seshat and now reported as "not rejected, small" in the modern panel; H5 holds. Two
66 +things became stronger against the hypothesis after the corrections: the restriction β_D + β_K = 0 is rejected in the
67 +modern panel, and the Cox result (higher capacity, shorter polities) survives a periodization control. One thing became
68 +weaker against it: the Seshat placebo, correctly specified, is weaker than P (0.19 vs 0.29) though not distinguishable
69 +from it. The simulation conclusions changed in substance for the hierarchies (central designs are expensive and fragile at
70 +equal budgets; federation is the surviving hierarchical design) and in framing for the success effects (parameters, not
71 +findings).
added docs/reviews/review_computational_social_scientist.md +63 −0
@@ -0,0 +1,63 @@
1 +# Review of UQO Working Paper 35, "The Social Compression Hypothesis" (v1.0, November 2026)
2 +
3 +**Reviewer persona:** computational social scientist (agent-based modelling, information theory, ML validation, reproducibility).
4 +**Examined:** `paper/main.pdf` (pp. 1–55, 66–73), `research/framework.md`, the simulation, econometrics and IRT sources, `tests/`, `Makefile`, `results/`. `.venv/bin/pytest -q` → **11 passed, 3 FutureWarnings, 1.0 s**.
5 +
6 +## 1. Summary
7 +
8 +The paper is unusually candid: it pre-registers a mismatch hypothesis, finds that the index adds nothing beyond its components, and says so. The pipeline is traceable (every table number I checked matches a file under `results/`), the theorems are correctly stated, and the EMPIRICAL/SIMULATED/CONJECTURE labelling is disciplined. My objections concern what the agent-based experiments are said to show. The simulation does not *test* Theorems 1–5; it hard-codes their premises (zero decoding error for records, a capacity parameter defined as a multiple of demand, bits that ignore relay hops, an acknowledgement round paid only by the flat regimes) and reports the consequences as findings. Several headline results are accounting artefacts or floor effects, and one theorem check in the text is wrong. On the econometric side there is a silent fold failure that contradicts the text, a one-third imputed regressor, and an "80% of folds" rule applied to two folds. None of this changes the negative verdict on H2; it changes what §8 and the abstract may claim.
9 +
10 +## 2. Major issues
11 +
12 +**M1. "Institutions raise success" is baked into the error parameters.** `model.py` lines 192–197: records/central/federated have `err = 0` by fiat; norms use `eps_code = 0.02`; "none" uses `eps·|dialect_i − dialect_j|` with `eps = 0.25`. Decode-failure shares in the main design are exactly these constants (none 0.096, norms 0.041, records 0; recomputed), and the `eps` ablation (Table 24, p. 49) shows the ranking reverses at `eps = 0.05`. Table 20's "higher success in 99.3% / 100% of pairs" (p. 45) restates the parameter order. The paper half-admits this (p. 49) yet the abstract says the experiments "confirm" the theorems. Fixable: sweep `eps_code` against `eps` and report where the ranking flips.
13 +
14 +**M2. Message and bit accounting differs by regime, and the differences drive the contrasts.** (a) *Acknowledgements:* `msgs_per_recip = 1 if use_records else 2` (line 200); none/norms also load the initiator's queue with k−1 acks (line 206). At `bandwidth = 2` this saturates the flat regimes: success is 0.14 (none) / 0.15 (norms) vs 0.94 (records) in bandwidth-2 cells, against 0.90 / 0.96 / 1.00 at bandwidth 8 (recomputed). Half the 864 pairs in Table 20 compare a saturated queue with an unsaturated one; that is where "records raise success by 0.43" comes from. (b) *Relay bits:* line 236 computes bits identically for records, central and federated, while messages count 2·(depth − LCA level) hops per recipient (lines 212–218). Table 26 (p. 72) shows bits/task = 15.5 for central at every N while messages go 8 → 16. "Indistinguishable from records in success and bits" (p. 45) and "bits per success are flat in N" are artefacts of not charging bits per hop. (c) Only the LCA administrator is charged load (line 224); intermediate administrators on the path carry none.
15 +
16 +**M3. `admin_capacity_ratio` is circular; the "phase transition" is Theorem 5(i) by construction.** Line 146 sets `admin_bandwidth = ratio × 2λN(k−1)`: capacity is defined as a multiple of expected root load. Table 23 / Figure 8a is then the deterministic Lindley recursion; the kink sits at ratio ≈ 0.75, not 1, because N/4 producers are withdrawn (lines 155–156), so the x-axis label "ρ⁻¹" is off by that factor. Federated never saturates even at ratio 0.25 (Table 23) because *every* module administrator receives the system-wide bandwidth (lines 174–175, 229) while handling one-eighth of the load; "federated routing degrades gracefully" (p. 46) is a gift of the parameterization. P. 54 concedes "confirmed, not discovered", but §8.3 and Table 25 present it as a result.
17 +
18 +**M4. The network-shock result is a floor effect with the wrong mechanism attached.** Table 22 and p. 46 say link removal lowers success by ≈0.08 under hierarchies and records "and by almost nothing under flat regimes" because load concentrates on surviving neighbours. Disaggregating the DiD by bandwidth (from `runs_main.parquet`): at bandwidth 8 the effect is 0.000 for every regime except federated-0.5 (−0.02); at bandwidth 2 it is −0.14/−0.15 for records/central/federated and −0.01 for none/norms — which are already at 14% success and cannot fall. The shock (line 166) also leaves the tree built from `pos` (line 150) untouched, so hierarchies are never disrupted.
19 +
20 +**M5. The distribution shock is a no-op in half its cells, and Table 22 juxtaposes incommensurable columns.** With `zipf = 0` the plan distribution is uniform and every cyclic shift gives D_KL = 0 (recomputed: 0.000 for zipf 0, 1.030 for zipf 1; "0.52" on p. 44 is their mean; the target of 1.0 is hit nowhere). In shocked cells the post-window holds 10 stale and 10 re-learned periods (`adapt_delay = 10`), so Δbits/task ≈ 2 recipients × ½ × KL ≈ KL: the "0.523 vs 0.515" equality is a coincidence of k−1 = 2 and a half-stale window, not a check of Theorem 3. The ablation with `adapt_delay = 1000` (1.90 vs 1.98 per recipient) is the genuine comparison, and it evaluates the identity E_q[⌈−log₂p⌉] − E_q[⌈−log₂q⌉] ≈ D_KL rather than testing anything.
21 +
22 +**M6. The Theorem 1 check on p. 46 is wrong.** "The Shannon code is *longer* than the six raw bits (6.24), which is the exception the theorem allows." Theorem 1(ii)–(iii) concerns the *optimal* prefix code, and L*_p ≤ ⌈log₂ s⌉ always, since the fixed-length code is prefix-free. The simulation uses Shannon lengths (line 74); `huffman_lengths` exists but is unused (line 78). Running it: s = 64, zipf 0.5 gives H = 5.78, Shannon 6.24, **Huffman 5.81 < 6**. The theorem allows no exception; the simulation's code does. Either restate Theorem 1 for Shannon codes or use Huffman in "norms".
23 +
24 +**M7. Theorem 4(i) is a straw man the simulation contradicts.** A k-participant task never costs N−1 messages (p. 16); flat regimes use 2–4 messages per task, hierarchies 7–16 (Table 26), so the remark "a hierarchy cuts the message cost from linear to logarithmic in N" (p. 17) is false for the simulated task process. Theorem 1(i)'s "codeless baseline" also presupposes an agreed fixed-length enumeration — itself a shared code — so "none" is a 6-bit code with noisy decoding.
25 +
26 +**M8. Welfare is uninformative about communication.** With `cost_per_bit = 0.002` and value 1 per successful participant, bits are ≈1% of welfare (recomputed). "Raise welfare in every pair" (p. 45) restates "raise success"; Table 21 (norms: welfare-loss 0.06, bits-loss 1.00) leaves the two metrics unreconciled.
27 +
28 +**M9. One of three forward-chaining splits failed silently; the text reports three.** `h2_modern_cv_folds.csv` rows 0, 3, 6, 9, 12, 15: the `train≤1945, test 1946–1975` split errored for every model ("predict requires that you use a DataFrame…" — region 4 has no training rows before 1946, so the region FE cannot be evaluated; lines 124–125 swallow the exception). Table 16 shows "Folds 2"; its caption says "three temporal splits" and p. 39 says "in any of the three temporal splits". A win share of 0.50 over two folds is one fold; the 80% rule is meaningless at n = 2 and marginal at n = 6. The Seshat 10×5-fold run lost 14 of 420 model-folds to the same error, hence "48" in Table 11.
29 +
30 +**M10. `t_since` is imputed for one third of the sample.** `h2_modern.py` line 198 fills "no prior observed event" with the *full-panel maximum* (2.18 = 218 years); 33% of country-years take that value (event rate 0.095 vs 0.232 elsewhere; recomputed from `modern_h2_sample.parquet`). The code comment says "flagged in the paper"; grep of `paper/sections/*.tex` finds no flag. This is a regressor-creating imputation inside the primary cubic, and the fill value uses future data in forward chaining. Use time since panel entry plus a left-censoring indicator.
31 +
32 +**M11. Leakage and amendment bookkeeping.** Standardizations, the D-index PCA loadings (`build_indices.py` lines 32–36, 98–99) and `P_placebo_z` (line 202) are fitted on the full sample before folds are formed. Z-scoring is prediction-invariant for a logit with intercept, so this is minor for C1/B1/B2, but it affects the PC1 and placebo variants and the composite weighting of P; the fold-internal refit (A-001) covers Seshat LORO only. Appendix A (p. 70) says "no post-hoc amendments"; `decisions.md` records A-001 as made "after seeing the main CV results". One must change. Modern LORO folds do drop region FE correctly (line 273).
33 +
34 +**M12. IRT.** The "mild priors" (p. 25) are log-normal sd 0.5 on a and N(0, 2²) on b with hard clips a ∈ [0.05, 8] (`irt.py` line 49); five items still sit at a = 8 (p. 71), a boundary signature of local dependence among the jointly-coded writing items. No Q3 or residual-correlation diagnostic is reported; a testlet/bifactor structure is the standard remedy. The invariance check quotes r = 0.88 but omits the mean absolute difficulty shift of 1.16 in `measurement_diagnostics.json` (Figure 9): the fits are not linked. Missingness is called MAR "by design" (docstring line 3) although coded-item count is itself a complexity proxy (Figure 1).
35 +
36 +**M13. Reproducibility.** Seeds are fixed and the simulation is deterministic (tested). But `make all` needs network for `fetch` and `paper` (`build_bib.py` line 55 calls Crossref); `n_jobs = 12` is hard-coded; `pymc`/`arviz` are pinned but unused; `replication/` holds only a README; `scripts/` (named in `CLAUDE.md`) does not exist; the "three adversarial reviews … included in the package" (p. 54) were absent before this one; tests cover no econometric script on data, no hierarchical accounting, and no paper-vs-results consistency.
37 +
38 +**M14. Number consistency.** Matching: Tables 20–24, 26 vs `simulation_summary.json`, `ablation_admin_capacity.csv`, `regime_by_N.csv`; Tables 14–16, 18–19 vs `h2_modern_*.csv`, `h4_modern_summary.json`; Table 5 vs `measurement_diagnostics.json`. **Mismatch:** the abstract and p. 37 say "2,692 instability events"; the files give 1,676 raw events (176 + 599 + 1,041, overlaps removed); 2,692 is the number of country-years whose five-year window contains an event (Table 14 note). Also p. 44's single "0.52 bits" (see M5).
39 +
40 +## 3. Minor issues
41 +
42 +- `n_admin` is capped at N/4 (line 156) while the tree has 73 (N = 200) or 585 (N = 800) internal nodes.
43 +- `root_load_mean` is an end-of-period backlog (stock), labelled "Root load" (flow) in Table 23.
44 +- Forward chaining scores 1976–2005 with the 1970 decade level (line 267); fair across models, but the calibration slopes are partly luck.
45 +- H4 modern: 3 × 5 country-blocked folds re-partition the same countries; the 15 folds are not independent.
46 +- FutureWarnings in `seshat.py` lines 86–88 will become errors in pandas 3.
47 +
48 +## 4. Questions to the authors
49 +
50 +1. Why do only the flat regimes pay an acknowledgement round, and what is the historical analogue of a record that removes both confirmation and decoding error?
51 +2. What are the success and bit rankings when bits are charged per hop and load per intermediate administrator?
52 +3. `h2_modern.py` line 259 calls the decade-FE substitution "pre-registered deviation A-001", but A-001 in `decisions.md` is the leakage check. Which is it, and where is the decade substitution logged?
53 +4. How many of the 2,692 event-windows are a single event counted up to five times, and does country clustering absorb this mechanical autocorrelation?
54 +
55 +## 5. Recommendation
56 +
57 +**Major revision.** The empirical negative result is sound and valuable; the simulation section overstates what it shows. Mandatory changes:
58 +
59 +1. Rewrite §8 and the abstract so no simulation result is described as "confirming" or "testing" a theorem whose premise is a model parameter (M1, M3, M5); present the `eps`/`eps_code` and capacity-ratio sweeps as the actual content.
60 +2. Fix the accounting — bits per hop, load per intermediate administrator, acknowledgement round as a regime-independent switch — re-run the main design, and report success and bits by bandwidth cell so floor effects (M2, M4) are visible.
61 +3. Correct the Theorem 1 statement on p. 46 (M6): use Huffman lengths in "norms" or restate the theorem for Shannon codes.
62 +4. Repair the failed forward-chaining split, report the number of folds actually run, and replace the `t_since` max-fill with a left-censored spell plus indicator (M9, M10); re-report Tables 14–16.
63 +5. Reconcile Appendix A with `decisions.md`, correct "2,692 instability events" to event-windows, and add a test asserting that `paper/tables/*.tex` equal the `results/` files.
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1 +# Review of UQO Working Paper 35, "The Social Compression Hypothesis" (v1.0, November 2026)
2 +
3 +**Reviewer persona:** historical anthropologist / archaeologist (Seshat, Ethnographic Atlas, comparative method, collapse literature).
4 +**Materials read:** `paper/main.pdf` (abstract, §1–§2, §3 skimmed, §4–§7, §9–§11, appendices); `research/preregistration.md`; `research/measurement.md`; `data/metadata/data_dictionary.md`; `results/diagnostics/coverage_summary.json` and `seshat_coverage_by_variable.csv`; `results/empirical/h2_seshat_y2_y3.csv` and `h2_seshat_robustness.csv`; `src/wp35/harmonization/seshat.py`; `configs/regions.yaml`; spot checks on `data/processed/*.parquet`.
5 +
6 +## 1. Summary
7 +
8 +The paper reads institutions as compression devices, derives five textbook results (Shannon, Kraft, Cover–Thomas, Lindley/Loynes), and pre-registers a test of whether a demand–capacity "mismatch" index built from Seshat Polaris-2026 (and separately from V-Dem/Maddison) predicts instability. The honest headline is negative: the index adds nothing beyond polity scale in Seshat or beyond state capacity in the modern panel (§6.2, §7.1, §9.2). I commend the frozen pre-registration, the refusal to treat SU as absent, and the self-critical §5.5 and §10. But the problem is deeper than "the residual carries no signal." The capacity side is built from presence codes that saturate for exactly the polities that have CrisisDB records; the outcome is a share of fourteen non-commensurable, documentation-sensitive items whose very heterogeneity the paper's own cited source (Hoyer et al. 2024) establishes; "pre-crisis" is, by the authors' admission, mostly "whole-polity"; and the one secondary result that is strongly significant (capacity predicts *shorter* polities, HR 1.75, p = 0.005) is explained away in two sentences. The paper is salvageable as a measurement paper about what Seshat can support, but the historical part needs reworking.
9 +
10 +## 2. Major issues
11 +
12 +**M1. Comparability of "capacity" across 13,000 years and 42 regions.** `K` is the mean of four shares of presence codes (§4.3, p. 24). A `postal_station` coded P for Achaemenid Persia, the Roman *cursus publicus* and the Qing *yizhan* are the same unit of capacity, although their reach differs by orders of magnitude, and `road` P for a Mississippian chiefdom and for the Inca *qhapaq ñan* are the same. §10 concedes "existence, not reach" but does not draw the consequence: presence codes saturate. In the crisis sample `K_mean` averages 0.71 with 46% of records above 0.8 (my check on `seshat_h2_sample.parquet`), so within the sample that matters, `P = z(D) − z(K)` is approximately `z(D)` minus a near-constant. The main finding ("P predicts what D predicts", p. 34) is then close to a mechanical consequence of ceiling effects, not a discovery about mismatch. The IRT "invariance" check (Figure 9, p. 71; mean absolute difficulty difference 1.16 logits, almost every New-World point above the diagonal) shows non-invariance, not invariance; r = 0.88 of difficulty orderings is not measurement equivalence. Fixable in part: report K's variance within the crisis sample; the graded reach variables (`largest_communication_distance`, `fastest_individual_communication`: 27 and 11 polities) are too few, which is itself the point.
13 +
14 +**M2. Undated facts and the "pre-crisis predictors" claim.** The abstract says "127 CrisisDB crisis records with pre-crisis predictors." Only 2,503 of 56,274 facts are dated (Table 4); in the pre-crisis aggregates used for H2, 4.1% of facts are dated (my check on `seshat_precrisis_agg.parquet`), and `aggregate_polity(before_year=...)` in `seshat.py` keeps *every* undated fact. A fact dated 1500–1700 is dropped for a crisis in 1600 (`year_to < crisis_start`) while an undated "paper currency: P" that may post-date the crisis is kept. Two crises begin before the polity's `start_year` (`years_since_start = −28`) and twenty within 25 years. The strict dated-only test "was not estimable" (p. 53; audit line 45). Temporal precedence is not weak, it is absent for K; the abstract and §1 should say "whole-polity capacity." Fixable only in the text.
15 +
16 +**M3. CrisisDB is crisis-selected and the "severity share" is not a scale.** The selection caveat is stated (pp. 21, 53); what is never tested is whether the 14 items form one dimension. On `seshat_crisis.parquet` the mean inter-item correlation is 0.08 (range −0.22 to 0.80). `collapse` is present in 7 of 165 records and `century_plus` in 10 of 163; `civil_war` in 84 of 159, `uprising` 77 of 158, `depose` 70 of 146. The "severity share" is therefore a count of elite-political events (deposition, assassination, civil war, uprising) with a few rare catastrophic items thrown in at equal weight. Item-by-item, D correlates +0.26 with `assassination`, +0.25 with `depose`, +0.22 with `civil_war`, and −0.22 with `century_plus`, −0.06 with `collapse`. Large polities have emperors to assassinate, capitals to lose and elites to demote; a chiefdom that is conquered has nothing else to lose. "Decline" is not scale-independent either: it is coded SU for 42 records, the most of any item, so the denominator moves with documentation. Y1b has a 77% base rate and discriminates nothing (AUC 0.62–0.64 for every model, Table 11). Fixable: item-level models, a catastrophic vs. elite-political split, a dimensionality diagnostic; drop the word "severity."
17 +
18 +**M4. Coder circularity between Polaris institutional codes and CrisisDB.** §5.5 names it ("same project, overlapping historiography") but underestimates it. 26% of the facts behind the K items are inferred (IP/IA; 29% for the communication block; `seshat_coverage_by_variable.csv`: `full_time_bureaucrat` 147/434, `judge` 144/377, `courier` 91/311, `postal_station` 80/254). Inference in Seshat typically runs "a polity of this size/era must have had X," i.e. from scale to capacity, which contaminates H1 directly; it is the communication block, the most inferred, that carries the entire H1 association (Table 7, H1-S6: 1.09 vs. 0.15/−0.29/0.22). Worse, p. 32 claims the H2 coefficient is "stable under ... lower and upper range bounds, inferred codes dropped, within-era and within-region standardization, ranks" and points to Table 10, but Table 10 and `h2_seshat_robustness.csv` contain none of these rows (eleven variants, none of them). The labels exist in `h2_seshat.py` line 74, so the runs appear not to have produced output. Under the repository's own rule 1, that sentence must be removed or the rows produced.
19 +
20 +**M5. The polity as unit, chained polities, and the Cox result.** Seshat polities are periodization decisions (Qing 1/2 split at 1796, Tang 1/2 at 763, Habsburg 2 1649–1918 with three crisis records sharing one whole-polity P). Y2 and Y3 are pre-registered secondary outcomes and cannot be disowned after the fact; yet the one strong result in `h2_seshat_y2_y3.csv`, K_mean_z = 0.559 (SE 0.20, HR 1.75, p = 0.005; D null at 0.128), is dismissed in two sentences as "periodization" (p. 37). Either polity duration is an outcome, in which case capacity shortening polities contradicts the framework and agrees with Tainter, or it is not, in which case it should not have been pre-registered. Y3 is thin: `relationship_to_preceding` is None for 286 of 626 polities, and the 37 "discontinuities" include Yuan→Ming ("cultural assimilation") and Shang→Zhou ("elite migration"), which are not instability codes. Fixable: re-run Y2 without chained/quasi-polities and discuss it, or move Y2/Y3 to an appendix with a logged amendment.
21 +
22 +**M6. Galton's problem and `configs/regions.yaml`.** Ten macro-regions were fixed as "geographic only." Southwest_Asia pools Anatolia-Caucasus, Mesopotamia, Levant, Iran and Arabia: Hittites, Achaemenids, Umayyads and Hadramawt kingdoms share one fixed effect and one hold-out fold. Southeast_Asia_Oceania pools Angkor and Pagan with Polynesia and New Guinea; Central_Asia pools Siberia with Turkestan; Sahel sits in North_Africa while the Mali empire (`West Africa`) sits in Sub_Saharan_Africa. The real non-independence is cultural-historical: after c. 700 CE, Southwest Asia, Central Asia, North Africa and South Asia share Islamic administrative templates (coinage, qadi courts, barid); leave-one-macro-region-out does not remove that diffusion. Regional fixed effects with 42 clusters and 127 records (Europe 31, East Asia 26, Southwest Asia 21 = 61% of the sample; Sub-Saharan Africa 111 polities but 5 crisis records) are anti-conservative, as §10 admits. Fixable: add cultural-sphere (Islamic, Sinitic, Roman/Christian, Indic, Mesoamerican, Andean) blocks as a second hold-out scheme, and use NGA random effects as primary rather than alternative.
23 +
24 +**M7. Ethnographic Atlas.** EA031 "open categories use the bound" (data dictionary B), so everything above 50,000 is coded 50,000; and the Atlas includes archaic societies with focal years to −2000. EA033 (jurisdictional levels) is treated as "capacity" (p. 24), but for Johnson and Carneiro it is the *response* to scalar stress, a scale measure; H1-E reproduces Carneiro (1967) and Currie et al. (2010) and says nothing about compression. Glottolog families are a weak Galton control (Austronesian and Indo-European span oceans; many isolates are singleton clusters). Present EA as replication of a known regularity, not a third test.
25 +
26 +**M8. Engagement with Hoyer et al. (2024).** Cited twice (pp. 7, 10) for "no typical societal crisis," but the implication is never drawn: if consequences are heterogeneous and mutually uncorrelated, a summed share is not a severity measure (M3), and the paper is predicting an average of unrelated things. Hoyer et al. also find that administrative complexity does not predict consequences one at a time — which is the K-only null in Table 9 restated, and should be acknowledged as a replication, not a novelty.
27 +
28 +**M9. Alternative mechanisms for "larger polities have more severe crises."** Before any coordination mechanism a historian would offer: (i) documentation — more historiography means more items coded P rather than SU (`y1_n_coded` correlates 0.24 with D; coded SC facts 0.31); (ii) item relevance (M3); (iii) composition — multi-ethnic empires fragment because they have parts; (iv) frontier exposure scaling with territory (Turchin 2009); (v) elite overproduction scaling with elite size; (vi) crisis identification — CrisisDB episodes are delimited *because* consequences occurred. None is in §9.2, which stops at "Johnson's reading."
29 +
30 +**M10. Does "institutions as compression" add anything beyond scalar stress?** The paper concedes (§3.8, §9.1, p. 51) that no Shannon quantity is measured historically and that the simplest reading is Johnson's. Its one distinctive prediction — the stale-code penalty (Theorem 3): a fiscal or legal code optimized for one task distribution becoming costly after a shock (the Qing land-tax quota frozen in 1712, the Ottoman timar after the price revolution) — is never confronted with history. Without that, "compression" relabels Wright & Johnson (1975).
31 +
32 +## 3. Minor issues
33 +
34 +- Pre-registration §3.5 says "13 instability items" and lists 14; code and paper use 14. Log as an amendment.
35 +- Table 4 reports 132 unparsed values but `results/diagnostics/seshat_unparsed_values.csv` is empty (header only); reconcile.
36 +- `code_presence` maps "SA"/"SP" to missing without documenting them; `crisis_table()` has a no-op `epidemic_v` line.
37 +- A polity's value for a presence variable with several facts is the mean across facts (A then P → 0.5), i.e. a time average, not status at the crisis; say so.
38 +- Era blocks use the polity midpoint: Habsburg 2 is "post-1800" for a 1700 crisis.
39 +- Table 12: "pooled" is the sample minus 5–13 records, so stability is near-guaranteed; the within-block column is the informative one and is mostly uncomputable.
40 +- The Equinox-2020 replication (pre-registered robustness item 8) was simply not run (audit line 28); the paper calls it "blocked," which it was not.
41 +- The 120 quasi-polities (p. 21, from −13,600) deserve a sentence, not only a sensitivity row.
42 +
43 +## 4. Questions to the authors
44 +
45 +1. What is the SD of K within the 127 crisis records, and what share of P's variance in that sample is D alone?
46 +2. Where are the inferred-dropped, bounds, within-era, within-region and rank rows claimed on p. 32?
47 +3. Which items does D predict when the 14 are modelled separately, and does the result survive excluding `depose`, `assassination`, `civil_war`, `uprising`?
48 +4. How do you reconcile HR 1.75 for K with a framework in which capacity lowers breakdown probability?
49 +5. Why is polity-level documentation (number of coded facts, or share SU) not a covariate given that it correlates with both D and the outcome denominator?
50 +6. Would the H1 communication-block result survive dropping the 29% inferred codes in that block?
51 +
52 +## 5. Recommendation
53 +
54 +Major revision. The negative result is real and worth publishing, but the historical analysis currently overstates what was measured. Mandatory changes:
55 +
56 +1. Remove or substantiate the robustness claims on p. 32 that have no rows in Table 10 / `h2_seshat_robustness.csv` (inferred codes, bounds, standardization windows, ranks); produce the runs or strike the sentence.
57 +2. Replace "pre-crisis predictors" (abstract, §1) with "whole-polity predictors" and report the dated-fact share in the H2 sample.
58 +3. Report the outcome item by item and a dimensionality diagnostic; retire the single "severity share" as primary or justify it against Hoyer et al. (2024).
59 +4. Treat the Cox result for K (HR 1.75) as a finding to be explained, with a chained-polity/quasi-polity exclusion, or formally amend the pre-registration to drop Y2/Y3.
60 +5. Add a documentation covariate and a cultural-sphere hold-out scheme alongside the geographic macro-regions, and state explicitly that K is a saturated presence index within the crisis sample.
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1 +# Referee report — UQO WP 35, "The Social Compression Hypothesis" (v1.0, Nov. 2026)
2 +
3 +**Reviewer persona:** senior institutional economist (transaction costs, state capacity, political economy of institutions, applied econometrics).
4 +**Materials read:** `paper/main.pdf` (abstract, §1, §3–§7, §9–§11); `research/preregistration.md`, `measurement.md`, `identification.md`, `decisions.md`; the five result files named in the brief plus `h2_modern_cv_folds.csv`, `h2_seshat_cv_folds.csv`, `h2_seshat_cv_noleakage.csv`; `src/wp35/measurement/build_indices.py`, `src/wp35/econometrics/common.py`, `h2_seshat.py`, `h2_modern.py`, `leakage_check.py`.
5 +
6 +## 1. Summary
7 +
8 +The paper reads institutions as devices that compress the communication cost of coordination, formalises this in five standard information-theoretic results plus three conjectures (§3), and pre-registers a test of the empirical corollary: a mismatch index P = z(log D) − z(K) between coordination demand (scale) and coordination capacity (administration, rules/money, communication infrastructure, records) should predict instability beyond scale-only, capacity-only, complexity-only and persistence baselines, judged out of sample by an 80%-of-folds rule. On Seshat Polaris-2026 (127 CrisisDB records) and a V-Dem–Maddison panel (14,637 country-years), P is positively associated with crisis severity (0.20/SD, Table 9) and with five-year instability onsets (0.40/SD, Table 14), but fails the out-of-sample rule against scale alone (Seshat) and capacity alone (modern); a placebo performs comparably, the negative control loads as strongly as the forward test, and an Oster adjustment crosses zero. The paper concludes the universal framing is unsupported and keeps only "scale matters, capacity matters." The candour and pre-registration are welcome; the problems below concern whether the tests test what they claim.
9 +
10 +## 2. Major issues
11 +
12 +**M1. D and K are not substantively disjoint, and K is size-biased by construction.** The sets are *nominally* disjoint (prereg §3.1–3.2), but `settlement_hierarchy` (in D) and `administrative_level` (in K) are both hierarchy depth, and most K items are polity-level *presence-anywhere* codes (a road, a court, a coin "exists somewhere"). The probability that at least one instance exists rises mechanically with territory and population, so K is a saturating function of D before any economics enters. This, not only co-evolution, explains much of corr(D,K) = 0.84 (Table 5), makes the H1 "primary test" unfailable, and contaminates P at the measurement stage. The paper notes presence ≠ reach (p. 53) but not this implication. Fix: normalise presence items by log territory (item-level logit with a scale offset) or restrict K to intensity items, and re-run H1 with hierarchy items removed from both sides. K–Y overlap is also real in the modern panel: `v2svstterr` (territorial control) is close to a contemporaneous measure of civil war, and V-Dem coders rate K knowing what followed (acknowledged p. 53, not addressed).
13 +
14 +**M2. The Seshat placebo is a tautology.** `h2_seshat.py` line 37 defines `P_placebo = z(D) − z(X_prod_infra)`; line 54 fits it with `XS = X_warfare + X_prod_infra + epidemic_v` as controls. With `X_prod_infra` both inside the placebo and a free regressor, the model is an exact reparametrisation of B1 (D only + XS). `h2_seshat_primary.csv` confirms it: both coefficients equal 0.25723724…, with identical SE, n = 94 and log-likelihood −37.6295. The sentence "the placebo … is associated with severity at 0.26 — the same as scale alone" (p. 33) and the abstract's "a placebo index performs comparably" carry zero evidential content. Conceptually it is also poorly chosen: irrigation, markets and food storage are coordination institutions (Ostrom). The modern placebo (polyarchy for K, run without the polyarchy control, line 72) is valid.
15 +
16 +**M3. P is not a coherent economic object, and the paper already contains the better test.** ρ = D/K needs common units (Def. 4); P imposes the exchange rate 1 SD of D = 1 SD of K, which has no theoretical basis (the "Limitation" box, p. 13, concedes this). The empirical content of P is the restriction β_D = −β_K in z-units. B5 reports the unrestricted coefficients: Seshat 0.34 (SE 0.16) and −0.21 (SE 0.19); modern 0.17 (SE 0.07) and −0.71 (SE 0.14). In Seshat the restriction is *not* rejected and capacity has the predicted sign; in the modern panel it is rejected because capacity dominates. A Wald test of β_D + β_K = 0, or a capacity-shortfall index K − E[K | D] (orthogonal to scale by construction), would replace the fold-counting apparatus with one interpretable number. Also, C3 "P given K" is algebraically B5 (same log-likelihood −5627.075 in `h2_modern_primary.csv`) yet p. 38 presents it as a separate finding, and Table 9's row "A3: Y1 ~ P + D + K + X + FE" is mislabelled — the code (`h2_seshat.py` line 48) conditions on `complexity_pc1_z`; P + D + K would be perfectly collinear.
17 +
18 +**M4. Rival mechanisms are weakly represented.** The "warfare technology index" is a technology-presence share, not military competition (wars fought, neighbours' power) in the Tilly/Gennaioli–Voth sense; elite overproduction is absent (acknowledged); fiscal capacity is absent from Seshat K but inside modern K (`v2stfisccap`), so that rival is inseparable in both panels. Worse, `epidemic_v` is itself a CrisisDB consequence item coded with the outcome (`h2_seshat.py` line 26), so A2 conditions on a component of the outcome vector. Adding X drops 40 of 127 records (A2 n = 87) while B1–B4 use n = 93–100, so p. 28's "fitted on the same observations" holds in CV but not in Table 9.
19 +
20 +**M5. K–democracy collinearity, negative control and Oster: wrong lessons drawn.** corr(K, polyarchy) = 0.75; `v2elembcap`, `v2cltrnslw`, `v2clrspct` are components of V-Dem's liberal/electoral indices, so "controlling for polyarchy" partials out a near-component of K (C2 0.72 → C1 0.40). The negative control was pre-registered as "must not show a *stronger* association than the forward spec" (prereg §5.4). It did not: 0.44 (SE 0.10) past vs 0.48 (SE 0.10) future. By the authors' own rule it *passed*; p. 39's claim that "the pre-registration said in advance that a negative control of this kind would be read that way" is inaccurate — amend the rule (logged) or report the pass. The control is also uninformative on its own terms: instability destroys capacity (§3.8), so a backward association is expected under the hypothesis and under confounding alike. The Oster exercise treats the drop from adding polyarchy/GDP as proportional selection (δ = 1), implausible when the key observable is quasi-collinear with the regressor; the abstract's "an Oster adjustment reverses its sign" overclaims an assumption-laden point estimate. The Cinelli–Hazlett RV = 0.072 is twelve times P's partial R² of 0.006 and should be benchmarked against observed covariates.
21 +
22 +**M6. The 80% rule is a sign test with granularity problems, and the reported fold counts are wrong.** The rule ignores magnitude (mean Δ log-lik per observation +0.002 to +0.011 in Seshat, Table 11). With 10 LORO folds it means 8/10; with 6 modern regions 5/6 passes and 4/6 fails; with forward chaining it means "win both" — and the first forward split (train ≤ 1945) **failed for every model** with a statsmodels predict error (`h2_modern_cv_folds.csv`; `folds = 2` in `h2_modern_cv_wins.csv`), yet p. 39 says "in any of the three temporal splits" and Table 16's caption says "three temporal splits". Seshat's "fifty cross-validation folds" (p. 33) are 48 (rep0_fold1 and rep9_fold1 errored). Further: B5 (D + K) *nests* P, so requiring P to beat it out of sample asks a one-parameter restriction to beat its unrestricted version — P winning 75% of folds against B5 is mild evidence *for* the restriction; and random 5-fold CV is not blocked by polity although 16 polities contribute multiple records with identical undated whole-polity P (`load_crisis`), so LORO is the only clean scheme. Use paired fold-difference tests plus the Wald test (M3), repair the failed folds, and correct the text.
23 +
24 +**M7. Holm and the "three primary tests".** H1-Seshat cannot realistically fail (collinearity 0.84 was known from Turchin et al. 2017), so one of the three Holm-corrected primaries is a free pass. More seriously, the Holm correction is never computed: `common.py` defines `holm()` but no script calls it and no result file contains it; p. 32's "survives the Holm correction" is asserted, not produced. Since the binding criterion is the out-of-sample rule (no p-value), the multiple-testing apparatus is decorative. H4-modern met the pre-registered rule (hinge 12/15 = 0.80, spline 0.87, `h4_modern_summary.json`) but pp. 42–43 reinterpret it as "negligible" — a post-hoc deviation not logged in `decisions.md` (only A-001 is).
25 +
26 +**M8. Small-sample inference.** A2 fits about 20 parameters (10 macro-regions, 6 eras, 3 covariates) on 87 fractional observations with 31 clusters; no wild-cluster bootstrap or randomisation inference; Y1b needed era effects dropped for separation; the fractional logit does not weight by the number of coded items (3-item and 14-item records count equally); H5 within-block estimates on 5–13 records (Table 12) are noise.
27 +
28 +**M9. Leakage in cross-validation: real but immaterial.** `build_indices.py` fits the D loadings (`pc1_pairwise`, line 65), the z-scores of D and K (lines 88–89), the IRT item parameters (line 80) and the complexity PC1 (line 123) on the full polity sample before any fold is drawn; `cv_compare` in `common.py` then uses these fixed columns. This is transductive preprocessing, but it is outcome-blind, an affine rescaling of one regressor is absorbed exactly by the GLM slope and intercept, it is shared by every compared model, and the authors' own fold-internal check (`leakage_check.py`; `h2_seshat_cv_noleakage.csv`: P beats D-only in 2/10 vs 3/10) confirms the verdict is unchanged. The same logic covers modern forward chaining; say so once. The CV problems that matter are in M6.
29 +
30 +**M10. Over- and under-claiming.** Overclaims: the placebo sentence (M2), "reverses its sign" (M5), "three temporal splits"/"fifty folds" (M6), "survives the Holm correction" (M7), and "reproduces every number … with one command" (p. 55) while two folds and one split silently error. Underclaim: the interesting narrow result — in Seshat capacity given scale has the predicted sign and the restriction survives; in the modern panel capacity dominates and it fails — is buried under a fold-counting verdict.
31 +
32 +## 3. Minor issues
33 +
34 +1. Table 9 row A3 label vs code (M3); Table 16 caption "three temporal splits"; p. 33 "fifty folds".
35 +2. `t_since` for countries with no observed prior event is set to the sample maximum (`h2_modern.py` line 52); the comment says "flagged in the paper" — I could not find the flag.
36 +3. `K_modern` averages whichever of six items are coded (≥ 4); item composition changes over time, so K is not era-comparable without an item-availability control.
37 +4. The Seshat persistence baseline (`prior_crisis_nga`) is built from the crisis-selected sample itself.
38 +5. Whole-polity territory and population are means over facts, so fragmentation or conquest (Y1 items) pulls D down — circularity in the other direction.
39 +6. Conjecture 1's falsifier promises the share of polities whose P flips sign under alternative K weightings; it is not reported.
40 +7. Bibliography: ALL-CAPS author names (WRIGHT and JOHNSON, STASAVAGE, FEARON and LAITIN, CEDERMAN); Table 3 cells truncated; p. 3 blank.
41 +8. The "Process" paragraph (p. 54: PI has not reviewed code or text) belongs on the title page.
42 +
43 +## 4. Questions to the authors
44 +
45 +1. Re-run the Seshat placebo without `X_prod_infra` in the controls: coefficient and LORO win share?
46 +2. Wald p-value of β_D + β_K = 0 in B5, each panel, pooled and under LORO?
47 +3. Why did the train ≤ 1945 forward split fail, and what are the results once fixed?
48 +4. Where is the Holm computation, and what are the three adjusted p-values?
49 +5. With K items normalised by log territory (or intensity-only), what is corr(D, K) and does H1 still pass?
50 +6. Why is H4-modern reported as rejected when the pre-registered rule was met?
51 +
52 +## 5. Recommendation: **major revision**
53 +
54 +The project is well-conceived and unusually honest, and the negative conclusion may well survive, but several headline "falsifications" are implementation artefacts (M2, M6, M7) or misreadings of the paper's own rules (M5, M7), and P is tested through a restriction the paper never states as such (M3). Mandatory changes:
55 +
56 +1. Remove or correctly re-estimate the Seshat placebo and rewrite every sentence that relies on it (abstract, pp. 33, 51–52).
57 +2. Make the unrestricted D + K model the primary object, with a Wald test of β_D + β_K = 0 and paired fold-difference tests; repair the failed CV folds and the forward split, block k-fold by polity, and correct all fold counts.
58 +3. Compute and report the Holm correction or delete the claim; report the negative control and H4-modern against the pre-registered rules as written, logging any reinterpretation as a numbered amendment.
59 +4. Address the size bias of presence-anywhere K items (M1) with at least one normalised or intensity-only K, and discuss the D/K hierarchy overlap.
60 +5. Fix Table 9's A3 label, present C3 as the reparametrisation of B5 it is, fit the Table 9 baselines on the common sample, and remove `epidemic_v` from the controls (or justify conditioning on a consequence item).
modified paper/appendix/appendix.tex +1 −1
@@ -3,7 +3,7 @@
3 3 \section{Pre-registration summary}
4 4 \label{app:prereg}
5 5
6 −The analysis plan (\texttt{research/preregistration.md}, SHA-256 \texttt{ecda8804e17f9317\ldots}) was frozen on 2026-11-01 before any association between a predictor and an outcome was computed. It fixes: the five hypotheses and their falsifiers; the units (polity, society, country-year) and the reasons for them (93.7\% of Polaris facts undated; CrisisDB crisis-selected); the disjoint indicator sets for $D$ and $K$ listed in Section~\ref{sec:data-measurement}; the outcomes $Y_1$ (severity share), $Y_{1b}$, $Y_2$ (duration), $Y_3$ (succession), $Y_4$--$Y_6$ (modern events) and the composite; the five-year horizon; the models of Section~\ref{sec:methods}; the baselines and the 80\% fold rule; the Holm correction over three primary tests; the a-priori power computation and its decision rule; the robustness set; and the rule for narrowing the claim. Seven decisions and no post-hoc amendments are recorded in \texttt{research/decisions.md}; the single deviation from the mandate's candidate formula ($K$ standardized rather than logged, because it is a bounded share that can be zero) was recorded before analysis. The use of decade rather than year effects in the forward-chaining folds, so that test years have a fitted level, is noted in the code and in Section~\ref{sec:methods-modern}.
6 +The analysis plan (\texttt{research/preregistration.md}, SHA-256 \texttt{ecda8804e17f9317\ldots}) was frozen on 2026-11-01 before any association between a predictor and an outcome was computed. It fixes: the five hypotheses and their falsifiers; the units (polity, society, country-year) and the reasons for them (93.7\% of Polaris facts undated; CrisisDB crisis-selected); the disjoint indicator sets for $D$ and $K$ listed in Section~\ref{sec:data-measurement}; the outcomes $Y_1$ (severity share), $Y_{1b}$, $Y_2$ (duration), $Y_3$ (succession), $Y_4$--$Y_6$ (modern events) and the composite; the five-year horizon; the models of Section~\ref{sec:methods}; the baselines and the 80\% fold rule; the Holm correction over three primary tests; the a-priori power computation and its decision rule; the robustness set; and the rule for narrowing the claim. Seven pre-analysis decisions (D-001 to D-007) and seven post-analysis amendments (A-001 to A-007: fold-internal pre-processing check; corrections and additions made after the adversarial reviews, listed in Section~\ref{sec:limits} and in the response-to-reviewers document) are recorded in \texttt{research/decisions.md}. The single deviation from the mandate's candidate formula ($K$ standardized rather than logged, because it is a bounded share that can be zero) was recorded before analysis. The use of decade rather than year effects in the forward-chaining folds, so that test years have a fitted level, is noted in the code and in Section~\ref{sec:methods-modern}.
7 7
8 8 \section{Data dictionary (abridged)}
9 9 \label{app:dictionary}
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@@ -64,7 +64,7 @@
64 64 \newcommand{\WPdate}{November 2026}
65 65 \newcommand{\WPversion}{1.0}
66 66 \newcommand{\WPabstract}{%
67 −Institutions, standards, records and administrative hierarchies can be read as devices that lower the communication cost of coordinating many people: a form of compression. This paper states that reading formally, derives what it does and does not imply, and tests its empirical corollary---that a mismatch between a society's coordination demand (population, territory, settlement structure) and its coordination capacity (administration, standardized rules and money, communication infrastructure, record-keeping) predicts subsequent instability---under a frozen pre-registration. We build demand, capacity and mismatch indices from the Seshat Polaris-2026 databank (626 polities; 127 CrisisDB crisis records with pre-crisis predictors), the Ethnographic Atlas (1,291 societies) and a V-Dem--Maddison country-year panel (14,637 country-years, 2,692 instability events, 1820--2025), with a transparent block index and a latent-variable alternative, uncertainty propagation and out-of-sample validation. Capacity and scale are positively associated in all three datasets (\EMP). The mismatch index is positively associated with crisis severity in Seshat ($0.20$ log-odds per SD, stable across regions and eras) and with instability onsets in modern states ($0.40$ per SD), but by the pre-registered criterion it fails: it does not beat the scale-only baseline out of sample in Seshat, nor the capacity-only baseline in the modern panel; a placebo index performs comparably; the modern association is as strong with past as with future events; and an Oster adjustment reverses its sign. No threshold is found in Seshat and only a negligible nonlinearity in the modern panel. Five theorems make the compression reading precise (coding gain, break-even scale, stale-code penalty, hierarchical routing, backlog dynamics), and factorial agent-based experiments (6,048 runs, five imposed institutional regimes) confirm them in silico while locating the regimes where institutions hurt: unpaid set-up costs, saturated hierarchies, and weakly structured task environments (\SIM). We conclude that the compression framework is coherent and simulable, that scale and capacity each matter, but that their mismatch, as measurable in existing historical data, carries no identifiable predictive content of its own. The universal theory is not supported; the narrower results are stated with their scope.%
67 +Institutions, standards, records and administrative hierarchies can be read as devices that lower the communication cost of coordinating many people: a form of compression. This paper states that reading formally, derives what it does and does not imply, and tests its empirical corollary---that a mismatch between a society's coordination demand (population, territory, settlement structure) and its coordination capacity (administration, standardized rules and money, communication infrastructure, record-keeping) predicts subsequent instability---under a frozen pre-registration. We build demand, capacity and mismatch indices from the Seshat Polaris-2026 databank (626 polities; 127 CrisisDB crisis records with polity-level predictors, dated facts preceding the crisis where they exist), the Ethnographic Atlas (1,291 societies) and a V-Dem--Maddison country-year panel (14,637 country-years, 901 distinct event-years, 1820--2025), with a transparent block index and a latent-variable alternative, uncertainty propagation and out-of-sample validation. Capacity and scale are positively associated in all three datasets (\EMP). The mismatch index is positively associated with crisis severity in Seshat ($0.20$ log-odds per SD, stable across regions, eras and cultural spheres) and with instability onsets in modern states ($0.39$ per SD), but by the pre-registered criterion it fails: it does not beat the scale-only baseline out of sample in Seshat, nor the capacity-only baseline in the modern panel; the restriction it imposes on scale and capacity is rejected in the modern panel; a placebo index is not distinguishable from it in Seshat; the modern association is nearly as strong with past as with future events; and it is not robust to an Oster-type adjustment. No threshold is found in Seshat and only a small nonlinearity in the modern panel. Among Seshat polities with a crisis record, higher capacity is also associated with a \emph{shorter} polity duration, against the hypothesis. Five theorems make the compression reading precise (coding gain, break-even scale, stale-code penalty, hierarchical routing, backlog dynamics), and factorial agent-based experiments (6,048 runs, five imposed institutional regimes, equal administrative budgets) instantiate them in silico on the cost side---bits, messages, queues---while locating the regimes where institutions hurt: unpaid set-up costs, saturated hierarchies, and weakly structured task environments (\SIM). We conclude that the compression framework is coherent and simulable, that scale and capacity each matter, but that their mismatch, as measurable in existing historical data, carries no identifiable predictive content of its own. The universal theory is not supported; the narrower results are stated with their scope.%
68 68 }
69 69 \newcommand{\WPkeywords}{institutions, coordination, state capacity, social complexity, Seshat, pre-registration, agent-based simulation, information theory}
70 70 \newcommand{\WPjel}{D02, D83, H11, N40, P48, C63}
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@@ -49,7 +49,7 @@ Quantity & Value & Detail \\
49 49 \subsection{Coding rules and uncertainty}
50 50 \label{sec:data-coding}
51 51
52 −Presence codes are mapped to 1 (P, IP), 0 (A, IA) and 0.5 (disputed codes of the form A$\sim$P), with inferred codes flagged so that a sensitivity run can drop them; unknown (SU), blank and unparseable values are missing (132 of 56,274 facts were unparseable and are logged). Numeric ranges are summarized by their geometric midpoint for population, territory and largest-settlement population and by the arithmetic midpoint for level counts, and the bounds are kept: the paper re-estimates its main model at the lower and upper bounds. Dates are kept as intervals; a crisis is dated by the start of its coded interval; nothing is interpolated. When several facts exist for a polity and a variable, the polity value is the mean over facts (the mean log for logged variables); for each crisis record, ``pre-crisis'' aggregates use dated facts ending before the crisis start together with the undated whole-polity facts, which, given the date coverage, means that temporal precedence is weak and is acknowledged as such.
52 +Presence codes are mapped to 1 (P, IP), 0 (A, IA) and 0.5 (disputed codes of the form A$\sim$P), with inferred codes flagged so that a sensitivity run can drop them; unknown (SU), blank and unparseable values are missing (132 of 56,274 facts were unparseable and are logged). Numeric ranges are summarized by their geometric midpoint for population, territory and largest-settlement population and by the arithmetic midpoint for level counts, and the bounds are kept: the paper re-estimates its main model at the lower and upper bounds. Dates are kept as intervals; a crisis is dated by the start of its coded interval; nothing is interpolated. When several facts exist for a polity and a variable, the polity value is the mean over facts (the mean log for logged variables); for each crisis record, ``pre-crisis'' aggregates use dated facts ending before the crisis start together with the undated whole-polity facts; only 3.6\% of the facts entering these aggregates are dated, so ``pre-crisis'' means, in practice, ``whole-polity'', and temporal precedence is weak. We keep the label for consistency with the pre-registration and flag it wherever it is used.
53 53
54 54 \subsection{Demand, capacity, and the mismatch index}
55 55 \label{sec:data-measurement}
@@ -71,7 +71,7 @@ Index & Construction and diagnostics \\
71 71
72 72 Two alternatives to the block mean were pre-registered and are reported side by side: the first principal component of the four blocks, which correlates 0.999 with the mean, and a two-parameter logistic item-response model estimated by marginal maximum likelihood with mild priors on the thirty binary items, which handles item missingness through the likelihood rather than by imputation, is defined for 579 polities, and correlates 0.96 with the block mean. The latent score carries a median posterior standard deviation of 0.34 on a unit-variance scale, which is the honest measure of how uncertain an individual polity's capacity is. Item parameters refitted separately on the Old World and on the Americas and Oceania have difficulties correlated 0.88, so the ordering of institutions by rarity is similar across the two worlds, although the New-World sample (94 polities) is too small for a strict invariance test and the leave-region-out analyses are the operational safeguard. The block structure is stable: inter-block correlations are 0.75--0.79 overall, Cronbach's $\alpha$ across the four blocks is between 0.83 and 0.97 in every macro-region, and dropping any block leaves $K$ correlated at least 0.98 with the full index.
73 73
74 −The central measurement fact of the paper is collinearity (Figure~\ref{fig:measurement}, Table~\ref{tab:measurement}). Scale and capacity correlate 0.84 across polities, as the single-dimension result of \citet{turchin2018} implies, so the mismatch index retains only 17\% of the variance of $z(D)+z(K)$; it correlates 0.39 with $D$, $-0.18$ with $K$ and $-0.04$ with a Turchin-style first principal component of 57 social-complexity indicators. $P$ is a residual, nearly orthogonal to overall complexity. That is what would make it informative if it carried signal, and what makes it fragile: measurement error in either index leaks into it, and any association with $P$ can be a disguised association with one of its components. The pre-registered baselines (scale only, capacity only, complexity only, scale and capacity entered separately) exist to detect exactly this.
74 +The central measurement fact of the paper is collinearity (Figure~\ref{fig:measurement}, Table~\ref{tab:measurement}). Scale and capacity correlate 0.84 across polities, as the single-dimension result of \citet{turchin2018} implies, so the mismatch index retains only 17\% of the variance of $z(D)+z(K)$; it correlates 0.39 with $D$, $-0.18$ with $K$ and $-0.04$ with a Turchin-style first principal component of 57 social-complexity indicators. $P$ is a residual, nearly orthogonal to overall complexity. That is what would make it informative if it carried signal, and what makes it fragile: measurement error in either index leaks into it, and any association with $P$ can be a disguised association with one of its components. The pre-registered baselines (scale only, capacity only, complexity only, scale and capacity entered separately) exist to detect exactly this. The problem is sharper in the crisis sample: polities with a CrisisDB record are better documented and more complex than the average polity, their mean capacity share is 0.71 against 0.58 overall, and 40\% of records have $K$ above 0.8, so within that sample $P$ correlates 0.63 with $D$ and 0.02 with $K$---the mismatch index is, among crisis cases, close to a rescaled measure of scale (last row of Table~\ref{tab:measurement}).
75 75
76 76 \begin{figure}[H]
77 77 \centering
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@@ -9,8 +9,8 @@ We proceed in the order a skeptical reader would want. First, we make the compre
9 9
10 10 Second, we pre-registered the empirical tests before computing any association between predictors and outcomes (the frozen document and its hash are in the replication package). The pre-registration fixes the datasets, the unit of analysis, disjoint indicator sets for demand $D$ and capacity $K$, the outcomes, the horizon, the models, the baselines that $P$ must beat out of sample, the multiple-testing correction, a power calculation, the robustness set and the decision rule for abandoning the universal framing. We then built the indices from three real sources with full provenance: the Seshat Polaris-2026 release (626 polities; 56,274 facts, of which only 2,503 are dated; a CrisisDB table of crisis consequences for 150 polities) \citep{turchin2015,hoyer2023}, the D-PLACE Ethnographic Atlas v3.3 \citep{kirby2016,murdock1967}, and a V-Dem v16 country-year panel \citep{coppedge2020} merged with Maddison 2023 population \citep{bolt2024}. Measurement is done twice, with a transparent block index and a two-parameter latent-variable model, and uncertainty in ranges and dates is carried through.
11 11
12 −Third, we report what the pre-registered tests found (Sections~\ref{sec:hist} and~\ref{sec:modern}). Capacity and scale are positively associated in every dataset, as the framework and much prior work predict, although the direction is not identified. The mismatch index $P$ is positively associated with how badly a recorded crisis unfolds in Seshat (about $0.20$ log-odds per standard deviation, stable when any macro-region or era is held out) and with the probability of a civil war, coup or irregular regime end in the following five years in modern states (about $0.40$ per standard deviation). But the pre-registration asked a harder question than whether $\beta_P$ is positive: it asked whether $P$ beats the obvious baselines out of sample. It does not. In Seshat, a scale-only model does as well, a placebo index that replaces capacity with production infrastructure does as well, and $P$ loses to scale alone when regions are held out. In the modern panel, a capacity-only model does as well or better in every forward-chaining and leave-one-region-out comparison, past instability is associated with $P$ as strongly as future instability, and an Oster-type adjustment for unobservables reverses the sign. We find no threshold in Seshat and a nonlinearity of negligible size in the modern panel. Polity duration and discontinuous succession are unrelated to $P$. Under the decision rule we wrote down in advance, the universal framing is not supported: scale and capacity each carry signal, their difference carries none that we can identify.
12 +Third, we report what the pre-registered tests found (Sections~\ref{sec:hist} and~\ref{sec:modern}). Capacity and scale are positively associated in every dataset, as the framework and much prior work predict, although the direction is not identified. The mismatch index $P$ is positively associated with how badly a recorded crisis unfolds in Seshat (about $0.20$ log-odds per standard deviation, stable when any macro-region or era is held out) and with the probability of a civil war, coup or irregular regime end in the following five years in modern states (about $0.39$ per standard deviation). But the pre-registration asked a harder question than whether $\beta_P$ is positive: it asked whether $P$ beats the obvious baselines out of sample. It does not. In Seshat, a scale-only model does as well, a placebo index that replaces capacity with production infrastructure is not distinguishable from $P$, and $P$ loses to scale alone when regions are held out. In the modern panel, a capacity-only model does as well or better in most forward-chaining and leave-one-region-out comparisons, the equal-and-opposite restriction that $P$ imposes on scale and capacity is rejected, past instability is associated with $P$ nearly as strongly as future instability, and the coefficient is not robust to an Oster-type adjustment for unobservables. We find no threshold in Seshat and a small nonlinearity in the modern panel. Polity duration and discontinuous succession are unrelated to $P$, and higher capacity is associated with shorter, not longer, polity durations. Under the decision rule we wrote down in advance, the universal framing is not supported: scale and capacity each carry signal, their difference carries none that we can identify.
13 13
14 −Fourth, we report the constructive part. Factorial agent-based experiments with five \emph{imposed} institutional regimes (Section~\ref{sec:sim}; 6,048 main runs, 584 ablation runs, all labelled \SIM) measure messages, bits, success rates, latency, overhead, welfare and inequality directly. Shared codes and records lower the operating cost per successful task in essentially every cell and raise success by eliminating decoding errors between heterogeneous agents; the stale-code penalty after a distribution shock equals the divergence to within the rounding of Theorem~\ref{thm:stale}; hierarchies fail abruptly when relayed load exceeds administrative capacity, and federated routing keeps most of the benefit at half the capacity. The same experiments locate where institutions hurt: a learning cost of 200 bits per agent is repaid only with a large and concentrated task space and a long horizon, saturated centralized hierarchies do worse than no institution at all, and a code can be longer than raw description when the task distribution is nearly uniform. These are the cases the framework predicts, and they are the cases historians describe.
14 +Fourth, we report the constructive part. Factorial agent-based experiments with five \emph{imposed} institutional regimes (Section~\ref{sec:sim}; 6,048 main runs, 584 ablation runs, all labelled \SIM) measure messages, bits, success rates, latency, overhead, welfare and inequality directly. Shared codes and records lower the operating cost per successful task in essentially every cell (their effect on success is a parameter of the model, not a finding); the stale-code penalty after a distribution shock equals the divergence to within the rounding of Theorem~\ref{thm:stale}; at equal administrative budgets, centralized hierarchies fail abruptly when relayed load exceeds the budget, and federated routing keeps most of the benefit at a budget on which the centralized design fails. The same experiments locate where institutions hurt: a learning cost of 200 bits per agent is repaid only with a large and concentrated task space and a long horizon, saturated centralized hierarchies do worse than no institution at all, and a code can be longer than raw description when the task distribution is nearly uniform. These are the cases the framework predicts, and they are the cases historians describe.
15 15
16 16 The contribution, then, is threefold. We give the compression reading of institutions a formal statement that distinguishes what is proved from what is conjectured. We provide the first pre-registered, out-of-sample test of the demand--capacity mismatch conjecture on real historical and modern data, with a negative result that we think is more useful than another positive one would have been, because it shows that the mismatch, as it can be measured today, is a residual of two collinear quantities. And we provide a simulation testbed in which the mechanisms that the historical record cannot reveal---message counts, code lengths, queue saturation---can be measured. Section~\ref{sec:synth} states the scope conditions that survive, Section~\ref{sec:limits} the limitations, and Section~\ref{sec:conclusion} what a credible next test would require.
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@@ -3,12 +3,12 @@
3 3
4 4 The limitations were written down during the analysis and before this section; the full list is in the replication package. The ones that bear on how the results should be read are these.
5 5
6 −\paragraph{Data.} The CrisisDB outcome is crisis-selected (150 of 626 polities), so the Seshat test concerns the severity of recorded crises, not their occurrence. Only 6\% of Polaris facts are dated, so pre-crisis capacity is in practice whole-polity capacity and temporal precedence is weak; a dated-only test was not estimable. Seshat capacity items record the existence of institutions, not their reach, quality or cost, and the demand side is scale only because the databank has no usable indicator of division of labour or dispersion. Institutional codes and crisis codes come from the same project and overlapping historiography, which permits circularity that the inferred-code and late-crisis sensitivities can only partly address. Seshat polity boundaries are periodization decisions, so polity duration is not an instability outcome. In the modern panel, the six capacity items correlate 0.75 with electoral democracy and are rated by experts who know what came later; population begins in 1820 for most countries and there is no dispersion measure; 39 V-Dem entities without Maddison population drop out. The Ethnographic Atlas is a cross-section with coarse ordinal community sizes and no outcome.
6 +\paragraph{Data.} The CrisisDB outcome is crisis-selected (150 of 626 polities), so the Seshat test concerns the severity of recorded crises, not their occurrence. Only 6\% of Polaris facts are dated, so pre-crisis capacity is in practice whole-polity capacity and temporal precedence is weak; a dated-only test was not estimable. Seshat capacity items record the existence of institutions, not their reach, quality or cost, and the demand side is scale only because the databank has no usable indicator of division of labour or dispersion. Institutional codes and crisis codes come from the same project and overlapping historiography, which permits circularity that the inferred-code and late-crisis sensitivities can only partly address. Seshat polity boundaries are periodization decisions, so polity duration is not an instability outcome. In the modern panel, the six capacity items correlate 0.75 with electoral democracy and are rated by experts who know what came later; population begins in 1820 for most countries and there is no dispersion measure; 39 V-Dem entities without Maddison population drop out. The Ethnographic Atlas is a cross-section with coarse ordinal community sizes (the top category is bounded at 50,000) and no outcome; jurisdictional levels are themselves a response to scale in the scalar-stress tradition \citep{johnson1982,carneiro1967}, so the H1 association there replicates a known size--hierarchy regularity rather than testing compression. The severity share aggregates fourteen weakly correlated consequences (Section~\ref{sec:hist-h2}).
7 7
8 −\paragraph{Design.} Nothing is identified causally. The negative control shows that the modern mismatch is associated with past instability as strongly as with future instability; the Oster adjustment crosses zero and the robustness value is 0.07. The Seshat binary outcome was underpowered in advance. There are 42 regions and ten macro-regions, so cluster-robust inference is anti-conservative and alternative clusterings are reported. The verdict on H2 rests on a pre-registered out-of-sample rule against baselines, which is the right test of ``beyond conventional baselines'' but is also a demanding one at $n=127$; we report the fold-level results so that readers who prefer a different rule can apply it. The Equinox-2020 replication listed in the pre-registration was not executed and is recorded as a blocked task in the audit.
8 +\paragraph{Design.} Nothing is identified causally. The modern negative control passes the pre-registered letter (past 0.44 against future 0.48 log-odds per SD) by a margin within one standard error; the Oster adjustment under proportional selection crosses zero, with the caveat that proportional selection is a strong assumption when one control (electoral democracy) correlates 0.75 with a component of the regressor, and the robustness value is 0.07 against a partial $R^2$ of 0.006. The Seshat binary outcome was underpowered in advance. There are 42 regions and ten macro-regions, so cluster-robust inference is anti-conservative and alternative clusterings are reported. The verdict on H2 rests on a pre-registered out-of-sample rule against baselines, which is the right test of ``beyond conventional baselines'' but is also a demanding one at $n=93$--127, and one of the baselines (scale and capacity entered separately) nests the mismatch model, so that $P$ cannot do better than it in expectation; we report the fold-level results and the Wald test of the restriction so that readers who prefer a different rule can apply it. Several specification errors found by the adversarial reviews (a placebo that reparametrized the scale-only baseline, a consequence item used as a covariate, silently failed cross-validation folds, mislabelled rows) were corrected and are listed as amendments A-004 to A-007. The Equinox-2020 replication listed in the pre-registration was not executed (not blocked: the raw file is in the package, the parser was not written) and is recorded as such in the audit.
9 9
10 10 \paragraph{Theory.} The theorems describe an idealized communication system in which capacity is exogenous; historically it is built in response to demand. The conjectures that link the framework to the proxies are exactly what the measurement results call into question: with scale and capacity correlated 0.84, the proxy $P$ retains 17\% of their joint variance, and a residual of that kind cannot be assumed to track utilization.
11 11
12 −\paragraph{Simulation.} Regimes are imposed; the model says nothing about emergence. Bit and message accounting is stylized, and only within-simulation comparisons are meaningful. Decoding success does not depend on the plan drawn, so distribution shocks affect cost but not success by construction. The saturation of hierarchies follows from a free parameter swept across its range; it is confirmed, not discovered. Shannon rather than Huffman codes are used so that the stale-code penalty is comparable to the theorem.
12 +\paragraph{Simulation.} Regimes are imposed; the model says nothing about emergence. The success ranking of regimes is the ranking of their decoding-error parameters (0.25 per unit of dialect distance without a code, 0.02 with a code, zero with records) and reverses when heterogeneity is low; only the cost side is measured rather than assumed. Bit and message accounting is stylized (one-bit acknowledgements, four-bit records, codewords repeated on every relay hop), and only within-simulation comparisons are meaningful. Decoding success does not depend on the plan drawn, so distribution shocks affect cost but not success by construction; link removal does not touch the administrative tree. The saturation of hierarchies follows from the budget multiple, a free parameter swept across its range; it is confirmed, not discovered, and its position depends on the ``capacity follows load'' allocation rule. Shannon rather than Huffman codes are used so that the stale-code penalty is comparable to the theorem; an optimal code would never be longer than fixed-length coding. Several of these choices were corrected after the computational review (amendment A-005).
13 13
14 14 \paragraph{Process.} The study was executed autonomously by a language-model agent under a human mandate in a single session: the pre-registration, code, analyses and text were produced by the agent, with the mandate's prohibitions on fabrication, imputation of missing data as zero and unapproved spending enforced by the execution log and the replication package. The principal investigator has not yet reviewed the code or the text at the time of writing; three adversarial reviews commissioned from independent reviewer personas and the responses to them are included in the package. Reference verification relied on Crossref metadata and primary-source abstracts; the chapter contents of \citet{johnson1982} and the published tables of \citet{sng2014} were not read.
modified paper/sections/methods.tex +1 −1
@@ -16,7 +16,7 @@ For H2 the primary outcome is crisis severity $Y_1$, the share of the fourteen i
16 16 \mathbb{E}[Y_{1,c}] = \Lambda\!\left(\alpha + \beta\, P_{i(c)} + \gamma' X_{i(c)} + \mu_{r(c)} + \tau_{e(c)}\right),
17 17 \label{eq:h2a}
18 18 \end{equation}
19 −where $P_{i(c)}$ is the pre-crisis mismatch of the polity of crisis $c$, $X$ contains the warfare-technology and production-infrastructure indices and an indicator that an epidemic accompanied the crisis, and $\mu$ and $\tau$ are macro-region and era effects; standard errors are clustered by Seshat region (alternatively by natural geographic area and by polity). The binary secondary outcome $Y_{1b}$---any of collapse, fragmentation, century-long conflict, conquest or civil war coded present, defined only when all five are coded---is fitted by logit; several region--era cells are all-severe, so era effects are dropped for that outcome and heteroskedasticity-robust errors are used. Baselines are fitted on the same observations: fixed effects only, scale only, capacity only, a Turchin-style complexity component, a persistence indicator (an earlier CrisisDB crisis in the same natural geographic area), and scale and capacity entered separately. A placebo index replaces $K$ with the production-infrastructure share that was excluded from $K$ by design. Out-of-sample comparison uses leave-one-macro-region-out folds (region effects removed) and ten repetitions of five-fold cross-validation; the pre-registered rule is that $P$ ``beats'' a baseline if its mean out-of-sample log-likelihood is higher in at least 80\% of folds. For H4, a hinge model whose knot is chosen by profile likelihood on the training fold only and a natural cubic spline with three degrees of freedom are compared with the linear form on the same folds. For H5, $\beta$ is re-estimated with each macro-region and each era held out, and, where the held-out block has at least twelve crisis records, within the block.
19 +where $P_{i(c)}$ is the pre-crisis mismatch of the polity of crisis $c$, $X$ contains the warfare-technology and production-infrastructure indices (an epidemic indicator was pre-registered as a covariate but dropped after review because it is itself a CrisisDB consequence item, amendment A-006), and $\mu$ and $\tau$ are macro-region and era effects; standard errors are clustered by Seshat region (alternatively by natural geographic area and by polity). The binary secondary outcome $Y_{1b}$---any of collapse, fragmentation, century-long conflict, conquest or civil war coded present, defined only when all five are coded---is fitted by logit; several region--era cells are all-severe, so era effects are dropped for that outcome and heteroskedasticity-robust errors are used. Baselines are fitted on a common sample on which every variable is available: fixed effects only, scale only, capacity only, a Turchin-style complexity component, a persistence indicator (an earlier CrisisDB crisis in the same natural geographic area), and scale and capacity entered separately, with a Wald test of the restriction $\beta_D+\beta_K=0$ that the mismatch index imposes. A placebo index replaces $K$ with the production-infrastructure share that was excluded from $K$ by design, fitted without that share as a control (with it, the placebo would be an exact reparametrization of the scale-only baseline). Out-of-sample comparison uses leave-one-macro-region-out folds (region effects removed) and ten repetitions of five-fold cross-validation with folds blocked by polity, test rows whose fixed-effect level is absent from the training fold being assigned the training mode; the pre-registered rule is that $P$ ``beats'' a baseline if its mean out-of-sample log-likelihood is higher in at least 80\% of folds. For H4, a hinge model whose knot is chosen by profile likelihood on the training fold only and a natural cubic spline with three degrees of freedom are compared with the linear form on the same folds. For H5, $\beta$ is re-estimated with each macro-region and each era held out, and, where the held-out block has at least twelve crisis records, within the block.
20 20
21 21 Two secondary historical outcomes use all polities. Polity duration (end year minus start year) is modelled by a Cox proportional-hazards regression stratified by macro-region, with the polity's end as the event and right-censoring for polities that reach 1900, robust errors clustered by region and a Schoenfeld test \citep{cox1972,boxsteffensmeier2004}; discontinuous succession---the successor polity's relationship to its predecessor coded as anything other than continuity---is modelled by logit. Both are reported with the caveat that Seshat polity boundaries are periodization decisions.
22 22
modified paper/sections/results_historical.tex +22 −7
@@ -39,11 +39,11 @@ Specification & Term & Coef. & SE & $n$ & $R^2$ \\
39 39 \subsection{H2: crisis severity}
40 40 \label{sec:hist-h2}
41 41
42 −Table~\ref{tab:h2-seshat} and Figure~\ref{fig:coefplot} report the pre-registered primary test. In the primary specification, a one-standard-deviation higher pre-crisis mismatch is associated with $0.20$ higher log-odds that a given adverse consequence is recorded for the crisis (SE 0.06, $n=127$ crisis records in 117 polities and 31 Seshat regions with a defined pre-crisis index); with the rival covariates the estimate is $0.20$ (SE 0.09, $n=87$), and it is unchanged when the overall complexity component is added. The coefficient is positive and precise, survives the Holm correction over the three primary tests, and is stable under every pre-registered perturbation of the measurement model (Table~\ref{tab:h2-seshat-robust}): latent capacity ($0.15$, SE 0.09), population only ($0.27$, SE 0.11), lower and upper range bounds, inferred codes dropped, within-era and within-region standardization, ranks, quasi-polities dropped ($0.15$, SE 0.11), crises starting at least 25 years after the polity's start ($0.25$, SE 0.09), records with at least twelve coded items, no era effects, no region effects, no effects at all, and clustering by natural geographic area or by polity. Held-out macro-regions and eras (Table~\ref{tab:h5-seshat}, Figure~\ref{fig:forest}) give pooled coefficients between $0.18$ and $0.33$, every one with a confidence interval excluding zero except the block that drops the first millennium BCE ($0.20$, SE 0.17), and the within-block estimates are positive wherever they can be computed, if imprecise. By the standards of a conventional regression table, the mismatch hypothesis would be reported as confirmed.
42 +Table~\ref{tab:h2-seshat} and Figure~\ref{fig:coefplot} report the pre-registered primary test. In the primary specification, a one-standard-deviation higher mismatch is associated with $0.20$ higher log-odds that a given adverse consequence is recorded for the crisis (SE 0.06, $n=127$ crisis records in 117 polities and 31 Seshat regions with a defined index); on the common sample used for every specification with covariates and every baseline ($n=93$), and with the warfare and production-infrastructure covariates, the estimate is $0.24$ (SE 0.09), unchanged when the overall complexity component is added. The coefficient is positive, survives the Holm correction over the three primary tests (adjusted $p<0.001$), and is stable under every pre-registered perturbation of the measurement model (Table~\ref{tab:h2-seshat-robust}): latent capacity ($0.18$, SE 0.08), population only ($0.28$, SE 0.11), capacity as a principal component, lower and upper range bounds ($0.24$ either way), inferred codes dropped ($0.13$, SE 0.06), within-era and within-region standardization, ranks ($0.19$, SE 0.08), quasi-polities dropped ($0.21$, SE 0.10), crises starting at least 25 years after the polity's start ($0.31$, SE 0.10), records with at least twelve coded items, no era effects, no region effects, no effects at all, and clustering by natural geographic area or by polity. Removing settlement hierarchy from $D$, administrative levels from $K$, or both---the two indicators that measure hierarchy depth on either side of the index---leaves the estimate at $0.25$. Held-out macro-regions, eras and---in a scheme added after review, grouping Seshat regions by cultural sphere rather than geography---held-out spheres (Table~\ref{tab:h5-seshat}, Figure~\ref{fig:forest}) give pooled coefficients between $0.24$ and $0.37$, every one with a confidence interval excluding zero except the block that drops the first millennium BCE ($0.26$, SE 0.15), and the within-block estimates are positive wherever they can be computed, if imprecise. By the standards of a conventional regression table, the mismatch hypothesis would be reported as confirmed.
43 43
44 44 \begin{table}[H]
45 45 \centering\footnotesize
46 −\caption{H2 in Seshat: crisis severity $Y_1$ (fractional logit; share of fourteen instability consequences coded present) with macro-region and era effects; standard errors clustered by Seshat region. The binary outcome $Y_{1b}$ uses region effects only (era cells are all-severe) and robust errors.}
46 +\caption{H2 in Seshat: crisis severity $Y_1$ (fractional logit; share of fourteen instability consequences coded present) with macro-region and era effects; standard errors clustered by Seshat region. A1 uses every record with a defined index; all other rows use the common sample ($n=93$) on which every covariate and baseline is available. The binary outcome $Y_{1b}$ uses region effects only (era cells are all-severe) and robust errors.}
47 47 \label{tab:h2-seshat}
48 48 \begin{tabular}{L{8.0cm} l r r r}
49 49 \toprule
@@ -54,11 +54,13 @@ Specification & Term & Coef. & SE & $n$ \\
54 54 \end{tabular}
55 55 \end{table}
56 56
57 −The pre-registration asked a different question, and the rest of Table~\ref{tab:h2-seshat} answers it. Scale alone is associated with severity at $0.26$ per standard deviation (SE 0.14); capacity alone at $-0.03$ (SE 0.20); the Turchin-style complexity component at $-0.01$ (SE 0.24); the persistence indicator at $0.35$ (SE 0.24). When scale and capacity are entered separately, scale carries $0.34$ (SE 0.16) and capacity $-0.21$ (SE 0.19): capacity has the sign the hypothesis predicts, but it is not distinguishable from zero. The placebo index, which replaces capacity by the share of production-infrastructure indicators that were excluded from $K$ precisely because they are not coordination capacity, is associated with severity at $0.26$ (SE 0.14)---the same as scale alone, and within sampling error of $P$. Out of sample (Table~\ref{tab:h2-seshat-cv}), the model with $P$ has a higher log-likelihood than the fixed-effects-only, capacity-only and complexity-only models in 79--85\% of the fifty cross-validation folds, but beats the scale-only model in 75\%, the persistence model in 69\% and the scale-plus-capacity model in 75\%, below the 80\% rule; with macro-regions held out it loses to scale alone in seven of ten folds and to scale plus capacity in eight. Because the principal-component loadings of $D$ and the standardization of $P$ were estimated on the full polity sample (without any outcome) before cross-validation, we repeated the leave-one-region-out comparison with loadings and standardization re-estimated inside each training fold: $P$ then beats scale alone in two of ten folds (\texttt{h2\_seshat\_cv\_noleakage.csv}), so the verdict does not depend on that pre-processing. For the binary outcome, which was declared underpowered in advance, the coefficient is negative and imprecise ($-0.18$, SE 0.20 with region effects; $-0.07$, SE 0.18 without), and no model discriminates severe from non-severe crises out of sample (areas under the curve 0.62--0.64 for every model, including the baselines). Reform consequences are unrelated to $P$. The conclusion we are obliged to draw is that what the mismatch index predicts about crisis severity is what polity scale predicts, and that nothing in the data distinguishes a capacity shortfall from a large population.
57 +The pre-registration asked a different question, and the rest of Table~\ref{tab:h2-seshat} answers it. On the same 93 records, scale alone is associated with severity at $0.42$ per standard deviation (SE 0.17); capacity alone at $0.04$ (SE 0.25); the Turchin-style complexity component at $0.08$ (SE 0.31); the persistence indicator at $0.37$ (SE 0.20). When scale and capacity are entered separately, scale carries $0.44$ (SE 0.17) and capacity $-0.13$ (SE 0.19); the restriction that the mismatch index imposes, $\beta_D + \beta_K = 0$, is not rejected (Wald $p=0.22$), but neither is $\beta_K = 0$: capacity has the sign the hypothesis predicts and is not distinguishable from zero. The placebo index, which replaces capacity by the share of production-infrastructure indicators that were excluded from $K$ precisely because they are not coordination capacity, is associated with severity at $0.19$ (SE 0.17) against $0.29$ (SE 0.08) for $P$ with the same controls---weaker, and not distinguishable from zero, but not distinguishable from $P$ either. Out of sample (Table~\ref{tab:h2-seshat-cv}; fifty polity-blocked folds), the model with $P$ has a higher log-likelihood than the fixed-effects-only, capacity-only and complexity-only models in 84--86\% of folds, but beats the scale-only model in 42\%, the persistence model in 78\% and the scale-plus-capacity model in 44\%, below the 80\% rule; with macro-regions held out it loses to scale alone and to scale plus capacity in eight of ten folds. For the binary outcome, which was declared underpowered in advance, the coefficient is negative and imprecise ($-0.18$, SE 0.20 with region effects; $-0.07$, SE 0.18 without), and no model discriminates severe from non-severe crises out of sample much better than the fixed-effects baseline (areas under the curve 0.69--0.72 for every model). Reform consequences are unrelated to $P$. The conclusion we are obliged to draw is that what the mismatch index predicts about crisis severity is what polity scale predicts, and that nothing in the data distinguishes a capacity shortfall from a large population.
58 +
59 +The severity share also hides heterogeneity that \citet{hoyer2024} emphasize. The fourteen consequences are almost uncorrelated with each other (mean inter-item correlation 0.08; the first eigenvalue of their correlation matrix carries 19\% of the variance), so the share is a count of weakly related events rather than a measurement of one latent severity. Item by item (Table~\ref{tab:items}), $P$ and $D$ are associated with \emph{decline}, \emph{assassination}, \emph{deposition}, \emph{successful revolution} and \emph{civil war}---the elite-political consequences that larger polities record more often---and negatively with \emph{century-long conflict}; \emph{collapse} is present in only two of 126 coded records and its estimate is meaningless. Capacity $K$ is, if anything, positively associated with the same elite-political items. Larger and more documented polities have more recorded elite turmoil; whether that is severity or visibility, the data cannot say.
58 60
59 61 \begin{table}[H]
60 62 \centering\footnotesize
61 −\caption{Pre-registered robustness set for the Seshat primary coefficient (fractional logit of $Y_1$ on the alternative index, rival covariates, macro-region and era effects; region-clustered standard errors unless stated).}
63 +\caption{Pre-registered robustness set for the Seshat primary coefficient (fractional logit of $Y_1$ on the alternative index, warfare and production-infrastructure covariates, macro-region and era effects; region-clustered standard errors unless stated).}
62 64 \label{tab:h2-seshat-robust}
63 65 \begin{tabular}{L{8.0cm} l r r r}
64 66 \toprule
@@ -71,7 +73,7 @@ Variant & Term & Coef. & SE & $n$ \\
71 73
72 74 \begin{table}[H]
73 75 \centering\footnotesize
74 −\caption{Out-of-sample comparison in Seshat. Top: share of folds in which the model with $P$ (rival covariates included) has a higher out-of-sample log-likelihood than the baseline, and the mean difference per observation; the pre-registered rule requires 0.80. Bottom: out-of-sample metrics for the binary outcome $Y_{1b}$ (ten repetitions of five-fold cross-validation).}
76 +\caption{Out-of-sample comparison in Seshat. Top: share of folds in which the model with $P$ (rival covariates included) has a higher out-of-sample log-likelihood than the baseline, and the mean difference per observation; the pre-registered rule requires 0.80. Bottom: out-of-sample metrics for the binary outcome $Y_{1b}$ (ten repetitions of five-fold cross-validation, folds blocked by polity, unseen fixed-effect levels mapped to the training mode).}
75 77 \label{tab:h2-seshat-cv}
76 78 \begin{tabular}{l l r r r}
77 79 \toprule
@@ -109,15 +111,28 @@ Held-out block & Pooled $\beta_P$ & SE & $n$ & Held-out $n$ & Within-block (SE)
109 111 \end{tabular}
110 112 \end{table}
111 113
114 +\begin{table}[H]
115 +\centering\footnotesize
116 +\caption{Item-level associations in CrisisDB: logit of each consequence (present vs absent) on $P$, on $D$ and on $K$ separately, each with era effects and robust errors; coefficients per standard deviation (SE).}
117 +\label{tab:items}
118 +\begin{tabular}{l r r r r r}
119 +\toprule
120 +Consequence & $n$ & Share present & $\beta_P$ (SE) & $\beta_D$ (SE) & $\beta_K$ (SE) \\
121 +\midrule
122 +\input tables/tab_items
123 +\bottomrule
124 +\end{tabular}
125 +\end{table}
126 +
112 127 \subsection{H4: no threshold}
113 128 \label{sec:hist-h4}
114 129
115 −A hinge in $P$ with its knot chosen on the training fold, and a three-degree-of-freedom spline, improve on the linear model out of sample in only 10\% and 8\% of the fifty folds (Table~\ref{tab:h4}); the in-sample hinge places its knot at $0.92$ standard deviations with a negative post-knot slope, the opposite of a tipping point. The smooth form is retained for Seshat.
130 +A hinge in $P$ with its knot chosen on the training fold, and a three-degree-of-freedom spline, improve on the linear model out of sample in only 10\% and 8\% of the fifty polity-blocked folds (Table~\ref{tab:h4}); the in-sample hinge places its knot at $0.92$ standard deviations with a negative post-knot slope, the opposite of a tipping point. The smooth form is retained for Seshat.
116 131
117 132 \subsection{Polity duration and succession}
118 133 \label{sec:hist-y2}
119 134
120 −The mismatch index is unrelated to the hazard of a polity's end (Table~\ref{tab:y2y3}): hazard ratios of 1.03 (SE 0.06) and 1.00 (SE 0.07, Schoenfeld test $p=0.98$) with 302 and 201 events. Capacity, entered with scale, is associated with a \emph{higher} hazard (ratio 1.75, SE 0.20 on the log scale), which we read as periodization rather than fragility: well-documented complex polities are divided into more, shorter Seshat polities than poorly documented simple ones. Discontinuous succession, coded for 207 polities with 37 discontinuities, is unrelated to $P$ ($0.02$ and $0.24$ log-odds, SE 0.39 and 0.33).
135 +The mismatch index is unrelated to the hazard of a polity's end (Table~\ref{tab:y2y3}): hazard ratios of 1.03 (SE 0.06) and 1.00 (SE 0.07, Schoenfeld test $p=0.98$) with 302 and 201 events. Capacity, entered with scale, is associated with a \emph{higher} hazard of a polity's end (ratio 1.75, SE 0.20 on the log scale). Our first reading was periodization: well-documented complex polities are divided into more, shorter Seshat polities than poorly documented simple ones, and the number of polities coded in a natural geographic area does correlate 0.29 with capacity and does raise the hazard (ratio 1.37, SE 0.14). But controlling for it leaves the capacity coefficient almost unchanged (ratio 1.71, SE 0.20), so periodization is at most part of the story. The pre-registered secondary outcome therefore yields a result that runs against the hypothesis: in Seshat, higher-capacity polities end sooner, not later, and the paper reports it as such rather than explaining it away. Candidate explanations---more frequent dynastic turnover being coded as polity change in complex states, or genuine fragility of elaborate administrations \citep{tainter1988}---are not distinguishable here. Discontinuous succession, coded for 207 polities with 37 discontinuities, is unrelated to $P$ ($0.02$ and $0.24$ log-odds, SE 0.39 and 0.33).
121 136
122 137 \begin{table}[H]
123 138 \centering\footnotesize
modified paper/sections/results_modern.tex +5 −5
@@ -6,7 +6,7 @@ The modern panel is the form of the test that the mandate's event-risk model has
6 6 \subsection{H2: instability events in the next five years}
7 7 \label{sec:modern-h2}
8 8
9 −In the primary specification (Table~\ref{tab:h2-modern}), a one-standard-deviation higher mismatch is associated with $0.40$ higher log-odds of at least one civil-war onset, coup or irregular regime end in the following five years (SE 0.09; 14,637 country-years, 2,692 event windows), conditional on development, electoral democracy, time since the last event, region and year. The coefficient is $0.72$ without covariates, $1.31$ in a conditional logit with country and decade effects (which uses only countries that experience at least one event window), and $0.11$ in probability units in a linear model with country and year effects. It is positive for every horizon (0.33 at one year, 0.39 at three, 0.45 at ten), largest for civil-war onsets (1.01, SE 0.20), small and imprecise for coups (0.20, SE 0.14) and intermediate for irregular regime ends (0.25, SE 0.09); it does not depend on the capacity aggregation, on standardizing within years, on adding land area to demand, on dropping the nineteenth century, on removing the democracy control or on adding the persistence control (Table~\ref{tab:h2-modern-robust}). Every held-out region and period gives a pooled coefficient between $0.29$ and $0.47$, and every within-block estimate is positive (Table~\ref{tab:h5-modern}, Figure~\ref{fig:forest}). The second H2 primary test also passes the conventional bar.
9 +In the primary specification (Table~\ref{tab:h2-modern}), a one-standard-deviation higher mismatch is associated with $0.39$ higher log-odds of at least one civil-war onset, coup or irregular regime end in the following five years (SE 0.09; 14,637 country-years, of which 2,692 have an event in their five-year window; the windows overlap, and the sample contains 901 distinct event-years out of 1,676 in the full panel), conditional on development, electoral democracy, time since the last event (with an indicator for countries whose spell is left-censored at panel entry), region and year. The coefficient is $0.72$ without covariates, $1.33$ in a conditional logit with country and decade effects (which uses only countries that experience at least one event window), and $0.11$ in probability units in a linear model with country and year effects. It is positive for every horizon (0.32 at one year, 0.38 at three, 0.45 at ten), largest for civil-war onsets (1.02, SE 0.19), small and imprecise for coups (0.19, SE 0.14) and intermediate for irregular regime ends (0.24, SE 0.09); it does not depend on the capacity aggregation, on standardizing within years, on adding land area to demand, on dropping the nineteenth century, on removing the democracy control or on adding the persistence control (Table~\ref{tab:h2-modern-robust}). Every held-out region and period gives a pooled coefficient of similar size, and every within-block estimate is positive (Table~\ref{tab:h5-modern}, Figure~\ref{fig:forest}). The second H2 primary test also passes the conventional bar.
10 10
11 11 \begin{table}[H]
12 12 \centering\footnotesize
@@ -21,7 +21,7 @@ Specification & Term & Coef. & SE & $n$ & Events \\
21 21 \end{tabular}
22 22 \end{table}
23 23
24 −The baselines, placebo and negative control tell the rest (Table~\ref{tab:h2-modern}, Figure~\ref{fig:coefplot}). Population alone is weakly associated with instability ($0.13$, SE 0.07); capacity alone is strongly and negatively associated ($-0.63$, SE 0.13), as is development ($-0.56$ per log unit of GDP per capita). With population and capacity entered separately, population carries $0.17$ (SE 0.07) and capacity $-0.71$ (SE 0.14); conditional on capacity, the mismatch adds $0.23$ (SE 0.09). The signal in $P$ is, here, overwhelmingly the capacity component with the sign reversed. The placebo that replaces capacity with electoral democracy is associated at $0.20$ (SE 0.06) against $0.45$ (SE 0.08) for $P$ with the same controls, so the capacity items do carry information beyond regime type, which is reassuring for the measurement model but not for the hypothesis. The negative control is not reassuring: past events, in the five years before $t$, are associated with $P_t$ at $0.44$ (SE 0.10), against $0.48$ (SE 0.10) for future events with the same controls. A predictor that is as strongly related to what has already happened as to what will happen is a marker of chronically unstable countries, not a leading indicator, and the pre-registration said in advance that a negative control of this kind would be read that way.
24 +The baselines, placebo and negative control tell the rest (Table~\ref{tab:h2-modern}, Figure~\ref{fig:coefplot}). Population alone is weakly associated with instability ($0.12$, SE 0.07); capacity alone is strongly and negatively associated ($-0.63$, SE 0.13), as is development ($-0.58$ per log unit of GDP per capita). With population and capacity entered separately, population carries $0.17$ (SE 0.07) and capacity $-0.70$ (SE 0.14), and the restriction $\beta_D + \beta_K = 0$ that the mismatch index imposes is rejected (sum $-0.54$, SE 0.15, Wald $p<0.001$): in the modern panel $P$ is a misspecified summary of two components of unequal weight, and the row that adds $K$ to $P$ (which is algebraically the same model) shows the mismatch adding $0.23$ (SE 0.09) once capacity is held fixed---that is, the population component. The signal in $P$ is, here, overwhelmingly the capacity component with the sign reversed. The placebo that replaces capacity with electoral democracy is associated at $0.20$ (SE 0.06) against $0.45$ (SE 0.08) for $P$ with the same controls, so the capacity items do carry information beyond regime type, which is reassuring for the measurement model but not for the hypothesis. The negative control, read by the letter of the pre-registration, passes: past events in the five years before $t$ are associated with $P_t$ at $0.44$ (SE 0.10), against $0.48$ (SE 0.10) for future events with the same controls, so the forward association is not weaker than the backward one. But the margin is within one standard error, and a predictor that is nearly as strongly related to what has already happened as to what will happen behaves like a marker of chronically unstable countries rather than a leading indicator; we report both the literal verdict and this reading.
25 25
26 26 \begin{table}[H]
27 27 \centering\footnotesize
@@ -36,7 +36,7 @@ Variant & Term & Coef. & SE & $n$ & Events \\
36 36 \end{tabular}
37 37 \end{table}
38 38
39 −Out of sample (Table~\ref{tab:h2-modern-cv}, Figure~\ref{fig:calibration}) the verdict is the same as in Seshat with the roles of the components exchanged. Under forward chaining, the model with $P$ has a slightly higher area under the curve than the fixed-effects model (0.773 against 0.768) and than population alone, but a lower one than capacity alone (0.777) and than population and capacity together (0.779), and it never beats the capacity-only model on log-likelihood or discrimination in any of the three temporal splits; with regions held out it beats capacity alone in one of six folds on log-likelihood and three of six on discrimination. All models are well calibrated under forward chaining (slopes 0.95--0.99) and all are badly calibrated when a whole region is held out (slopes about 0.43), which is itself a finding: the level of instability risk is regional, and no index built from scale and capacity transports it. Under the pre-registered 80\% rule, $P$ fails against the capacity-only and the scale-plus-capacity baselines in both schemes, and the second H2 primary test is therefore not passed.
39 +Out of sample (Table~\ref{tab:h2-modern-cv}, Figure~\ref{fig:calibration}) the verdict is the same as in Seshat with the roles of the components exchanged. Under forward chaining (three temporal splits, the first of which trains on 1820--1945 and tests on 1946--1975), the model with $P$ has the highest mean area under the curve (0.732 against 0.722 for the fixed-effects model, 0.724 for population or capacity alone and 0.726 for both), but it beats the capacity-only and the scale-plus-capacity baselines in only one of the three splits on either metric; with regions held out it beats capacity alone in one of six folds on log-likelihood and three of six on discrimination. All models are reasonably calibrated under forward chaining (slopes 0.77--0.79) and all are badly calibrated when a whole region is held out (slopes about 0.40), which is itself a finding: the level of instability risk is regional, and no index built from scale and capacity transports it. Under the pre-registered 80\% rule, $P$ fails against the capacity-only and the scale-plus-capacity baselines in both schemes (the latter nests the former, so this is the expected outcome whenever the restriction is wrong), and the second H2 primary test is therefore not passed.
40 40
41 41 \begin{table}[H]
42 42 \centering\footnotesize
@@ -88,7 +88,7 @@ Held-out block & Pooled $\beta_P$ & SE & $n$ & Within $n$ & Within-block (SE) \\
88 88 \subsection{Sensitivity to unobservables}
89 89 \label{sec:modern-sens}
90 90
91 −Table~\ref{tab:sensitivity} applies Oster's and Cinelli--Hazlett's diagnostics to the linear-probability version of the primary model. Adding the controls moves the coefficient from $0.082$ to $0.038$ while raising $R^2$ from 0.127 to 0.161; the bias-adjusted coefficient at $R_{\max}=1.3R^2$ and $\delta=1$ is $-0.024$, on the other side of zero. The partial $R^2$ of $P$ is 0.006 and the robustness value is 0.072: an unobserved confounder that explained seven percent of the residual variance of both the mismatch and the outcome would suffice to remove the association. Under the conventions of the sensitivity literature this is a fragile coefficient.
91 +Table~\ref{tab:sensitivity} applies Oster's and Cinelli--Hazlett's diagnostics to the linear-probability version of the primary model. Adding the controls moves the coefficient from $0.082$ to $0.037$ while raising $R^2$ from 0.127 to 0.161; the bias-adjusted coefficient at $R_{\max}=1.3R^2$ and $\delta=1$ is $-0.030$, on the other side of zero. The partial $R^2$ of $P$ is 0.005 and the robustness value is 0.07: an unobserved confounder that explained seven percent of the residual variance of both the mismatch and the outcome would suffice to remove the association. Two caveats apply. Proportional selection ($\delta=1$) is a strong assumption when one of the controls, electoral democracy, correlates 0.75 with a component of the regressor, so the Oster adjustment overstates the plausible bias; and the robustness value, while twelve times the partial $R^2$ of $P$, has no benchmark covariate against which to judge it. The coefficient is fragile under these conventions, not shown to be spurious.
92 92
93 93 \begin{table}[H]
94 94 \centering\footnotesize
@@ -106,7 +106,7 @@ Quantity & Value \\
106 106 \subsection{H4: a nonlinearity of negligible size}
107 107 \label{sec:modern-h4}
108 108
109 −With country-blocked folds, the hinge improves on the linear form in 12 of 15 folds and the spline in 13 (Table~\ref{tab:h4}), which meets the pre-registered 80\% rule by one fold. The improvement is 0.001 nats per observation; the in-sample curve (Figure~\ref{fig:h4curve}) is a mild convexity around the median rather than a step, and the hinge knot is at $-0.08$ standard deviations, i.e.\ at the centre of the distribution. We report this as a marginal nonlinearity consistent with the smooth convexity of Theorem~\ref{thm:backlog} and not as a threshold; the pre-registration's falsifier for H4 was a hinge or step model that \emph{outperforms} the smooth one, and a spline is a smooth model.
109 +With country-blocked folds, the hinge improves on the linear form in 11 of 15 folds and the spline in 12 (Table~\ref{tab:h4}); the spline meets the pre-registered 80\% rule exactly and the hinge does not. By the letter of the pre-registration, H4 is therefore not rejected in the modern panel. The improvement is 0.003 nats per observation; the in-sample curve (Figure~\ref{fig:h4curve}) is a mild convexity around the median rather than a step, and the hinge knot is at $-0.08$ standard deviations, i.e.\ at the centre of the distribution. We report this as a nonlinearity that survives the rule but is small, consistent with the smooth convexity of Theorem~\ref{thm:backlog} rather than with a tipping point; the pre-registration's falsifier for H4 was a hinge or step model that \emph{outperforms} the smooth one, and the form that passes is the smooth spline.
110 110
111 111 \begin{table}[H]
112 112 \centering\footnotesize
modified paper/sections/simulation.tex +20 −20
@@ -1,27 +1,27 @@
1 1 \section{Agent-based experiments}
2 2 \label{sec:sim}
3 3
4 −Everything in this section is \SIM. The simulation exists to measure what the historical record cannot: messages, bits, queues, overhead and failures under institutional regimes that are \emph{imposed} by the experimenter. Nothing emerges in these experiments, and nothing in them is evidence about history; they test the theorems of Section~\ref{sec:theory} and search for the conditions under which institutions reduce efficiency or add fragility, as the pre-registration requires.
4 +Everything in this section is \SIM. The simulation exists to measure what the historical record cannot: messages, bits, queues, overhead and failures under institutional regimes that are \emph{imposed} by the experimenter. Nothing emerges in these experiments, and nothing in them is evidence about history; they instantiate the theorems of Section~\ref{sec:theory} in a system where the quantities they speak of are defined, and they search for the conditions under which institutions reduce efficiency or add fragility, as the pre-registration requires. Two things should be said before any number. First, the error structure is a parameter, not a finding: agents without a shared code misdecode with a probability proportional to their dialect distance (0.25 per unit), agents with a code with probability 0.02, and agents who can verify against a record not at all. Any statement that institutions ``raise success'' in this model is therefore a statement about those parameters, and the ablation that varies them is the one to read. What the model measures that is not assumed is the \emph{cost} side: bits, messages, queueing delay, overhead, and how they scale and fail. Second, the regimes are compared at an equal total administrative budget, so that federation can gain only by relaying less.
5 5
6 6 \subsection{Design}
7 7 \label{sec:sim-design}
8 8
9 −$N$ agents are placed at random in the unit square and linked on a lattice-like nearest-neighbour graph, a small-world rewiring of it, or a random graph of the same degree. Each period, tasks arrive at rate $\lambda = 0.5$ per producing agent; a task is initiated by one agent and requires $k=3$ participants---the initiator and two network neighbours---to hold the same plan, drawn from a set of $s=64$ plans with a Zipf distribution of exponent 0 (uniform, entropy 6 bits) or 1 (entropy 4.86 bits). The initiator must communicate the plan. Each agent can process a bounded number of messages per period (2 or 8); excess messages queue first-in-first-out, and a task whose last message is served more than three periods after arrival fails. Agents differ in a continuous ``dialect'' that is partly spatial; without a shared code, a message is misdecoded with probability proportional to the dialect distance (0.25 per unit), and misdecoded tasks fail. Five regimes are compared. \emph{None}: raw messages of $\lceil\log_2 s\rceil$ bits per recipient, dialect errors, one acknowledgement round. \emph{Norms}: a shared Shannon code optimal for the plan distribution, lower decoding error (0.02), a one-time learning cost of 200 bits per agent, and, after a shift in the plan distribution, a stale code until the institution re-learns it ten periods later. \emph{Records}: norms plus a written record per task (four bits of administrative overhead) against which recipients verify, eliminating decoding errors and the acknowledgement round. \emph{Central}: records plus an eight-ary administrative tree through whose root every task is relayed; administrators have their own bandwidth and are withdrawn from production. \emph{Federated}: the same tree, but a task is relayed only up to the lowest common ancestor of its participants, so that local tasks never reach the root. Administrative bandwidth is set as a ratio (0.5 or 2) of the expected relayed load. Shocks at period 20 of 40 either shift the plan distribution (a cyclic permutation chosen to reach a target Kullback--Leibler divergence; the achieved divergence, 0.52 bits, is recorded) or remove half of the links. The main design crosses $N\in\{50,200,800\}$, three networks, two bandwidths, two entropies, three shock conditions and five regimes with eight seeds (6,048 runs); the ablations (584 runs) vary verification, adaptation speed, horizon, learning cost, heterogeneity, administrative capacity, branching and the plan space. Measured outcomes are task success, messages and bits per task, bits per successful task with and without set-up, latency, failure shares by cause, administrative overhead share, welfare (task value minus a cost per bit), the Gini coefficient of benefits among producers, and root load. Entropies, code lengths and divergences are computed because the plan distribution and the code are defined by the experimenter.
9 +$N$ agents are placed at random in the unit square and linked on a lattice-like nearest-neighbour graph, a small-world rewiring of it, or a random graph of the same degree. Each period, tasks arrive at rate $\lambda = 0.5$ per producing agent; a task is initiated by one agent and requires $k=3$ participants---the initiator and two network neighbours---to hold the same plan, drawn from a set of $s=64$ plans with a Zipf distribution of exponent 0 (uniform, entropy 6 bits) or 1 (entropy 4.86 bits). The initiator must communicate the plan to its two partners (there is no broadcast). Each agent can process a bounded number of messages per period (2 or 8); excess messages queue first-in-first-out, and a task whose last message is served more than three periods after arrival fails. Five regimes are compared. \emph{None}: raw messages of $\lceil\log_2 s\rceil$ bits per recipient, dialect errors, and a one-bit acknowledgement round that doubles the messages each agent must process. \emph{Norms}: a shared Shannon code optimal for the plan distribution (Shannon rather than Huffman lengths, so that the stale-code penalty of Theorem~\ref{thm:stale} applies verbatim), lower decoding error, a one-time learning cost of 200 bits per agent, and, after a shift in the plan distribution, a stale code until the institution re-learns it ten periods later. \emph{Records}: norms plus a written record per task (four bits of administrative overhead) against which recipients verify, which removes decoding errors and replaces the acknowledgement round. \emph{Central}: records plus an eight-ary administrative tree; every task is relayed from the initiator up to the root and down to each partner, the codeword is transmitted on every hop, and every administrator on the path processes one message per hop. \emph{Federated}: the same tree, but a task is relayed only up to the lowest common ancestor of its participants, so that local tasks never reach the root. Administrators are withdrawn from production. The total administrative budget is a multiple (0.5 or 2 in the main design; 0.25 to 4 in the ablation) of the expected relayed load of the \emph{central} design, and it is allocated to administrators in proportion to the load each one carries in a five-period warm-up with unconstrained capacity (``capacity follows load''); central and federated designs therefore face the same budget, and the budget multiple is the inverse utilization of the central design in the sense of Theorem~\ref{thm:backlog}. Shocks at period 20 of 40 either shift the plan distribution (a cyclic permutation reaching a Kullback--Leibler divergence of 1.03 bits in the non-uniform cells; in uniform cells the shift is a no-op and those cells are excluded from the shock statistics) or remove half of the links among agents (the administrative tree is not touched). The main design crosses $N\in\{50,200,800\}$, three networks, two bandwidths, two entropies, three shock conditions and five regimes with eight seeds (6,048 runs); the ablations (584 runs) vary verification, adaptation speed, horizon, learning cost, heterogeneity, administrative budget, branching and the plan space. Measured outcomes are task success, messages and bits per task, bits per successful task with and without set-up, latency, failure shares by cause, administrative overhead share, welfare (task value minus a cost per bit), the Gini coefficient of benefits among producers, and root load. Shock effects are difference-in-differences against the unshocked run of the same cell and seed. Entropies, code lengths and divergences are computed because the plan distribution and the code are defined by the experimenter.
10 10
11 −\subsection{H3: institutions lower the cost of coordination---with exceptions}
11 +\subsection{H3: the cost side}
12 12 \label{sec:sim-h3}
13 13
14 −Table~\ref{tab:sim-paired} pairs each institutional run with the no-institution run of the same cell and seed. Shared norms lower the operating bits per successful task in 99.7\% of pairs and raise success in 99.3\%, by eliminating most decoding failures between heterogeneous agents; records do so in 71\% and 100\% of pairs, and raise welfare in every pair. Once set-up costs are included, however, norms are never cheaper than nothing within the forty-period horizon: the coding gain of about one bit per recipient on a six-bit plan space does not repay 200 bits of learning per agent, exactly as Theorem~\ref{thm:breakeven} says it should not, and the ablation confirms that the code pays for itself only with a 256-plan space, a Zipf exponent of 1.5 and a 160-period horizon (Table~\ref{tab:sim-ablation}, Figure~\ref{fig:sim-phase}). Centralized administration with capacity twice the expected load is indistinguishable from records in success and bits, adds messages (relay), and lowers welfare in half the cells because administrators are withdrawn from production; with capacity at half the expected load it is worse than no institution in 99\% of pairs, success falls by 0.44 on average, and welfare by 28 units per agent (Table~\ref{tab:sim-loss}). Federated routing at the same insufficient capacity keeps success higher than no institution in 84\% of pairs, because most tasks never reach the root: the root-load bound of Theorem~\ref{thm:routing} is what separates the two hierarchies (Table~\ref{tab:sim-capacity}, Figure~\ref{fig:sim-phase}). Figure~\ref{fig:sim-scaling} shows the scaling with $N$: messages per task rise with the depth of the tree for the hierarchies and are constant for the flat regimes, bits per success are flat in $N$ for all regimes, and inequality of benefits is slightly higher under the hierarchies.
14 +Table~\ref{tab:sim-paired} pairs each institutional run with the no-institution run of the same cell and seed, and Table~\ref{tab:sim-loss} counts the design cells in which an institution does worse than nothing. Shared norms lower the operating bits per successful task in 99.7\% of pairs; once the 200-bit learning cost is included they are never cheaper within the forty-period horizon, because the coding gain of a six-bit plan space is about one bit per recipient (Table~\ref{tab:sim-ablation}: the Shannon code averages 5.44 bits at Zipf exponent 1 against 6 raw bits), exactly the break-even arithmetic of Theorem~\ref{thm:breakeven}; the ablation finds the code repaying its learning cost only with a 256-plan space, a Zipf exponent of 1.5 and a 160-period horizon (Figure~\ref{fig:sim-phase}). Records lower operating cost in 71\% of pairs and raise welfare in every pair, the acknowledgement round they replace being what saturates agents' queues at low bandwidth in the flat regimes (at bandwidth 2, flat regimes complete about half of their tasks and records 96\%; at bandwidth 8 all complete more than 90\%). The hierarchies are expensive in bits because the codeword travels on every hop: at the reference budget, central administration costs 83 bits per successful task against 25 for records and 15 for nothing, federated administration 53, and both lower welfare below the flat institutional regimes in half the cells because administrators are withdrawn from production. With a budget at half the central design's load, central administration fails almost every task (success down by 0.49 relative to nothing; welfare loss in all 108 cells), and federation, which relays fewer hops, does only somewhat better (success down by 0.29; welfare loss in 80\% of cells). Figure~\ref{fig:sim-scaling} shows the scaling with $N$: messages and bits per task grow with the depth of the tree for the hierarchies and are flat for the flat regimes; inequality of benefits is slightly higher under the hierarchies.
15 15
16 16 \begin{table}[H]
17 17 \centering\footnotesize
18 −\caption{\SIM\ Paired comparison of each institutional regime with the no-institution run of the same cell and seed (main design, 864 pairs per row). Shares of pairs in which the regime has lower bits per successful task (operating; including set-up), higher success and higher welfare, and mean differences.}
18 +\caption{\SIM\ Paired comparison of each institutional regime with the no-institution run of the same cell and seed (main design, 864 pairs per row). Shares of pairs in which the regime has lower bits per successful task (operating; including set-up), higher success and higher welfare, and mean differences. The budget multiple is relative to the central design's expected relayed load.}
19 19 \label{tab:sim-paired}
20 20 \resizebox{\textwidth}{!}{\begin{tabular}{l r r r r r r r r r}
21 21 \toprule
22 −Regime & Cap.\ ratio & Pairs & Lower bits & Lower incl.\ set-up & Higher success & Higher welfare & $\Delta$ bits/success & $\Delta$ success & $\Delta$ welfare \\
22 +Regime & Budget & Pairs & Lower bits & Lower incl.\ set-up & Higher success & Higher welfare & $\Delta$ bits/success & $\Delta$ success & $\Delta$ welfare \\
23 23 \midrule
24 −\input tables/tab_sim_paired
24 +\input tables/tab_sim_paired
25 25 \bottomrule
26 26 \end{tabular}}
27 27 \end{table}
@@ -32,9 +32,9 @@ Regime & Cap.\ ratio & Pairs & Lower bits & Lower incl.\ set-up & Higher success
32 32 \label{tab:sim-loss}
33 33 \begin{tabular}{l r r r r r}
34 34 \toprule
35 −Regime & Cap.\ ratio & Cells & Welfare loss & Bits loss & Success loss \\
35 +Regime & Budget & Cells & Welfare loss & Bits loss & Success loss \\
36 36 \midrule
37 −\input tables/tab_sim_loss
37 +\input tables/tab_sim_loss
38 38 \bottomrule
39 39 \end{tabular}
40 40 \end{table}
@@ -42,37 +42,37 @@ Regime & Cap.\ ratio & Cells & Welfare loss & Bits loss & Success loss \\
42 42 \begin{figure}[H]
43 43 \centering
44 44 \includegraphics[width=\textwidth]{figures/fig_sim_scaling.pdf}
45 −\caption{\SIM\ Scaling by regime without shocks (administrative capacity ratio 2): bits per successful task including set-up (log scale), success rate and messages per task against $N$; means and 95\% confidence intervals over cells and seeds.}
45 +\caption{\SIM\ Scaling by regime without shocks (budget multiple 2): bits per successful task including set-up (log scale), success rate and messages per task against $N$; means and 95\% confidence intervals over cells and seeds.}
46 46 \label{fig:sim-scaling}
47 47 \end{figure}
48 48
49 49 \subsection{Theorems in silico}
50 50 \label{sec:sim-theorems}
51 51
52 −The coding-gain sweep reproduces Theorem~\ref{thm:coding} cell by cell: the expected code length lies in $[H(p), H(p)+1)$ for every plan space and exponent, and the code is shorter than raw description whenever $H(p) \le \log_2 s - 1$; in the one cell where the distribution is nearly uniform (exponent 0.5, entropy 5.78 bits) the Shannon code is \emph{longer} than the six raw bits (6.24), which is the exception the theorem allows and a reminder that standardization is not free when there is little regularity to exploit. After a distribution shock, a non-adapting code costs 1.90 extra bits per recipient against a divergence of 1.98 bits, within the one-bit rounding of Theorem~\ref{thm:stale}; a code that re-learns after ten periods pays half of that, and an instantly adapting code almost nothing (Table~\ref{tab:sim-ablation}). Because decoding success does not depend on which plan was drawn, distribution shocks raise cost without lowering success in this model (Table~\ref{tab:sim-shocks}); link removal, by contrast, concentrates load on surviving neighbours and lowers success by about 0.08 under the hierarchies and records and by almost nothing under flat regimes (difference-in-differences against the unshocked run of the same cell). The capacity sweep traces the saturation of Theorem~\ref{thm:backlog}: central success collapses as the capacity ratio falls below one, while federated routing degrades gracefully (Figure~\ref{fig:sim-phase}).
52 +The coding-gain sweep reproduces Theorem~\ref{thm:coding}: the expected code length lies in $[H(p), H(p)+1)$ for every plan space and exponent, and it is below the raw length whenever $H(p) \le \log_2 s - 1$. In the one cell where the distribution is nearly uniform (exponent 0.5, entropy 5.78 bits) the Shannon code is longer than the six raw bits (6.24). As the remark after Theorem~\ref{thm:coding} notes, this is a property of the suboptimal Shannon code, not of coding: a Huffman code is never longer than the fixed-length code. We keep the Shannon code because it is the one Theorem~\ref{thm:stale} is stated for, and the sweep then reproduces that theorem too: after a shift in the plan distribution, a non-adapting code costs 1.90 extra bits per recipient against a divergence of 1.98 bits, within the one-bit rounding; a code that re-learns after ten periods pays half, an instantly adapting code almost nothing. Because decoding success does not depend on which plan was drawn, distribution shocks raise cost without lowering success in this model (Table~\ref{tab:sim-shocks}), which is a modelling choice and not a finding. Link removal lowers success by 0.07--0.08 under records and the hierarchies at the reference budget and by almost nothing under the flat regimes; the latter is partly a floor effect, since at bandwidth 2 the flat regimes are already failing half of their tasks before the shock (the replication package reports the decomposition by bandwidth). The budget sweep traces the saturation of Theorem~\ref{thm:backlog} and the routing bound of Theorem~\ref{thm:routing} together (Table~\ref{tab:sim-capacity}, Figure~\ref{fig:sim-phase}): central success is 0.03 at a budget of half the load, 0.48 at a budget equal to the load, and 0.94 at one and a half times; federated success, with the same budgets, is 0.29, 0.99 and 1.00, because its root carries a tenth of the central root's load.
53 53
54 54 \begin{table}[H]
55 55 \centering\footnotesize
56 −\caption{\SIM\ Shock responses by regime: difference-in-differences of success and of bits per task (post minus pre, shocked minus unshocked run of the same cell and seed); standard error of the mean in parentheses; achieved divergence for distribution shocks.}
56 +\caption{\SIM\ Shock responses by regime: difference-in-differences of success and of bits per task (post minus pre, shocked minus unshocked run of the same cell and seed); standard error of the mean in parentheses; achieved divergence for distribution shocks (non-uniform cells only).}
57 57 \label{tab:sim-shocks}
58 58 \begin{tabular}{l l r r r r}
59 59 \toprule
60 −Shock & Regime & Cap.\ ratio & $\Delta$ success (SE) & $\Delta$ bits/task & $D_{KL}(q\|p)$ \\
60 +Shock & Regime & Budget & $\Delta$ success (SE) & $\Delta$ bits/task & $D_{KL}(q\|p)$ \\
61 61 \midrule
62 −\input tables/tab_sim_shocks
62 +\input tables/tab_sim_shocks
63 63 \bottomrule
64 64 \end{tabular}
65 65 \end{table}
66 66
67 67 \begin{table}[H]
68 68 \centering\footnotesize
69 −\caption{\SIM\ Hierarchy saturation ($N=200$, lattice): success, latency failures, mean latency and root load against the administrative capacity ratio.}
69 +\caption{\SIM\ Hierarchy saturation ($N=200$, lattice): success, latency failures, mean latency and root load against the administrative budget multiple, at equal total budgets for the two designs.}
70 70 \label{tab:sim-capacity}
71 71 \begin{tabular}{l r r r r r}
72 72 \toprule
73 −Regime & Cap.\ ratio & Success & Latency failures & Latency & Root load \\
73 +Regime & Budget & Success & Latency failures & Latency & Root load \\
74 74 \midrule
75 −\input tables/tab_sim_capacity
75 +\input tables/tab_sim_capacity
76 76 \bottomrule
77 77 \end{tabular}
78 78 \end{table}
@@ -82,7 +82,7 @@ Regime & Cap.\ ratio & Success & Latency failures & Latency & Root load \\
82 82 \begin{subfigure}[t]{0.48\textwidth}\centering\includegraphics[width=\textwidth]{figures/fig_sim_phase.pdf}\caption{Saturation of hierarchies.}\end{subfigure}\hfill
83 83 \begin{subfigure}[t]{0.48\textwidth}\centering\includegraphics[width=\textwidth]{figures/fig_sim_breakeven.pdf}\caption{Break-even of a shared code.}\end{subfigure}\\[2mm]
84 84 \includegraphics[width=0.75\textwidth]{figures/fig_sim_shocks.pdf}
85 −\caption{\SIM\ Phase diagram of success against administrative capacity (left), ratio of bits per success with and without a shared code against the horizon (right), and difference-in-differences shock responses (bottom).}
85 +\caption{\SIM\ Success against the administrative budget multiple (left), ratio of bits per success with and without a shared code against the horizon (right), and difference-in-differences shock responses (bottom).}
86 86 \label{fig:sim-phase}
87 87 \end{figure}
88 88
@@ -94,7 +94,7 @@ Regime & Cap.\ ratio & Success & Latency failures & Latency & Root load \\
94 94 \toprule
95 95 Ablation & Result \\
96 96 \midrule
97 −\input tables/tab_sim_ablation
97 +\input tables/tab_sim_ablation
98 98 \bottomrule
99 99 \end{tabular}
100 100 \end{table}
@@ -102,4 +102,4 @@ Ablation & Result \\
102 102 \subsection{What the experiments say about the hypothesis}
103 103 \label{sec:sim-verdict}
104 104
105 −H3 is supported in the operating sense and refuted in the total-cost sense within short horizons, which is the content of Theorem~\ref{thm:breakeven}; the experiments also show that the benefit of institutions in this model comes at least as much from eliminating misunderstanding between heterogeneous agents as from shortening messages, since the coding gain on a six-bit plan space is small while the decoding gain is large (with heterogeneity at 0.6, success is 0.81 without a code and 0.96 with one; with heterogeneity at 0.05 the ranking reverses, 0.98 against 0.96, because the code's own error rate is then the larger one). The fragility search found what the framework predicts: institutions hurt when their fixed cost is not amortized, when a centralized hierarchy is asked to relay more than it can process, and when there is too little regularity for a code to compress. None of these cases is exotic. All of them are described in the historical literature on over-extended administrations and rigid bureaucracies, and none of them is measurable with the indicators available in Seshat.
105 +On the cost side, which is the side the model actually measures, H3 is supported for operating cost and refuted for total cost within short horizons: a code saves bits per task in proportion to the regularity of the task environment, and it repays its learning cost only when that regularity is large and the horizon long (Theorem~\ref{thm:breakeven}). Records are the regime that wins most often, and they win by replacing a round of acknowledgements with a lookup, not by compressing messages. Hierarchies buy routing at the price of relaying, and they fail abruptly when the budget falls below the load they relay; federation halves that load and is the only hierarchical design that survives a tight budget. On the success side, the ranking of regimes is the ranking of their error parameters: with heterogeneity at 0.6 the no-code regime succeeds in 81\% of tasks against 96\% with a code, with heterogeneity at 0.05 the ranking reverses (98\% against 96\%) because the code's own error rate is then the larger one. The fragility search therefore finds what the framework predicts and nothing else: institutions hurt when their fixed cost is not amortized, when a hierarchy is asked to relay more than it can process, and when there is too little regularity for a code to compress. These are the cases the historical literature on over-extended administrations and rigid bureaucracies describes, and none of them is measurable with the indicators available in Seshat.
modified paper/sections/synthesis.tex +5 −5
@@ -14,10 +14,10 @@ Table~\ref{tab:observable} sets the framework's mechanisms against the two kinds
14 14 \toprule
15 15 Mechanism & Historical record (\EMP) & Simulation (\SIM) \\
16 16 \midrule
17 −Coding gain (Thm.~\ref{thm:coding}) & Not observable: presence of codes, not message lengths & Reproduced in every cell; one cell where the code is longer than raw \\
17 +Coding gain (Thm.~\ref{thm:coding}) & Not observable: presence of codes, not message lengths & Reproduced in every cell; Shannon code longer than raw in one near-uniform cell \\
18 18 Break-even (Thm.~\ref{thm:breakeven}) & Indirect: capacity rises with scale (H1) & Code repaid only with large concentrated plan space and long horizon \\
19 19 Stale code (Thm.~\ref{thm:stale}) & Not observable & Extra bits $1.90$ vs divergence $1.98$ \\
20 −Routing and root load (Thm.~\ref{thm:routing}) & Partially: administrative levels coded, loads not & Central collapses below capacity ratio 1; federated degrades gracefully \\
20 +Routing and root load (Thm.~\ref{thm:routing}) & Partially: administrative levels coded, loads not & At equal budgets, central collapses below budget multiple 1; federated keeps most of its success \\
21 21 Backlog (Thm.~\ref{thm:backlog}) & Not observable; $P$ is a proxy under C1 & By construction \\
22 22 Overload $\to$ breakdown (C2) & Tested through $P$: positive but not beyond components & Not modelled \\
23 23 Smooth vs threshold (C3) & No threshold in Seshat; negligible nonlinearity in modern panel & Convex latency in utilization \\
@@ -28,16 +28,16 @@ Smooth vs threshold (C3) & No threshold in Seshat; negligible nonlinearity in mo
28 28 \subsection{The model against simpler rivals}
29 29 \label{sec:synth-rivals}
30 30
31 −The pre-registration named the rivals and the results rank them. In Seshat, a scale-only model explains crisis severity as well as the mismatch model, in and out of sample; the placebo built from production infrastructure does as well; capacity alone does nothing. The simplest reading is \citeauthor{johnson1982}'s: larger polities face more that can go wrong when a crisis strikes, and whether their administrations were ``adequate'' is not something the presence codes can tell us. In the modern panel, a capacity-only model explains instability onsets as well as or better than the mismatch model; so does development; population adds little. The simplest reading is the state-capacity literature's \citep{besley2009,hanson2021,goldstone2010}: states with impartial administrations, predictable law and fiscal and territorial reach experience fewer civil wars, coups and irregular transitions, and the mismatch index inherits that association with its sign reversed. In neither panel does the \emph{difference} between scale and capacity carry information that its components do not.
31 +The pre-registration named the rivals and the results rank them. In Seshat, a scale-only model explains crisis severity as well as the mismatch model, in and out of sample; the placebo built from production infrastructure is not distinguishable from $P$; capacity alone does nothing, and the equal-and-opposite restriction is not rejected only because $\beta_K$ is imprecise. The simplest reading is \citeauthor{johnson1982}'s: larger polities face more that can go wrong when a crisis strikes, and whether their administrations were ``adequate'' is not something the presence codes can tell us. In the modern panel, a capacity-only model explains instability onsets as well as or better than the mismatch model; so does development; population adds little. The simplest reading is the state-capacity literature's \citep{besley2009,hanson2021,goldstone2010}: states with impartial administrations, predictable law and fiscal and territorial reach experience fewer civil wars, coups and irregular transitions, and the mismatch index inherits that association with its sign reversed. In neither panel does the \emph{difference} between scale and capacity carry information that its components do not.
32 32
33 33 The rival mechanisms named in the mandate fare as follows. Military competition: the warfare-technology index is included as a covariate in every specification and does not displace the scale association; it is not itself associated with severity once scale is in the model. Environmental shocks: an epidemic accompanying the crisis is a covariate; the climate-mediated pathway of \citet{hoyer2023} is not testable with Polaris alone. Geography: absorbed by region effects, and the leave-one-region-out results show no region driving the estimates. Resource base: the production-infrastructure index is a covariate and, used as a placebo, mimics capacity. Inequality and elite conflict: not measurable at the polity level in Polaris and only through regime-type proxies in V-Dem; the structural-demographic mechanism \citep{turchin2003,turchin2009} remains an open rival that this paper cannot distinguish from scale. Cultural diffusion and selection: addressed by region and family controls for inference and by the crisis-selection caveat, not for identification. Coercion: the military professionalization index is a covariate in H1 and was not associated with severity.
34 34
35 35 \subsection{Consistency with simulation-derived predictions}
36 36 \label{sec:synth-consistency}
37 37
38 −The simulation predicts that institutions raise success and lower operating cost per successful task, which agrees with the positive association of capacity with scale and, in the modern panel, with the negative association of capacity with instability; agreement of this kind is weak evidence because the data cannot distinguish capacity enabling scale from scale demanding capacity. The simulation also predicts a sharp utilization effect---hierarchies fail when relayed load exceeds administrative capacity---whose historical analogue would be a threshold in the mismatch index. The historical tests find no threshold in Seshat and a negligible nonlinearity in the modern panel. Either there is no utilization threshold in history, or the proxy does not measure utilization; the collinearity of the proxy's components makes the second reading at least as likely, and the paper cannot tell them apart. Disagreement is more informative than agreement here: it marks the precise place where better data would be decisive.
38 +The simulation predicts that institutions lower operating cost per successful task (and raise success by the construction of their error parameters), which agrees with the positive association of capacity with scale and, in the modern panel, with the negative association of capacity with instability; agreement of this kind is weak evidence because the data cannot distinguish capacity enabling scale from scale demanding capacity. The simulation also predicts a sharp utilization effect---hierarchies fail when relayed load exceeds administrative capacity---whose historical analogue would be a threshold in the mismatch index. The historical tests find no threshold in Seshat and, in the modern panel, a nonlinearity that meets the pre-registered rule but is negligible in size. Either there is no utilization threshold in history, or the proxy does not measure utilization; the collinearity of the proxy's components makes the second reading at least as likely, and the paper cannot tell them apart. Disagreement is more informative than agreement here: it marks the precise place where better data would be decisive.
39 39
40 40 \subsection{Scope conditions and failed predictions}
41 41 \label{sec:synth-scope}
42 42
43 −Three statements survive, each with its scope. First, capacity and scale are positively associated across 317 historical polities, 579 ethnographic societies and 14,647 modern country-years, with the sign stable within regions and eras and over fifty-year differences; the direction is not identified. Second, among the 127 historical crises with a defined pre-crisis index, a larger polity's crisis is recorded with more adverse consequences, at about 0.26--0.34 log-odds per standard deviation of scale; this is a statement about scale, not about mismatch. Third, modern states with higher administrative, legal, fiscal and territorial capacity experience fewer instability onsets in the following five years, at about $-0.63$ log-odds per standard deviation; this replicates a known result and is as strongly related to past as to future instability. Four predictions failed. The mismatch index does not outperform its components out of sample in either panel. The placebo index performs comparably in Seshat. The negative control in the modern panel is as strong as the forward association. There is no threshold. By the rule written before the data were examined, the universal theory of coordination, institutions and civilizational complexity is not supported by the historical and modern evidence available in 2026, and the paper is written as the test that did not confirm it.
43 +Three statements survive, each with its scope. First, capacity and scale are positively associated across 317 historical polities, 579 ethnographic societies and 14,647 modern country-years, with the sign stable within regions and eras and over fifty-year differences; the direction is not identified. Second, among the 127 historical crises with a defined pre-crisis index, a larger polity's crisis is recorded with more adverse consequences, at about 0.42--0.44 log-odds per standard deviation of scale on the common sample; this is a statement about scale, not about mismatch. Third, modern states with higher administrative, legal, fiscal and territorial capacity experience fewer instability onsets in the following five years, at about $-0.63$ log-odds per standard deviation; this replicates a known result and is as strongly related to past as to future instability. Five predictions failed or fell short. The mismatch index does not outperform its components out of sample in either panel. The restriction it imposes is rejected in the modern panel. The placebo index is not distinguishable from it in Seshat. The negative control in the modern panel passes by the letter but by less than one standard error. There is no threshold in Seshat and only a small nonlinearity in the modern panel; and the secondary polity-duration outcome runs against the hypothesis. By the rule written before the data were examined, the universal theory of coordination, institutions and civilizational complexity is not supported by the historical and modern evidence available in 2026, and the paper is written as the test that did not confirm it.
modified paper/sections/theory.tex +3 −0
@@ -109,6 +109,9 @@ $\sum_x p(x)\ell(x) < \sum_x p(x)(-\log_2 p(x) + 1) = H(p) + 1$. The optimal cod
109 109 (iii) Subtract (ii) from (i).
110 110 \end{proof}
111 111
112 +\noindent\emph{Remark.} Because the fixed-length code of $\lceil\log_2 s\rceil$ bits is itself prefix-free, the optimal code satisfies $L_p^* \le \lceil\log_2 s\rceil$ and the saving $G(p)$ is never negative; (iii) is only a lower bound. A suboptimal prefix code with Shannon lengths $\lceil -\log_2 p(x)\rceil$ also satisfies $H(p) \le L < H(p)+1$ but can exceed $\lceil\log_2 s\rceil$ when $p$ is nearly uniform; the simulations of Section~\ref{sec:sim} use Shannon lengths so that Theorem~\ref{thm:stale} applies verbatim, and this is why one cell there shows a code longer than raw description.
113 +
114 +
112 115 \paragraph{Remark.}
113 116 Theorem~\ref{thm:coding} is the source-coding theorem of \citet{shannon1948} applied to the plan set. Its content
114 117 for the paper is only this: \emph{a shared code converts a worst-case identification cost into an average-case
modified paper/tables/tab_h2_modern.tex +13 −12
@@ -1,15 +1,16 @@
1 −C1 primary: Y456 $\sim$ P + X + region FE + year FE & P\_modern\_z & 0.398$^{***}$ & 0.089 & 14637 & 2692.00 \\
1 +C1 primary: Y456 $\sim$ P + X + region FE + year FE & P\_modern\_z & 0.392$^{***}$ & 0.089 & 14637 & 2692.00 \\
2 2 C2: Y456 $\sim$ P + FE only & P\_modern\_z & 0.723$^{***}$ & 0.080 & 15687 & 2981.00 \\
3 −C3: Y456 $\sim$ P + K + X + FE (P given K) & P\_modern\_z & 0.229$^{**}$ & 0.094 & 14637 & 2692.00 \\
4 −B1 baseline population only & D\_modern\_z & 0.126$^{*}$ & 0.071 & 14754 & 2710.00 \\
5 −B2 baseline capacity only & K\_modern\_z & -0.632$^{***}$ & 0.126 & 15675 & 2957.00 \\
6 −B3 baseline development (gdppc) only & log\_gdppc & -0.557$^{***}$ & 0.095 & 15862 & 2980.00 \\
7 −B4 baseline persistence & y456\_b5 & 0.136 & 0.133 & 15806 & 2968.00 \\
8 −B5 D and K separately & D\_modern\_z & 0.170$^{**}$ & 0.070 & 14637 & 2692.00 \\
9 −B5 D and K separately & K\_modern\_z & -0.707$^{***}$ & 0.137 & 14637 & -- \\
10 −Placebo: P with polyarchy in place of K (polyarchy not separately controlled) & P\_placebo\_z & 0.197$^{***}$ & 0.059 & 14754 & 2710.00 \\
11 −Placebo comparison: P\_main with the same controls as the placebo & P\_modern\_z & 0.446$^{***}$ & 0.083 & 14676 & 2706.00 \\
3 +C3: Y456 $\sim$ P + K + X + FE (reparametrization of B5: beta\_P = beta\_D) & P\_modern\_z & 0.225$^{**}$ & 0.094 & 14637 & 2692.00 \\
4 +B1 baseline population only & D\_modern\_z & 0.122$^{*}$ & 0.071 & 14754 & 2710.00 \\
5 +B2 baseline capacity only & K\_modern\_z & -0.631$^{***}$ & 0.131 & 15675 & 2957.00 \\
6 +B3 baseline development (gdppc) only & log\_gdppc & -0.582$^{***}$ & 0.096 & 15862 & 2980.00 \\
7 +B4 baseline persistence & y456\_b5 & 0.246$^{*}$ & 0.138 & 15806 & 2968.00 \\
8 +B5 D and K separately & D\_modern\_z & 0.166$^{**}$ & 0.070 & 14637 & 2692.00 \\
9 +B5 D and K separately & K\_modern\_z & -0.701$^{***}$ & 0.139 & 14637 & -- \\
10 +B5 Wald test of beta\_D + beta\_K = 0 (restriction implied by P) & D+K & -0.535$^{***}$ & 0.150 & 14637 & -- \\
11 +Placebo: P with polyarchy in place of K (polyarchy not separately controlled) & P\_placebo\_z & 0.202$^{***}$ & 0.058 & 14754 & 2710.00 \\
12 +Placebo comparison: P\_main with the same controls as the placebo & P\_modern\_z & 0.448$^{***}$ & 0.082 & 14676 & 2706.00 \\
12 13 Negative control: past events (t-5..t-1) $\sim$ P\_t + gdppc + polyarchy + FE (no duration terms) & P\_modern\_z & 0.436$^{***}$ & 0.098 & 14608 & 2757.00 \\
13 14 Forward comparison for the negative control: future events $\sim$ P\_t + gdppc + polyarchy + FE & P\_modern\_z & 0.475$^{***}$ & 0.099 & 14637 & 2692.00 \\
14 −C4: conditional logit, country FE + decade FE & P\_modern\_z & 1.314$^{***}$ & 0.098 & 14637 & 2692.00 \\
15 −C5: linear probability, country + year FE & P\_modern\_z\_dm & 0.111$^{***}$ & 0.031 & 14637 & 2692.00 \\
15 +C4: conditional logit, country FE + decade FE & P\_modern\_z & 1.329$^{***}$ & 0.099 & 14637 & 2692.00 \\
16 +C5: linear probability, country + year FE & P\_modern\_z\_dm & 0.109$^{***}$ & 0.032 & 14637 & 2692.00 \\
modified paper/tables/tab_h2_modern_cv.tex +20 −20
@@ -1,20 +1,20 @@
1 −B0 FE+X & forward & oos\_loglik & 2 & 0.50 & -0.0002 \\
2 −B0 FE+X & forward & auc & 2 & 1.00 & +0.0047 \\
3 −B1 D & forward & oos\_loglik & 2 & 0.50 & +0.0002 \\
4 −B1 D & forward & auc & 2 & 1.00 & +0.0044 \\
5 −B2 K & forward & oos\_loglik & 2 & 0.00 & -0.0029 \\
6 −B2 K & forward & auc & 2 & 0.00 & -0.0041 \\
7 −B4 persistence & forward & oos\_loglik & 2 & 1.00 & +0.0016 \\
8 −B4 persistence & forward & auc & 2 & 1.00 & +0.0096 \\
9 −B5 D+K & forward & oos\_loglik & 2 & 0.00 & -0.0019 \\
10 −B5 D+K & forward & auc & 2 & 0.00 & -0.0059 \\
11 −B0 FE+X & loro & oos\_loglik & 6 & 0.83 & -0.0004 \\
12 −B0 FE+X & loro & auc & 6 & 0.83 & +0.0077 \\
13 −B1 D & loro & oos\_loglik & 6 & 0.83 & +0.0007 \\
14 −B1 D & loro & auc & 6 & 1.00 & +0.0074 \\
15 −B2 K & loro & oos\_loglik & 6 & 0.17 & -0.0093 \\
16 −B2 K & loro & auc & 6 & 0.50 & +0.0018 \\
17 −B4 persistence & loro & oos\_loglik & 6 & 0.83 & -0.0008 \\
18 −B4 persistence & loro & auc & 6 & 0.67 & +0.0075 \\
19 −B5 D+K & loro & oos\_loglik & 6 & 0.17 & -0.0084 \\
20 −B5 D+K & loro & auc & 6 & 0.50 & -0.0012 \\
1 +B0 FE+X & forward & oos\_loglik & 3 & 0.67 & +0.0031 \\
2 +B0 FE+X & forward & auc & 3 & 1.00 & +0.0093 \\
3 +B1 D & forward & oos\_loglik & 3 & 0.67 & +0.0022 \\
4 +B1 D & forward & auc & 3 & 1.00 & +0.0080 \\
5 +B2 K & forward & oos\_loglik & 3 & 0.33 & +0.0221 \\
6 +B2 K & forward & auc & 3 & 0.33 & +0.0073 \\
7 +B4 persistence & forward & oos\_loglik & 3 & 0.67 & +0.0049 \\
8 +B4 persistence & forward & auc & 3 & 1.00 & +0.0136 \\
9 +B5 D+K & forward & oos\_loglik & 3 & 0.33 & +0.0215 \\
10 +B5 D+K & forward & auc & 3 & 0.33 & +0.0057 \\
11 +B0 FE+X & loro & oos\_loglik & 6 & 0.67 & -0.0028 \\
12 +B0 FE+X & loro & auc & 6 & 0.83 & +0.0071 \\
13 +B1 D & loro & oos\_loglik & 6 & 0.67 & -0.0014 \\
14 +B1 D & loro & auc & 6 & 1.00 & +0.0070 \\
15 +B2 K & loro & oos\_loglik & 6 & 0.17 & -0.0128 \\
16 +B2 K & loro & auc & 6 & 0.50 & +0.0014 \\
17 +B4 persistence & loro & oos\_loglik & 6 & 0.50 & -0.0047 \\
18 +B4 persistence & loro & auc & 6 & 0.83 & +0.0073 \\
19 +B5 D+K & loro & oos\_loglik & 6 & 0.17 & -0.0108 \\
20 +B5 D+K & loro & auc & 6 & 0.50 & -0.0011 \\
modified paper/tables/tab_h2_modern_cv_summary.tex +12 −12
@@ -1,12 +1,12 @@
1 −forward & B0 FE+X & -0.334 & 0.768 & 0.102 & 0.97 \\
2 −forward & B1 D & -0.334 & 0.769 & 0.103 & 0.96 \\
3 −forward & B2 K & -0.331 & 0.777 & 0.101 & 0.99 \\
4 −forward & B4 persistence & -0.336 & 0.763 & 0.103 & 0.95 \\
5 −forward & B5 D+K & -0.332 & 0.779 & 0.102 & 0.97 \\
6 −forward & C1 P & -0.334 & 0.773 & 0.103 & 0.95 \\
7 −loro & B0 FE+X & -0.518 & 0.674 & 0.142 & 0.44 \\
8 −loro & B1 D & -0.519 & 0.674 & 0.142 & 0.44 \\
9 −loro & B2 K & -0.509 & 0.680 & 0.139 & 0.43 \\
10 −loro & B4 persistence & -0.517 & 0.674 & 0.141 & 0.44 \\
11 −loro & B5 D+K & -0.510 & 0.683 & 0.140 & 0.43 \\
12 −loro & C1 P & -0.518 & 0.681 & 0.142 & 0.44 \\
1 +forward & B0 FE+X & -0.425 & 0.722 & 0.137 & 0.79 \\
2 +forward & B1 D & -0.424 & 0.724 & 0.137 & 0.79 \\
3 +forward & B2 K & -0.444 & 0.724 & 0.146 & 0.77 \\
4 +forward & B4 persistence & -0.427 & 0.718 & 0.138 & 0.78 \\
5 +forward & B5 D+K & -0.443 & 0.726 & 0.146 & 0.77 \\
6 +forward & C1 P & -0.422 & 0.732 & 0.136 & 0.79 \\
7 +loro & B0 FE+X & -0.527 & 0.671 & 0.142 & 0.40 \\
8 +loro & B1 D & -0.528 & 0.671 & 0.143 & 0.40 \\
9 +loro & B2 K & -0.517 & 0.677 & 0.140 & 0.39 \\
10 +loro & B4 persistence & -0.525 & 0.671 & 0.142 & 0.40 \\
11 +loro & B5 D+K & -0.519 & 0.679 & 0.141 & 0.39 \\
12 +loro & C1 P & -0.530 & 0.678 & 0.143 & 0.39 \\
modified paper/tables/tab_h2_modern_robust.tex +12 −12
@@ -1,12 +1,12 @@
1 −R: horizon h=1 & P\_modern\_z & 0.326$^{***}$ & 0.091 & 14635 & 902.00 \\
2 −R: horizon h=3 & P\_modern\_z & 0.386$^{***}$ & 0.087 & 14636 & 1911.00 \\
3 −R: horizon h=10 & P\_modern\_z & 0.453$^{***}$ & 0.101 & 14639 & 4143.00 \\
4 −R: component y4\_f5 & P\_modern\_z & 1.011$^{***}$ & 0.197 & 10279 & 566.00 \\
5 −R: component y5\_f5 & P\_modern\_z & 0.196 & 0.137 & 10853 & 1460.00 \\
6 −R: component y6\_f5 & P\_modern\_z & 0.245$^{***}$ & 0.094 & 14636 & 2068.00 \\
7 −R: K = PC1 & P\_modern\_pc1\_z & 0.397$^{***}$ & 0.090 & 14637 & 2692.00 \\
8 −R: standardized within year & P\_modern\_within\_year\_z & 0.409$^{***}$ & 0.091 & 14637 & 2692.00 \\
9 −R: D = (log pop + log area)/2 & P\_modern\_area\_z & 0.352$^{***}$ & 0.098 & 11735 & 2359.00 \\
10 −R: years $\geq$ 1900 & P\_modern\_z & 0.394$^{***}$ & 0.092 & 13083 & 2475.00 \\
11 −R: polyarchy not controlled & P\_modern\_z & 0.446$^{***}$ & 0.083 & 14676 & 2706.00 \\
12 −R: + persistence control & P\_modern\_z & 0.390$^{***}$ & 0.089 & 14598 & 2682.00 \\
1 +R: horizon h=1 & P\_modern\_z & 0.321$^{***}$ & 0.091 & 14635 & 902.00 \\
2 +R: horizon h=3 & P\_modern\_z & 0.380$^{***}$ & 0.087 & 14636 & 1911.00 \\
3 +R: horizon h=10 & P\_modern\_z & 0.448$^{***}$ & 0.099 & 14639 & 4143.00 \\
4 +R: component y4\_f5 & P\_modern\_z & 1.016$^{***}$ & 0.193 & 10279 & 566.00 \\
5 +R: component y5\_f5 & P\_modern\_z & 0.193 & 0.137 & 10853 & 1460.00 \\
6 +R: component y6\_f5 & P\_modern\_z & 0.240$^{**}$ & 0.094 & 14636 & 2068.00 \\
7 +R: K = PC1 & P\_modern\_pc1\_z & 0.391$^{***}$ & 0.090 & 14637 & 2692.00 \\
8 +R: standardized within year & P\_modern\_within\_year\_z & 0.404$^{***}$ & 0.091 & 14637 & 2692.00 \\
9 +R: D = (log pop + log area)/2 & P\_modern\_area\_z & 0.346$^{***}$ & 0.098 & 11735 & 2359.00 \\
10 +R: years $\geq$ 1900 & P\_modern\_z & 0.388$^{***}$ & 0.091 & 13083 & 2475.00 \\
11 +R: polyarchy not controlled & P\_modern\_z & 0.448$^{***}$ & 0.082 & 14676 & 2706.00 \\
12 +R: + persistence control & P\_modern\_z & 0.389$^{***}$ & 0.088 & 14598 & 2682.00 \\
modified paper/tables/tab_h2_seshat.tex +13 −11
@@ -1,14 +1,16 @@
1 1 A1 primary: Y1 $\sim$ P + FE & P\_main\_z & 0.196$^{***}$ & 0.056 & 127 \\
2 −A2: Y1 $\sim$ P + X + FE & P\_main\_z & 0.204$^{**}$ & 0.085 & 87 \\
3 −A3: Y1 $\sim$ P + D + K + X + FE (P given components) & P\_main\_z & 0.204$^{**}$ & 0.083 & 87 \\
4 −B1 baseline D only & D\_pc1\_z & 0.257$^{*}$ & 0.138 & 94 \\
5 −B2 baseline K only & K\_mean\_z & -0.034 & 0.195 & 93 \\
6 −B3 baseline complexity PC1 & complexity\_pc1\_z & -0.010 & 0.240 & 100 \\
7 −B4 baseline persistence & prior\_crisis\_nga & 0.345 & 0.242 & 100 \\
8 −B5 D and K separately & D\_pc1\_z & 0.341$^{**}$ & 0.164 & 87 \\
9 −B5 D and K separately & K\_mean\_z & -0.213 & 0.193 & 87 \\
10 −Placebo: P built with production infrastructure instead of K & P\_placebo & 0.257$^{*}$ & 0.138 & 94 \\
2 +A2: Y1 $\sim$ P + X + FE & P\_main\_z & 0.243$^{***}$ & 0.086 & 93 \\
3 +A3: Y1 $\sim$ P + complexity PC1 + X + FE & P\_main\_z & 0.243$^{***}$ & 0.087 & 93 \\
4 +B1 baseline D only & D\_pc1\_z & 0.416$^{**}$ & 0.173 & 93 \\
5 +B2 baseline K only & K\_mean\_z & 0.041 & 0.248 & 93 \\
6 +B3 baseline complexity PC1 & complexity\_pc1\_z & 0.078 & 0.313 & 93 \\
7 +B4 baseline persistence & prior\_crisis\_nga & 0.373$^{*}$ & 0.202 & 93 \\
8 +B5 D and K separately & D\_pc1\_z & 0.440$^{***}$ & 0.170 & 93 \\
9 +B5 D and K separately & K\_mean\_z & -0.126 & 0.188 & 93 \\
10 +B5 Wald test of beta\_D + beta\_K = 0 (restriction implied by P) & D+K & 0.314 & 0.257 & 93 \\
11 +Placebo: P built with production infrastructure instead of K (X = warfare only) & P\_placebo & 0.192 & 0.166 & 93 \\
12 +Placebo comparison: P with the same controls (X = warfare only) & P\_main\_z & 0.290$^{***}$ & 0.079 & 93 \\
11 13 A1b: Y1b $\sim$ P + region FE (logit, HC1; era FE dropped: separation) & P\_main\_z & -0.178 & 0.203 & 123 \\
12 −A2b: Y1b $\sim$ P + X + region FE (logit, HC1) & P\_main\_z & 0.184 & 0.324 & 86 \\
14 +A2b: Y1b $\sim$ P + X + region FE (logit, HC1) & P\_main\_z & 0.254 & 0.316 & 91 \\
13 15 A3b: Y1b $\sim$ P (logit, HC1, no FE) & P\_main\_z & -0.068 & 0.180 & 123 \\
14 −Exploratory: reform consequences $\sim$ P + X + FE & P\_main\_z & -0.015 & 0.181 & 86 \\
16 +Exploratory: reform consequences $\sim$ P + X + FE & P\_main\_z & -0.013 & 0.164 & 91 \\
modified paper/tables/tab_h2_seshat_cv.tex +12 −12
@@ -1,12 +1,12 @@
1 −B0 FE only & loro & 10 & 0.80 & +0.0104 \\
2 −B1 D only & loro & 10 & 0.30 & -0.0027 \\
3 −B2 K only & loro & 10 & 0.70 & +0.0104 \\
4 −B3 complexity & loro & 10 & 0.80 & +0.0109 \\
5 −B4 persistence & loro & 10 & 0.70 & +0.0030 \\
6 −B5 D+K & loro & 10 & 0.20 & -0.0028 \\
7 −B0 FE only & kfold & 48 & 0.79 & +0.0036 \\
8 −B1 D only & kfold & 48 & 0.75 & +0.0018 \\
9 −B2 K only & kfold & 48 & 0.81 & +0.0050 \\
10 −B3 complexity & kfold & 48 & 0.85 & +0.0051 \\
11 −B4 persistence & kfold & 48 & 0.69 & +0.0019 \\
12 −B5 D+K & kfold & 48 & 0.75 & +0.0018 \\
1 +B0 FE only & loro & 10 & 1.00 & +0.0161 \\
2 +B1 D only & loro & 10 & 0.20 & -0.0038 \\
3 +B2 K only & loro & 10 & 1.00 & +0.0167 \\
4 +B3 complexity & loro & 10 & 1.00 & +0.0166 \\
5 +B4 persistence & loro & 10 & 0.70 & +0.0110 \\
6 +B5 D+K & loro & 10 & 0.20 & -0.0039 \\
7 +B0 FE only & kfold & 50 & 0.86 & +0.0081 \\
8 +B1 D only & kfold & 50 & 0.42 & -0.0005 \\
9 +B2 K only & kfold & 50 & 0.84 & +0.0106 \\
10 +B3 complexity & kfold & 50 & 0.84 & +0.0105 \\
11 +B4 persistence & kfold & 50 & 0.78 & +0.0051 \\
12 +B5 D+K & kfold & 50 & 0.44 & +0.0008 \\
modified paper/tables/tab_h2_seshat_cv_binary.tex +7 −7
@@ -1,7 +1,7 @@
1 −A2 P & -1.350 & 0.633 & 0.258 \\
2 −B0 FE only & -1.278 & 0.641 & 0.249 \\
3 −B1 D only & -1.339 & 0.634 & 0.257 \\
4 −B2 K only & -1.318 & 0.630 & 0.259 \\
5 −B3 complexity & -1.322 & 0.629 & 0.261 \\
6 −B4 persistence & -1.341 & 0.624 & 0.263 \\
7 −B5 D+K & -1.396 & 0.621 & 0.268 \\
1 +A2 P & -1.192 & 0.702 & 0.219 \\
2 +B0 FE only & -1.172 & 0.716 & 0.214 \\
3 +B1 D only & -1.196 & 0.703 & 0.218 \\
4 +B2 K only & -1.191 & 0.708 & 0.218 \\
5 +B3 complexity & -1.194 & 0.703 & 0.220 \\
6 +B4 persistence & -1.206 & 0.702 & 0.224 \\
7 +B5 D+K & -1.216 & 0.693 & 0.223 \\
modified paper/tables/tab_h2_seshat_robust.tex +20 −11
@@ -1,11 +1,20 @@
1 −R: K = IRT latent & \_P & 0.146$^{*}$ & 0.088 & 94 \\
2 −R: D = log population only & \_P & 0.265$^{**}$ & 0.105 & 70 \\
3 −R: K = PC1 of blocks & \_P & 0.206$^{**}$ & 0.084 & 87 \\
4 −R: quasi-polities dropped & P\_main\_z & 0.153 & 0.107 & 83 \\
5 −R: crises starting $\geq$25 years after polity start & P\_main\_z & 0.250$^{***}$ & 0.091 & 76 \\
6 −R: $\geq$12 of 14 items coded & P\_main\_z & 0.184$^{**}$ & 0.091 & 84 \\
7 −R: no era FE & P\_main\_z & 0.252$^{**}$ & 0.105 & 87 \\
8 −R: no region FE & P\_main\_z & 0.232$^{***}$ & 0.084 & 87 \\
9 −R: no FE & P\_main\_z & 0.240$^{**}$ & 0.097 & 87 \\
10 −R: SE clustered by NGA & P\_main\_z & 0.204$^{**}$ & 0.085 & 87 \\
11 −R: SE clustered by polity & P\_main\_z & 0.204$^{**}$ & 0.096 & 87 \\
1 +R: K = IRT latent & \_P & 0.175$^{**}$ & 0.082 & 100 \\
2 +R: D = log population only & \_P & 0.279$^{**}$ & 0.109 & 76 \\
3 +R: K = PC1 of blocks & \_P & 0.247$^{***}$ & 0.084 & 93 \\
4 +R: D at lower bounds & \_P & 0.237$^{***}$ & 0.087 & 93 \\
5 +R: D at upper bounds & \_P & 0.244$^{***}$ & 0.085 & 93 \\
6 +R: inferred codes dropped & \_P & 0.131$^{**}$ & 0.060 & 77 \\
7 +R: standardized within era & \_P & 0.265$^{***}$ & 0.091 & 93 \\
8 +R: standardized within macro-region & \_P & 0.224$^{***}$ & 0.085 & 93 \\
9 +R: rank-based P & \_P & 0.185$^{**}$ & 0.076 & 93 \\
10 +R: D without settlement hierarchy & \_P & 0.249$^{***}$ & 0.074 & 84 \\
11 +R: K without administrative levels & \_P & 0.250$^{***}$ & 0.088 & 94 \\
12 +R: both hierarchy indicators removed & \_P & 0.247$^{***}$ & 0.068 & 85 \\
13 +R: quasi-polities dropped & P\_main\_z & 0.205$^{**}$ & 0.101 & 87 \\
14 +R: crises starting $\geq$25 years after polity start & P\_main\_z & 0.305$^{***}$ & 0.095 & 79 \\
15 +R: $\geq$12 of 14 items coded & P\_main\_z & 0.250$^{***}$ & 0.091 & 88 \\
16 +R: no era FE & P\_main\_z & 0.296$^{***}$ & 0.111 & 93 \\
17 +R: no region FE & P\_main\_z & 0.277$^{***}$ & 0.079 & 93 \\
18 +R: no FE & P\_main\_z & 0.288$^{***}$ & 0.095 & 93 \\
19 +R: SE clustered by NGA & P\_main\_z & 0.243$^{***}$ & 0.074 & 93 \\
20 +R: SE clustered by polity & P\_main\_z & 0.243$^{***}$ & 0.088 & 93 \\
modified paper/tables/tab_h2_seshat_y2y3.tex +3 −0
@@ -3,5 +3,8 @@ Y2-2 Cox: P + X + midpoint + strata & P\_z & 0.000 & 0.068 & 208 & 1.00 & 201 \\
3 3 Y2-3 Cox: D + K + X + midpoint + strata & D\_pc1\_z & 0.128 & 0.133 & 208 & 1.14 & 201 \\
4 4 Y2-3 Cox: D + K + X + midpoint + strata & K\_mean\_z & 0.559$^{***}$ & 0.200 & 208 & 1.75 & 201 \\
5 5 Y2-4 Cox: complexity PC1 + X + strata & complexity\_pc1\_z & 0.399 & 0.291 & 208 & 1.49 & 201 \\
6 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata & D\_pc1\_z & 0.082 & 0.135 & 206 & 1.09 & 200 \\
7 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata & K\_mean\_z & 0.535$^{***}$ & 0.203 & 206 & 1.71 & 200 \\
8 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata & n\_polities\_in\_nga\_z & 0.317$^{**}$ & 0.140 & 206 & 1.37 & 200 \\
6 9 Y3-1 logit: discontinuous succession $\sim$ P + FE & P\_z & 0.018 & 0.393 & 145 & -- & 24 \\
7 10 Y3-2 logit: + X & P\_z & 0.239 & 0.325 & 117 & -- & 18 \\
modified paper/tables/tab_h4.tex +2 −2
@@ -1,2 +1,2 @@
1 −Seshat Y1 (10$\times$5-fold) & 48 & 0.10 & 0.08 & -0.6036 & -0.6092 & -0.6058 \\
2 −Modern Y456 (3$\times$5 country-blocked folds) & 15 & 0.80 & 0.87 & -0.4096 & -0.4087 & -0.4064 \\
1 +Seshat Y1 (10$\times$5-fold) & 50 & 0.10 & 0.08 & -0.5998 & -0.6046 & -0.6015 \\
2 +Modern Y456 (3$\times$5 country-blocked folds) & 15 & 0.73 & 0.80 & -0.4114 & -0.4108 & -0.4088 \\
modified paper/tables/tab_h5_modern_blocks.tex +10 −10
@@ -1,10 +1,10 @@
1 −leave-region-out: 1.0 & 0.293$^{***}$ & 0.094 & 13252 & 1385 & 1.067 (0.432) \\
2 −leave-region-out: 2.0 & 0.328$^{***}$ & 0.099 & 12017 & 2620 & 0.542 (0.292) \\
3 −leave-region-out: 3.0 & 0.303$^{***}$ & 0.097 & 13175 & 1462 & 0.449 (0.350) \\
4 −leave-region-out: 4.0 & 0.312$^{***}$ & 0.117 & 11363 & 3274 & 0.391 (0.167) \\
5 −leave-region-out: 5.0 & 0.294$^{***}$ & 0.097 & 10717 & 3920 & 0.781 (0.285) \\
6 −leave-region-out: 6.0 & 0.470$^{***}$ & 0.093 & 12661 & 1976 & 0.234 (0.206) \\
7 −leave-period-out: 1900-1945 & 0.415$^{***}$ & 0.099 & 12616 & 2021 & 0.298 (0.187) \\
8 −leave-period-out: 1946-1989 & 0.361$^{***}$ & 0.113 & 8927 & 5710 & 0.435 (0.122) \\
9 −leave-period-out: 1990+ & 0.417$^{***}$ & 0.106 & 9285 & 5352 & 0.348 (0.161) \\
10 −leave-period-out: pre-1900 & 0.394$^{***}$ & 0.092 & 13083 & 1554 & 0.665 (0.277) \\
1 +leave-region-out: 1.0 & 0.284$^{***}$ & 0.094 & 13252 & 1385 & 1.034 (0.436) \\
2 +leave-region-out: 2.0 & 0.318$^{***}$ & 0.100 & 12017 & 2620 & 0.517 (0.001) \\
3 +leave-region-out: 3.0 & 0.311$^{***}$ & 0.097 & 13175 & 1462 & 0.441 (0.354) \\
4 +leave-region-out: 4.0 & 0.310$^{***}$ & 0.117 & 11363 & 3274 & 0.407 (0.163) \\
5 +leave-region-out: 5.0 & 0.279$^{***}$ & 0.096 & 10717 & 3920 & 0.804 (0.314) \\
6 +leave-region-out: 6.0 & 0.462$^{***}$ & 0.096 & 12661 & 1976 & 0.246 (0.201) \\
7 +leave-period-out: 1900-1945 & 0.407$^{***}$ & 0.101 & 12616 & 2021 & 0.256 (0.213) \\
8 +leave-period-out: 1946-1989 & 0.367$^{***}$ & 0.115 & 8927 & 5710 & 0.436 (0.124) \\
9 +leave-period-out: 1990+ & 0.409$^{***}$ & 0.108 & 9285 & 5352 & 0.346 (0.161) \\
10 +leave-period-out: pre-1900 & 0.388$^{***}$ & 0.091 & 13083 & 1554 & 0.621 (0.287) \\
modified paper/tables/tab_h5_seshat_blocks.tex +26 −16
@@ -1,16 +1,26 @@
1 −leave-region-out: Central\_Asia & 0.225$^{***}$ & 0.086 & 84 & 13 & -- \\
2 −leave-region-out: East\_Asia & 0.229$^{**}$ & 0.107 & 64 & 30 & 0.189 (0.180) \\
3 −leave-region-out: Europe & 0.327$^{***}$ & 0.124 & 72 & 39 & 0.196 (0.161) \\
4 −leave-region-out: North\_Africa & 0.230$^{***}$ & 0.082 & 78 & 12 & -- \\
5 −leave-region-out: North\_America & 0.210$^{**}$ & 0.090 & 85 & 13 & -- \\
6 −leave-region-out: South\_America & 0.261$^{***}$ & 0.089 & 84 & 6 & -- \\
7 −leave-region-out: South\_Asia & 0.225$^{***}$ & 0.084 & 82 & 5 & -- \\
8 −leave-region-out: Southeast\_Asia\_Oceania & 0.214$^{**}$ & 0.093 & 81 & 13 & -- \\
9 −leave-region-out: Southwest\_Asia & 0.235$^{***}$ & 0.090 & 70 & 29 & 0.437 (0.234) \\
10 −leave-region-out: Sub\_Saharan\_Africa & 0.177$^{***}$ & 0.061 & 83 & 6 & -- \\
11 −leave-era-out: 1-1000 & 0.319$^{**}$ & 0.137 & 66 & 40 & 0.127 (0.177) \\
12 −leave-era-out: 1000BCE-0 & 0.204 & 0.174 & 69 & 28 & 0.340 (0.081) \\
13 −leave-era-out: 1001-1500 & 0.263$^{***}$ & 0.100 & 65 & 43 & 0.205 (0.091) \\
14 −leave-era-out: 1501-1800 & 0.224$^{***}$ & 0.073 & 73 & 31 & 0.300 (0.524) \\
15 −leave-era-out: post-1800 & 0.224$^{**}$ & 0.108 & 81 & 16 & 0.279 (0.157) \\
16 −leave-era-out: pre-1000BCE & 0.242$^{**}$ & 0.107 & 81 & 8 & -- \\
1 +leave-region-out: Central\_Asia & 0.275$^{***}$ & 0.080 & 89 & 13 & -- \\
2 +leave-region-out: East\_Asia & 0.269$^{***}$ & 0.103 & 70 & 30 & 0.362 (0.083) \\
3 +leave-region-out: Europe & 0.366$^{***}$ & 0.096 & 78 & 39 & 0.187 (0.164) \\
4 +leave-region-out: North\_Africa & 0.281$^{***}$ & 0.080 & 83 & 12 & -- \\
5 +leave-region-out: North\_America & 0.266$^{***}$ & 0.088 & 89 & 13 & -- \\
6 +leave-region-out: South\_America & 0.285$^{***}$ & 0.085 & 90 & 6 & -- \\
7 +leave-region-out: South\_Asia & 0.269$^{***}$ & 0.078 & 88 & 5 & -- \\
8 +leave-region-out: Southeast\_Asia\_Oceania & 0.255$^{***}$ & 0.090 & 86 & 13 & -- \\
9 +leave-region-out: Southwest\_Asia & 0.264$^{***}$ & 0.087 & 75 & 29 & 0.437 (0.234) \\
10 +leave-region-out: Sub\_Saharan\_Africa & 0.236$^{***}$ & 0.065 & 89 & 6 & -- \\
11 +leave-era-out: 1-1000 & 0.336$^{**}$ & 0.130 & 71 & 40 & 0.193 (0.182) \\
12 +leave-era-out: 1000BCE-0 & 0.255$^{*}$ & 0.146 & 73 & 28 & 0.390 (0.145) \\
13 +leave-era-out: 1001-1500 & 0.310$^{***}$ & 0.112 & 70 & 43 & 0.316 (0.152) \\
14 +leave-era-out: 1501-1800 & 0.267$^{***}$ & 0.084 & 79 & 31 & 0.325 (0.483) \\
15 +leave-era-out: post-1800 & 0.287$^{**}$ & 0.121 & 86 & 16 & 0.208 (0.264) \\
16 +leave-era-out: pre-1000BCE & 0.293$^{**}$ & 0.114 & 86 & 8 & -- \\
17 +leave-sphere-out: Andes\_Amazonia & 0.285$^{***}$ & 0.085 & 90 & 6 & -- \\
18 +leave-sphere-out: East\_Asia & 0.269$^{***}$ & 0.103 & 70 & 30 & 0.362 (0.083) \\
19 +leave-sphere-out: Europe & 0.366$^{***}$ & 0.096 & 78 & 38 & 0.187 (0.164) \\
20 +leave-sphere-out: Mesoamerica\_North\_America & 0.266$^{***}$ & 0.088 & 89 & 13 & -- \\
21 +leave-sphere-out: Oceania & 0.278$^{***}$ & 0.091 & 91 & 6 & -- \\
22 +leave-sphere-out: South\_Asia & 0.269$^{***}$ & 0.078 & 88 & 5 & -- \\
23 +leave-sphere-out: Southeast\_Asia & 0.272$^{***}$ & 0.077 & 88 & 7 & -- \\
24 +leave-sphere-out: Steppe\_Central\_Asia & 0.279$^{***}$ & 0.079 & 91 & 12 & -- \\
25 +leave-sphere-out: Sub\_Saharan\_Africa & 0.236$^{***}$ & 0.065 & 89 & 6 & -- \\
26 +leave-sphere-out: West\_Asia\_North\_Africa & 0.274$^{***}$ & 0.089 & 63 & 43 & 0.401 (0.393) \\
added paper/tables/tab_items.tex +16 −0
@@ -0,0 +1,16 @@
1 +decline & 93 & 0.41 & 1.11 (0.36) & 0.59 (0.29) & 0.10 (0.26) \\
2 +collapse & 126 & 0.02 & 5.70 (2.60) & -0.49 (0.48) & -0.99 (0.39) \\
3 +downward\_mobility & 123 & 0.45 & 0.28 (0.18) & 0.20 (0.19) & 0.05 (0.20) \\
4 +extermination & 122 & 0.14 & 0.32 (0.34) & 0.54 (0.28) & 0.46 (0.24) \\
5 +uprising & 123 & 0.46 & 0.15 (0.19) & 0.47 (0.23) & 0.52 (0.24) \\
6 +revolution & 117 & 0.17 & 0.50 (0.25) & 0.66 (0.41) & 0.57 (0.38) \\
7 +successful\_revolution & 121 & 0.10 & 0.59 (0.27) & 1.10 (0.58) & 1.44 (0.94) \\
8 +civil\_war & 124 & 0.54 & 0.31 (0.21) & 0.45 (0.19) & 0.35 (0.20) \\
9 +century\_plus & 126 & 0.06 & -0.73 (0.36) & -0.87 (0.38) & -0.52 (0.32) \\
10 +fragmentation & 127 & 0.35 & 0.21 (0.19) & 0.12 (0.20) & -0.00 (0.19) \\
11 +capital & 116 & 0.18 & 0.06 (0.23) & 0.12 (0.23) & 0.13 (0.23) \\
12 +conquest & 124 & 0.40 & -0.12 (0.19) & -0.05 (0.19) & 0.03 (0.19) \\
13 +assassination & 115 & 0.40 & 0.52 (0.21) & 0.66 (0.24) & 0.39 (0.25) \\
14 +depose & 113 & 0.50 & 0.22 (0.20) & 0.54 (0.21) & 0.56 (0.23) \\
15 +\midrule
16 +\multicolumn{6}{l}{Mean inter-item correlation 0.08 (median 0.07); first eigenvalue share 0.19 of 14 items} \\
modified paper/tables/tab_measurement.tex +1 −0
@@ -5,3 +5,4 @@ corr$(z(D), z(K))$ & 0.838 (IRT: 0.800) \\
5 5 P = $z(D)-z(K)$ & variance share of $z(D)+z(K)$ retained 0.166; corr. with D 0.39, with K -0.18, with complexity PC1 -0.04; $n=317$ polities, 127 crisis records \\
6 6 IRT invariance (Old World vs Americas/Oceania fits) & difficulty correlation 0.88 over 30 items \\
7 7 Modern K (6 V-Dem items) & PC1 share 0.605; corr$(D,K)$ 0.062; corr$(K,\text{polyarchy})$ 0.754; $n=15,697$ \\
8 +Crisis sample (127 records) & K mean 0.71 (all polities 0.58); share of records with K $>$ 0.8: 0.40; corr$(P,D)$ 0.63, corr$(P,K)$ 0.02; dated share of pre-crisis facts 0.036 \\
modified paper/tables/tab_sensitivity.tex +5 −5
@@ -1,6 +1,6 @@
1 −LPM $\beta_P$ with controls & 0.0383 \\
1 +LPM $\beta_P$ with controls & 0.0367 \\
2 2 LPM $\beta_P$ without controls & 0.0819 \\
3 −$R^2$ with / without controls & 0.161 / 0.127 \\
4 −Oster bias-adjusted $\beta_P$ ($R_{\max}=1.3R^2$, $\delta=1$) & -0.0238 \\
5 −Partial $R^2$ of $P$ & 0.0056 \\
6 −Cinelli--Hazlett robustness value $RV_{q=1}$ & 0.072 \\
3 +$R^2$ with / without controls & 0.159 / 0.127 \\
4 +Oster bias-adjusted $\beta_P$ ($R_{\max}=1.3R^2$, $\delta=1$) & -0.0303 \\
5 +Partial $R^2$ of $P$ & 0.0051 \\
6 +Cinelli--Hazlett robustness value $RV_{q=1}$ & 0.069 \\
modified paper/tables/tab_sim_ablation.tex +2 −2
@@ -1,8 +1,8 @@
1 −Reference (N=200, lattice, no shock): success / bits per success / welfare per agent & central: 1.000 / 28.1 / 44.4; federated: 1.000 / 28.1 / 44.4; none: 0.918 / 15.3 / 55.0; norms: 0.960 / 23.7 / 57.3; records: 1.000 / 24.8 / 59.3 \\
1 +Reference (N=200, lattice, no shock): success / bits per success / welfare per agent & central: 0.997 / 82.8 / 42.7; federated: 1.000 / 53.3 / 43.7; none: 0.918 / 15.3 / 55.0; norms: 0.960 / 23.7 / 57.3; records: 1.000 / 24.8 / 59.3 \\
2 2 Records without verification & success 0.960, bits per success 25.8, welfare 57.2 \\
3 3 Norms, extra bits per task after a distribution shock by adaptation delay & delay 0: +0.03; delay 10: +1.92; delay 1000: +3.79 (KL $= 1.98$ bits) \\
4 4 Break-even (norms cheaper than none incl. set-up) & s=16,zipf=0.0,T=40,learn=200.0: no; s=64,zipf=0.0,T=40,learn=200.0: no; s=64,zipf=0.5,T=40,learn=200.0: no; s=64,zipf=1.0,T=10,learn=0.0: yes; s=64,zipf=1.0,T=10,learn=200.0: no; s=64,zipf=1.0,T=10,learn=1000.0: no; s=64,zipf=1.0,T=40,learn=0.0: yes; s=64,zipf=1.0,T=40,learn=200.0: no; s=64,zipf=1.0,T=40,learn=1000.0: no; s=64,zipf=1.0,T=160,learn=0.0: yes; s=64,zipf=1.0,T=160,learn=200.0: no; s=64,zipf=1.0,T=160,learn=1000.0: no; s=64,zipf=1.5,T=40,learn=200.0: no; s=64,zipf=2.5,T=40,learn=200.0: no; s=256,zipf=0.0,T=40,learn=200.0: no; s=256,zipf=1.5,T=10,learn=200.0: no; s=256,zipf=1.5,T=10,learn=1000.0: no; s=256,zipf=1.5,T=40,learn=200.0: no; s=256,zipf=1.5,T=40,learn=1000.0: no; s=256,zipf=1.5,T=160,learn=200.0: yes; s=256,zipf=1.5,T=160,learn=1000.0: no \\
5 5 Heterogeneity $\epsilon$: success none vs norms & eps=0.05,none: 0.984; eps=0.05,norms: 0.960; eps=0.25,none: 0.918; eps=0.25,norms: 0.960; eps=0.6,none: 0.808; eps=0.6,norms: 0.960 \\
6 −Federated branching $b$: success / messages per task / root load & b=4: 1.00 / 8.86 / 48; b=8: 1.00 / 6.61 / 42; b=16: 1.00 / 6.27 / 208 \\
6 +Federated branching $b$: success / messages per task / root load & b=4: 0.93 / 8.86 / 48; b=8: 0.99 / 6.61 / 42; b=16: 1.00 / 6.27 / 209 \\
7 7 Coding gain (norms): $H(p)$, $L_{code}$, $L_{raw}$ & s=16,zipf=0.0: 4.00, 4.00, 4; s=64,zipf=0.0: 6.00, 6.00, 6; s=64,zipf=0.5: 5.78, 6.24, 6; s=64,zipf=1.0: 4.86, 5.44, 6; s=64,zipf=1.5: 3.44, 4.00, 6; s=64,zipf=2.5: 1.45, 1.96, 6; s=256,zipf=0.0: 8.00, 8.00, 8; s=256,zipf=1.5: 3.92, 4.44, 8 \\
8 8 Theorem checks & T1 ($H\le L<H+1$): True; code shorter than raw whenever $H\le\log_2 s-1$: True; T3 extra bits per recipient 1.90 vs KL 1.98 \\
modified paper/tables/tab_sim_capacity.tex +11 −11
@@ -1,14 +1,14 @@
1 −central & 0.25 & 0.011 & 0.989 & 1.50 & 4261 \\
2 −central & 0.50 & 0.080 & 0.920 & 2.57 & 2311 \\
3 −central & 0.75 & 1.000 & 0.000 & 1.99 & 418 \\
4 −central & 1.00 & 1.000 & 0.000 & 1.01 & 302 \\
5 −central & 1.50 & 1.000 & 0.000 & 1.00 & 302 \\
6 −central & 2.00 & 1.000 & 0.000 & 1.00 & 302 \\
1 +central & 0.25 & 0.004 & 0.996 & 2.98 & 4748 \\
2 +central & 0.50 & 0.028 & 0.972 & 2.62 & 3286 \\
3 +central & 0.75 & 0.088 & 0.912 & 2.49 & 1823 \\
4 +central & 1.00 & 0.483 & 0.517 & 2.21 & 418 \\
5 +central & 1.50 & 0.938 & 0.062 & 1.33 & 302 \\
6 +central & 2.00 & 0.997 & 0.003 & 1.09 & 302 \\
7 7 central & 4.00 & 1.000 & 0.000 & 1.00 & 302 \\
8 −federated & 0.25 & 1.000 & 0.000 & 1.00 & 42 \\
9 −federated & 0.50 & 1.000 & 0.000 & 1.00 & 42 \\
10 −federated & 0.75 & 1.000 & 0.000 & 1.00 & 42 \\
11 −federated & 1.00 & 1.000 & 0.000 & 1.00 & 42 \\
12 −federated & 1.50 & 1.000 & 0.000 & 1.00 & 42 \\
8 +federated & 0.25 & 0.026 & 0.974 & 2.59 & 464 \\
9 +federated & 0.50 & 0.293 & 0.707 & 2.27 & 119 \\
10 +federated & 0.75 & 0.886 & 0.114 & 1.46 & 44 \\
11 +federated & 1.00 & 0.987 & 0.013 & 1.16 & 42 \\
12 +federated & 1.50 & 1.000 & 0.000 & 1.01 & 42 \\
13 13 federated & 2.00 & 1.000 & 0.000 & 1.00 & 42 \\
14 14 federated & 4.00 & 1.000 & 0.000 & 1.00 & 42 \\
modified paper/tables/tab_sim_loss.tex +3 −3
@@ -1,6 +1,6 @@
1 1 central & 0.5 & 108 & 1.00 & 1.00 & 1.00 \\
2 −central & 2.0 & 108 & 0.50 & 0.50 & 0.00 \\
3 −federated & 0.5 & 108 & 0.56 & 0.56 & 0.22 \\
4 −federated & 2.0 & 108 & 0.50 & 0.50 & 0.00 \\
2 +central & 2.0 & 108 & 0.50 & 0.75 & 0.00 \\
3 +federated & 0.5 & 108 & 0.80 & 0.95 & 0.78 \\
4 +federated & 2.0 & 108 & 0.50 & 0.54 & 0.00 \\
5 5 norms & 2.0 & 108 & 0.06 & 1.00 & 0.00 \\
6 6 records & 2.0 & 108 & 0.00 & 0.50 & 0.00 \\
modified paper/tables/tab_sim_paired.tex +4 −4
@@ -1,6 +1,6 @@
1 1 norms & 2.0 & 864 & 1.00 & 0.00 & 0.99 & 0.90 & -5.5 & +0.032 & +1.5 \\
2 2 records & 2.0 & 864 & 0.71 & 0.50 & 1.00 & 1.00 & -43.6 & +0.434 & +25.7 \\
3 −central & 0.5 & 864 & 0.00 & 0.00 & 0.01 & 0.00 & +145.9 & -0.442 & -28.0 \\
4 −central & 2.0 & 864 & 0.72 & 0.50 & 1.00 & 0.50 & -43.1 & +0.414 & +11.6 \\
5 −federated & 0.5 & 864 & 0.61 & 0.44 & 0.83 & 0.47 & -28.6 & +0.272 & +4.7 \\
6 −federated & 2.0 & 864 & 0.72 & 0.50 & 1.00 & 0.50 & -43.1 & +0.414 & +11.6 \\
3 +central & 0.5 & 864 & 0.00 & 0.00 & 0.00 & 0.00 & +2450.9 & -0.493 & -32.1 \\
4 +central & 2.0 & 864 & 0.33 & 0.25 & 1.00 & 0.50 & +19.5 & +0.409 & +9.7 \\
5 +federated & 0.5 & 864 & 0.09 & 0.04 & 0.22 & 0.18 & +692.9 & -0.293 & -22.4 \\
6 +federated & 2.0 & 864 & 0.50 & 0.46 & 1.00 & 0.50 & -4.6 & +0.412 & +10.5 \\
modified paper/tables/tab_sim_scaling.tex +6 −6
@@ -1,9 +1,9 @@
1 −central & 50 & 0.939 & 8.00 & 15.5 & 30.1 & 45.0 & 0.145 \\
2 −central & 200 & 0.936 & 12.00 & 15.5 & 31.1 & 41.3 & 0.157 \\
3 −central & 800 & 0.937 & 16.00 & 15.5 & 31.2 & 41.2 & 0.158 \\
4 −federated & 50 & 0.939 & 6.81 & 15.5 & 30.1 & 45.0 & 0.145 \\
5 −federated & 200 & 0.936 & 8.06 & 15.5 & 31.1 & 41.3 & 0.157 \\
6 −federated & 800 & 0.937 & 9.34 & 15.5 & 31.2 & 41.2 & 0.158 \\
1 +central & 50 & 0.932 & 8.00 & 50.1 & 68.0 & 43.5 & 0.149 \\
2 +central & 200 & 0.932 & 12.00 & 73.1 & 93.7 & 39.4 & 0.158 \\
3 +central & 800 & 0.932 & 16.00 & 96.3 & 118.9 & 38.6 & 0.160 \\
4 +federated & 50 & 0.934 & 6.81 & 43.2 & 60.5 & 43.9 & 0.147 \\
5 +federated & 200 & 0.936 & 8.06 & 50.4 & 69.4 & 40.3 & 0.157 \\
6 +federated & 800 & 0.936 & 9.34 & 57.9 & 78.0 & 39.9 & 0.158 \\
7 7 none & 50 & 0.520 & 4.00 & 14.0 & 62.4 & 30.7 & 0.224 \\
8 8 none & 200 & 0.524 & 4.00 & 14.0 & 59.1 & 31.0 & 0.224 \\
9 9 none & 800 & 0.525 & 4.00 & 14.0 & 58.1 & 30.9 & 0.222 \\
modified paper/tables/tab_sim_shocks.tex +11 −11
@@ -1,14 +1,14 @@
1 −distribution & central & 0.5 & +0.000 (0.000) & +0.523 & 0.515 \\
2 −distribution & central & 2.0 & +0.000 (0.000) & +0.523 & 0.515 \\
3 −distribution & federated & 0.5 & +0.000 (0.000) & +0.523 & 0.515 \\
4 −distribution & federated & 2.0 & +0.000 (0.000) & +0.523 & 0.515 \\
5 −distribution & none & 2.0 & +0.000 (0.000) & +0.000 & 0.515 \\
6 −distribution & norms & 2.0 & +0.000 (0.000) & +0.515 & 0.515 \\
7 −distribution & records & 2.0 & +0.000 (0.000) & +0.524 & 0.515 \\
8 −network & central & 0.5 & +0.000 (0.000) & +0.012 & 0.000 \\
9 −network & central & 2.0 & -0.076 (0.006) & +0.012 & 0.000 \\
10 −network & federated & 0.5 & -0.080 (0.012) & +0.012 & 0.000 \\
11 −network & federated & 2.0 & -0.076 (0.006) & +0.012 & 0.000 \\
1 +distribution & central & 0.5 & +0.000 (0.000) & +6.286 & 1.030 \\
2 +distribution & central & 2.0 & +0.000 (0.000) & +6.286 & 1.030 \\
3 +distribution & federated & 0.5 & +0.000 (0.000) & +4.224 & 1.030 \\
4 +distribution & federated & 2.0 & +0.000 (0.000) & +4.224 & 1.030 \\
5 +distribution & none & 2.0 & +0.000 (0.000) & +0.000 & 1.030 \\
6 +distribution & norms & 2.0 & +0.000 (0.000) & +1.031 & 1.030 \\
7 +distribution & records & 2.0 & +0.000 (0.000) & +1.049 & 1.030 \\
8 +network & central & 0.5 & +0.000 (0.000) & +0.031 & 0.000 \\
9 +network & central & 2.0 & -0.073 (0.006) & +0.031 & 0.000 \\
10 +network & federated & 0.5 & -0.019 (0.003) & +0.565 & 0.000 \\
11 +network & federated & 2.0 & -0.075 (0.006) & +0.565 & 0.000 \\
12 12 network & none & 2.0 & -0.004 (0.001) & +0.000 & 0.000 \\
13 13 network & norms & 2.0 & -0.004 (0.001) & +0.001 & 0.000 \\
14 14 network & records & 2.0 & -0.070 (0.005) & -0.003 & 0.000 \\
modified pyproject.toml +0 −2
@@ -21,8 +21,6 @@ dependencies = [
21 21 "pyarrow==21.0.0",
22 22 "pytest==8.4.2",
23 23 "tqdm==4.67.1",
24 − "pymc==5.26.1",
25 − "arviz==0.22.0",
26 24 ]
27 25 [tool.setuptools.packages.find]
28 26 where = ["src"]
modified research/decisions.md +6 −0
@@ -10,3 +10,9 @@
10 10 | D-006 | 2026-11-01 | 1 | Macro-regions and era blocks fixed in `configs/regions.yaml` (10 macro-regions, 6 eras) | Needed for FE and leave-region-out; 42 regions too many for N≈150 | before |
11 11 | D-007 | 2026-11-01 | 1 | No paid LLM API calls; literature verified via Crossref/public pages | No keys configured; mandate forbids unapproved spending | — |
12 12 | A-001 | 2026-11-01 | 4 | Added a fold-internal re-estimation of the $D$ loadings and of the standardization of $P$ for the Seshat leave-one-region-out comparison (`econometrics/leakage_check.py`) | Pre-registration §(mandate rule) requires preprocessing fitted on training folds for predictive tests; the main CV used full-sample (outcome-free) preprocessing | after seeing the main CV results, before the adversarial reviews; conclusion unchanged (P beats scale-only in 2/10 folds vs 3/10) |
13 +| A-002 | 2026-11-01 | 9 | After the historical-anthropologist review: (i) the five robustness variants announced in §6 (range bounds, inferred codes dropped, within-era/region standardization, ranks) had not been computed at the crisis level because the crisis-level file lacked those columns and the code skipped them silently — now computed (`build_indices.py`) and reported; (ii) item-level CrisisDB analysis and dimensionality diagnostic added; (iii) cultural-sphere hold-out scheme added to H5 (`configs/regions.yaml`); (iv) periodization control (polities per NGA) added to the Cox model; (v) crisis-sample saturation of K reported; (vi) "pre-crisis" wording qualified (3.6% dated facts) | Reviewer-identified text–results mismatch and interpretive gaps | after results, after review |
14 +| A-003 | 2026-11-01 | 9 | Pre-registration §3.5 says "13 instability items" but lists 14 (and the code uses 14) — typo in the frozen text; the list is authoritative | reviewer | after |
15 +| A-004 | 2026-11-01 | 9 | Cross-validation repairs after the economist and computational reviews: test rows with fixed-effect levels unseen in the training fold are mapped to the training mode instead of being dropped (the first forward-chaining split and 14 Seshat model-folds had failed silently); Seshat k-fold now blocked by polity; `t_since` for countries with no observed prior event = years since panel entry plus an indicator (was: panel maximum) | silent fold failures misreported fold counts; polities with several crisis records shared identical predictors across folds | after |
16 +| A-005 | 2026-11-01 | 9 | Simulation accounting corrected after the computational review: codeword bits counted on every relay hop; every administrator on the relay path is charged; the SAME total administrative budget for central and federated designs (ratio x expected relayed load of the central design), allocated to administrators in proportion to a warm-up measurement of their load; distribution-shock statistics restricted to non-uniform plan cells (KL = 0 otherwise); shock effects reported by bandwidth | bits ignored relay hops; only the LCA administrator was charged; the capacity ratio was defined against a load that ignored withdrawn producers; the uniform cells made the shock a no-op | after |
17 +| A-006 | 2026-11-01 | 9 | Seshat specification repairs after the economist review: placebo index fitted without the production-infrastructure control (the previous placebo was an exact reparametrization of the scale-only baseline — its reported coefficient carried no information); `epidemic_v` dropped from the control set (it is a CrisisDB consequence item); all covariate specifications and baselines fitted on a common sample (n = 93); A3 relabelled (it conditions on the complexity component, not on D and K); C3 (modern) labelled as the reparametrization of B5 that it is; Wald test of beta_D + beta_K = 0 added; D without settlement hierarchy and K without administrative levels added as overlap checks | reviewer-identified tautology and mislabels | after |
18 +| A-007 | 2026-11-01 | 9 | Interpretation per the written rules: the modern negative control PASSES the pre-registered literal rule (past 0.44 < future 0.48) and is reported as such with the caveat that the gap is within one SE; the modern H4 rule IS met (hinge 12/15, spline 13/15) and H4 is therefore "not rejected" in the modern panel, with the size of the improvement reported; Theorem 1 remark added (optimal code never longer than fixed-length; the simulation's Shannon code can be) | reviewer-identified misreadings of the pre-registration | after |
modified results/diagnostics/coverage_summary.json +1 −1
@@ -1,5 +1,5 @@
1 1 {
2 − "built_at_utc": "2026-11-01T08:13:28+00:00",
2 + "built_at_utc": "2026-11-01T09:08:03+00:00",
3 3 "seshat": {
4 4 "polities": 626,
5 5 "regions": 42,
modified results/diagnostics/seshat_unparsed_values.csv +132 −0
@@ -1 +1,133 @@
1 1 sheet,polity_id,variable,value_from
2 +Social complexity,fr_carolingian_emp_2,canal,IU
3 +Social complexity,gb_england_plantagenet,source_of_support,state salary
4 +Social complexity,gb_england_plantagenet,source_of_support,land
5 +Social complexity,us_united_states_of_america_reconstruction,source_of_support,salary
6 +Social complexity,us_antebellum,source_of_support,salary
7 +Social complexity,gb_tudor_stuart,source_of_support,state salary
8 +Social complexity,gb_tudor_stuart,source_of_support,pensions
9 +Social complexity,gb_tudor_stuart,source_of_support,land
10 +Social complexity,at_habsburg_2,source_of_support,salary
11 +Social complexity,at_habsburg_2,source_of_support,enoblement
12 +Social complexity,tm_khwarezmid_emp,source_of_support,salary
13 +Social complexity,mo_alawi_dyn_1,source_of_support,salary
14 +Social complexity,gb_british_emp_1,source_of_support,salary
15 +Social complexity,fr_france_napoleonic,source_of_support,salary
16 +Social complexity,at_habsburg_2,source_of_support,salary
17 +Social complexity,at_austro_hungarian_emp,source_of_support,enoblement
18 +Social complexity,gb_british_emp_2,source_of_support,salary
19 +Social complexity,ru_romanov_dyn_2,source_of_support,enoblement
20 +Social complexity,ru_romanov_dyn_2,source_of_support,state salary
21 +Social complexity,ru_romanov_dyn_1,source_of_support,governed population
22 +Social complexity,ru_romanov_dyn_1,source_of_support,state salary
23 +Social complexity,bd_bengal_sultanate,source_of_support,land
24 +Social complexity,bd_chandra_dyn,source_of_support,state salary
25 +Social complexity,bd_chandra_dyn,source_of_support,land
26 +Social complexity,cn_qin_emp,source_of_support,land
27 +Social complexity,cn_qin_emp,source_of_support,state salary
28 +Social complexity,cn_southern_song_dyn,source_of_support,state salary
29 +Social complexity,cn_eastern_zhou_warring_states,source_of_support,land
30 +Social complexity,cn_eastern_zhou_warring_states,source_of_support,state salary
31 +Social complexity,gr_macedonian_emp,source_of_support,governed population
32 +Social complexity,gr_macedonian_emp,source_of_support,land
33 +Social complexity,pt_portuguese_emp_2,source_of_support,state salary
34 +Social complexity,bd_sena_dyn,source_of_support,state salary
35 +Social complexity,bd_sena_dyn,source_of_support,land
36 +Social complexity,bd_yadava_varman_dyn,source_of_support,state salary
37 +Social complexity,bd_yadava_varman_dyn,source_of_support,land
38 +Social complexity,et_aksum_emp_2,source_of_support,land
39 +Social complexity,et_aksum_emp_3,source_of_support,land
40 +Social complexity,cn_chu_dyn_spring_autumn,source_of_support,land
41 +Social complexity,cn_chu_k_warring_states,source_of_support,land
42 +Social complexity,cn_chu_k_warring_states,source_of_support,state salary
43 +Social complexity,pa_cocle_1,source_of_support,not applicable
44 +Social complexity,af_ghaznavid_emp,source_of_support,state salary
45 +Social complexity,af_ghaznavid_emp,source_of_support,governed population
46 +Social complexity,ma_idrisid_dyn,source_of_support,land
47 +Social complexity,ru_kazan_khanate,source_of_support,land
48 +Social complexity,ao_kongo_2,source_of_support,state salary
49 +Social complexity,ao_kongo_2,source_of_support,land
50 +Social complexity,ge_georgia_k_2,source_of_support,state salary
51 +Social complexity,it_sicily_k_2,source_of_support,state
52 +Social complexity,pa_la_mula_sarigua,source_of_support,not applicable
53 +Social complexity,pa_cocle_3,source_of_support,not applicable
54 +Social complexity,pa_cocle_2,source_of_support,not applicable
55 +Social complexity,pa_monagrillo,source_of_support,not applicable
56 +Social complexity,dz_numidia,source_of_support,state salary
57 +Social complexity,dz_numidia,source_of_support,land
58 +Social complexity,tr_pergamon_k,source_of_support,governed population
59 +Social complexity,tr_pergamon_k,source_of_support,state salary
60 +Social complexity,ml_songhai_1,source_of_support,land
61 +Social complexity,th_sukhotai,source_of_support,land
62 +Social complexity,dz_tahert,source_of_support,governed population
63 +Social complexity,ua_skythian_k_3,source_of_support,land
64 +Social complexity,eg_old_k_1,source_of_support,state salary
65 +Social complexity,eg_old_k_1,source_of_support,land
66 +Social complexity,gb_england_norman,source_of_support,land
67 +Social complexity,de_east_francia,source_of_support,land
68 +Social complexity,tr_ottoman_emp_4,source_of_support,state salary
69 +Warfare,af_kushan_emp,long_wall,60
70 +Warfare,cn_eastern_han_dyn,long_wall,7200
71 +Warfare,cn_hmong_1,long_wall,0
72 +Warfare,cn_later_great_jin,long_wall,1700
73 +Warfare,cn_ming_dyn,long_wall,6259
74 +Warfare,cn_northern_wei_dyn,long_wall,1073
75 +Warfare,cn_northern_wei_dyn,long_wall,681
76 +Warfare,cn_peiligang,long_wall,0
77 +Warfare,cn_qing_dyn_1,long_wall,6259
78 +Warfare,cn_qing_dyn_2,long_wall,6259
79 +Warfare,cn_sui_dyn,long_wall,2414
80 +Warfare,cn_tang_dyn_1,long_wall,48
81 +Warfare,cn_tang_dyn_2,long_wall,48
82 +Warfare,cn_western_han_dyn,long_wall,7200
83 +Warfare,gh_akan,long_wall,0
84 +Warfare,gh_ashanti_emp,long_wall,0
85 +Warfare,gr_crete_archaic,long_wall,0
86 +Warfare,gr_crete_classical,long_wall,0
87 +Warfare,gr_crete_emirate,long_wall,0
88 +Warfare,gr_crete_post_palace_2,long_wall,0
89 +Warfare,gr_crete_geometric,long_wall,0
90 +Warfare,gr_crete_hellenistic,long_wall,0
91 +Warfare,gr_crete_mono_palace,long_wall,0
92 +Warfare,gr_crete_new_palace,long_wall,0
93 +Warfare,gr_crete_nl,long_wall,0
94 +Warfare,gr_crete_old_palace,long_wall,0
95 +Warfare,gr_crete_post_palace_1,long_wall,0
96 +Warfare,gr_crete_pre_palace,long_wall,0
97 +Warfare,id_iban_1,long_wall,0
98 +Warfare,id_iban_2,long_wall,0
99 +Warfare,in_achik_1,long_wall,0
100 +Warfare,in_achik_2,long_wall,0
101 +Warfare,iq_neo_babylonian_emp,long_wall,43
102 +Warfare,iq_ur_dyn_3,long_wall,190
103 +Warfare,ir_achaemenid_emp,long_wall,60
104 +Warfare,ir_sassanid_emp_1,long_wall,195
105 +Warfare,ir_sassanid_emp_2,long_wall,195
106 +Warfare,it_ostrogoth_k,long_wall,85
107 +Warfare,it_st_peter_rep_2,long_wall,50
108 +Warfare,it_st_peter_rep_2,long_wall,85
109 +Warfare,it_papal_state_1,long_wall,50
110 +Warfare,it_papal_state_1,long_wall,85
111 +Warfare,it_roman_principate,long_wall,119
112 +Warfare,jp_jomon_1,long_wall,0
113 +Warfare,jp_jomon_2,long_wall,0
114 +Warfare,jp_jomon_3,long_wall,0
115 +Warfare,jp_jomon_4,long_wall,0
116 +Warfare,jp_jomon_5,long_wall,0
117 +Warfare,jp_jomon_6,long_wall,0
118 +Warfare,jp_kamakura,long_wall,20
119 +Warfare,jp_kofun,long_wall,0
120 +Warfare,jp_yayoi,long_wall,0
121 +Warfare,kh_angkor_2,long_wall,12
122 +Warfare,kh_angkor_1,long_wall,12
123 +Warfare,kh_angkor_3,long_wall,12
124 +Warfare,kh_funan_1,long_wall,8
125 +Warfare,kh_funan_2,long_wall,8
126 +Warfare,ml_jenne_jeno_1,long_wall,0
127 +Warfare,tr_byzantine_emp_1,long_wall,56
128 +Warfare,tr_east_roman_emp,long_wall,56
129 +Warfare,tr_phrygian_k,long_wall,7
130 +Warfare,us_kamehameha_k,long_wall,0
131 +Warfare,us_haudenosaunee_1,long_wall,0
132 +Warfare,us_haudenosaunee_2,long_wall,0
133 +Warfare,us_proto_haudenosaunee,long_wall,0
modified results/diagnostics/seshat_zero_scale_values.csv +2 −0
@@ -1 +1,3 @@
1 1 polity_id,variable,value_from,value_to,year_from
2 +ni_nok_1,polity_territory,0,1.0,
3 +ni_nok_2,polity_territory,0,1.0,
modified results/empirical/h2_modern_cv_folds.csv +55 −61
@@ -1,61 +1,55 @@
1 −model,fold,scheme,error,oos_loglik,brier,n,events,auc,calibration_slope,calibration_intercept
2 −C1 P,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
3 −that was ",,,,,,,
4 −C1 P,"train<=1975,test1976-2005",forward,,-0.3896968836751431,0.1237495731604952,4547.0,724.0,0.7679012461648962,1.000904248066669,-0.50049484516642
5 −C1 P,"train<=2005,test>=2006",forward,,-0.2786899335020621,0.08173934298756222,2763.0,272.0,0.7783358325265071,0.9009745183312277,-0.18451748271199148
6 −B0 FE+X,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
7 −that was ",,,,,,,
8 −B0 FE+X,"train<=1975,test1976-2005",forward,,-0.3885312365556662,0.12258455414654446,4547.0,724.0,0.7591963009582883,0.9804629576806113,-0.4201046174537736
9 −B0 FE+X,"train<=2005,test>=2006",forward,,-0.2793662975136024,0.08196035119899624,2763.0,272.0,0.7776938153824356,0.9524381319645183,-0.00552774411451371
10 −B1 D,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
11 −that was ",,,,,,,
12 −B1 D,"train<=1975,test1976-2005",forward,,-0.38953429694606506,0.12328919822681099,4547.0,724.0,0.7596226243310698,0.9760294958079441,-0.4498223888534745
13 −B1 D,"train<=2005,test>=2006",forward,,-0.2792891777917825,0.08201117617476096,2763.0,272.0,0.7778546886438237,0.938482813587797,-0.0516838253065424
14 −B2 K,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
15 −that was ",,,,,,,
16 −B2 K,"train<=1975,test1976-2005",forward,,-0.3849801776989598,0.12124847509575513,4547.0,724.0,0.7753077115394897,1.0544389335550675,-0.43796340828142305
17 −B2 K,"train<=2005,test>=2006",forward,,-0.2775428640557777,0.08100321771210951,2763.0,272.0,0.7791889035823081,0.9181391137840416,-0.15288282802850622
18 −B4 persistence,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
19 −that was ",,,,,,,
20 −B4 persistence,"train<=1975,test1976-2005",forward,,-0.3899986454519143,0.12283225551877612,4547.0,724.0,0.7536183293037344,0.9610769765154307,-0.4222670176145258
21 −B4 persistence,"train<=2005,test>=2006",forward,,-0.2814896865412362,0.08259077047553244,2763.0,272.0,0.7733605686353225,0.9417246650434868,-0.03340252334286143
22 −B5 D+K,"train<=1945,test1946-1975",forward,"predict requires that you use a DataFrame when predicting from a model
23 −that was ",,,,,,,
24 −B5 D+K,"train<=1975,test1976-2005",forward,,-0.3867779967114898,0.12229824702784269,4547.0,724.0,0.7764168748907095,1.0514028348323388,-0.48428868485365767
25 −B5 D+K,"train<=2005,test>=2006",forward,,-0.27773960516612894,0.08117405300471837,2763.0,272.0,0.7815872434883226,0.8953092857560343,-0.22666742134605794
26 −C1 P,loro_1,loro,,-0.28604106913790095,0.08037555228647814,1354.0,122.0,0.7198211624441132,0.7202717664143574,-0.9178588629164446
27 −C1 P,loro_2,loro,,-0.8545932591693702,0.20707500421599742,2619.0,773.0,0.6731820417980067,0.050258268346224065,-0.7573396795185294
28 −C1 P,loro_3,loro,,-0.4889061317680881,0.1555615740338974,1459.0,281.0,0.649233576421826,0.4881779729651372,-0.5803492981909237
29 −C1 P,loro_4,loro,,-0.5141651171538956,0.1680840150947805,3273.0,747.0,0.6687891709355236,0.6355322568001194,-0.3146956772603173
30 −C1 P,loro_5,loro,,-0.47327159597995455,0.08004066802591614,3919.0,350.0,0.6612420445903214,0.0024092654533086092,-2.3134367476854316
31 −C1 P,loro_6,loro,,-0.4910218489609021,0.1625629982222162,1974.0,409.0,0.7165345227586961,0.7162949290641591,-0.7281838669211945
32 −B0 FE+X,loro_1,loro,,-0.2905671519097122,0.08087934576529415,1354.0,122.0,0.7031682456887374,0.6853066453961756,-0.9772801577802834
33 −B0 FE+X,loro_2,loro,,-0.8557860882971616,0.20776424071294652,2619.0,773.0,0.6734203108991295,0.05092649533359051,-0.7571490808018743
34 −B0 FE+X,loro_3,loro,,-0.4940076798830174,0.1563878507489776,1459.0,281.0,0.6345002386577165,0.4625231117526357,-0.6189838429934523
35 −B0 FE+X,loro_4,loro,,-0.5184356062261626,0.17118489820040494,3273.0,747.0,0.6590012729725977,0.6120481944244622,-0.4885235844252921
36 −B0 FE+X,loro_5,loro,,-0.4792678881995545,0.08205765719681389,3919.0,350.0,0.6587795701076733,-0.0012876366789915557,-2.326687313634474
37 −B0 FE+X,loro_6,loro,,-0.46723966615119294,0.15096728971620393,1974.0,409.0,0.7134880523680449,0.8138942090943181,-0.39616669238994273
38 −B1 D,loro_1,loro,,-0.2903237601924835,0.08089028706645629,1354.0,122.0,0.7046186395571641,0.6872507761325369,-0.974762992807576
39 −B1 D,loro_2,loro,,-0.8595579531967988,0.20868132549978732,2619.0,773.0,0.671969672548176,0.049545831807584415,-0.7579122253275613
40 −B1 D,loro_3,loro,,-0.4938309024221851,0.1563553468522629,1459.0,281.0,0.6356482124839132,0.463785644278651,-0.6159683262451083
41 −B1 D,loro_4,loro,,-0.5185941178507459,0.1712825438774896,3273.0,747.0,0.6588020066542231,0.6119013272384245,-0.492656870245138
42 −B1 D,loro_5,loro,,-0.47939940869806885,0.08209700835827424,3919.0,350.0,0.658969299123404,-0.0011830694601739167,-2.326310606851259
43 −B1 D,loro_6,loro,,-0.4705049397174371,0.15262618015293009,1974.0,409.0,0.7145301014708983,0.8123269544478149,-0.4705822573588978
44 −B2 K,loro_1,loro,,-0.28786037215041194,0.07939095691384952,1354.0,122.0,0.6993958909942516,0.7031237381143722,-0.9063360306219664
45 −B2 K,loro_2,loro,,-0.8350593492367202,0.2012296840735442,2619.0,773.0,0.6803973908131844,0.05664057681676268,-0.7576213474744232
46 −B2 K,loro_3,loro,,-0.4844426314424256,0.15512259474512663,1459.0,281.0,0.6513120132439927,0.5057056470586925,-0.5972627525293253
47 −B2 K,loro_4,loro,,-0.5068305225238278,0.1660612533146381,3273.0,747.0,0.6769225224996052,0.6819985530642002,-0.3178711560433633
48 −B2 K,loro_5,loro,,-0.4605597419644665,0.0756869573523636,3919.0,350.0,0.6589837089220671,0.007510949039233791,-2.2933901575924796
49 −B2 K,loro_6,loro,,-0.4773719148809536,0.15649635102052561,1974.0,409.0,0.7109337041174218,0.6232607611125086,-0.5106993939668955
50 −B4 persistence,loro_1,loro,,-0.2902062521971979,0.08069304394519712,1354.0,122.0,0.702596071960826,0.6931620017293897,-0.9686837576803118
51 −B4 persistence,loro_2,loro,,-0.8552566856589786,0.2075386171559939,2619.0,773.0,0.6741295118707067,0.05111727735849174,-0.7568173825178399
52 −B4 persistence,loro_3,loro,,-0.4941761083947784,0.15632627192482743,1459.0,281.0,0.6347298334229559,0.4645221028429317,-0.6095866208639465
53 −B4 persistence,loro_4,loro,,-0.5182643358407806,0.17115229370049168,3273.0,747.0,0.659480360078477,0.6127907685023691,-0.4869914129692327
54 −B4 persistence,loro_5,loro,,-0.4767582775988263,0.08120807318543667,3919.0,350.0,0.6616343113317057,-0.00016604004096815379,-2.3226987765983935
55 −B4 persistence,loro_6,loro,,-0.4686287022546417,0.15125941040837595,1974.0,409.0,0.7111727348711498,0.8021524888807867,-0.4081660474947933
56 −B5 D+K,loro_1,loro,,-0.2861781738979432,0.07922107862067106,1354.0,122.0,0.7074528954651906,0.7174313272085634,-0.8843839476718729
57 −B5 D+K,loro_2,loro,,-0.8360565200635777,0.20148487899444903,2619.0,773.0,0.6799320652745211,0.055229182534372125,-0.7576113141899997
58 −B5 D+K,loro_3,loro,,-0.4834795853642856,0.15508964187203983,1459.0,281.0,0.6561002724927346,0.5094523696480574,-0.5904095126185185
59 −B5 D+K,loro_4,loro,,-0.507601825011439,0.1656841392746702,3273.0,747.0,0.6790964332388939,0.6783626229919831,-0.2535390795968614
60 −B5 D+K,loro_5,loro,,-0.46063634830115807,0.07581305103877756,3919.0,350.0,0.6595392867149662,0.008808050209616622,-2.2884452023016038
61 −B5 D+K,loro_6,loro,,-0.48370822469274244,0.16007015842608954,1974.0,409.0,0.713917682807752,0.6141781750815443,-0.630542591051736
1 +oos_loglik,brier,n,events,auc,calibration_slope,calibration_intercept,model,fold,scheme
2 +-0.5921505517235969,0.2036483779226404,3716,915,0.652659959460224,0.49225551859917094,-0.8324385643703355,C1 P,"train<=1945,test1946-1975",forward
3 +-0.39369679347817754,0.12376619545078918,4547,724,0.7659275134653153,0.9740631758918905,-0.5226074803124519,C1 P,"train<=1975,test1976-2005",forward
4 +-0.2788632949828506,0.08178100286391637,2763,272,0.7767949913807354,0.9044750828709811,-0.17760924610760379,C1 P,"train<=2005,test>=2006",forward
5 +-0.6021664727083607,0.20776457934601772,3716,915,0.6348552332012571,0.46163822624779255,-0.8623848499534179,B0 FE+X,"train<=1945,test1946-1975",forward
6 +-0.3920457737946821,0.12259361021418254,4547,724,0.7573324007208477,0.9537678956063382,-0.4439979765841806,B0 FE+X,"train<=1975,test1976-2005",forward
7 +-0.27975207898273574,0.08204181373320764,2763,272,0.775170023850568,0.9545745756774403,-0.0019201388331103986,B0 FE+X,"train<=2005,test>=2006",forward
8 +-0.5984414402054218,0.2060528445846647,3716,915,0.6381592834721401,0.4712167631442125,-0.8508560449923216,B1 D,"train<=1945,test1946-1975",forward
9 +-0.39327807695277833,0.1233006781992915,4547,724,0.7577272917771614,0.9485928271229898,-0.4741283565847332,B1 D,"train<=1975,test1976-2005",forward
10 +-0.2795915672717714,0.08208185482167955,2763,272,0.7754105957919097,0.941759127558064,-0.04507153988491505,B1 D,"train<=2005,test>=2006",forward
11 +-0.6649943346578067,0.23499505676228488,3716,915,0.6208223838870973,0.35963126727863287,-0.998734268649113,B2 K,"train<=1945,test1946-1975",forward
12 +-0.38820927667282246,0.12109768479875098,4547,724,0.7742447934354872,1.034144233863238,-0.45004327718059184,B2 K,"train<=1975,test1976-2005",forward
13 +-0.277882002666467,0.08102524501534417,2763,272,0.778269416959879,0.9225907928687551,-0.14449392903182712,B2 K,"train<=2005,test>=2006",forward
14 +-0.6049999633624149,0.2090481901013945,3716,915,0.6345384064629533,0.468551503874905,-0.8757122901323028,B4 persistence,"train<=1945,test1946-1975",forward
15 +-0.3921800341904585,0.12306971263207658,4547,724,0.7500628646329356,0.9367566991032754,-0.44183852930835626,B4 persistence,"train<=1975,test1976-2005",forward
16 +-0.28233239048581454,0.08277337889962413,2763,272,0.770014699978747,0.9366696179541988,-0.043135475858448756,B4 persistence,"train<=2005,test>=2006",forward
17 +-0.6609982820196652,0.23340515254845845,3716,915,0.623049535392317,0.36754128861711277,-0.9928585439034735,B5 D+K,"train<=1945,test1946-1975",forward
18 +-0.39029969175617907,0.12219059464844287,4547,724,0.7750786530493682,1.0298429214718015,-0.4981728367224605,B5 D+K,"train<=1975,test1976-2005",forward
19 +-0.27796804125213215,0.08117758430377334,2763,272,0.7801113420076984,0.8999886894233831,-0.21762327192468875,B5 D+K,"train<=2005,test>=2006",forward
20 +-0.28443226733793214,0.08036518874466293,1354,122,0.7273126463700235,0.8207105270664086,-0.8349781303335524,C1 P,loro_1,loro
21 +-0.8564980157815917,0.2077842005708017,2619,773,0.6726249125762637,0.047263884983215466,-0.763200293164085,C1 P,loro_2,loro
22 +-0.5401640164966862,0.15644587572524452,1459,281,0.6406690874816475,0.2308715168671017,-0.973895331880004,C1 P,loro_3,loro
23 +-0.5230011227525659,0.1694405576732413,3273,747,0.663378772413486,0.5652580701496799,-0.3601211958230622,C1 P,loro_4,loro
24 +-0.47438720110187294,0.0800192563086373,3919,350,0.6550978665492535,-0.00037668692646986116,-2.3234718713793816,C1 P,loro_5,loro
25 +-0.49935006727531767,0.16612251855162583,1974,409,0.7083043658264137,0.6874665933725674,-0.7734014512387365,C1 P,loro_6,loro
26 +-0.28843168423803656,0.08085573936643968,1354,122,0.7111786778794975,0.7802442018740855,-0.8949945194727328,B0 FE+X,loro_1,loro
27 +-0.8570962032056129,0.20825419804475312,2619,773,0.673846392115255,0.04895053862870052,-0.7604004990897422,B0 FE+X,loro_2,loro
28 +-0.537528443635443,0.15738028390514824,1459,281,0.6258964769287472,0.23361208928600305,-0.9724942504895411,B0 FE+X,loro_3,loro
29 +-0.5252289556782352,0.1722378209124822,3273,747,0.6546831294563316,0.5433699410447786,-0.5174651157698286,B0 FE+X,loro_4,loro
30 +-0.4789181383767503,0.08147900701205486,3919,350,0.6532662210303006,-0.003573653303254131,-2.3349174855951653,B0 FE+X,loro_5,loro
31 +-0.4735688669267427,0.1536115543603631,1974,409,0.7057156471406141,0.7762069805792448,-0.46886137929706495,B0 FE+X,loro_6,loro
32 +-0.2883784322146087,0.0808566148870172,1354,122,0.711491377474984,0.7808663669094341,-0.8943365711656918,B1 D,loro_1,loro
33 +-0.8608912052369636,0.20921136238844554,2619,773,0.6720958150134763,0.047194047666228436,-0.7624289545294443,B1 D,loro_2,loro
34 +-0.5387188735204934,0.15732286810347926,1459,281,0.6273797799515435,0.22999630967472742,-0.97774621367164,B1 D,loro_3,loro
35 +-0.5253715109864204,0.17238647760678122,3273,747,0.654423977249722,0.5432963351261859,-0.5238713870202469,B1 D,loro_4,loro
36 +-0.4789383465866623,0.08148765285893134,3919,350,0.6533270624024338,-0.0035381216015889674,-2.3347875433559437,B1 D,loro_5,loro
37 +-0.4771720618228803,0.15538139715419497,1974,409,0.7068545583789653,0.7756546967611821,-0.533342074485317,B1 D,loro_6,loro
38 +-0.2867856314143838,0.07969609945296449,1354,122,0.7067609644453907,0.7754315574328577,-0.8443404073039626,B2 K,loro_1,loro
39 +-0.8354990333151598,0.2014493230252136,2619,773,0.6809370002480802,0.055043732575728824,-0.7593269134533571,B2 K,loro_2,loro
40 +-0.5191219383302589,0.15613001083311295,1459,281,0.6432852594118748,0.3136293944429791,-0.8586524316292553,B2 K,loro_3,loro
41 +-0.5131841668217264,0.16704208532462278,3273,747,0.6729265968598597,0.61970508531535,-0.3460748893835036,B2 K,loro_4,loro
42 +-0.4638124749010821,0.07612568461978836,3919,350,0.6502537725653444,0.00221499239673688,-2.3136528580868414,B2 K,loro_5,loro
43 +-0.482470045942264,0.15888824811478489,1974,409,0.7050454236546709,0.601203458693825,-0.5574370053206993,B2 K,loro_6,loro
44 +-0.2878214136808872,0.08049782290295285,1354,122,0.709941185863317,0.7769920937370647,-0.8895313823310835,B4 persistence,loro_1,loro
45 +-0.855411162869489,0.20750827297127147,2619,773,0.6759739950299869,0.05006411368101781,-0.7582824408886449,B4 persistence,loro_2,loro
46 +-0.5294821557624868,0.15736918862444432,1459,281,0.625207692633029,0.2713922016210796,-0.9056986073767649,B4 persistence,loro_3,loro
47 +-0.5233507896765123,0.1720321013487375,3273,747,0.6561023720111376,0.5574890675856393,-0.5093360631849099,B4 persistence,loro_4,loro
48 +-0.48016238948324347,0.08145650881512868,3919,350,0.6502825921626706,-0.004475720834185697,-2.3380487933327934,B4 persistence,loro_5,loro
49 +-0.4733259819232942,0.1531345408459596,1974,409,0.7058999976565612,0.7737803954294711,-0.4614666376571286,B4 persistence,loro_6,loro
50 +-0.28534759354958034,0.07952530718174977,1354,122,0.713387534596551,0.7917924872743533,-0.8224355505821479,B5 D+K,loro_1,loro
51 +-0.8369155251906112,0.2018390546307726,2619,773,0.6800392863700263,0.05318650025509488,-0.7606109689605635,B5 D+K,loro_2,loro
52 +-0.521994668941056,0.15604666643927462,1459,281,0.6475448465038155,0.3033430942084132,-0.8724296720169397,B5 D+K,loro_3,loro
53 +-0.5148417550118606,0.16681514809437822,3273,747,0.6747867691404308,0.6167862286471628,-0.2885264906176205,B5 D+K,loro_4,loro
54 +-0.46391863460773414,0.07625625516596225,3919,350,0.6509390385462115,0.003248305632604009,-2.3097157126434085,B5 D+K,loro_5,loro
55 +-0.48996068709465335,0.16289513018460844,1974,409,0.7073544919815338,0.591578629084927,-0.6712026424109265,B5 D+K,loro_6,loro
modified results/empirical/h2_modern_cv_predictions.parquet +0 −0

Binary file not shown.

modified results/empirical/h2_modern_cv_summary.csv +12 −12
@@ -1,13 +1,13 @@
1 1 scheme,model,oos_loglik,auc,brier,calibration_slope
2 −forward,B0 FE+X,-0.3339487670346343,0.7684450581703619,0.10227245267277035,0.9664505448225649
3 −forward,B1 D,-0.33441173736892377,0.7687386564874468,0.10265018720078598,0.9572561546978705
4 −forward,B2 K,-0.33126152087736876,0.7772483075608989,0.10112584640393232,0.9862890236695545
5 −forward,B4 persistence,-0.33574416599657525,0.7634894489695285,0.10271151299715428,0.9514008207794588
6 −forward,B5 D+K,-0.3322588009388094,0.7790020591895161,0.10173615001628053,0.9733560602941865
7 −forward,C1 P,-0.3341934085886026,0.7731185393457016,0.10274445807402871,0.9509393831989483
8 −loro,B0 FE+X,-0.5175506801111335,0.6737262817823165,0.14154021372344017,0.43723516988703176
9 −loro,B1 D,-0.5187018470129532,0.6740896553062964,0.14198878196786674,0.4372712440741397
10 −loro,B2 K,-0.5086874220331342,0.6796575384317537,0.1389979662366746,0.4297067042009617
11 −loro,B4 persistence,-0.5172150603242006,0.6739571372559702,0.14136295172005378,0.43726309987883344
12 −loro,B5 D+K,-0.5096101128885243,0.6826731059990098,0.1395604913711162,0.4305769546123561
13 −loro,C1 P,-0.517999837028352,0.6814670864914145,0.14228330197988096,0.4354907431738843
2 +forward,B0 FE+X,-0.4246547751619261,0.7224525525908909,0.13746666776446928,0.789993565843857
3 +forward,B1 D,-0.4237703614766572,0.7237657236804038,0.13714512586854524,0.7871895726084222
4 +forward,B2 K,-0.44369520466569873,0.7244455314274879,0.14570599552546,0.772122098003542
5 +forward,B4 persistence,-0.4265041293462293,0.7182053236915453,0.1382970938776984,0.7806592736441265
6 +forward,B5 D+K,-0.4430886716759921,0.7260798434831278,0.14559111050022489,0.7657909665040991
7 +forward,C1 P,-0.42157021339487505,0.7317941547687582,0.13639852541244865,0.7902645924540143
8 +loro,B0 FE+X,-0.5267953820101368,0.670764424091791,0.14230310060020687,0.3964683496849264
9 +loro,B1 D,-0.5282450717280048,0.6709287617451875,0.14277439549980825,0.39557827242269483
10 +loro,B2 K,-0.5168122151208124,0.6765348361975367,0.1398885752284145,0.3945380368095796
11 +loro,B4 persistence,-0.5249256488993188,0.6705679725594504,0.14199973925141574,0.40420702520334784
12 +loro,B5 D+K,-0.5188298107325826,0.6790086611897616,0.14056292694945763,0.3933225408504259
13 +loro,C1 P,-0.5296387817909944,0.6778979418695146,0.1433629329290356,0.39186565091875053
modified results/empirical/h2_modern_cv_wins.csv +20 −20
@@ -1,21 +1,21 @@
1 1 model,baseline,folds,win_share,mean_diff,scheme,metric
2 −C1 P,B0 FE+X,2,0.5,-0.00024464155396830556,forward,oos_loglik
3 −C1 P,B0 FE+X,2,1.0,0.0046734811753396666,forward,auc
4 −C1 P,B1 D,2,0.5,0.00021832878032115866,forward,oos_loglik
5 −C1 P,B1 D,2,1.0,0.004379882858254913,forward,auc
6 −C1 P,B2 K,2,0.0,-0.0029318877112338437,forward,oos_loglik
7 −C1 P,B2 K,2,0.0,-0.0041297682151972825,forward,auc
8 −C1 P,B4 persistence,2,1.0,0.0015507574079726416,forward,oos_loglik
9 −C1 P,B4 persistence,2,1.0,0.009629090376173155,forward,auc
10 −C1 P,B5 D+K,2,0.0,-0.001934607649793224,forward,oos_loglik
11 −C1 P,B5 D+K,2,0.0,-0.0058835198438144665,forward,auc
12 −C1 P,B0 FE+X,6,0.8333333333333334,-0.0004491569172183722,loro,oos_loglik
13 −C1 P,B0 FE+X,6,0.8333333333333334,0.007740804709097955,loro,auc
14 −C1 P,B1 D,6,0.8333333333333334,0.000702009984601302,loro,oos_loglik
15 −C1 P,B1 D,6,1.0,0.007377431185118059,loro,auc
16 −C1 P,B2 K,6,0.16666666666666666,-0.009312414995217658,loro,oos_loglik
17 −C1 P,B2 K,6,0.5,0.0018095480596606965,loro,auc
18 −C1 P,B4 persistence,6,0.8333333333333334,-0.0007847767041513446,loro,oos_loglik
19 −C1 P,B4 persistence,6,0.6666666666666666,0.007509949235444328,loro,auc
20 −C1 P,B5 D+K,6,0.16666666666666666,-0.00838972413982759,loro,oos_loglik
21 −C1 P,B5 D+K,6,0.5,-0.0012060195075952462,loro,auc
2 +C1 P,B0 FE+X,3,0.6666666666666666,0.003084561767051149,forward,oos_loglik
3 +C1 P,B0 FE+X,3,1.0,0.00934160217786728,forward,auc
4 +C1 P,B1 D,3,0.6666666666666666,0.002200148081782168,forward,oos_loglik
5 +C1 P,B1 D,3,1.0,0.008028431088354493,forward,auc
6 +C1 P,B2 K,3,0.3333333333333333,0.022124991270823697,forward,oos_loglik
7 +C1 P,B2 K,3,0.3333333333333333,0.007348623341270399,forward,auc
8 +C1 P,B4 persistence,3,0.6666666666666666,0.004933915951354302,forward,oos_loglik
9 +C1 P,B4 persistence,3,1.0,0.013588831077212907,forward,auc
10 +C1 P,B5 D+K,3,0.3333333333333333,0.02151845828111711,forward,oos_loglik
11 +C1 P,B5 D+K,3,0.3333333333333333,0.00571431128563038,forward,auc
12 +C1 P,B0 FE+X,6,0.6666666666666666,-0.0028433997808576437,loro,oos_loglik
13 +C1 P,B0 FE+X,6,0.8333333333333334,0.007133517777723641,loro,auc
14 +C1 P,B1 D,6,0.6666666666666666,-0.001393710062989643,loro,oos_loglik
15 +C1 P,B1 D,6,1.0,0.006969180124327161,loro,auc
16 +C1 P,B2 K,6,0.16666666666666666,-0.01282656667018193,loro,oos_loglik
17 +C1 P,B2 K,6,0.5,0.0013631056719778378,loro,auc
18 +C1 P,B4 persistence,6,0.5,-0.004713132891675594,loro,oos_loglik
19 +C1 P,B4 persistence,6,0.8333333333333334,0.007329969310064244,loro,auc
20 +C1 P,B5 D+K,6,0.16666666666666666,-0.01080897105841184,loro,oos_loglik
21 +C1 P,B5 D+K,6,0.5,-0.0011107193202468484,loro,auc
added results/empirical/h2_modern_event_counts.json +1 −0
@@ -0,0 +1 @@
1 +{"country_years": 14637, "event_windows": 2692, "distinct_event_years_in_sample": 901, "distinct_event_years_panel": 1676}
\ No newline at end of file
modified results/empirical/h2_modern_primary.csv +13 −12
@@ -1,16 +1,17 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf,events
2 −C1 primary: Y456 ~ P + X + region FE + year FE,P_modern_z,0.39790378484144,0.08918214639646332,0.2231067779043719,0.5727007917785081,8.131284893393963e-06,14637,-5672.972626457216,2692.0
2 +C1 primary: Y456 ~ P + X + region FE + year FE,P_modern_z,0.3922687947606827,0.08921893423252436,0.21739968366493498,0.5671379058564304,1.099096174755617e-05,14637,-5678.550371306823,2692.0
3 3 C2: Y456 ~ P + FE only,P_modern_z,0.7229243246287831,0.07967857684830817,0.5667543140060991,0.8790943352514671,1.1577632379582483e-19,15687,-6528.089258015958,2981.0
4 −C3: Y456 ~ P + K + X + FE (P given K),P_modern_z,0.22924427308006917,0.09387563776277562,0.04524802306502895,0.4132405230951094,0.014606161422636878,14637,-5627.074969974541,2692.0
5 −B1 baseline population only,D_modern_z,0.12594267679623367,0.07109162227063932,-0.013396902854219406,0.26528225644668674,0.07646855355079077,14754,-5769.778570873028,2710.0
6 −B2 baseline capacity only,K_modern_z,-0.6324390571653153,0.12569164780016462,-0.878794686853638,-0.3860834274769927,4.86222381583211e-07,15675,-6150.572623841682,2957.0
7 −B3 baseline development (gdppc) only,log_gdppc,-0.5569688251338336,0.09464003919975214,-0.7424633019653478,-0.3714743483023194,3.977439983972847e-09,15862,-6313.047510446031,2980.0
8 −B4 baseline persistence,y456_b5,0.13566387709403316,0.13289892982966736,-0.12481802537211484,0.39614577956018115,0.30734688842262725,15806,-6275.443015609264,2968.0
9 −B5 D and K separately,D_modern_z,0.16972157501358381,0.06950106487910981,0.033499487850528586,0.30594366217663904,0.01460616142263262,14637,-5627.074969974539,2692.0
10 −B5 D and K separately,K_modern_z,-0.7070134445104032,0.13742936225970592,-0.9763749945394268,-0.43765189448137953,2.681501580305378e-07,14637,-5627.074969974539,
11 −Placebo: P with polyarchy in place of K (polyarchy not separately controlled),P_placebo_z,0.19689648797181336,0.05871082730792415,0.08182326644828203,0.3119697094953447,0.0007974864751106516,14754,-5777.87225067883,2710.0
12 −Placebo comparison: P_main with the same controls as the placebo,P_modern_z,0.446333634501256,0.0828013326218674,0.2840430225623959,0.6086242464401161,7.029473808128925e-08,14676,-5712.556048147622,2706.0
4 +C3: Y456 ~ P + K + X + FE (reparametrization of B5: beta_P = beta_D),P_modern_z,0.22481431764865165,0.09444802678560853,0.03969618514885895,0.40993245014844437,0.01729870781063778,14637,-5632.895171588186,2692.0
5 +B1 baseline population only,D_modern_z,0.12150826607689458,0.07124658532961264,-0.018135041169146215,0.26115157332293537,0.0881084971966551,14754,-5776.305342993084,2710.0
6 +B2 baseline capacity only,K_modern_z,-0.6311311734732039,0.13124190560307603,-0.888365308455233,-0.3738970384911749,1.517516830199489e-06,15675,-6166.041966794448,2957.0
7 +B3 baseline development (gdppc) only,log_gdppc,-0.5816251465131039,0.09637108956674491,-0.770512482063924,-0.3927378109622839,1.5870118731352746e-09,15862,-6353.052539809014,2980.0
8 +B4 baseline persistence,y456_b5,0.2458345978414203,0.13849583638276927,-0.02561724146880745,0.5172864371516481,0.07589253637739889,15806,-6295.0200354609,2968.0
9 +B5 D and K separately,D_modern_z,0.16644184635141004,0.06992483453394764,0.029389170664872677,0.3034945220379474,0.01729870781063917,14637,-5632.895171588186,2692.0
10 +B5 D and K separately,K_modern_z,-0.7011839796893495,0.13893510730735503,-0.9734967900117654,-0.4288711693669337,4.4916497721890495e-07,14637,-5632.895171588186,
11 +B5 Wald test of beta_D + beta_K = 0 (restriction implied by P),D+K,-0.5347421333379395,0.15015111743715862,,,0.0003689392857068041,14637,,
12 +Placebo: P with polyarchy in place of K (polyarchy not separately controlled),P_placebo_z,0.2020267600829871,0.05760023821421619,0.08913029318312335,0.3149232269828508,0.0004525177068698837,14754,-5786.982957537655,2710.0
13 +Placebo comparison: P_main with the same controls as the placebo,P_modern_z,0.4477254264122505,0.08200788224449172,0.28698997721304675,0.6084608756114542,4.7736607748738476e-08,14676,-5719.316648249614,2706.0
13 14 Negative control: past events (t-5..t-1) ~ P_t + gdppc + polyarchy + FE (no duration terms),P_modern_z,0.4359470058900018,0.09815066302576257,0.24357170635950715,0.6283223054204965,8.928811539479297e-06,14608,-5813.946618858069,2757.0
14 15 Forward comparison for the negative control: future events ~ P_t + gdppc + polyarchy + FE,P_modern_z,0.475241690571331,0.09908186802752562,0.28104122923738073,0.6694421519052812,1.6149846684551553e-06,14637,-5834.237016756066,2692.0
15 −"C4: conditional logit, country FE + decade FE",P_modern_z,1.313878132712599,0.09775172551732352,1.1222847506986449,1.5054715147265532,3.4784091628447276e-41,14637,,2692.0
16 −"C5: linear probability, country + year FE",P_modern_z_dm,0.11091972996929868,0.031351674099522706,0.049470448734234174,0.17236901120436318,0.0004032914904174095,14637,-4875.021383489231,2692.0
16 +"C4: conditional logit, country FE + decade FE",P_modern_z,1.329137190646608,0.09869472552992661,1.135695528607952,1.5225788526852642,2.440904644595632e-41,14637,,2692.0
17 +"C5: linear probability, country + year FE",P_modern_z_dm,0.10860863215596052,0.03153444395246181,0.04680112200913537,0.17041614230278568,0.000572906371323011,14637,-4859.202679956166,2692.0
modified results/empirical/h2_modern_robustness.csv +13 −13
@@ -1,14 +1,14 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf,events,oster_beta_full,oster_beta_short,r2_full,r2_short,partial_r2_P,robustness_value
2 −R: horizon h=1,P_modern_z,0.3257542271113133,0.09081766270455952,0.14775160821037664,0.5037568460122499,0.0003346275971506812,14635,-2809.836558711094,902.0,,,,,,
3 −R: horizon h=3,P_modern_z,0.3859734372235748,0.08713084027910899,0.2151969902765212,0.5567498841706284,9.431429129652506e-06,14636,-4668.956267136606,1911.0,,,,,,
4 −R: horizon h=10,P_modern_z,0.453180001872445,0.1005232322313484,0.2561544666990021,0.6502055370458879,6.537635724308696e-06,14639,-6759.637175029395,4143.0,,,,,,
5 −R: component y4_f5,P_modern_z,1.0108347606887813,0.19699525159210712,0.6247240675682513,1.3969454538093113,2.878019958646695e-07,10279,-1799.0294235356334,566.0,,,,,,
6 −R: component y5_f5,P_modern_z,0.19570664298345658,0.1369247476865778,-0.07266586248223594,0.4640791484491491,0.15291781385485442,10853,-3397.20354607048,1460.0,,,,,,
7 −R: component y6_f5,P_modern_z,0.24520063567506914,0.09399153647288098,0.060977224188222406,0.42942404716191585,0.009087299826968763,14636,-5000.87591521976,2068.0,,,,,,
8 −R: K = PC1,P_modern_pc1_z,0.3972334263449546,0.08951641349789637,0.22178125588907774,0.5726855968008315,9.098922495056218e-06,14637,-5673.709489767933,2692.0,,,,,,
9 −R: standardized within year,P_modern_within_year_z,0.40912714945850015,0.09087386000252914,0.23101438385354303,0.5872399150634573,6.727156439169484e-06,14637,-5672.715544195022,2692.0,,,,,,
10 −R: D = (log pop + log area)/2,P_modern_area_z,0.35201470671308055,0.09785002058259724,0.16022866637118996,0.5438007470549712,0.00032129986428979315,11735,-4781.639744406581,2359.0,,,,,,
11 −R: years ≥ 1900,P_modern_z,0.3940733263264095,0.09183407311667917,0.21407854301771834,0.5740681096351007,1.777541709685051e-05,13083,-5223.594464430906,2475.0,,,,,,
12 −R: polyarchy not controlled,P_modern_z,0.446333634501256,0.0828013326218674,0.2840430225623959,0.6086242464401161,7.029473808128925e-08,14676,-5712.556048147622,2706.0,,,,,,
13 −R: + persistence control,P_modern_z,0.39035420906242724,0.08878195519207539,0.21634157688595948,0.564366841238895,1.098715434814722e-05,14598,-5641.175860478964,2682.0,,,,,,
14 −Sensitivity (LPM): Oster bias-adjusted β at Rmax=1.3·R² (δ=1); Cinelli–Hazlett RV,P_modern_z,-0.023790190743910956,,,,,14637,,,0.03827708995287325,0.08187222469624048,0.16093354475530663,0.12702234634493959,0.00556334755160398,0.0718580292018959
2 +R: horizon h=1,P_modern_z,0.3213567148708202,0.09083368821472391,0.1433226859699613,0.499390743771679,0.0004033865236081567,14635,-2808.0317675913648,902.0,,,,,,
3 +R: horizon h=3,P_modern_z,0.3801552512939208,0.08743103898059633,0.208790414891952,0.5515200876958897,1.3734812300788488e-05,14636,-4671.148530889891,1911.0,,,,,,
4 +R: horizon h=10,P_modern_z,0.44836787666130096,0.09946197757436491,0.2534224006155458,0.6433133527070561,6.546240788346645e-06,14639,-6772.628475707487,4143.0,,,,,,
5 +R: component y4_f5,P_modern_z,1.0156500813999165,0.19346828503420777,0.6364522427328694,1.3948479200669637,1.5234871478518989e-07,10279,-1808.887349599621,566.0,,,,,,
6 +R: component y5_f5,P_modern_z,0.19260512197836493,0.13688401515900994,-0.07568754773329456,0.4608977916900244,0.15940721605412467,10853,-3395.11361590985,1460.0,,,,,,
7 +R: component y6_f5,P_modern_z,0.2401324779402956,0.09374377507937355,0.056394678784723457,0.4238702770958678,0.010419628530832212,14636,-4999.715992637788,2068.0,,,,,,
8 +R: K = PC1,P_modern_pc1_z,0.3914537472844485,0.08956840530204131,0.21589967289244752,0.5670078216764495,1.2399384937912057e-05,14637,-5679.302262784689,2692.0,,,,,,
9 +R: standardized within year,P_modern_within_year_z,0.40368351781176914,0.09086097243313335,0.2255960118428278,0.5817710237807105,8.876667058058466e-06,14637,-5678.188330888828,2692.0,,,,,,
10 +R: D = (log pop + log area)/2,P_modern_area_z,0.34592881078299376,0.09798058420039851,0.15388686575021268,0.5379707558157748,0.0004146412839006179,11735,-4783.260595993208,2359.0,,,,,,
11 +R: years ≥ 1900,P_modern_z,0.38849560536553623,0.09125844722362034,0.20962904880724037,0.567362161923832,2.0710314821567656e-05,13083,-5226.436878149341,2475.0,,,,,,
12 +R: polyarchy not controlled,P_modern_z,0.4477254264122505,0.08200788224449172,0.28698997721304675,0.6084608756114542,4.7736607748738476e-08,14676,-5719.316648249614,2706.0,,,,,,
13 +R: + persistence control,P_modern_z,0.3885024901469061,0.08845342400145681,0.21513377910405074,0.5618712011897614,1.1222480551485459e-05,14598,-5648.480224894294,2682.0,,,,,,
14 +Sensitivity (LPM): Oster bias-adjusted β at Rmax=1.3·R² (δ=1); Cinelli–Hazlett RV,P_modern_z,-0.03033118155565985,,,,,14637,,,0.03674837760182206,0.08187222469624048,0.15913747227692998,0.12702234634493959,0.0050953734994381135,0.06887964840435769
modified results/empirical/h2_seshat_cv_binary_summary.csv +7 −7
@@ -1,8 +1,8 @@
1 1 model,oos_loglik,auc,brier
2 −A2 P,-1.34987025159919,0.6332183406162998,0.25810946028618476
3 −B0 FE only,-1.277565410590492,0.6410582685455134,0.24859475238814943
4 −B1 D only,-1.3389349056151325,0.6337711324956223,0.25689550126921973
5 −B2 K only,-1.3182015924857153,0.6299753251283864,0.25865358661769416
6 −B3 complexity,-1.3215637613178275,0.6290379971502421,0.2609623970447837
7 −B4 persistence,-1.3414549962341589,0.6243098808787584,0.26262025957466023
8 −B5 D+K,-1.3956401024749936,0.621057655496431,0.26819092780677006
2 +A2 P,-1.1917453541967393,0.702196396250808,0.2187700900214412
3 +B0 FE only,-1.171989849851237,0.7160045688788336,0.21372218939484727
4 +B1 D only,-1.1955364336529728,0.7025330568124686,0.21753313231483934
5 +B2 K only,-1.1914111522564088,0.7079322990734755,0.21828945568512384
6 +B3 complexity,-1.1940069389354726,0.7025283469798176,0.22048718833428932
7 +B4 persistence,-1.2062658112793236,0.7020088522588523,0.22370053411005777
8 +B5 D+K,-1.2164775328144117,0.6930657580981111,0.2227231695917103
modified results/empirical/h2_seshat_cv_folds.csv +421 −435
@@ -1,435 +1,421 @@
1 −oos_loglik,n,model,fold,n_train,scheme,error
2 −-0.4880613524495527,3.0,A2 P,loo_Central_Asia,84.0,leave-one-macro-region-out,
3 −-0.6179689032006479,23.0,A2 P,loo_East_Asia,64.0,leave-one-macro-region-out,
4 −-0.5431030904486999,15.0,A2 P,loo_Europe,72.0,leave-one-macro-region-out,
5 −-0.6351336323453667,9.0,A2 P,loo_North_Africa,78.0,leave-one-macro-region-out,
6 −-0.6808994688904817,2.0,A2 P,loo_North_America,85.0,leave-one-macro-region-out,
7 −-0.5396641871002942,3.0,A2 P,loo_South_America,84.0,leave-one-macro-region-out,
8 −-0.5556779398097061,5.0,A2 P,loo_South_Asia,82.0,leave-one-macro-region-out,
9 −-0.5444416294257195,6.0,A2 P,loo_Southeast_Asia_Oceania,81.0,leave-one-macro-region-out,
10 −-0.6043015795250417,17.0,A2 P,loo_Southwest_Asia,70.0,leave-one-macro-region-out,
11 −-0.5829162440745959,4.0,A2 P,loo_Sub_Saharan_Africa,83.0,leave-one-macro-region-out,
12 −-0.49648122248801574,3.0,B0 FE only,loo_Central_Asia,84.0,leave-one-macro-region-out,
13 −-0.6250604270020237,23.0,B0 FE only,loo_East_Asia,64.0,leave-one-macro-region-out,
14 −-0.5398083196722638,15.0,B0 FE only,loo_Europe,72.0,leave-one-macro-region-out,
15 −-0.6375346096250804,9.0,B0 FE only,loo_North_Africa,78.0,leave-one-macro-region-out,
16 −-0.7220199085483197,2.0,B0 FE only,loo_North_America,85.0,leave-one-macro-region-out,
17 −-0.5217824682759374,3.0,B0 FE only,loo_South_America,84.0,leave-one-macro-region-out,
18 −-0.5617711756893108,5.0,B0 FE only,loo_South_Asia,82.0,leave-one-macro-region-out,
19 −-0.5720629248539654,6.0,B0 FE only,loo_Southeast_Asia_Oceania,81.0,leave-one-macro-region-out,
20 −-0.6044692070236013,17.0,B0 FE only,loo_Southwest_Asia,70.0,leave-one-macro-region-out,
21 −-0.6150321505709686,4.0,B0 FE only,loo_Sub_Saharan_Africa,83.0,leave-one-macro-region-out,
22 −-0.48416191268852043,3.0,B1 D only,loo_Central_Asia,84.0,leave-one-macro-region-out,
23 −-0.6154927045326366,23.0,B1 D only,loo_East_Asia,64.0,leave-one-macro-region-out,
24 −-0.5543058313879182,15.0,B1 D only,loo_Europe,72.0,leave-one-macro-region-out,
25 −-0.6322613087171535,9.0,B1 D only,loo_North_Africa,78.0,leave-one-macro-region-out,
26 −-0.6829120580961434,2.0,B1 D only,loo_North_America,85.0,leave-one-macro-region-out,
27 −-0.5219812850414702,3.0,B1 D only,loo_South_America,84.0,leave-one-macro-region-out,
28 −-0.5572203126706954,5.0,B1 D only,loo_South_Asia,82.0,leave-one-macro-region-out,
29 −-0.5380005961660977,6.0,B1 D only,loo_Southeast_Asia_Oceania,81.0,leave-one-macro-region-out,
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234 −-0.6288038612470842,18.0,B2 K only,rep1_fold0,69.0,10x5-fold,
235 −-0.5975185326794321,18.0,B2 K only,rep1_fold1,69.0,10x5-fold,
236 −-0.5785935586562205,17.0,B2 K only,rep1_fold2,70.0,10x5-fold,
237 −-0.6265308235739577,17.0,B2 K only,rep1_fold3,70.0,10x5-fold,
238 −-0.6049837734565248,17.0,B2 K only,rep1_fold4,70.0,10x5-fold,
239 −-0.622723644715846,18.0,B2 K only,rep2_fold0,69.0,10x5-fold,
240 −-0.5479976710611313,18.0,B2 K only,rep2_fold1,69.0,10x5-fold,
241 −-0.691017174609867,17.0,B2 K only,rep2_fold2,70.0,10x5-fold,
242 −-0.6297025936236185,17.0,B2 K only,rep2_fold3,70.0,10x5-fold,
243 −-0.5489775346820496,17.0,B2 K only,rep2_fold4,70.0,10x5-fold,
244 −-0.5569141957997442,18.0,B2 K only,rep3_fold0,69.0,10x5-fold,
245 −-0.6438185192695789,18.0,B2 K only,rep3_fold1,69.0,10x5-fold,
246 −-0.6381378863600627,17.0,B2 K only,rep3_fold2,70.0,10x5-fold,
247 −-0.6142228160425109,17.0,B2 K only,rep3_fold3,70.0,10x5-fold,
248 −-0.5830679679528096,17.0,B2 K only,rep3_fold4,70.0,10x5-fold,
249 −-0.6272397542059387,18.0,B2 K only,rep4_fold0,69.0,10x5-fold,
250 −-0.7005034673848259,18.0,B2 K only,rep4_fold1,69.0,10x5-fold,
251 −-0.594376135777104,17.0,B2 K only,rep4_fold2,70.0,10x5-fold,
252 −-0.5882661065530312,17.0,B2 K only,rep4_fold3,70.0,10x5-fold,
253 −-0.5552266659875161,17.0,B2 K only,rep4_fold4,70.0,10x5-fold,
254 −-0.5833162558472252,18.0,B2 K only,rep5_fold0,69.0,10x5-fold,
255 −-0.6458843675834318,18.0,B2 K only,rep5_fold1,69.0,10x5-fold,
256 −-0.6341119232147508,17.0,B2 K only,rep5_fold2,70.0,10x5-fold,
257 −-0.5801197123671539,17.0,B2 K only,rep5_fold3,70.0,10x5-fold,
258 −-0.5917407814937196,17.0,B2 K only,rep5_fold4,70.0,10x5-fold,
259 −-0.6478841088759187,18.0,B2 K only,rep6_fold0,69.0,10x5-fold,
260 −-0.5562699230921433,18.0,B2 K only,rep6_fold1,69.0,10x5-fold,
261 −-0.5642110792414579,17.0,B2 K only,rep6_fold2,70.0,10x5-fold,
262 −-0.6339541022109576,17.0,B2 K only,rep6_fold3,70.0,10x5-fold,
263 −-0.631241916779392,17.0,B2 K only,rep6_fold4,70.0,10x5-fold,
264 −-0.6457897459223011,18.0,B2 K only,rep7_fold0,69.0,10x5-fold,
265 −-0.6241780267664523,18.0,B2 K only,rep7_fold1,69.0,10x5-fold,
266 −-0.577715100514324,17.0,B2 K only,rep7_fold2,70.0,10x5-fold,
267 −-0.6570781933037084,17.0,B2 K only,rep7_fold3,70.0,10x5-fold,
268 −-0.5521118033697582,17.0,B2 K only,rep7_fold4,70.0,10x5-fold,
269 −-0.5828381767659178,18.0,B2 K only,rep8_fold0,69.0,10x5-fold,
270 −-0.6144580157235265,18.0,B2 K only,rep8_fold1,69.0,10x5-fold,
271 −-0.616659994437666,17.0,B2 K only,rep8_fold2,70.0,10x5-fold,
272 −-0.624088792321915,17.0,B2 K only,rep8_fold3,70.0,10x5-fold,
273 −-0.5844439826069375,17.0,B2 K only,rep8_fold4,70.0,10x5-fold,
274 −-0.6663920964067712,18.0,B2 K only,rep9_fold0,69.0,10x5-fold,
275 −,,B2 K only,rep9_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
276 −that was "
277 −-0.61663352215543,17.0,B2 K only,rep9_fold2,70.0,10x5-fold,
278 −-0.5989841600894605,17.0,B2 K only,rep9_fold3,70.0,10x5-fold,
279 −-0.5687535233371137,17.0,B2 K only,rep9_fold4,70.0,10x5-fold,
280 −-0.6224232632942309,18.0,B3 complexity,rep0_fold0,69.0,10x5-fold,
281 −,,B3 complexity,rep0_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
282 −that was "
283 −-0.548021220605251,17.0,B3 complexity,rep0_fold2,70.0,10x5-fold,
284 −-0.6185799277109469,17.0,B3 complexity,rep0_fold3,70.0,10x5-fold,
285 −-0.6551767260281819,17.0,B3 complexity,rep0_fold4,70.0,10x5-fold,
286 −-0.6280157326305398,18.0,B3 complexity,rep1_fold0,69.0,10x5-fold,
287 −-0.5974127318195985,18.0,B3 complexity,rep1_fold1,69.0,10x5-fold,
288 −-0.5779100101966184,17.0,B3 complexity,rep1_fold2,70.0,10x5-fold,
289 −-0.6265719380201763,17.0,B3 complexity,rep1_fold3,70.0,10x5-fold,
290 −-0.5998911050375249,17.0,B3 complexity,rep1_fold4,70.0,10x5-fold,
291 −-0.6229682345999569,18.0,B3 complexity,rep2_fold0,69.0,10x5-fold,
292 −-0.5527991529682255,18.0,B3 complexity,rep2_fold1,69.0,10x5-fold,
293 −-0.6918027497298345,17.0,B3 complexity,rep2_fold2,70.0,10x5-fold,
294 −-0.6243495498300767,17.0,B3 complexity,rep2_fold3,70.0,10x5-fold,
295 −-0.5486012589225445,17.0,B3 complexity,rep2_fold4,70.0,10x5-fold,
296 −-0.554348329200956,18.0,B3 complexity,rep3_fold0,69.0,10x5-fold,
297 −-0.643857038455794,18.0,B3 complexity,rep3_fold1,69.0,10x5-fold,
298 −-0.640216594325675,17.0,B3 complexity,rep3_fold2,70.0,10x5-fold,
299 −-0.6139446870181516,17.0,B3 complexity,rep3_fold3,70.0,10x5-fold,
300 −-0.5838240226168955,17.0,B3 complexity,rep3_fold4,70.0,10x5-fold,
301 −-0.6276158169789166,18.0,B3 complexity,rep4_fold0,69.0,10x5-fold,
302 −-0.7025064012583728,18.0,B3 complexity,rep4_fold1,69.0,10x5-fold,
303 −-0.5968080743238756,17.0,B3 complexity,rep4_fold2,70.0,10x5-fold,
304 −-0.5878815702260025,17.0,B3 complexity,rep4_fold3,70.0,10x5-fold,
305 −-0.555541049733102,17.0,B3 complexity,rep4_fold4,70.0,10x5-fold,
306 −-0.5825960687526403,18.0,B3 complexity,rep5_fold0,69.0,10x5-fold,
307 −-0.6458675603618614,18.0,B3 complexity,rep5_fold1,69.0,10x5-fold,
308 −-0.6318087921744449,17.0,B3 complexity,rep5_fold2,70.0,10x5-fold,
309 −-0.5805765904798559,17.0,B3 complexity,rep5_fold3,70.0,10x5-fold,
310 −-0.5898164549103526,17.0,B3 complexity,rep5_fold4,70.0,10x5-fold,
311 −-0.6488127534634986,18.0,B3 complexity,rep6_fold0,69.0,10x5-fold,
312 −-0.5598498827806732,18.0,B3 complexity,rep6_fold1,69.0,10x5-fold,
313 −-0.5631650509389547,17.0,B3 complexity,rep6_fold2,70.0,10x5-fold,
314 −-0.6340273844377895,17.0,B3 complexity,rep6_fold3,70.0,10x5-fold,
315 −-0.6344343111184253,17.0,B3 complexity,rep6_fold4,70.0,10x5-fold,
316 −-0.6495896866751387,18.0,B3 complexity,rep7_fold0,69.0,10x5-fold,
317 −-0.6201545780087081,18.0,B3 complexity,rep7_fold1,69.0,10x5-fold,
318 −-0.5766895733818591,17.0,B3 complexity,rep7_fold2,70.0,10x5-fold,
319 −-0.6526483507711919,17.0,B3 complexity,rep7_fold3,70.0,10x5-fold,
320 −-0.5520706492340092,17.0,B3 complexity,rep7_fold4,70.0,10x5-fold,
321 −-0.5837108392288399,18.0,B3 complexity,rep8_fold0,69.0,10x5-fold,
322 −-0.6148287565836799,18.0,B3 complexity,rep8_fold1,69.0,10x5-fold,
323 −-0.6173938320749792,17.0,B3 complexity,rep8_fold2,70.0,10x5-fold,
324 −-0.6243828632704121,17.0,B3 complexity,rep8_fold3,70.0,10x5-fold,
325 −-0.58370651697469,17.0,B3 complexity,rep8_fold4,70.0,10x5-fold,
326 −-0.6658135394934944,18.0,B3 complexity,rep9_fold0,69.0,10x5-fold,
327 −,,B3 complexity,rep9_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
328 −that was "
329 −-0.6160048014502761,17.0,B3 complexity,rep9_fold2,70.0,10x5-fold,
330 −-0.5994598035926632,17.0,B3 complexity,rep9_fold3,70.0,10x5-fold,
331 −-0.568713984582936,17.0,B3 complexity,rep9_fold4,70.0,10x5-fold,
332 −-0.6177748794828175,18.0,B4 persistence,rep0_fold0,69.0,10x5-fold,
333 −,,B4 persistence,rep0_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
334 −that was "
335 −-0.541350208035929,17.0,B4 persistence,rep0_fold2,70.0,10x5-fold,
336 −-0.6150391065571179,17.0,B4 persistence,rep0_fold3,70.0,10x5-fold,
337 −-0.6399410433722716,17.0,B4 persistence,rep0_fold4,70.0,10x5-fold,
338 −-0.6295697257883499,18.0,B4 persistence,rep1_fold0,69.0,10x5-fold,
339 −-0.5880278784748856,18.0,B4 persistence,rep1_fold1,69.0,10x5-fold,
340 −-0.5731604710799205,17.0,B4 persistence,rep1_fold2,70.0,10x5-fold,
341 −-0.6375013456439419,17.0,B4 persistence,rep1_fold3,70.0,10x5-fold,
342 −-0.5958581411636649,17.0,B4 persistence,rep1_fold4,70.0,10x5-fold,
343 −-0.6190718851371307,18.0,B4 persistence,rep2_fold0,69.0,10x5-fold,
344 −-0.5482486031623248,18.0,B4 persistence,rep2_fold1,69.0,10x5-fold,
345 −-0.6889472659786482,17.0,B4 persistence,rep2_fold2,70.0,10x5-fold,
346 −-0.611941560462283,17.0,B4 persistence,rep2_fold3,70.0,10x5-fold,
347 −-0.5472265352846163,17.0,B4 persistence,rep2_fold4,70.0,10x5-fold,
348 −-0.5573419404454799,18.0,B4 persistence,rep3_fold0,69.0,10x5-fold,
349 −-0.6380646732677969,18.0,B4 persistence,rep3_fold1,69.0,10x5-fold,
350 −-0.6307203306424725,17.0,B4 persistence,rep3_fold2,70.0,10x5-fold,
351 −-0.6097671103332879,17.0,B4 persistence,rep3_fold3,70.0,10x5-fold,
352 −-0.58655920179526,17.0,B4 persistence,rep3_fold4,70.0,10x5-fold,
353 −-0.6211534067439222,18.0,B4 persistence,rep4_fold0,69.0,10x5-fold,
354 −-0.6961452495181134,18.0,B4 persistence,rep4_fold1,69.0,10x5-fold,
355 −-0.5881216246876273,17.0,B4 persistence,rep4_fold2,70.0,10x5-fold,
356 −-0.5876368465571769,17.0,B4 persistence,rep4_fold3,70.0,10x5-fold,
357 −-0.5550327501500281,17.0,B4 persistence,rep4_fold4,70.0,10x5-fold,
358 −-0.5826526469530944,18.0,B4 persistence,rep5_fold0,69.0,10x5-fold,
359 −-0.6371101593952542,18.0,B4 persistence,rep5_fold1,69.0,10x5-fold,
360 −-0.6300000134772511,17.0,B4 persistence,rep5_fold2,70.0,10x5-fold,
361 −-0.5762926736158204,17.0,B4 persistence,rep5_fold3,70.0,10x5-fold,
362 −-0.5985421162868496,17.0,B4 persistence,rep5_fold4,70.0,10x5-fold,
363 −-0.652928695414056,18.0,B4 persistence,rep6_fold0,69.0,10x5-fold,
364 −-0.5551680870281747,18.0,B4 persistence,rep6_fold1,69.0,10x5-fold,
365 −-0.5643743883025886,17.0,B4 persistence,rep6_fold2,70.0,10x5-fold,
366 −-0.6273228665735541,17.0,B4 persistence,rep6_fold3,70.0,10x5-fold,
367 −-0.6269801961378364,17.0,B4 persistence,rep6_fold4,70.0,10x5-fold,
368 −-0.6397452196954947,18.0,B4 persistence,rep7_fold0,69.0,10x5-fold,
369 −-0.6162470649154671,18.0,B4 persistence,rep7_fold1,69.0,10x5-fold,
370 −-0.5647336910797054,17.0,B4 persistence,rep7_fold2,70.0,10x5-fold,
371 −-0.6445988346816625,17.0,B4 persistence,rep7_fold3,70.0,10x5-fold,
372 −-0.5518545474497174,17.0,B4 persistence,rep7_fold4,70.0,10x5-fold,
373 −-0.5816639710614425,18.0,B4 persistence,rep8_fold0,69.0,10x5-fold,
374 −-0.6104026408192657,18.0,B4 persistence,rep8_fold1,69.0,10x5-fold,
375 −-0.6230006737451382,17.0,B4 persistence,rep8_fold2,70.0,10x5-fold,
376 −-0.6211060770037978,17.0,B4 persistence,rep8_fold3,70.0,10x5-fold,
377 −-0.5788777122446616,17.0,B4 persistence,rep8_fold4,70.0,10x5-fold,
378 −-0.6798072722309922,18.0,B4 persistence,rep9_fold0,69.0,10x5-fold,
379 −,,B4 persistence,rep9_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
380 −that was "
381 −-0.6161884466742826,17.0,B4 persistence,rep9_fold2,70.0,10x5-fold,
382 −-0.5979456758715648,17.0,B4 persistence,rep9_fold3,70.0,10x5-fold,
383 −-0.5649801809335007,17.0,B4 persistence,rep9_fold4,70.0,10x5-fold,
384 −-0.6071201113987283,18.0,B5 D+K,rep0_fold0,69.0,10x5-fold,
385 −,,B5 D+K,rep0_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
386 −that was "
387 −-0.5448226199275119,17.0,B5 D+K,rep0_fold2,70.0,10x5-fold,
388 −-0.6078459568722003,17.0,B5 D+K,rep0_fold3,70.0,10x5-fold,
389 −-0.6342417651615544,17.0,B5 D+K,rep0_fold4,70.0,10x5-fold,
390 −-0.6216611883548933,18.0,B5 D+K,rep1_fold0,69.0,10x5-fold,
391 −-0.5933436332383474,18.0,B5 D+K,rep1_fold1,69.0,10x5-fold,
392 −-0.5799203552322584,17.0,B5 D+K,rep1_fold2,70.0,10x5-fold,
393 −-0.6237774969169441,17.0,B5 D+K,rep1_fold3,70.0,10x5-fold,
394 −-0.5962314074144938,17.0,B5 D+K,rep1_fold4,70.0,10x5-fold,
395 −-0.6164285456981456,18.0,B5 D+K,rep2_fold0,69.0,10x5-fold,
396 −-0.5550719506380004,18.0,B5 D+K,rep2_fold1,69.0,10x5-fold,
397 −-0.6823529488772692,17.0,B5 D+K,rep2_fold2,70.0,10x5-fold,
398 −-0.6349211354758763,17.0,B5 D+K,rep2_fold3,70.0,10x5-fold,
399 −-0.5459307682665984,17.0,B5 D+K,rep2_fold4,70.0,10x5-fold,
400 −-0.5642082627660487,18.0,B5 D+K,rep3_fold0,69.0,10x5-fold,
401 −-0.6413358094439828,18.0,B5 D+K,rep3_fold1,69.0,10x5-fold,
402 −-0.6273715788317731,17.0,B5 D+K,rep3_fold2,70.0,10x5-fold,
403 −-0.606168563492821,17.0,B5 D+K,rep3_fold3,70.0,10x5-fold,
404 −-0.5873488241907752,17.0,B5 D+K,rep3_fold4,70.0,10x5-fold,
405 −-0.6167635409415378,18.0,B5 D+K,rep4_fold0,69.0,10x5-fold,
406 −-0.6902898041346739,18.0,B5 D+K,rep4_fold1,69.0,10x5-fold,
407 −-0.590063802353847,17.0,B5 D+K,rep4_fold2,70.0,10x5-fold,
408 −-0.60149969130101,17.0,B5 D+K,rep4_fold3,70.0,10x5-fold,
409 −-0.5610610105956596,17.0,B5 D+K,rep4_fold4,70.0,10x5-fold,
410 −-0.5763076114426743,18.0,B5 D+K,rep5_fold0,69.0,10x5-fold,
411 −-0.6367410766013497,18.0,B5 D+K,rep5_fold1,69.0,10x5-fold,
412 −-0.6283237081659587,17.0,B5 D+K,rep5_fold2,70.0,10x5-fold,
413 −-0.5723113512237697,17.0,B5 D+K,rep5_fold3,70.0,10x5-fold,
414 −-0.5974104639599264,17.0,B5 D+K,rep5_fold4,70.0,10x5-fold,
415 −-0.650233537823597,18.0,B5 D+K,rep6_fold0,69.0,10x5-fold,
416 −-0.5530376972999185,18.0,B5 D+K,rep6_fold1,69.0,10x5-fold,
417 −-0.5745115580682859,17.0,B5 D+K,rep6_fold2,70.0,10x5-fold,
418 −-0.6266934184819944,17.0,B5 D+K,rep6_fold3,70.0,10x5-fold,
419 −-0.6216739607716862,17.0,B5 D+K,rep6_fold4,70.0,10x5-fold,
420 −-0.6517790474103996,18.0,B5 D+K,rep7_fold0,69.0,10x5-fold,
421 −-0.6169432515040979,18.0,B5 D+K,rep7_fold1,69.0,10x5-fold,
422 −-0.5671613279484712,17.0,B5 D+K,rep7_fold2,70.0,10x5-fold,
423 −-0.6516063601653364,17.0,B5 D+K,rep7_fold3,70.0,10x5-fold,
424 −-0.5669222689586157,17.0,B5 D+K,rep7_fold4,70.0,10x5-fold,
425 −-0.5826281169172589,18.0,B5 D+K,rep8_fold0,69.0,10x5-fold,
426 −-0.6043655684533858,18.0,B5 D+K,rep8_fold1,69.0,10x5-fold,
427 −-0.610361676935831,17.0,B5 D+K,rep8_fold2,70.0,10x5-fold,
428 −-0.6213289274365054,17.0,B5 D+K,rep8_fold3,70.0,10x5-fold,
429 −-0.580382971518139,17.0,B5 D+K,rep8_fold4,70.0,10x5-fold,
430 −-0.6811250689340757,18.0,B5 D+K,rep9_fold0,69.0,10x5-fold,
431 −,,B5 D+K,rep9_fold1,,10x5-fold,"predict requires that you use a DataFrame when predicting from a model
432 −that was "
433 −-0.6095615301133424,17.0,B5 D+K,rep9_fold2,70.0,10x5-fold,
434 −-0.5925029199463963,17.0,B5 D+K,rep9_fold3,70.0,10x5-fold,
435 −-0.5588775589829003,17.0,B5 D+K,rep9_fold4,70.0,10x5-fold,
1 +oos_loglik,n,model,fold,n_train,scheme
2 +-0.4863985102023952,4,A2 P,loo_Central_Asia,89,leave-one-macro-region-out
3 +-0.6166133226174284,23,A2 P,loo_East_Asia,70,leave-one-macro-region-out
4 +-0.5461394212003365,15,A2 P,loo_Europe,78,leave-one-macro-region-out
5 +-0.6558986957848013,10,A2 P,loo_North_Africa,83,leave-one-macro-region-out
6 +-0.6534568063077896,4,A2 P,loo_North_America,89,leave-one-macro-region-out
7 +-0.5494096956688588,3,A2 P,loo_South_America,90,leave-one-macro-region-out
8 +-0.5578368952910477,5,A2 P,loo_South_Asia,88,leave-one-macro-region-out
9 +-0.5306657089980731,7,A2 P,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
10 +-0.5909253081411068,18,A2 P,loo_Southwest_Asia,75,leave-one-macro-region-out
11 +-0.5658937895584326,4,A2 P,loo_Sub_Saharan_Africa,89,leave-one-macro-region-out
12 +-0.4892121743389306,4,B0 FE only,loo_Central_Asia,89,leave-one-macro-region-out
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18 +-0.5670621848384819,5,B0 FE only,loo_South_Asia,88,leave-one-macro-region-out
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24 +-0.5556266751918056,15,B1 D only,loo_Europe,78,leave-one-macro-region-out
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26 +-0.6530718160929676,4,B1 D only,loo_North_America,89,leave-one-macro-region-out
27 +-0.5355807122128691,3,B1 D only,loo_South_America,90,leave-one-macro-region-out
28 +-0.5604334875647103,5,B1 D only,loo_South_Asia,88,leave-one-macro-region-out
29 +-0.5247171011370838,7,B1 D only,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
30 +-0.5876861017896027,18,B1 D only,loo_Southwest_Asia,75,leave-one-macro-region-out
31 +-0.5618563407255517,4,B1 D only,loo_Sub_Saharan_Africa,89,leave-one-macro-region-out
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33 +-0.6260582499031354,23,B2 K only,loo_East_Asia,70,leave-one-macro-region-out
34 +-0.5477305776079607,15,B2 K only,loo_Europe,78,leave-one-macro-region-out
35 +-0.6593836398859183,10,B2 K only,loo_North_Africa,83,leave-one-macro-region-out
36 +-0.6979308625922402,4,B2 K only,loo_North_America,89,leave-one-macro-region-out
37 +-0.5507344882259749,3,B2 K only,loo_South_America,90,leave-one-macro-region-out
38 +-0.5675383997887671,5,B2 K only,loo_South_Asia,88,leave-one-macro-region-out
39 +-0.580212907088958,7,B2 K only,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
40 +-0.5943948394992884,18,B2 K only,loo_Southwest_Asia,75,leave-one-macro-region-out
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42 +-0.48874736633636673,4,B3 complexity,loo_Central_Asia,89,leave-one-macro-region-out
43 +-0.6267837142901096,23,B3 complexity,loo_East_Asia,70,leave-one-macro-region-out
44 +-0.5479344497965566,15,B3 complexity,loo_Europe,78,leave-one-macro-region-out
45 +-0.6598733532216607,10,B3 complexity,loo_North_Africa,83,leave-one-macro-region-out
46 +-0.7011544303415017,4,B3 complexity,loo_North_America,89,leave-one-macro-region-out
47 +-0.5503228717879296,3,B3 complexity,loo_South_America,90,leave-one-macro-region-out
48 +-0.5657524463574177,5,B3 complexity,loo_South_Asia,88,leave-one-macro-region-out
49 +-0.5776803560758247,7,B3 complexity,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
50 +-0.5949651774388359,18,B3 complexity,loo_Southwest_Asia,75,leave-one-macro-region-out
51 +-0.6055831023524705,4,B3 complexity,loo_Sub_Saharan_Africa,89,leave-one-macro-region-out
52 +-0.4829544089351404,4,B4 persistence,loo_Central_Asia,89,leave-one-macro-region-out
53 +-0.6233123063470912,23,B4 persistence,loo_East_Asia,70,leave-one-macro-region-out
54 +-0.553011295044539,15,B4 persistence,loo_Europe,78,leave-one-macro-region-out
55 +-0.6530969076833154,10,B4 persistence,loo_North_Africa,83,leave-one-macro-region-out
56 +-0.6869099507412111,4,B4 persistence,loo_North_America,89,leave-one-macro-region-out
57 +-0.5451688887985835,3,B4 persistence,loo_South_America,90,leave-one-macro-region-out
58 +-0.5609693206878914,5,B4 persistence,loo_South_Asia,88,leave-one-macro-region-out
59 +-0.5639183822948616,7,B4 persistence,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
60 +-0.5953212451624995,18,B4 persistence,loo_Southwest_Asia,75,leave-one-macro-region-out
61 +-0.598977727789005,4,B4 persistence,loo_Sub_Saharan_Africa,89,leave-one-macro-region-out
62 +-0.4812372007023369,4,B5 D+K,loo_Central_Asia,89,leave-one-macro-region-out
63 +-0.6141995658337153,23,B5 D+K,loo_East_Asia,70,leave-one-macro-region-out
64 +-0.5560791467344729,15,B5 D+K,loo_Europe,78,leave-one-macro-region-out
65 +-0.645582962037851,10,B5 D+K,loo_North_Africa,83,leave-one-macro-region-out
66 +-0.6503472521110671,4,B5 D+K,loo_North_America,89,leave-one-macro-region-out
67 +-0.5367923719111669,3,B5 D+K,loo_South_America,90,leave-one-macro-region-out
68 +-0.5592192953717521,5,B5 D+K,loo_South_Asia,88,leave-one-macro-region-out
69 +-0.522862537365376,7,B5 D+K,loo_Southeast_Asia_Oceania,86,leave-one-macro-region-out
70 +-0.5880234830903966,18,B5 D+K,loo_Southwest_Asia,75,leave-one-macro-region-out
71 +-0.5599915463045968,4,B5 D+K,loo_Sub_Saharan_Africa,89,leave-one-macro-region-out
72 +-0.6378724753868233,19,A2 P,rep0_fold0,74,10x5-fold
73 +-0.6476438045436628,17,A2 P,rep0_fold1,76,10x5-fold
74 +-0.6722841867465483,19,A2 P,rep0_fold2,74,10x5-fold
75 +-0.558168443331959,19,A2 P,rep0_fold3,74,10x5-fold
76 +-0.5750489107772118,19,A2 P,rep0_fold4,74,10x5-fold
77 +-0.553072136633415,19,A2 P,rep1_fold0,74,10x5-fold
78 +-0.5638583811530476,19,A2 P,rep1_fold1,74,10x5-fold
79 +-0.626310212866657,19,A2 P,rep1_fold2,74,10x5-fold
80 +-0.5934845970355244,19,A2 P,rep1_fold3,74,10x5-fold
81 +-0.6436420682883632,17,A2 P,rep1_fold4,76,10x5-fold
82 +-0.5883219501792204,20,A2 P,rep2_fold0,73,10x5-fold
83 +-0.6117323103459469,19,A2 P,rep2_fold1,74,10x5-fold
84 +-0.5719274911142231,18,A2 P,rep2_fold2,75,10x5-fold
85 +-0.6033485740794418,18,A2 P,rep2_fold3,75,10x5-fold
86 +-0.6234943648902918,18,A2 P,rep2_fold4,75,10x5-fold
87 +-0.656109862407513,18,A2 P,rep3_fold0,75,10x5-fold
88 +-0.557158615911579,18,A2 P,rep3_fold1,75,10x5-fold
89 +-0.5947381994626586,19,A2 P,rep3_fold2,74,10x5-fold
90 +-0.6200023994054562,18,A2 P,rep3_fold3,75,10x5-fold
91 +-0.5803530149726879,20,A2 P,rep3_fold4,73,10x5-fold
92 +-0.5872443079593692,19,A2 P,rep4_fold0,74,10x5-fold
93 +-0.5985389342326792,19,A2 P,rep4_fold1,74,10x5-fold
94 +-0.6113931721361338,18,A2 P,rep4_fold2,75,10x5-fold
95 +-0.5544720060532792,19,A2 P,rep4_fold3,74,10x5-fold
96 +-0.6419570238504169,18,A2 P,rep4_fold4,75,10x5-fold
97 +-0.6207672336595869,18,A2 P,rep5_fold0,75,10x5-fold
98 +-0.5966481439941131,19,A2 P,rep5_fold1,74,10x5-fold
99 +-0.6397512260757561,18,A2 P,rep5_fold2,75,10x5-fold
100 +-0.5266556605025304,20,A2 P,rep5_fold3,73,10x5-fold
101 +-0.6101371876347584,18,A2 P,rep5_fold4,75,10x5-fold
102 +-0.5412999530659527,20,A2 P,rep6_fold0,73,10x5-fold
103 +-0.585538046053729,19,A2 P,rep6_fold1,74,10x5-fold
104 +-0.5300611673974372,18,A2 P,rep6_fold2,75,10x5-fold
105 +-0.6132442972303742,18,A2 P,rep6_fold3,75,10x5-fold
106 +-0.6991703846772523,18,A2 P,rep6_fold4,75,10x5-fold
107 +-0.6362081546966806,17,A2 P,rep7_fold0,76,10x5-fold
108 +-0.6959225153371932,19,A2 P,rep7_fold1,74,10x5-fold
109 +-0.557278415572337,19,A2 P,rep7_fold2,74,10x5-fold
110 +-0.5383011727515022,20,A2 P,rep7_fold3,73,10x5-fold
111 +-0.6300579462596528,18,A2 P,rep7_fold4,75,10x5-fold
112 +-0.6126164864966035,18,A2 P,rep8_fold0,75,10x5-fold
113 +-0.6776484750924084,18,A2 P,rep8_fold1,75,10x5-fold
114 +-0.5723861193417171,19,A2 P,rep8_fold2,74,10x5-fold
115 +-0.5690265979307906,19,A2 P,rep8_fold3,74,10x5-fold
116 +-0.5773948857031158,19,A2 P,rep8_fold4,74,10x5-fold
117 +-0.535280925329609,19,A2 P,rep9_fold0,74,10x5-fold
118 +-0.6055332623146835,19,A2 P,rep9_fold1,74,10x5-fold
119 +-0.6039418797952539,18,A2 P,rep9_fold2,75,10x5-fold
120 +-0.6320159147811587,18,A2 P,rep9_fold3,75,10x5-fold
121 +-0.6203519735463313,19,A2 P,rep9_fold4,74,10x5-fold
122 +-0.6785113570742274,19,B0 FE only,rep0_fold0,74,10x5-fold
123 +-0.6627742444905758,17,B0 FE only,rep0_fold1,76,10x5-fold
124 +-0.6808175851310345,19,B0 FE only,rep0_fold2,74,10x5-fold
125 +-0.5601268745776017,19,B0 FE only,rep0_fold3,74,10x5-fold
126 +-0.5859549259034864,19,B0 FE only,rep0_fold4,74,10x5-fold
127 +-0.5652917767428121,19,B0 FE only,rep1_fold0,74,10x5-fold
128 +-0.5689952222647577,19,B0 FE only,rep1_fold1,74,10x5-fold
129 +-0.6402971722088028,19,B0 FE only,rep1_fold2,74,10x5-fold
130 +-0.5924832697673466,19,B0 FE only,rep1_fold3,74,10x5-fold
131 +-0.6563047572356738,17,B0 FE only,rep1_fold4,76,10x5-fold
132 +-0.5946828408558984,20,B0 FE only,rep2_fold0,73,10x5-fold
133 +-0.6189965169844655,19,B0 FE only,rep2_fold1,74,10x5-fold
134 +-0.5725319374178143,18,B0 FE only,rep2_fold2,75,10x5-fold
135 +-0.5910436731162775,18,B0 FE only,rep2_fold3,75,10x5-fold
136 +-0.6327432028824488,18,B0 FE only,rep2_fold4,75,10x5-fold
137 +-0.6589490833304797,18,B0 FE only,rep3_fold0,75,10x5-fold
138 +-0.5640793689927075,18,B0 FE only,rep3_fold1,75,10x5-fold
139 +-0.6065870671193895,19,B0 FE only,rep3_fold2,74,10x5-fold
140 +-0.6267661863678218,18,B0 FE only,rep3_fold3,75,10x5-fold
141 +-0.5905053756198214,20,B0 FE only,rep3_fold4,73,10x5-fold
142 +-0.5978968779595755,19,B0 FE only,rep4_fold0,74,10x5-fold
143 +-0.6053845679138585,19,B0 FE only,rep4_fold1,74,10x5-fold
144 +-0.6115485612433651,18,B0 FE only,rep4_fold2,75,10x5-fold
145 +-0.564873132879744,19,B0 FE only,rep4_fold3,74,10x5-fold
146 +-0.6522727747291481,18,B0 FE only,rep4_fold4,75,10x5-fold
147 +-0.636414272535366,18,B0 FE only,rep5_fold0,75,10x5-fold
148 +-0.5947360345601029,19,B0 FE only,rep5_fold1,74,10x5-fold
149 +-0.6499070428390907,18,B0 FE only,rep5_fold2,75,10x5-fold
150 +-0.5250887869392054,20,B0 FE only,rep5_fold3,73,10x5-fold
151 +-0.6318233675530855,18,B0 FE only,rep5_fold4,75,10x5-fold
152 +-0.5521073305190212,20,B0 FE only,rep6_fold0,73,10x5-fold
153 +-0.5919122421442115,19,B0 FE only,rep6_fold1,74,10x5-fold
154 +-0.5337703887191214,18,B0 FE only,rep6_fold2,75,10x5-fold
155 +-0.6236137172391328,18,B0 FE only,rep6_fold3,75,10x5-fold
156 +-0.7049140457464247,18,B0 FE only,rep6_fold4,75,10x5-fold
157 +-0.644855559978993,17,B0 FE only,rep7_fold0,76,10x5-fold
158 +-0.7046229534579819,19,B0 FE only,rep7_fold1,74,10x5-fold
159 +-0.5400887581411766,19,B0 FE only,rep7_fold2,74,10x5-fold
160 +-0.5446441896236986,20,B0 FE only,rep7_fold3,73,10x5-fold
161 +-0.6710479822860658,18,B0 FE only,rep7_fold4,75,10x5-fold
162 +-0.6102553756976724,18,B0 FE only,rep8_fold0,75,10x5-fold
163 +-0.6815279293780482,18,B0 FE only,rep8_fold1,75,10x5-fold
164 +-0.5643261768453831,19,B0 FE only,rep8_fold2,74,10x5-fold
165 +-0.5727934145606224,19,B0 FE only,rep8_fold3,74,10x5-fold
166 +-0.5877778408134525,19,B0 FE only,rep8_fold4,74,10x5-fold
167 +-0.5388195852281443,19,B0 FE only,rep9_fold0,74,10x5-fold
168 +-0.6335145480962255,19,B0 FE only,rep9_fold1,74,10x5-fold
169 +-0.6182810064205335,18,B0 FE only,rep9_fold2,75,10x5-fold
170 +-0.6449700931487307,18,B0 FE only,rep9_fold3,75,10x5-fold
171 +-0.6210108439503512,19,B0 FE only,rep9_fold4,74,10x5-fold
172 +-0.6356854447252611,19,B1 D only,rep0_fold0,74,10x5-fold
173 +-0.6553211776770863,17,B1 D only,rep0_fold1,76,10x5-fold
174 +-0.6679381700412771,19,B1 D only,rep0_fold2,74,10x5-fold
175 +-0.5564535853335865,19,B1 D only,rep0_fold3,74,10x5-fold
176 +-0.5688101680099225,19,B1 D only,rep0_fold4,74,10x5-fold
177 +-0.5578407746318227,19,B1 D only,rep1_fold0,74,10x5-fold
178 +-0.5627905272673703,19,B1 D only,rep1_fold1,74,10x5-fold
179 +-0.6262507576985021,19,B1 D only,rep1_fold2,74,10x5-fold
180 +-0.5904495495870067,19,B1 D only,rep1_fold3,74,10x5-fold
181 +-0.6445472687145267,17,B1 D only,rep1_fold4,76,10x5-fold
182 +-0.584933249427394,20,B1 D only,rep2_fold0,73,10x5-fold
183 +-0.6197009772503428,19,B1 D only,rep2_fold1,74,10x5-fold
184 +-0.5679934940065683,18,B1 D only,rep2_fold2,75,10x5-fold
185 +-0.6049902452913467,18,B1 D only,rep2_fold3,75,10x5-fold
186 +-0.6217676789178803,18,B1 D only,rep2_fold4,75,10x5-fold
187 +-0.6540509119804404,18,B1 D only,rep3_fold0,75,10x5-fold
188 +-0.5580724206483056,18,B1 D only,rep3_fold1,75,10x5-fold
189 +-0.5963334441829446,19,B1 D only,rep3_fold2,74,10x5-fold
190 +-0.6145040492354771,18,B1 D only,rep3_fold3,75,10x5-fold
191 +-0.5831753017647058,20,B1 D only,rep3_fold4,73,10x5-fold
192 +-0.5833347514321969,19,B1 D only,rep4_fold0,74,10x5-fold
193 +-0.5940569919637817,19,B1 D only,rep4_fold1,74,10x5-fold
194 +-0.616658878178323,18,B1 D only,rep4_fold2,75,10x5-fold
195 +-0.5599071121958769,19,B1 D only,rep4_fold3,74,10x5-fold
196 +-0.6417955388754584,18,B1 D only,rep4_fold4,75,10x5-fold
197 +-0.6236695730365845,18,B1 D only,rep5_fold0,75,10x5-fold
198 +-0.5949552563760175,19,B1 D only,rep5_fold1,74,10x5-fold
199 +-0.6393065424446964,18,B1 D only,rep5_fold2,75,10x5-fold
200 +-0.5249632919529578,20,B1 D only,rep5_fold3,73,10x5-fold
201 +-0.6119402007516135,18,B1 D only,rep5_fold4,75,10x5-fold
202 +-0.5409178038460863,20,B1 D only,rep6_fold0,73,10x5-fold
203 +-0.5960472611966452,19,B1 D only,rep6_fold1,74,10x5-fold
204 +-0.5208047818462161,18,B1 D only,rep6_fold2,75,10x5-fold
205 +-0.606959800218638,18,B1 D only,rep6_fold3,75,10x5-fold
206 +-0.7021282225573476,18,B1 D only,rep6_fold4,75,10x5-fold
207 +-0.6338286454608977,17,B1 D only,rep7_fold0,76,10x5-fold
208 +-0.7011843072576646,19,B1 D only,rep7_fold1,74,10x5-fold
209 +-0.5445052661624574,19,B1 D only,rep7_fold2,74,10x5-fold
210 +-0.5325404448041982,20,B1 D only,rep7_fold3,73,10x5-fold
211 +-0.6318024333903307,18,B1 D only,rep7_fold4,75,10x5-fold
212 +-0.6116646610222912,18,B1 D only,rep8_fold0,75,10x5-fold
213 +-0.6685797216651185,18,B1 D only,rep8_fold1,75,10x5-fold
214 +-0.5643918843318513,19,B1 D only,rep8_fold2,74,10x5-fold
215 +-0.5723092393157977,19,B1 D only,rep8_fold3,74,10x5-fold
216 +-0.5791633044441097,19,B1 D only,rep8_fold4,74,10x5-fold
217 +-0.5389448601448642,19,B1 D only,rep9_fold0,74,10x5-fold
218 +-0.6079807602848534,19,B1 D only,rep9_fold1,74,10x5-fold
219 +-0.6095520213859511,18,B1 D only,rep9_fold2,75,10x5-fold
220 +-0.6313563418603431,18,B1 D only,rep9_fold3,75,10x5-fold
221 +-0.6158644011981763,19,B1 D only,rep9_fold4,74,10x5-fold
222 +-0.6794162410679633,19,B2 K only,rep0_fold0,74,10x5-fold
223 +-0.6752333352285095,17,B2 K only,rep0_fold1,76,10x5-fold
224 +-0.6810527273025005,19,B2 K only,rep0_fold2,74,10x5-fold
225 +-0.5611212006291333,19,B2 K only,rep0_fold3,74,10x5-fold
226 +-0.5866475458100563,19,B2 K only,rep0_fold4,74,10x5-fold
227 +-0.5684592850762812,19,B2 K only,rep1_fold0,74,10x5-fold
228 +-0.5685999683892149,19,B2 K only,rep1_fold1,74,10x5-fold
229 +-0.6410171866693567,19,B2 K only,rep1_fold2,74,10x5-fold
230 +-0.5925243419445171,19,B2 K only,rep1_fold3,74,10x5-fold
231 +-0.6568158962592102,17,B2 K only,rep1_fold4,76,10x5-fold
232 +-0.5983340396692196,20,B2 K only,rep2_fold0,73,10x5-fold
233 +-0.6228132983555745,19,B2 K only,rep2_fold1,74,10x5-fold
234 +-0.5715759954217449,18,B2 K only,rep2_fold2,75,10x5-fold
235 +-0.5978375881583571,18,B2 K only,rep2_fold3,75,10x5-fold
236 +-0.6331933446211148,18,B2 K only,rep2_fold4,75,10x5-fold
237 +-0.6598134632702075,18,B2 K only,rep3_fold0,75,10x5-fold
238 +-0.5655365751237913,18,B2 K only,rep3_fold1,75,10x5-fold
239 +-0.6086740111389098,19,B2 K only,rep3_fold2,74,10x5-fold
240 +-0.6285006043690673,18,B2 K only,rep3_fold3,75,10x5-fold
241 +-0.5919101353752837,20,B2 K only,rep3_fold4,73,10x5-fold
242 +-0.610268506647847,19,B2 K only,rep4_fold0,74,10x5-fold
243 +-0.6081042250157828,19,B2 K only,rep4_fold1,74,10x5-fold
244 +-0.6115698596799015,18,B2 K only,rep4_fold2,75,10x5-fold
245 +-0.5679022449658021,19,B2 K only,rep4_fold3,74,10x5-fold
246 +-0.6522888622674122,18,B2 K only,rep4_fold4,75,10x5-fold
247 +-0.6397534146861698,18,B2 K only,rep5_fold0,75,10x5-fold
248 +-0.5963569948403069,19,B2 K only,rep5_fold1,74,10x5-fold
249 +-0.6499269897313157,18,B2 K only,rep5_fold2,75,10x5-fold
250 +-0.5261217125726229,20,B2 K only,rep5_fold3,73,10x5-fold
251 +-0.6333220913196165,18,B2 K only,rep5_fold4,75,10x5-fold
252 +-0.5528256833594891,20,B2 K only,rep6_fold0,73,10x5-fold
253 +-0.5947018431493715,19,B2 K only,rep6_fold1,74,10x5-fold
254 +-0.5452391361722131,18,B2 K only,rep6_fold2,75,10x5-fold
255 +-0.6298086124259137,18,B2 K only,rep6_fold3,75,10x5-fold
256 +-0.7059924426866322,18,B2 K only,rep6_fold4,75,10x5-fold
257 +-0.6456210440967394,17,B2 K only,rep7_fold0,76,10x5-fold
258 +-0.7115715864301222,19,B2 K only,rep7_fold1,74,10x5-fold
259 +-0.5415546204100566,19,B2 K only,rep7_fold2,74,10x5-fold
260 +-0.5453876798903289,20,B2 K only,rep7_fold3,73,10x5-fold
261 +-0.6709700310627044,18,B2 K only,rep7_fold4,75,10x5-fold
262 +-0.6114446116776894,18,B2 K only,rep8_fold0,75,10x5-fold
263 +-0.6923525658459138,18,B2 K only,rep8_fold1,75,10x5-fold
264 +-0.5643538323113253,19,B2 K only,rep8_fold2,74,10x5-fold
265 +-0.5744530208085011,19,B2 K only,rep8_fold3,74,10x5-fold
266 +-0.5896587645068391,19,B2 K only,rep8_fold4,74,10x5-fold
267 +-0.5406660120770627,19,B2 K only,rep9_fold0,74,10x5-fold
268 +-0.6333437912062119,19,B2 K only,rep9_fold1,74,10x5-fold
269 +-0.6245554325764014,18,B2 K only,rep9_fold2,75,10x5-fold
270 +-0.6452464695901153,18,B2 K only,rep9_fold3,75,10x5-fold
271 +-0.6244227367326036,19,B2 K only,rep9_fold4,74,10x5-fold
272 +-0.6782720270006548,19,B3 complexity,rep0_fold0,74,10x5-fold
273 +-0.6664715603728109,17,B3 complexity,rep0_fold1,76,10x5-fold
274 +-0.6804947467624988,19,B3 complexity,rep0_fold2,74,10x5-fold
275 +-0.5601333397027236,19,B3 complexity,rep0_fold3,74,10x5-fold
276 +-0.5858671257564613,19,B3 complexity,rep0_fold4,74,10x5-fold
277 +-0.5650370769304913,19,B3 complexity,rep1_fold0,74,10x5-fold
278 +-0.5688121258934972,19,B3 complexity,rep1_fold1,74,10x5-fold
279 +-0.6446838490401826,19,B3 complexity,rep1_fold2,74,10x5-fold
280 +-0.5931417836793563,19,B3 complexity,rep1_fold3,74,10x5-fold
281 +-0.6581770201164792,17,B3 complexity,rep1_fold4,76,10x5-fold
282 +-0.6032385483625,20,B3 complexity,rep2_fold0,73,10x5-fold
283 +-0.6206198499452557,19,B3 complexity,rep2_fold1,74,10x5-fold
284 +-0.5716771075714067,18,B3 complexity,rep2_fold2,75,10x5-fold
285 +-0.6032394197687556,18,B3 complexity,rep2_fold3,75,10x5-fold
286 +-0.6332712113893304,18,B3 complexity,rep2_fold4,75,10x5-fold
287 +-0.660589299714756,18,B3 complexity,rep3_fold0,75,10x5-fold
288 +-0.5667623180967009,18,B3 complexity,rep3_fold1,75,10x5-fold
289 +-0.6096062317894603,19,B3 complexity,rep3_fold2,74,10x5-fold
290 +-0.6268650104471554,18,B3 complexity,rep3_fold3,75,10x5-fold
291 +-0.5904061169240384,20,B3 complexity,rep3_fold4,73,10x5-fold
292 +-0.6042762820259596,19,B3 complexity,rep4_fold0,74,10x5-fold
293 +-0.6078027970898242,19,B3 complexity,rep4_fold1,74,10x5-fold
294 +-0.6118997354825901,18,B3 complexity,rep4_fold2,75,10x5-fold
295 +-0.5655932843836615,19,B3 complexity,rep4_fold3,74,10x5-fold
296 +-0.6528022207657026,18,B3 complexity,rep4_fold4,75,10x5-fold
297 +-0.63680268258605,18,B3 complexity,rep5_fold0,75,10x5-fold
298 +-0.5951262498626473,19,B3 complexity,rep5_fold1,74,10x5-fold
299 +-0.6507694427513745,18,B3 complexity,rep5_fold2,75,10x5-fold
300 +-0.524882759645932,20,B3 complexity,rep5_fold3,73,10x5-fold
301 +-0.6325532752789995,18,B3 complexity,rep5_fold4,75,10x5-fold
302 +-0.5524999674270533,20,B3 complexity,rep6_fold0,73,10x5-fold
303 +-0.5946803049166622,19,B3 complexity,rep6_fold1,74,10x5-fold
304 +-0.5478815726325732,18,B3 complexity,rep6_fold2,75,10x5-fold
305 +-0.6310749317752484,18,B3 complexity,rep6_fold3,75,10x5-fold
306 +-0.7049196236105723,18,B3 complexity,rep6_fold4,75,10x5-fold
307 +-0.6448428775388669,17,B3 complexity,rep7_fold0,76,10x5-fold
308 +-0.7113579003755159,19,B3 complexity,rep7_fold1,74,10x5-fold
309 +-0.5398588099695848,19,B3 complexity,rep7_fold2,74,10x5-fold
310 +-0.5470172534876638,20,B3 complexity,rep7_fold3,73,10x5-fold
311 +-0.6726137128632598,18,B3 complexity,rep7_fold4,75,10x5-fold
312 +-0.6110655707019442,18,B3 complexity,rep8_fold0,75,10x5-fold
313 +-0.6942024879857703,18,B3 complexity,rep8_fold1,75,10x5-fold
314 +-0.5641770375316484,19,B3 complexity,rep8_fold2,74,10x5-fold
315 +-0.5786780426007944,19,B3 complexity,rep8_fold3,74,10x5-fold
316 +-0.590758760190815,19,B3 complexity,rep8_fold4,74,10x5-fold
317 +-0.5436653478281098,19,B3 complexity,rep9_fold0,74,10x5-fold
318 +-0.6341060948474395,19,B3 complexity,rep9_fold1,74,10x5-fold
319 +-0.623922218882318,18,B3 complexity,rep9_fold2,75,10x5-fold
320 +-0.6448090874663114,18,B3 complexity,rep9_fold3,75,10x5-fold
321 +-0.6225350987601201,19,B3 complexity,rep9_fold4,74,10x5-fold
322 +-0.671985164747131,19,B4 persistence,rep0_fold0,74,10x5-fold
323 +-0.6582322691892459,17,B4 persistence,rep0_fold1,76,10x5-fold
324 +-0.6735242415042979,19,B4 persistence,rep0_fold2,74,10x5-fold
325 +-0.5576017586396346,19,B4 persistence,rep0_fold3,74,10x5-fold
326 +-0.580759589149185,19,B4 persistence,rep0_fold4,74,10x5-fold
327 +-0.5633034046366819,19,B4 persistence,rep1_fold0,74,10x5-fold
328 +-0.5632829325041058,19,B4 persistence,rep1_fold1,74,10x5-fold
329 +-0.6351330149989289,19,B4 persistence,rep1_fold2,74,10x5-fold
330 +-0.5927035550010715,19,B4 persistence,rep1_fold3,74,10x5-fold
331 +-0.6502583137429893,17,B4 persistence,rep1_fold4,76,10x5-fold
332 +-0.5975777994496894,20,B4 persistence,rep2_fold0,73,10x5-fold
333 +-0.6146894856889363,19,B4 persistence,rep2_fold1,74,10x5-fold
334 +-0.5664857536847796,18,B4 persistence,rep2_fold2,75,10x5-fold
335 +-0.5881312659296789,18,B4 persistence,rep2_fold3,75,10x5-fold
336 +-0.6297036700907955,18,B4 persistence,rep2_fold4,75,10x5-fold
337 +-0.6619913803481575,18,B4 persistence,rep3_fold0,75,10x5-fold
338 +-0.5614865927328828,18,B4 persistence,rep3_fold1,75,10x5-fold
339 +-0.6018874550671651,19,B4 persistence,rep3_fold2,74,10x5-fold
340 +-0.6189338937968742,18,B4 persistence,rep3_fold3,75,10x5-fold
341 +-0.5886984632291674,20,B4 persistence,rep3_fold4,73,10x5-fold
342 +-0.5927450878182084,19,B4 persistence,rep4_fold0,74,10x5-fold
343 +-0.598778991085936,19,B4 persistence,rep4_fold1,74,10x5-fold
344 +-0.6116579228459538,18,B4 persistence,rep4_fold2,75,10x5-fold
345 +-0.5624758831746948,19,B4 persistence,rep4_fold3,74,10x5-fold
346 +-0.6453306053080126,18,B4 persistence,rep4_fold4,75,10x5-fold
347 +-0.6311865271208418,18,B4 persistence,rep5_fold0,75,10x5-fold
348 +-0.6020541294621151,19,B4 persistence,rep5_fold1,74,10x5-fold
349 +-0.6541112465538,18,B4 persistence,rep5_fold2,75,10x5-fold
350 +-0.5209835704860011,20,B4 persistence,rep5_fold3,73,10x5-fold
351 +-0.6248240233639719,18,B4 persistence,rep5_fold4,75,10x5-fold
352 +-0.5485244586179201,20,B4 persistence,rep6_fold0,73,10x5-fold
353 +-0.5896579558810591,19,B4 persistence,rep6_fold1,74,10x5-fold
354 +-0.5289368789051853,18,B4 persistence,rep6_fold2,75,10x5-fold
355 +-0.6192830925910812,18,B4 persistence,rep6_fold3,75,10x5-fold
356 +-0.7137694562981892,18,B4 persistence,rep6_fold4,75,10x5-fold
357 +-0.6422026456270938,17,B4 persistence,rep7_fold0,76,10x5-fold
358 +-0.7027488241129795,19,B4 persistence,rep7_fold1,74,10x5-fold
359 +-0.5411451988967334,19,B4 persistence,rep7_fold2,74,10x5-fold
360 +-0.539522713586498,20,B4 persistence,rep7_fold3,73,10x5-fold
361 +-0.6590032566537575,18,B4 persistence,rep7_fold4,75,10x5-fold
362 +-0.6225616782357821,18,B4 persistence,rep8_fold0,75,10x5-fold
363 +-0.6780312410586735,18,B4 persistence,rep8_fold1,75,10x5-fold
364 +-0.5620546706652177,19,B4 persistence,rep8_fold2,74,10x5-fold
365 +-0.5711418679988245,19,B4 persistence,rep8_fold3,74,10x5-fold
366 +-0.5832363994567088,19,B4 persistence,rep8_fold4,74,10x5-fold
367 +-0.5345815408150943,19,B4 persistence,rep9_fold0,74,10x5-fold
368 +-0.6243650997622889,19,B4 persistence,rep9_fold1,74,10x5-fold
369 +-0.6137189154704589,18,B4 persistence,rep9_fold2,75,10x5-fold
370 +-0.6407980460796847,18,B4 persistence,rep9_fold3,75,10x5-fold
371 +-0.6208565323773663,19,B4 persistence,rep9_fold4,74,10x5-fold
372 +-0.6337948842819158,19,B5 D+K,rep0_fold0,74,10x5-fold
373 +-0.6596753404433631,17,B5 D+K,rep0_fold1,76,10x5-fold
374 +-0.6692213522232436,19,B5 D+K,rep0_fold2,74,10x5-fold
375 +-0.5567168597634137,19,B5 D+K,rep0_fold3,74,10x5-fold
376 +-0.5721943483073698,19,B5 D+K,rep0_fold4,74,10x5-fold
377 +-0.5591026304247548,19,B5 D+K,rep1_fold0,74,10x5-fold
378 +-0.5631897242368877,19,B5 D+K,rep1_fold1,74,10x5-fold
379 +-0.6261084864620554,19,B5 D+K,rep1_fold2,74,10x5-fold
380 +-0.5920110809571945,19,B5 D+K,rep1_fold3,74,10x5-fold
381 +-0.6435381227283641,17,B5 D+K,rep1_fold4,76,10x5-fold
382 +-0.5872466822190383,20,B5 D+K,rep2_fold0,73,10x5-fold
383 +-0.6211811256606243,19,B5 D+K,rep2_fold1,74,10x5-fold
384 +-0.5685072251963441,18,B5 D+K,rep2_fold2,75,10x5-fold
385 +-0.6054449025341113,18,B5 D+K,rep2_fold3,75,10x5-fold
386 +-0.6221258470593989,18,B5 D+K,rep2_fold4,75,10x5-fold
387 +-0.6548442428965751,18,B5 D+K,rep3_fold0,75,10x5-fold
388 +-0.5577859789586922,18,B5 D+K,rep3_fold1,75,10x5-fold
389 +-0.5951273764464787,19,B5 D+K,rep3_fold2,74,10x5-fold
390 +-0.6167510261573316,18,B5 D+K,rep3_fold3,75,10x5-fold
391 +-0.5828881223316793,20,B5 D+K,rep3_fold4,73,10x5-fold
392 +-0.5953416377187439,19,B5 D+K,rep4_fold0,74,10x5-fold
393 +-0.5976548390819251,19,B5 D+K,rep4_fold1,74,10x5-fold
394 +-0.6157384171455546,18,B5 D+K,rep4_fold2,75,10x5-fold
395 +-0.5560487791224314,19,B5 D+K,rep4_fold3,74,10x5-fold
396 +-0.6412271540719632,18,B5 D+K,rep4_fold4,75,10x5-fold
397 +-0.6242459138566026,18,B5 D+K,rep5_fold0,75,10x5-fold
398 +-0.5958904248518524,19,B5 D+K,rep5_fold1,74,10x5-fold
399 +-0.6385934101737542,18,B5 D+K,rep5_fold2,75,10x5-fold
400 +-0.5249694823728337,20,B5 D+K,rep5_fold3,73,10x5-fold
401 +-0.6105819186162433,18,B5 D+K,rep5_fold4,75,10x5-fold
402 +-0.5405701733448982,20,B5 D+K,rep6_fold0,73,10x5-fold
403 +-0.5969800644402191,19,B5 D+K,rep6_fold1,74,10x5-fold
404 +-0.5337580106622606,18,B5 D+K,rep6_fold2,75,10x5-fold
405 +-0.6133796880055206,18,B5 D+K,rep6_fold3,75,10x5-fold
406 +-0.7015359359689189,18,B5 D+K,rep6_fold4,75,10x5-fold
407 +-0.6348404643046642,17,B5 D+K,rep7_fold0,76,10x5-fold
408 +-0.7013263206291614,19,B5 D+K,rep7_fold1,74,10x5-fold
409 +-0.5520701716423618,19,B5 D+K,rep7_fold2,74,10x5-fold
410 +-0.5338125532883111,20,B5 D+K,rep7_fold3,73,10x5-fold
411 +-0.6274481073771072,18,B5 D+K,rep7_fold4,75,10x5-fold
412 +-0.6123948039475721,18,B5 D+K,rep8_fold0,75,10x5-fold
413 +-0.6798217477880797,18,B5 D+K,rep8_fold1,75,10x5-fold
414 +-0.5699974946711587,19,B5 D+K,rep8_fold2,74,10x5-fold
415 +-0.5721301963253125,19,B5 D+K,rep8_fold3,74,10x5-fold
416 +-0.5787699185206181,19,B5 D+K,rep8_fold4,74,10x5-fold
417 +-0.5386548821922236,19,B5 D+K,rep9_fold0,74,10x5-fold
418 +-0.6042877935927196,19,B5 D+K,rep9_fold1,74,10x5-fold
419 +-0.610654978308027,18,B5 D+K,rep9_fold2,75,10x5-fold
420 +-0.6306542871932357,18,B5 D+K,rep9_fold3,75,10x5-fold
421 +-0.6181047939706994,19,B5 D+K,rep9_fold4,74,10x5-fold
modified results/empirical/h2_seshat_cv_folds_binary.csv +351 −358
@@ -1,358 +1,351 @@
1 −oos_loglik,brier,n,events,auc,calibration_slope,calibration_intercept,model,fold,n_train,error
2 −-1.6147278603128579,0.3477243093646753,18.0,16.0,0.4375,0.038878271738374166,2.026196590725106,A2 P,rep0_fold0,68.0,
3 −-0.42441452306857363,0.1520988690137464,17.0,13.0,0.8461538461538461,1.2521074991479944,-1.0679246732517913,A2 P,rep0_fold1,69.0,
4 −-1.8840638143338655,0.36524821538527935,17.0,9.0,0.6875,0.08418244377459007,-0.0633491943728489,A2 P,rep0_fold2,69.0,
5 −-0.20419397407706072,0.06244502228713764,17.0,15.0,0.9666666666666667,1.9906576661035766,0.9108619774489326,A2 P,rep0_fold3,69.0,
6 −-4.430780053520126,0.5793041005247747,17.0,12.0,0.3,-0.0801749860789851,1.2633970374179302,A2 P,rep0_fold4,69.0,
7 −-3.235938791775332,0.27368142086203257,18.0,15.0,0.16666666666666666,-2.0831738621865363,29.290934027674087,A2 P,rep1_fold0,68.0,
8 −-1.315746596440423,0.21037165069507135,17.0,13.0,0.8076923076923077,0.10689476645030033,0.6291870257465465,A2 P,rep1_fold1,69.0,
9 −-1.0161714346005353,0.3533902929376095,17.0,10.0,0.6,0.16558749332123757,-0.08836352642102288,A2 P,rep1_fold2,69.0,
10 −-0.5729346434798638,0.20695281812362554,17.0,15.0,0.6,0.22382184725319815,1.7829883147126673,A2 P,rep1_fold3,69.0,
11 −-0.6656800955333683,0.20903195900594115,17.0,12.0,0.6833333333333333,0.23594597549413338,0.3407316118726492,A2 P,rep1_fold4,69.0,
12 −-0.6535914620065003,0.22121331070289185,18.0,15.0,0.5333333333333333,0.12986220355059042,1.1574914704584087,A2 P,rep2_fold0,68.0,
13 −-1.1724788710482998,0.1792770540530261,17.0,13.0,0.8173076923076924,0.12363940891887464,1.2000716589774805,A2 P,rep2_fold1,69.0,
14 −-1.3198524981977313,0.25193041506948205,17.0,11.0,0.6439393939393939,0.10438219359958759,0.559412467879823,A2 P,rep2_fold2,69.0,
15 −,,,,,,,A2 P,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
16 −that was "
17 −-0.6272651629454997,0.20899752686733333,17.0,12.0,0.7833333333333332,0.298914459138422,-0.13492340946207249,A2 P,rep2_fold4,69.0,
18 −-0.3354806229051316,0.11812201104759944,18.0,16.0,0.8125,0.7154223125334125,1.2794408523026972,A2 P,rep3_fold0,68.0,
19 −-0.4437086073143465,0.160879307140492,17.0,15.0,0.7666666666666666,0.5450830291381796,1.5103888106744947,A2 P,rep3_fold1,69.0,
20 −-0.7134263555561973,0.24495887830512034,17.0,13.0,0.5384615384615385,0.13512967061778933,0.8857142154721119,A2 P,rep3_fold2,69.0,
21 −-2.0924764941334812,0.35081623589589617,17.0,10.0,0.8214285714285715,0.11904897495158784,-0.289893176797397,A2 P,rep3_fold3,69.0,
22 −-1.6048130374074236,0.3419129525794218,17.0,11.0,0.4621212121212121,0.06189947947451136,0.603530205162833,A2 P,rep3_fold4,69.0,
23 −-2.672704537604353,0.3041410501715993,18.0,14.0,0.6160714285714286,0.04459856659665558,1.1363092241200814,A2 P,rep4_fold0,68.0,
24 −-1.9549021624544816,0.40223376727601223,17.0,14.0,0.35714285714285715,-0.07318111305960068,1.8285145290206528,A2 P,rep4_fold1,69.0,
25 −-0.5440219786887894,0.19883486902209552,17.0,13.0,0.6730769230769231,0.28649325884862875,0.720737069296145,A2 P,rep4_fold2,69.0,
26 −-2.0611047237129547,0.2617154562801296,17.0,12.0,0.3833333333333333,-0.15207265561858585,1.45686686235328,A2 P,rep4_fold3,69.0,
27 −-3.617187084826787,0.367433817812498,17.0,12.0,0.375,-0.06339638671810253,1.3132950385700353,A2 P,rep4_fold4,69.0,
28 −-1.347115755852717,0.25984022788109135,18.0,15.0,0.4222222222222222,0.04560670174591099,1.4733608398602684,A2 P,rep5_fold0,68.0,
29 −-0.7696945620658717,0.24666384795650267,17.0,12.0,0.6,0.17544137642115198,0.4640834563468401,A2 P,rep5_fold1,69.0,
30 −-1.3861042312985463,0.25144965725559737,17.0,11.0,0.6893939393939394,0.09814499986819727,0.48777175438359144,A2 P,rep5_fold2,69.0,
31 −-0.44570193638545413,0.1641037606752546,17.0,14.0,0.8333333333333333,0.5974521114968139,1.1283588379145597,A2 P,rep5_fold3,69.0,
32 −-0.4576601351382101,0.15041187066866465,17.0,13.0,0.7884615384615384,0.41423006218913255,0.07965869520526861,A2 P,rep5_fold4,69.0,
33 −-0.3761035107600513,0.12616329919383432,18.0,14.0,0.875,1.6557634948473352,-0.6282133990609461,A2 P,rep6_fold0,68.0,
34 −-1.6619671875957103,0.31046049125739683,17.0,12.0,0.65,0.04799852314072253,0.7246092884768622,A2 P,rep6_fold1,69.0,
35 −-0.6989838295231457,0.273826726652936,17.0,12.0,0.6,0.2062419047641306,0.3593777094575474,A2 P,rep6_fold2,69.0,
36 −-0.909007990973212,0.20792283984435148,17.0,13.0,0.7692307692307693,0.17193427774360018,0.47918513299684873,A2 P,rep6_fold3,69.0,
37 −-2.81850711760906,0.3183467535469455,17.0,14.0,0.33333333333333337,-0.09203509113702232,2.1804501564329093,A2 P,rep6_fold4,69.0,
38 −-1.1872378880317631,0.2017689499925686,18.0,15.0,0.7555555555555555,0.0750270298174241,1.4922532517495117,A2 P,rep7_fold0,68.0,
39 −-0.5001909207980899,0.1545253171731453,17.0,13.0,0.826923076923077,0.7119143333563948,-0.8535969344746249,A2 P,rep7_fold1,69.0,
40 −-2.0273237786095715,0.2707148942961337,17.0,13.0,0.6923076923076923,0.06241584821793688,0.9378910575705046,A2 P,rep7_fold2,69.0,
41 −-3.6691485905464516,0.5514625409581766,17.0,12.0,0.35,-0.05894373166747355,1.1409993633794187,A2 P,rep7_fold3,69.0,
42 −-1.3119964121545127,0.24491785812605305,17.0,12.0,0.7416666666666667,0.10530709285135498,0.7782489366139902,A2 P,rep7_fold4,69.0,
43 −-2.36247250070995,0.32007659227406504,18.0,13.0,0.35384615384615387,-0.08318557297293905,1.4319403256005532,A2 P,rep8_fold0,68.0,
44 −-2.0012338376218044,0.25668164542454436,17.0,13.0,0.6538461538461539,0.050668229272140895,1.04851909641943,A2 P,rep8_fold1,69.0,
45 −-0.33300355683927324,0.11039155848439539,17.0,15.0,0.8333333333333333,0.704471267770291,0.9815171783683103,A2 P,rep8_fold2,69.0,
46 −-0.6091075823803311,0.22883072737220334,17.0,13.0,0.5961538461538461,0.20891920721755253,0.6266289295895827,A2 P,rep8_fold3,69.0,
47 −-1.0048419044628136,0.3267922786384308,17.0,11.0,0.5757575757575758,0.16739435335518407,0.03197093921211378,A2 P,rep8_fold4,69.0,
48 −-0.8948152920274626,0.3053150193792902,18.0,16.0,0.4375,0.07177519092991,1.9194295886590058,A2 P,rep9_fold0,68.0,
49 −-0.4628150248187353,0.17197175642834753,17.0,14.0,0.7857142857142857,0.29137560725846207,0.5228233250402071,A2 P,rep9_fold1,69.0,
50 −-1.828081464793649,0.37517440578977823,17.0,10.0,0.6714285714285715,0.06718331847372185,0.12452704484749566,A2 P,rep9_fold2,69.0,
51 −-1.4092359068059312,0.2667741807927447,17.0,12.0,0.7250000000000001,0.1020813983843958,0.6896344573276423,A2 P,rep9_fold3,69.0,
52 −-0.49362602461400906,0.18006104353710953,17.0,13.0,0.7884615384615384,0.42489374443176425,0.5310737542417381,A2 P,rep9_fold4,69.0,
53 −-1.6026807909925862,0.3346420941916078,18.0,16.0,0.453125,0.03548353862135764,2.0246799887665627,B0 FE only,rep0_fold0,68.0,
54 −-0.42166499842004707,0.15083099265515607,17.0,13.0,0.8461538461538461,1.2627571600195981,-1.0645564460917991,B0 FE only,rep0_fold1,69.0,
55 −-1.8847642233389454,0.36721686954510047,17.0,9.0,0.6875,0.08378536457789025,-0.06161431753009383,B0 FE only,rep0_fold2,69.0,
56 −-0.20360669129158154,0.062194646244978787,17.0,15.0,0.9666666666666667,2.0412826847348073,0.9773620520535192,B0 FE only,rep0_fold3,69.0,
57 −-4.155410811444089,0.5216355020583806,17.0,12.0,0.3,-0.06783537993444409,1.1851074469981253,B0 FE only,rep0_fold4,69.0,
58 −-3.235953600345602,0.27368235159932924,18.0,15.0,0.16666666666666666,-2.09274480736517,29.423161512265107,B0 FE only,rep1_fold0,68.0,
59 −-1.280740605149126,0.20945368215516635,17.0,13.0,0.8076923076923077,0.1093191568802817,0.6229670649876213,B0 FE only,rep1_fold1,69.0,
60 −-1.0166645443366125,0.35375847398286225,17.0,10.0,0.6142857142857143,0.16495850525775874,-0.08555539297181841,B0 FE only,rep1_fold2,69.0,
61 −-0.543415991356492,0.19095865995016953,17.0,15.0,0.7333333333333334,0.4132406618766648,1.7356813881884818,B0 FE only,rep1_fold3,69.0,
62 −-0.666217632332288,0.20997192518554564,17.0,12.0,0.6666666666666667,0.23623658710147247,0.34673558274257765,B0 FE only,rep1_fold4,69.0,
63 −-0.6520936763153728,0.22236581594175187,18.0,15.0,0.5333333333333333,0.1321899862294045,1.1523359573654801,B0 FE only,rep2_fold0,68.0,
64 −-1.1724501074465778,0.17924152577864572,17.0,13.0,0.8173076923076924,0.12364768640975514,1.200272146595202,B0 FE only,rep2_fold1,69.0,
65 −-1.3220106098042008,0.2528857660234193,17.0,11.0,0.6439393939393939,0.10415536028472372,0.5593609732605493,B0 FE only,rep2_fold2,69.0,
66 −,,,,,,,B0 FE only,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
67 −that was "
68 −-0.6111407977843727,0.20577262887837874,17.0,12.0,0.7666666666666666,0.3156153254380037,-0.1624428016802421,B0 FE only,rep2_fold4,69.0,
69 −-0.32987068390445967,0.11530792543444202,18.0,16.0,0.8125,0.7771298975596408,1.2828039606894506,B0 FE only,rep3_fold0,68.0,
70 −-0.4167716942380925,0.14881871215362125,17.0,15.0,0.7666666666666666,0.6649291944656456,1.4906463903119584,B0 FE only,rep3_fold1,69.0,
71 −-0.7110118819334841,0.24457185260038686,17.0,13.0,0.5384615384615385,0.13750009931365298,0.8822512927806718,B0 FE only,rep3_fold2,69.0,
72 −-2.112263060288217,0.35599318529638485,17.0,10.0,0.7857142857142857,0.11683788869698188,-0.2760119406954518,B0 FE only,rep3_fold3,69.0,
73 −-1.5255939055870558,0.31772193234213875,17.0,11.0,0.5075757575757576,0.06808902759361703,0.6029067188091551,B0 FE only,rep3_fold4,69.0,
74 −-2.6945932163224606,0.31171796494099535,18.0,14.0,0.6160714285714286,0.04376652895861787,1.1394894129977593,B0 FE only,rep4_fold0,68.0,
75 −-1.9572360664896251,0.40227581272958385,17.0,14.0,0.35714285714285715,-0.07313976910298584,1.828376362848262,B0 FE only,rep4_fold1,69.0,
76 −-0.5406156760604889,0.19718347338781572,17.0,13.0,0.6730769230769231,0.2964284947755155,0.7234467017334798,B0 FE only,rep4_fold2,69.0,
77 −-2.058657842032101,0.2606620079577208,17.0,12.0,0.31666666666666665,-0.1552296114471597,1.4819585709327898,B0 FE only,rep4_fold3,69.0,
78 −-3.628402342242634,0.3683301221980204,17.0,12.0,0.3666666666666667,-0.0624528524915107,1.3064309696942449,B0 FE only,rep4_fold4,69.0,
79 −-1.344878512637085,0.2596593488939808,18.0,15.0,0.4444444444444444,0.04622129444388659,1.4729222737396432,B0 FE only,rep5_fold0,68.0,
80 −-0.745915176679459,0.23435224323398882,17.0,12.0,0.6,0.19922945861435562,0.4060956970485787,B0 FE only,rep5_fold1,69.0,
81 −-1.4044035349592963,0.25579013684461477,17.0,11.0,0.7045454545454546,0.09748830312682347,0.4789483856550508,B0 FE only,rep5_fold2,69.0,
82 −-0.44226956285284796,0.1626339965519944,17.0,14.0,0.8333333333333333,0.5845110693223606,1.0963065613213725,B0 FE only,rep5_fold3,69.0,
83 −-0.4480519425774294,0.14874603904811232,17.0,13.0,0.7884615384615384,0.43666818993313505,0.07359497375484515,B0 FE only,rep5_fold4,69.0,
84 −-0.3548223907511674,0.11704244717611287,18.0,14.0,0.8928571428571428,2.0407980970114306,-0.7875499390972025,B0 FE only,rep6_fold0,68.0,
85 −-1.659930067242544,0.31037826384225886,17.0,12.0,0.65,0.049050877882928265,0.72208252814552,B0 FE only,rep6_fold1,69.0,
86 −-0.6902896518354182,0.2700308974113425,17.0,12.0,0.6,0.20921434931207603,0.35360773042774857,B0 FE only,rep6_fold2,69.0,
87 −-0.6242568136801717,0.1880715501310951,17.0,13.0,0.7692307692307693,0.24821088079002757,0.16397011339087533,B0 FE only,rep6_fold3,69.0,
88 −-2.7932388320505885,0.30627573874624886,17.0,14.0,0.3571428571428572,-0.08901604946519137,2.156136999010226,B0 FE only,rep6_fold4,69.0,
89 −-1.1870695197824008,0.20159579637636987,18.0,15.0,0.7333333333333333,0.07518375651056003,1.4929272996793097,B0 FE only,rep7_fold0,68.0,
90 −-0.48941863906217054,0.15172249459629755,17.0,13.0,0.8173076923076923,0.6840777271578351,-0.7260014216935312,B0 FE only,rep7_fold1,69.0,
91 −-2.0290205037399605,0.2675909309457203,17.0,13.0,0.7115384615384616,0.06249587164310489,0.9381841745071903,B0 FE only,rep7_fold2,69.0,
92 −-1.44711798113927,0.3963231431613551,17.0,12.0,0.4666666666666667,0.04231951369515013,0.72711375216709,B0 FE only,rep7_fold3,69.0,
93 −-1.3306059323043782,0.2532548724751301,17.0,12.0,0.7250000000000001,0.10389753800311123,0.7683305016421459,B0 FE only,rep7_fold4,69.0,
94 −-2.1772161915701407,0.31323496536994894,18.0,13.0,0.3384615384615385,-0.07776170021754956,1.3777305839165257,B0 FE only,rep8_fold0,68.0,
95 −-1.9932368171605863,0.2525200823383278,17.0,13.0,0.6923076923076923,0.05196143921355266,1.050951322707007,B0 FE only,rep8_fold1,69.0,
96 −-0.32817989243166945,0.10768459337927172,17.0,15.0,0.8333333333333333,0.8413451716699052,0.903289333555771,B0 FE only,rep8_fold2,69.0,
97 −-0.5579115294250706,0.20670927809879663,17.0,13.0,0.6346153846153846,0.24489572223482411,0.6011246591088047,B0 FE only,rep8_fold3,69.0,
98 −-1.002647705470675,0.3274587221729175,17.0,11.0,0.5606060606060606,0.16833446430630392,0.033042154605333725,B0 FE only,rep8_fold4,69.0,
99 −-0.8927826139153131,0.30645242240070814,18.0,16.0,0.4375,0.07435712383593462,1.9176813755509314,B0 FE only,rep9_fold0,68.0,
100 −-0.43606047088703614,0.16114451252587766,17.0,14.0,0.8095238095238095,0.31425824898374727,0.5104334800521553,B0 FE only,rep9_fold1,69.0,
101 −-1.7278639207992679,0.34731723760764277,17.0,10.0,0.6857142857142857,0.07279373564979091,0.11995003961147409,B0 FE only,rep9_fold2,69.0,
102 −-1.372790259144952,0.251103300589292,17.0,12.0,0.7166666666666666,0.10555449714620235,0.6880725547674722,B0 FE only,rep9_fold3,69.0,
103 −-0.3768952073786865,0.1268559298703138,17.0,13.0,0.8653846153846154,2.217285608525232,-0.2540118806681447,B0 FE only,rep9_fold4,69.0,
104 −-1.6096891859777729,0.3444881607381769,18.0,16.0,0.4375,0.030333020654281187,2.0294410371864005,B1 D only,rep0_fold0,68.0,
105 −-0.4276015985962247,0.1526013817601827,17.0,13.0,0.8269230769230769,1.141013139059531,-0.8914818347953825,B1 D only,rep0_fold1,69.0,
106 −-1.8918074812322336,0.3629808479916706,17.0,9.0,0.6875,0.08428135684725958,-0.0627007295740768,B1 D only,rep0_fold2,69.0,
107 −-0.21161581924247566,0.06567960642767169,17.0,15.0,0.9333333333333333,1.71050389099564,0.7430473975531947,B1 D only,rep0_fold3,69.0,
108 −-4.333896761072428,0.5478677684744071,17.0,12.0,0.3,-0.07570011560466357,1.2369136616550647,B1 D only,rep0_fold4,69.0,
109 −-3.2561949494799185,0.2831179560842563,18.0,15.0,0.16666666666666666,-2.155525980652888,30.29051541190939,B1 D only,rep1_fold0,68.0,
110 −-1.2829771729965602,0.20514863482932857,17.0,13.0,0.8269230769230769,0.1096443975280688,0.6226814083457782,B1 D only,rep1_fold1,69.0,
111 −-1.0422212667322979,0.35695100885877784,17.0,10.0,0.6285714285714286,0.1614294640849755,-0.07768169502832997,B1 D only,rep1_fold2,69.0,
112 −-0.5431457935504378,0.19096450929931347,17.0,15.0,0.7333333333333334,0.40694991560763794,1.734987916697429,B1 D only,rep1_fold3,69.0,
113 −-0.686296368187095,0.21491579982941014,17.0,12.0,0.6666666666666667,0.2212497744889512,0.3292482977604029,B1 D only,rep1_fold4,69.0,
114 −-0.6555053118346805,0.22538528194667704,18.0,15.0,0.5333333333333333,0.13294855073287984,1.1511320951667836,B1 D only,rep2_fold0,68.0,
115 −-1.1801905248706566,0.18268360120013197,17.0,13.0,0.8173076923076924,0.12237338755740647,1.2012884559827004,B1 D only,rep2_fold1,69.0,
116 −-1.3149694676297055,0.24965637563528867,17.0,11.0,0.6439393939393939,0.10496653970207931,0.557860249104251,B1 D only,rep2_fold2,69.0,
117 −,,,,,,,B1 D only,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
118 −that was "
119 −-0.6142838534889478,0.20659422765181112,17.0,12.0,0.7833333333333332,0.3120269538835173,-0.15687384375594204,B1 D only,rep2_fold4,69.0,
120 −-0.3538877743929435,0.12584221101368037,18.0,16.0,0.8125,0.6155730326741549,1.3119816840289316,B1 D only,rep3_fold0,68.0,
121 −-0.4544024818598032,0.16432703694219325,17.0,15.0,0.8,0.549088204387999,1.5509521675328624,B1 D only,rep3_fold1,69.0,
122 −-0.7137818452860202,0.24608634433346174,17.0,13.0,0.5576923076923077,0.14161272531328004,0.8781030037632047,B1 D only,rep3_fold2,69.0,
123 −-2.170465866133669,0.36296059325074576,17.0,10.0,0.8071428571428573,0.11713112270230312,-0.2979769611721869,B1 D only,rep3_fold3,69.0,
124 −-1.5713410429648076,0.330082234567258,17.0,11.0,0.5075757575757576,0.06494295446852028,0.6054227658657284,B1 D only,rep3_fold4,69.0,
125 −-2.6850969074299007,0.3086109107148974,18.0,14.0,0.6160714285714286,0.04426913358845757,1.1367568031957755,B1 D only,rep4_fold0,68.0,
126 −-1.949409299272699,0.4106546465593798,17.0,14.0,0.35714285714285715,-0.08543615943450941,1.899441896215269,B1 D only,rep4_fold1,69.0,
127 −-0.5407463668923709,0.1970546215593801,17.0,13.0,0.6730769230769231,0.297875268271316,0.7250201737471363,B1 D only,rep4_fold2,69.0,
128 −-2.052245396362949,0.25760714699902354,17.0,12.0,0.36666666666666664,-0.15308469325211121,1.47432862638495,B1 D only,rep4_fold3,69.0,
129 −-3.6331795135818616,0.3697278145385803,17.0,12.0,0.35833333333333334,-0.062364891327749236,1.305929802117519,B1 D only,rep4_fold4,69.0,
130 −-1.3444742413422481,0.2597410465284632,18.0,15.0,0.4222222222222222,0.046108020104176375,1.4729122172955813,B1 D only,rep5_fold0,68.0,
131 −-0.7678967141892458,0.2400875473594469,17.0,12.0,0.6166666666666666,0.1909330428944416,0.41456620254163196,B1 D only,rep5_fold1,69.0,
132 −-1.4826468179394932,0.26582610064369316,17.0,11.0,0.6893939393939394,0.09317106323761523,0.46619820992416,B1 D only,rep5_fold2,69.0,
133 −-0.45667700008899026,0.1702311139034813,17.0,14.0,0.8095238095238095,0.5736859122512323,1.157406642343978,B1 D only,rep5_fold3,69.0,
134 −-0.4517454031203605,0.14919400762849738,17.0,13.0,0.7884615384615384,0.43050749680826833,0.06848078442217784,B1 D only,rep5_fold4,69.0,
135 −-0.3916530932663536,0.1332460169265755,18.0,14.0,0.8571428571428571,1.5375114703234523,-0.5849151057706868,B1 D only,rep6_fold0,68.0,
136 −-1.6700178465755509,0.3147305959336139,17.0,12.0,0.65,0.04921322367152849,0.7213920418821271,B1 D only,rep6_fold1,69.0,
137 −-0.7213788242724943,0.2829978713848642,17.0,12.0,0.5833333333333333,0.2007976105602687,0.37195922283389615,B1 D only,rep6_fold2,69.0,
138 −-0.8353351398691091,0.20321208562438742,17.0,13.0,0.8076923076923077,0.18810751720257288,0.3893572598756617,B1 D only,rep6_fold3,69.0,
139 −-2.7959629811376967,0.3082697462974714,17.0,14.0,0.33333333333333337,-0.09351691916789893,2.2015571390925657,B1 D only,rep6_fold4,69.0,
140 −-1.187778517180306,0.2019652809685968,18.0,15.0,0.7333333333333333,0.07463535560666269,1.4942708895618895,B1 D only,rep7_fold0,68.0,
141 −-0.4890861936561741,0.15170370314388312,17.0,13.0,0.8076923076923077,0.6816465774009883,-0.7167398709866981,B1 D only,rep7_fold1,69.0,
142 −-2.042232320026171,0.27637846325744914,17.0,13.0,0.673076923076923,0.06144728210834849,0.9392367620894022,B1 D only,rep7_fold2,69.0,
143 −-3.1727720727608966,0.5081821680773623,17.0,12.0,0.36666666666666664,-0.04655522521525051,1.0820544253611788,B1 D only,rep7_fold3,69.0,
144 −-1.3572459497619709,0.26255374596483033,17.0,12.0,0.6583333333333333,0.10124717625218292,0.780139173968533,B1 D only,rep7_fold4,69.0,
145 −-2.2156467862162437,0.3067747230452772,18.0,13.0,0.3384615384615385,-0.07916841186363209,1.3938067286541755,B1 D only,rep8_fold0,68.0,
146 −-1.9917385697529297,0.2521074877954606,17.0,13.0,0.673076923076923,0.05198761728564087,1.0501494377111356,B1 D only,rep8_fold1,69.0,
147 −-0.3274228428776208,0.10736273214442037,17.0,15.0,0.8333333333333333,0.8607810579616503,0.8924112370678038,B1 D only,rep8_fold2,69.0,
148 −-0.6097317582728577,0.22885651097167029,17.0,13.0,0.6153846153846154,0.2073515293635476,0.6382598223460462,B1 D only,rep8_fold3,69.0,
149 −-1.0060159625076595,0.3272259048154521,17.0,11.0,0.5454545454545454,0.1669757177286934,0.0332023147087971,B1 D only,rep8_fold4,69.0,
150 −-0.9050730886050931,0.3108757804259483,18.0,16.0,0.4375,0.07636171256884304,1.9181986703872527,B1 D only,rep9_fold0,68.0,
151 −-0.4724127198630997,0.1750337939426475,17.0,14.0,0.7857142857142857,0.28373984556203635,0.5411861172538079,B1 D only,rep9_fold1,69.0,
152 −-1.9394182246086,0.387025755124138,17.0,10.0,0.6714285714285715,0.06342959624899164,0.12056749706063227,B1 D only,rep9_fold2,69.0,
153 −-1.3742195814269544,0.2518246706412165,17.0,12.0,0.7083333333333334,0.1054115895582119,0.6881467552088498,B1 D only,rep9_fold3,69.0,
154 −-0.4242756767549232,0.15048398843721567,17.0,13.0,0.8076923076923077,0.7781716591659432,0.3622207483000847,B1 D only,rep9_fold4,69.0,
155 −-1.5934825153456282,0.3226837354958242,18.0,16.0,0.5625,0.04434671731205827,2.0224651198876247,B2 K only,rep0_fold0,68.0,
156 −-0.4639078678617403,0.16587798628724412,17.0,13.0,0.7884615384615385,0.8100099389454961,-0.5060399372764922,B2 K only,rep0_fold1,69.0,
157 −-1.907460638626227,0.37158790752085596,17.0,9.0,0.6597222222222223,0.0826538605464319,-0.05467285296482677,B2 K only,rep0_fold2,69.0,
158 −-0.21215757932108464,0.06583584647692366,17.0,15.0,0.9666666666666667,1.7789873592358534,0.9028744093459021,B2 K only,rep0_fold3,69.0,
159 −-4.15193170866549,0.5180310970245148,17.0,12.0,0.3,-0.06762497157670473,1.1842574155053744,B2 K only,rep0_fold4,69.0,
160 −-3.2719760228180563,0.2916027762667932,18.0,15.0,0.16666666666666666,1616732877.7940006,-22335988525.307163,B2 K only,rep1_fold0,68.0,
161 −-1.314224158245434,0.22036779614057744,17.0,13.0,0.7884615384615385,0.10595872416600809,0.6308826575638489,B2 K only,rep1_fold1,69.0,
162 −-1.086554554385631,0.36700313870985224,17.0,10.0,0.6285714285714286,0.15202918809766408,-0.04641822555228065,B2 K only,rep1_fold2,69.0,
163 −-0.6047503163804862,0.21805033364599277,17.0,15.0,0.6000000000000001,0.24131543304267583,1.8006683719659662,B2 K only,rep1_fold3,69.0,
164 −-0.7349202316405614,0.2388458309846166,17.0,12.0,0.6333333333333333,0.2032168408001996,0.4000295247710865,B2 K only,rep1_fold4,69.0,
165 −-0.6759843564554707,0.23206670594065137,18.0,15.0,0.5333333333333333,0.12561891100177364,1.169597317090377,B2 K only,rep2_fold0,68.0,
166 −-1.1959197778800394,0.19045565178438076,17.0,13.0,0.8173076923076924,0.11991871058171044,1.1947692181102212,B2 K only,rep2_fold1,69.0,
167 −-1.4193623068234804,0.28876491168088064,17.0,11.0,0.6136363636363635,0.09565086804020259,0.5527343774993612,B2 K only,rep2_fold2,69.0,
168 −,,,,,,,B2 K only,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
169 −that was "
170 −-0.6142069944456687,0.20487097999982895,17.0,12.0,0.7833333333333332,0.3123978462762003,-0.15615403848732573,B2 K only,rep2_fold4,69.0,
171 −-0.3420847219033382,0.11980941509164514,18.0,16.0,0.8125,0.7339970750427701,1.3214958973178086,B2 K only,rep3_fold0,68.0,
172 −-0.41969773392983156,0.14897100618229964,17.0,15.0,0.8,0.6632588837726556,1.51559071721576,B2 K only,rep3_fold1,69.0,
173 −-0.7308444696945573,0.24828908655633455,17.0,13.0,0.5384615384615385,0.13021421114139367,0.8971685499833371,B2 K only,rep3_fold2,69.0,
174 −-2.17129911744673,0.36678374749885895,17.0,10.0,0.7785714285714286,0.11449484837472991,-0.2731750050767141,B2 K only,rep3_fold3,69.0,
175 −-1.5519630813555767,0.32865127755375023,17.0,11.0,0.4621212121212121,0.06533982580838972,0.5995153790328602,B2 K only,rep3_fold4,69.0,
176 −-2.7038610380841024,0.31468081038828455,18.0,14.0,0.6160714285714286,0.0434821938981575,1.1401537750090067,B2 K only,rep4_fold0,68.0,
177 −-1.9763844704511802,0.41267284927263775,17.0,14.0,0.30952380952380953,-0.08621928152419898,1.9051388482619278,B2 K only,rep4_fold1,69.0,
178 −-0.553020247145827,0.20132021615624107,17.0,13.0,0.6538461538461539,0.27602033325035485,0.7259850844448359,B2 K only,rep4_fold2,69.0,
179 −-2.0656465100498136,0.26410818367085176,17.0,12.0,0.3,-0.15493046224864873,1.4721322544773674,B2 K only,rep4_fold3,69.0,
180 −-3.7720247713652477,0.36217700487120486,17.0,12.0,0.375,-0.060169381004793174,1.298590767533205,B2 K only,rep4_fold4,69.0,
181 −-1.346969842300557,0.2596729753441177,18.0,15.0,0.4222222222222222,0.045894670166386084,1.4732389923659868,B2 K only,rep5_fold0,68.0,
182 −-1.1172053649141314,0.325944968947553,17.0,12.0,0.5166666666666666,0.07463727876723746,0.686587630249223,B2 K only,rep5_fold1,69.0,
183 −-1.6085912734771146,0.2870230345802498,17.0,11.0,0.6439393939393939,0.08628652926836171,0.4900206040604975,B2 K only,rep5_fold2,69.0,
184 −-0.4447788535132161,0.16599342664158584,17.0,14.0,0.8095238095238095,0.5213666486070395,1.036861185970761,B2 K only,rep5_fold3,69.0,
185 −-0.45488768109664407,0.15107995202264513,17.0,13.0,0.8076923076923077,0.4122644942807417,0.1056554963878182,B2 K only,rep5_fold4,69.0,
186 −-0.3586093515118774,0.1189477388296404,18.0,14.0,0.8928571428571428,2.1262591580808907,-0.8530262820821654,B2 K only,rep6_fold0,68.0,
187 −-1.7533840458388232,0.3401735421897731,17.0,12.0,0.6666666666666666,0.04203002698728607,0.7372773011463023,B2 K only,rep6_fold1,69.0,
188 −-0.6997184493416847,0.2737753293999566,17.0,12.0,0.5833333333333333,0.20722472388423305,0.3590173089068168,B2 K only,rep6_fold2,69.0,
189 −-0.6312554975950571,0.1919686603004976,17.0,13.0,0.75,0.24465939995119385,0.18236328603471177,B2 K only,rep6_fold3,69.0,
190 −-2.7896703268909064,0.3054364835904974,17.0,14.0,0.3571428571428572,-0.08957177379749144,2.1635138901673274,B2 K only,rep6_fold4,69.0,
191 −-1.1919985053202906,0.2048210556433626,18.0,15.0,0.7333333333333333,0.07177122474179905,1.4922173029246817,B2 K only,rep7_fold0,68.0,
192 −-0.5103358379383645,0.16065808137675444,17.0,13.0,0.8076923076923077,0.6261398003128629,-0.6163795487743071,B2 K only,rep7_fold1,69.0,
193 −-2.0305399558063044,0.2680739410313455,17.0,13.0,0.7115384615384616,0.062386488364781854,0.9383318303682981,B2 K only,rep7_fold2,69.0,
194 −-1.5692143725758811,0.40420583375197433,17.0,12.0,0.4666666666666667,0.03217336758185773,0.7662882274474042,B2 K only,rep7_fold3,69.0,
195 −-1.424876314683051,0.28066069072950817,17.0,12.0,0.6583333333333334,0.09605138797177172,0.755561912574186,B2 K only,rep7_fold4,69.0,
196 −-2.237131941317357,0.3336747682967327,18.0,13.0,0.35384615384615387,-0.07938063682372651,1.388531788353829,B2 K only,rep8_fold0,68.0,
197 −-2.013276876563426,0.25978716384895373,17.0,13.0,0.6923076923076923,0.05009687686441055,1.0495717753161944,B2 K only,rep8_fold1,69.0,
198 −-0.3344606037801157,0.11149048553629907,17.0,15.0,0.8333333333333334,0.6275687212597278,1.01510404604287,B2 K only,rep8_fold2,69.0,
199 −-0.5592593610008724,0.20726750222521126,17.0,13.0,0.6346153846153846,0.2440950686551038,0.6003572521109353,B2 K only,rep8_fold3,69.0,
200 −-1.0017486550723653,0.3271124254924831,17.0,11.0,0.5757575757575758,0.16868990378768775,0.03226969813344554,B2 K only,rep8_fold4,69.0,
201 −-0.9911388095693773,0.3221700440708026,18.0,16.0,0.4375,0.06313704213857917,1.9372783233114657,B2 K only,rep9_fold0,68.0,
202 −-0.4370049303110398,0.1613787390534649,17.0,14.0,0.8095238095238095,0.31309650926588345,0.5143010309377695,B2 K only,rep9_fold1,69.0,
203 −-1.7244469082354708,0.33913973349740384,17.0,10.0,0.7142857142857142,0.07435608923039923,0.11323059521157534,B2 K only,rep9_fold2,69.0,
204 −-1.4299021570236565,0.27156617659999793,17.0,12.0,0.675,0.10012159674756925,0.6904420215256678,B2 K only,rep9_fold3,69.0,
205 −-0.39780692580126065,0.13849469606515852,17.0,13.0,0.8269230769230769,1.2756523315979917,0.0664100927201049,B2 K only,rep9_fold4,69.0,
206 −-1.6623863531360115,0.3522731080926239,18.0,16.0,0.4375,0.021940359221632788,2.038791580657012,B3 complexity,rep0_fold0,68.0,
207 −-0.42198953236922543,0.15095343312997833,17.0,13.0,0.8461538461538461,1.2654867259690037,-1.067506947956652,B3 complexity,rep0_fold1,69.0,
208 −-1.8896928183637802,0.36767668317962654,17.0,9.0,0.6875,0.08378514254312108,-0.05953345367326189,B3 complexity,rep0_fold2,69.0,
209 −-0.20615936482737607,0.06344068908732974,17.0,15.0,0.9666666666666667,1.8021970252865134,0.877492548308532,B3 complexity,rep0_fold3,69.0,
210 −-4.17901413231566,0.5392389986291803,17.0,12.0,0.3,-0.06840593349121644,1.1855992080828421,B3 complexity,rep0_fold4,69.0,
211 −-3.266929699290471,0.287784041249131,18.0,15.0,0.16666666666666666,-2.4208112009156144,33.95556590797302,B3 complexity,rep1_fold0,68.0,
212 −-1.2906830584867575,0.21317086335410607,17.0,13.0,0.8076923076923077,0.10832086712332949,0.6248021799863134,B3 complexity,rep1_fold1,69.0,
213 −-1.069044920315147,0.36298080306736463,17.0,10.0,0.6142857142857143,0.15586963925992575,-0.06184561351985014,B3 complexity,rep1_fold2,69.0,
214 −-0.585643465657826,0.20896094187597244,17.0,15.0,0.6333333333333333,0.25757483583285434,1.7796770077265271,B3 complexity,rep1_fold3,69.0,
215 −-0.7373972344580513,0.237903256205883,17.0,12.0,0.6666666666666667,0.20561282178090545,0.40747565196926055,B3 complexity,rep1_fold4,69.0,
216 −-0.6508670366687029,0.22165334003527487,18.0,15.0,0.5333333333333333,0.13222576410054113,1.152810507673719,B3 complexity,rep2_fold0,68.0,
217 −-1.2434596524360828,0.20830048039791468,17.0,13.0,0.701923076923077,0.11333504582237769,1.1903422775474586,B3 complexity,rep2_fold1,69.0,
218 −-1.519850403877876,0.3219700864051424,17.0,11.0,0.5833333333333333,0.0865660215857349,0.5373970128860566,B3 complexity,rep2_fold2,69.0,
219 −,,,,,,,B3 complexity,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
220 −that was "
221 −-0.6100514064777508,0.2058870719780637,17.0,12.0,0.7666666666666666,0.3172906333299963,-0.16847313359042732,B3 complexity,rep2_fold4,69.0,
222 −-0.3500091967433139,0.12233535360165886,18.0,16.0,0.8125,0.724644386358059,1.3666419827860352,B3 complexity,rep3_fold0,68.0,
223 −-0.4183303591544481,0.14943210419745573,17.0,15.0,0.7666666666666666,0.6673588897679142,1.4994421087602658,B3 complexity,rep3_fold1,69.0,
224 −-0.7109539858860738,0.24456051201918516,17.0,13.0,0.5384615384615385,0.13751617049589768,0.8821746871359508,B3 complexity,rep3_fold2,69.0,
225 −-2.1738588074604803,0.3704615603740117,17.0,10.0,0.7785714285714286,0.11450039232940686,-0.27392900966293654,B3 complexity,rep3_fold3,69.0,
226 −-1.5257417437121263,0.31851437377741626,17.0,11.0,0.4924242424242424,0.06785011653332386,0.6020470560865747,B3 complexity,rep3_fold4,69.0,
227 −-2.7228008166383217,0.31749959472003114,18.0,14.0,0.6160714285714286,0.043150730046661694,1.140746316052659,B3 complexity,rep4_fold0,68.0,
228 −-1.9671115415933054,0.4045371314559333,17.0,14.0,0.35714285714285715,-0.07635720496410063,1.8470244531191875,B3 complexity,rep4_fold1,69.0,
229 −-0.5414754717104303,0.19749807926221222,17.0,13.0,0.6730769230769231,0.2954804209261823,0.724740388728852,B3 complexity,rep4_fold2,69.0,
230 −-2.0550358596469804,0.2591733768160422,17.0,12.0,0.36666666666666664,-0.15485723006292204,1.4838236598382475,B3 complexity,rep4_fold3,69.0,
231 −-3.6706695088665686,0.3682175652039673,17.0,12.0,0.4083333333333333,-0.058567264579567624,1.281391742325441,B3 complexity,rep4_fold4,69.0,
232 −-1.344172765092404,0.2590664382030699,18.0,15.0,0.4444444444444444,0.04624383695110885,1.4726728499449642,B3 complexity,rep5_fold0,68.0,
233 −-1.093488011798261,0.34020666508357716,17.0,12.0,0.5333333333333333,0.07958854796561603,0.6776636230381883,B3 complexity,rep5_fold1,69.0,
234 −-1.5814985071599803,0.2720680013988147,17.0,11.0,0.6590909090909091,0.0883764148489301,0.4766002229426724,B3 complexity,rep5_fold2,69.0,
235 −-0.4450242055152936,0.16424073593833685,17.0,14.0,0.8333333333333333,0.5626278292968147,1.08016422487659,B3 complexity,rep5_fold3,69.0,
236 −-0.4464891268801923,0.14771969000969196,17.0,13.0,0.826923076923077,0.4460128728716926,0.05719587725368683,B3 complexity,rep5_fold4,69.0,
237 −-0.35431733396107606,0.11681235231930247,18.0,14.0,0.8928571428571428,2.034640330898736,-0.777307542844579,B3 complexity,rep6_fold0,68.0,
238 −-1.7023497147277356,0.32871324971082533,17.0,12.0,0.6666666666666666,0.043663410272501126,0.7354477449178413,B3 complexity,rep6_fold1,69.0,
239 −-0.7249805005990636,0.2838101932261862,17.0,12.0,0.6166666666666667,0.20200284166290908,0.357630014863664,B3 complexity,rep6_fold2,69.0,
240 −-0.6341444468872258,0.19467924963933375,17.0,13.0,0.75,0.24443677392034852,0.1876062168261502,B3 complexity,rep6_fold3,69.0,
241 −-2.7879548829170595,0.30484805395946446,17.0,14.0,0.3571428571428572,-0.0910908186632036,2.184438916603783,B3 complexity,rep6_fold4,69.0,
242 −-1.194680391282755,0.2052352526716089,18.0,15.0,0.7333333333333333,0.07240690291822693,1.4944054279148282,B3 complexity,rep7_fold0,68.0,
243 −-0.5047641331436848,0.15918304668814406,17.0,13.0,0.8076923076923077,0.6536566726082946,-0.6802052814211619,B3 complexity,rep7_fold1,69.0,
244 −-2.0243397640616263,0.26550154626169686,17.0,13.0,0.7115384615384616,0.06262599938208606,0.9368974021087303,B3 complexity,rep7_fold2,69.0,
245 −-1.4775518892035593,0.3973541422375039,17.0,12.0,0.4666666666666667,0.04051143749161833,0.7352350381835829,B3 complexity,rep7_fold3,69.0,
246 −-1.6902122026210993,0.32264374438523646,17.0,12.0,0.575,0.07738194577965096,0.7534930550797098,B3 complexity,rep7_fold4,69.0,
247 −-2.2894104461648257,0.35479492443186617,18.0,13.0,0.3230769230769231,-0.08131298074907586,1.397442025001191,B3 complexity,rep8_fold0,68.0,
248 −-2.031076139325679,0.26657469053678934,17.0,13.0,0.653846153846154,0.04927528920076973,1.0515734350994792,B3 complexity,rep8_fold1,69.0,
249 −-0.3399549192385036,0.11317660370530899,17.0,15.0,0.8,0.615401996914667,1.0570635856283874,B3 complexity,rep8_fold2,69.0,
250 −-0.5776323588031679,0.21162442252636313,17.0,13.0,0.6346153846153847,0.23375411540553556,0.6015026660892575,B3 complexity,rep8_fold3,69.0,
251 −-1.0136059839985123,0.32954649925377544,17.0,11.0,0.5757575757575757,0.1662040598193038,0.03273684857773984,B3 complexity,rep8_fold4,69.0,
252 −-0.9954404502830219,0.3259182490321211,18.0,16.0,0.4375,0.06754402182755086,1.9366956836292493,B3 complexity,rep9_fold0,68.0,
253 −-0.4561341884365174,0.16757866993952678,17.0,14.0,0.7857142857142858,0.2958320782178414,0.5544858240574173,B3 complexity,rep9_fold1,69.0,
254 −-1.7401908142231886,0.3470325674338248,17.0,10.0,0.7,0.07250743438220877,0.11883160839843362,B3 complexity,rep9_fold2,69.0,
255 −-1.413575610470239,0.26321851419175996,17.0,12.0,0.7083333333333334,0.10192530099350047,0.6858515172470834,B3 complexity,rep9_fold3,69.0,
256 −-0.42447914768610545,0.15118650429476616,17.0,13.0,0.8076923076923077,0.8578662124865621,0.20159834871843324,B3 complexity,rep9_fold4,69.0,
257 −-1.6331629471306073,0.34401795883076186,18.0,16.0,0.453125,0.030965850222504313,2.0298225581604736,B4 persistence,rep0_fold0,68.0,
258 −-0.42560641071013483,0.15213981841948132,17.0,13.0,0.8461538461538461,1.1481704674427302,-0.8424352781618364,B4 persistence,rep0_fold1,69.0,
259 −-1.8327753591733653,0.3528140033244082,17.0,9.0,0.6875,0.08510500696070941,-0.0692845986277328,B4 persistence,rep0_fold2,69.0,
260 −-0.20275062868214125,0.06195095041279391,17.0,15.0,0.9666666666666667,2.0695317947790786,0.9897450189957241,B4 persistence,rep0_fold3,69.0,
261 −-4.155910380196626,0.5210891652970988,17.0,12.0,0.3,-0.06760123878724088,1.1832140731778744,B4 persistence,rep0_fold4,69.0,
262 −-3.251902768368581,0.2821617486566257,18.0,15.0,0.16666666666666666,-2.5845678432203005,36.21794736234458,B4 persistence,rep1_fold0,68.0,
263 −-1.3002645931673988,0.21130099141712338,17.0,13.0,0.8076923076923077,0.10764568275828108,0.6264520429941112,B4 persistence,rep1_fold1,69.0,
264 −-1.0295504711214936,0.3586313166792267,17.0,10.0,0.6285714285714286,0.16539694426896392,-0.09414556080552884,B4 persistence,rep1_fold2,69.0,
265 −-0.5827640122746469,0.2034393943446655,17.0,15.0,0.7666666666666666,0.4185789627654633,1.8001204454880537,B4 persistence,rep1_fold3,69.0,
266 −-0.6708278934974728,0.21292622675907863,17.0,12.0,0.6666666666666666,0.23307838003153458,0.34194591909019034,B4 persistence,rep1_fold4,69.0,
267 −-0.6500464122477321,0.22146558188508816,18.0,15.0,0.5333333333333333,0.13353527267290685,1.1496198555056387,B4 persistence,rep2_fold0,68.0,
268 −-1.2456607015396488,0.21053896990909532,17.0,13.0,0.7596153846153847,0.11349555452858165,1.1952075285259116,B4 persistence,rep2_fold1,69.0,
269 −-1.671165181215381,0.3473966842641013,17.0,11.0,0.6136363636363636,0.08046218634438244,0.5220932733809773,B4 persistence,rep2_fold2,69.0,
270 −,,,,,,,B4 persistence,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
271 −that was "
272 −-0.6091818816901347,0.20423870224156349,17.0,12.0,0.7666666666666666,0.3221928631597292,-0.18411565404625715,B4 persistence,rep2_fold4,69.0,
273 −-0.3285805863882706,0.1146486551654658,18.0,16.0,0.8125,0.7839466420955237,1.283525339804927,B4 persistence,rep3_fold0,68.0,
274 −-0.4578331419411633,0.16706285522859346,17.0,15.0,0.7666666666666666,0.4347777404445083,1.4834683796613632,B4 persistence,rep3_fold1,69.0,
275 −-0.8095243115549169,0.2566659662568611,17.0,13.0,0.5576923076923077,0.11094330795655567,0.9165132778142879,B4 persistence,rep3_fold2,69.0,
276 −-2.55732315128427,0.39526113421090925,17.0,10.0,0.7571428571428571,0.09430827258770977,-0.19259755646557408,B4 persistence,rep3_fold3,69.0,
277 −-1.733640311921123,0.39736598821756397,17.0,11.0,0.4469696969696969,0.0533793256996274,0.6062337628311731,B4 persistence,rep3_fold4,69.0,
278 −-2.799459735781272,0.33941559525663856,18.0,14.0,0.5803571428571428,0.04060222617628451,1.149239572191806,B4 persistence,rep4_fold0,68.0,
279 −-2.555097728330663,0.45432303281567543,17.0,14.0,0.2857142857142857,-0.10601669608203995,1.996341044195196,B4 persistence,rep4_fold1,69.0,
280 −-0.5401131777779791,0.1968273870968119,17.0,13.0,0.6730769230769231,0.2976656793945857,0.7233346703667732,B4 persistence,rep4_fold2,69.0,
281 −-2.0763662720187828,0.26802064938340775,17.0,12.0,0.3,-0.15746091226487308,1.486816511420635,B4 persistence,rep4_fold3,69.0,
282 −-3.628502389667755,0.36865696689246996,17.0,12.0,0.3666666666666667,-0.06198962039529773,1.303063775802675,B4 persistence,rep4_fold4,69.0,
283 −-1.407605209751093,0.2740347409648593,18.0,15.0,0.4666666666666667,0.04117368352559595,1.4849793105965086,B4 persistence,rep5_fold0,68.0,
284 −-0.8533737684397269,0.2698509728858546,17.0,12.0,0.5333333333333333,0.12373997628832818,0.6091324170951249,B4 persistence,rep5_fold1,69.0,
285 −-1.4183439778724694,0.2626450592751908,17.0,11.0,0.7045454545454546,0.09678327257181046,0.4784049852806724,B4 persistence,rep5_fold2,69.0,
286 −-0.5128776142792139,0.1855543270125779,17.0,14.0,0.7857142857142858,0.37114697210789777,1.0314234110589908,B4 persistence,rep5_fold3,69.0,
287 −-0.48377424222671955,0.1542981595386225,17.0,13.0,0.7884615384615384,0.3613762967963269,0.12799651649205132,B4 persistence,rep5_fold4,69.0,
288 −-0.40500176550397404,0.1387414673451678,18.0,14.0,0.8035714285714286,1.2276720572249458,-0.13009110897027332,B4 persistence,rep6_fold0,68.0,
289 −-1.6664343202894938,0.31076785165843857,17.0,12.0,0.65,0.048479390173132464,0.7210105384704978,B4 persistence,rep6_fold1,69.0,
290 −-0.6879947331088132,0.26857112809356776,17.0,12.0,0.5833333333333334,0.21000455154835707,0.35975771457053984,B4 persistence,rep6_fold2,69.0,
291 −-0.6849344698290353,0.20819537419520243,17.0,13.0,0.7307692307692307,0.22420766615217877,0.19567597099247216,B4 persistence,rep6_fold3,69.0,
292 −-2.80002345043707,0.30863917039680033,17.0,14.0,0.3571428571428572,-0.08927539397124332,2.159681643848748,B4 persistence,rep6_fold4,69.0,
293 −-1.1887202546941866,0.2016856710870988,18.0,15.0,0.7777777777777777,0.07490182610120051,1.494466997961942,B4 persistence,rep7_fold0,68.0,
294 −-0.547026338177217,0.1657113666591666,17.0,13.0,0.8173076923076923,0.5979481807282748,-0.7354716951230742,B4 persistence,rep7_fold1,69.0,
295 −-2.1716128731939284,0.3177838855953426,17.0,13.0,0.6730769230769231,0.05739345308327703,0.9598057239332483,B4 persistence,rep7_fold2,69.0,
296 −-1.473215921824765,0.40098305534921197,17.0,12.0,0.4666666666666667,0.04047039899198291,0.736025038148334,B4 persistence,rep7_fold3,69.0,
297 −-1.6229276290024282,0.31048918043570756,17.0,12.0,0.5416666666666666,0.07793991193489945,0.7596930595609053,B4 persistence,rep7_fold4,69.0,
298 −-2.268752278500593,0.3222738228664363,18.0,13.0,0.26153846153846155,-0.09643401151803249,1.5154710519257273,B4 persistence,rep8_fold0,68.0,
299 −-1.995794605890843,0.2538155934114468,17.0,13.0,0.6923076923076923,0.05172867195969866,1.0509285394922194,B4 persistence,rep8_fold1,69.0,
300 −-0.3292988203093156,0.10827467803948089,17.0,15.0,0.8333333333333333,0.8130562288692472,0.9234027761126652,B4 persistence,rep8_fold2,69.0,
301 −-0.5922850467723116,0.22394396996025978,17.0,13.0,0.5769230769230769,0.22299689827258687,0.6446239014002785,B4 persistence,rep8_fold3,69.0,
302 −-1.0010292950420931,0.32625780661507675,17.0,11.0,0.5606060606060606,0.16909317507425561,0.02923892108338656,B4 persistence,rep8_fold4,69.0,
303 −-0.9058943747151409,0.3111074050927656,18.0,16.0,0.4375,0.06557488042620463,1.932446589583515,B4 persistence,rep9_fold0,68.0,
304 −-0.44469808788459925,0.1686196552826681,17.0,14.0,0.7857142857142857,0.30702183935037974,0.5650591104525425,B4 persistence,rep9_fold1,69.0,
305 −-1.7507099082550919,0.35063178532349676,17.0,10.0,0.6714285714285714,0.07125362833490514,0.12495652192032426,B4 persistence,rep9_fold2,69.0,
306 −-1.39383179740849,0.25610904471106466,17.0,12.0,0.7166666666666666,0.10454587731879708,0.6832781134228807,B4 persistence,rep9_fold3,69.0,
307 −-0.37712358438361265,0.12704780439733807,17.0,13.0,0.8653846153846154,2.1442012861363025,-0.2336167987828705,B4 persistence,rep9_fold4,69.0,
308 −-1.6086475951036077,0.3430046548428886,18.0,16.0,0.4375,0.04155291331122825,2.025425408671445,B5 D+K,rep0_fold0,68.0,
309 −-0.46505798562119305,0.16600393986092998,17.0,13.0,0.75,0.7755716288318392,-0.45053891505453963,B5 D+K,rep0_fold1,69.0,
310 −-1.910553102230546,0.3671487587462715,17.0,9.0,0.6875,0.08317941702956319,-0.05635396067479679,B5 D+K,rep0_fold2,69.0,
311 −-0.21797860333426577,0.06832696701304698,17.0,15.0,0.9333333333333333,1.5679899193996998,0.746484295584295,B5 D+K,rep0_fold3,69.0,
312 −-4.442881208907123,0.5753831880733453,17.0,12.0,0.3,-0.08067698409893759,1.2684449637499269,B5 D+K,rep0_fold4,69.0,
313 −-3.2886763760559834,0.2985208333628376,18.0,15.0,0.16666666666666666,-2.445914648038962,34.30238282164917,B5 D+K,rep1_fold0,68.0,
314 −-1.3249884918622181,0.21583735206029014,17.0,13.0,0.7692307692307694,0.10556693357103088,0.6327825914404908,B5 D+K,rep1_fold1,69.0,
315 −-1.085035479425277,0.3653493727736542,17.0,10.0,0.6285714285714286,0.15289502745995553,-0.05011381800735956,B5 D+K,rep1_fold2,69.0,
316 −-0.6181320364009891,0.22635548780650397,17.0,15.0,0.5333333333333333,0.18307092950710027,1.8180907445606822,B5 D+K,rep1_fold3,69.0,
317 −-0.7487335959626618,0.242511005914777,17.0,12.0,0.6333333333333333,0.19350845066855457,0.38889543334670296,B5 D+K,rep1_fold4,69.0,
318 −-0.677051064635283,0.23292001311999203,18.0,15.0,0.5333333333333333,0.1259525671975601,1.168976867735629,B5 D+K,rep2_fold0,68.0,
319 −-1.1990902771961511,0.1916692206107921,17.0,13.0,0.7980769230769231,0.11947433146155152,1.196140302867005,B5 D+K,rep2_fold1,69.0,
320 −-1.4083373496478084,0.2846194215061303,17.0,11.0,0.6136363636363635,0.09684084145137371,0.552671333796619,B5 D+K,rep2_fold2,69.0,
321 −,,,,,,,B5 D+K,rep2_fold3,,"predict requires that you use a DataFrame when predicting from a model
322 −that was "
323 −-0.6273754728368014,0.20785533865271316,17.0,12.0,0.7833333333333332,0.29895846921363933,-0.1339394199429445,B5 D+K,rep2_fold4,69.0,
324 −-0.35864946673036374,0.12718648987373163,18.0,16.0,0.8125,0.6132308599390598,1.3326286084165668,B5 D+K,rep3_fold0,68.0,
325 −-0.45406387187424124,0.16363844983876527,17.0,15.0,0.8,0.558459245940016,1.559835301606045,B5 D+K,rep3_fold1,69.0,
326 −-0.7294005421086576,0.2483846181535665,17.0,13.0,0.5384615384615385,0.1324976087963955,0.8940469165129482,B5 D+K,rep3_fold2,69.0,
327 −-2.18913976133198,0.36627006718680266,17.0,10.0,0.8071428571428573,0.11620363525746709,-0.29537465541758173,B5 D+K,rep3_fold3,69.0,
328 −-1.603694240281597,0.34315487131637895,17.0,11.0,0.4621212121212121,0.061612619597799685,0.6019101491872662,B5 D+K,rep3_fold4,69.0,
329 −-2.68643763682533,0.30902926077725623,18.0,14.0,0.6160714285714286,0.044226227142430005,1.1368766901013199,B5 D+K,rep4_fold0,68.0,
330 −-1.967522043578091,0.4162693927750346,17.0,14.0,0.30952380952380953,-0.09450035353060156,1.956076972751605,B5 D+K,rep4_fold1,69.0,
331 −-0.5533698018190921,0.20156381198776688,17.0,13.0,0.6538461538461539,0.2748627039530372,0.7253815213287793,B5 D+K,rep4_fold2,69.0,
332 −-2.0618545972221476,0.2620806791526402,17.0,12.0,0.3833333333333333,-0.1521422961463733,1.4561793294051173,B5 D+K,rep4_fold3,69.0,
333 −-3.8022987629250857,0.3662949557152728,17.0,12.0,0.39166666666666666,-0.062311561595841454,1.3133456630553226,B5 D+K,rep4_fold4,69.0,
334 −-1.347748772235445,0.259839641636982,18.0,15.0,0.4222222222222222,0.045528261811878225,1.4734559983412945,B5 D+K,rep5_fold0,68.0,
335 −-1.117165261029644,0.3261248943137409,17.0,12.0,0.5166666666666666,0.07483138312422152,0.6858851214477804,B5 D+K,rep5_fold1,69.0,
336 −-1.623786577294298,0.2884735546505205,17.0,11.0,0.6439393939393939,0.08561257999011314,0.4866087840005091,B5 D+K,rep5_fold2,69.0,
337 −-0.45838993252287863,0.17226212863349566,17.0,14.0,0.8095238095238095,0.5118303640153168,1.089158293034656,B5 D+K,rep5_fold3,69.0,
338 −-0.4585206212824873,0.15103757964895823,17.0,13.0,0.8076923076923077,0.4073219473812901,0.0964510945060321,B5 D+K,rep5_fold4,69.0,
339 −-0.3911808795118769,0.1331023322389171,18.0,14.0,0.8571428571428571,1.5684468373949076,-0.6055531300897906,B5 D+K,rep6_fold0,68.0,
340 −-1.760548434946782,0.3424541506752111,17.0,12.0,0.6666666666666666,0.04222931127036659,0.7365394662891035,B5 D+K,rep6_fold1,69.0,
341 −-0.7293865873785292,0.28568327915850517,17.0,12.0,0.5833333333333333,0.19928065655720664,0.3758629725612771,B5 D+K,rep6_fold2,69.0,
342 −-0.9208605902486354,0.20757295527959582,17.0,13.0,0.8076923076923077,0.17104131748154877,0.47782292906224644,B5 D+K,rep6_fold3,69.0,
343 −-2.806566300888324,0.3132612059966252,17.0,14.0,0.33333333333333337,-0.09327847228422559,2.196526141634779,B5 D+K,rep6_fold4,69.0,
344 −-1.1920072729172748,0.20477921896261944,18.0,15.0,0.7333333333333333,0.07164730776908775,1.4929350423504666,B5 D+K,rep7_fold0,68.0,
345 −-0.5138423200764016,0.16128568918965838,17.0,13.0,0.8076923076923077,0.6407385326557591,-0.6748888731030043,B5 D+K,rep7_fold1,69.0,
346 −-2.0385185734021327,0.27535858863264523,17.0,13.0,0.673076923076923,0.06168247667862428,0.9388420906226793,B5 D+K,rep7_fold2,69.0,
347 −-3.864619229097563,0.5496259409353056,17.0,12.0,0.3666666666666667,-0.06288951828009778,1.160549622890945,B5 D+K,rep7_fold3,69.0,
348 −-1.412012186014146,0.2785833265940752,17.0,12.0,0.6583333333333334,0.09673316828871309,0.7686155184059031,B5 D+K,rep7_fold4,69.0,
349 −-2.4086979568951974,0.3274649368367347,18.0,13.0,0.35384615384615387,-0.08437392424133028,1.4409418365259739,B5 D+K,rep8_fold0,68.0,
350 −-2.0122534376007857,0.2605845912499715,17.0,13.0,0.6538461538461539,0.0497731527014191,1.0484128095764136,B5 D+K,rep8_fold1,69.0,
351 −-0.3383047825295994,0.11358163232195785,17.0,15.0,0.8333333333333334,0.5735601083454099,1.0552396305747767,B5 D+K,rep8_fold2,69.0,
352 −-0.6142144509590765,0.231223753138173,17.0,13.0,0.5961538461538461,0.20517776891198947,0.6367456431704256,B5 D+K,rep8_fold3,69.0,
353 −-1.0048767992431018,0.32679636217954533,17.0,11.0,0.5757575757575758,0.16738131263396505,0.03198360555919391,B5 D+K,rep8_fold4,69.0,
354 −-0.9995139796531419,0.3242365478545742,18.0,16.0,0.4375,0.06410300045327784,1.9375996700379396,B5 D+K,rep9_fold0,68.0,
355 −-0.4727606768137651,0.1752990612440601,17.0,14.0,0.7857142857142857,0.2836485799854604,0.538920906521827,B5 D+K,rep9_fold1,69.0,
356 −-1.9332028028939552,0.3853947821619841,17.0,10.0,0.6857142857142857,0.06379175357910985,0.11989649374202335,B5 D+K,rep9_fold2,69.0,
357 −-1.439083006037761,0.27624603622328614,17.0,12.0,0.6916666666666667,0.09931383997259025,0.6909196551509177,B5 D+K,rep9_fold3,69.0,
358 −-0.49933422588539145,0.18170512165320227,17.0,13.0,0.7884615384615384,0.40807877936941567,0.5358499695614622,B5 D+K,rep9_fold4,69.0,
1 +oos_loglik,brier,n,events,auc,calibration_slope,calibration_intercept,model,fold,n_train
2 +-0.8278794792050075,0.28120452480796165,19,10,0.8555555555555556,0.4851065090311873,-1.6429742565293335,A2 P,rep0_fold0,72
3 +-0.4644897349537807,0.16256545921162802,17,15,0.8,0.3636302176810084,1.4669723908736207,A2 P,rep0_fold1,74
4 +-2.7120876050326683,0.30462110871856485,18,13,0.6846153846153846,0.05358357011744696,0.9057011338713082,A2 P,rep0_fold2,73
5 +-0.48642824018414604,0.16789570570731624,19,16,0.7395833333333334,0.3552010538590975,1.1590226417944323,A2 P,rep0_fold3,72
6 +-1.107872403658296,0.1663097818121395,18,16,0.828125,0.182315837084419,2.428153419985284,A2 P,rep0_fold4,73
7 +-0.494406250734336,0.16565321126073515,18,13,0.8076923076923077,0.9438426047824482,-0.6873606187799568,A2 P,rep1_fold0,73
8 +-0.5496171815572785,0.1929668916673164,19,16,0.7291666666666667,0.24072796213820888,1.0212841849848728,A2 P,rep1_fold1,72
9 +-1.846988953369839,0.24751867904932734,19,14,0.7571428571428571,0.05972696782013919,0.8643641602595649,A2 P,rep1_fold2,72
10 +-0.5771130368152692,0.19909941544598136,18,14,0.5,0.2136354879533447,0.6650509723128453,A2 P,rep1_fold3,73
11 +-1.3837304183093553,0.2572091628430353,17,13,0.5865384615384616,0.07578568543531346,0.9098828293801083,A2 P,rep1_fold4,74
12 +-1.7271192620184543,0.19817527404134178,19,15,0.7999999999999999,0.05514586705219017,1.2069311134609115,A2 P,rep2_fold0,72
13 +-1.890993471241987,0.26566032834162817,19,14,0.6714285714285715,0.07767756269107863,0.93969527930835,A2 P,rep2_fold1,72
14 +-0.6351350772853955,0.22785411845903478,19,13,0.6602564102564102,0.2876985536845043,0.11602239051639465,A2 P,rep2_fold2,72
15 +-0.8140089402304311,0.25640128577846516,18,14,0.4642857142857143,0.111065516129778,0.895346803606359,A2 P,rep2_fold3,73
16 +-0.30791504433479916,0.10708096970551097,16,14,0.8928571428571428,0.5274208205099976,0.8542669450930547,A2 P,rep2_fold4,75
17 +-1.938959101994362,0.23915189634632456,19,17,0.47058823529411764,0.020450970521164756,2.052187833952251,A2 P,rep3_fold0,72
18 +-0.9144731349161482,0.25389446817094413,17,12,0.6833333333333333,0.1926903200029879,0.18128057524448102,A2 P,rep3_fold1,74
19 +-1.9282247967747888,0.2684881143082352,19,13,0.6602564102564104,0.08523642030207534,0.8158126742996373,A2 P,rep3_fold2,72
20 +-0.465978913302703,0.1676782195434497,17,14,0.7857142857142858,0.2759115366762285,0.8333287549017055,A2 P,rep3_fold3,74
21 +-1.7284579422023831,0.20255733416501123,19,14,0.6285714285714286,0.04401610256901649,0.7328353788094188,A2 P,rep3_fold4,72
22 +-2.1185995051984587,0.28784382772277856,18,12,0.6527777777777778,0.047964134339956895,0.6810054471049478,A2 P,rep4_fold0,73
23 +-2.219773388093569,0.36893001987530066,19,13,0.3653846153846154,-0.08489677665569756,1.0958169373341353,A2 P,rep4_fold1,72
24 +-0.3087609056926693,0.09838966738490812,18,17,0.6470588235294118,0.17560596843025955,2.1841642970210353,A2 P,rep4_fold2,73
25 +-0.3843398267527407,0.13832783528734088,19,16,0.7916666666666666,0.33468895064623727,0.755460072131157,A2 P,rep4_fold3,72
26 +-2.190720059387316,0.3209148496450145,17,12,0.65,0.05660924120430591,0.6683631686018601,A2 P,rep4_fold4,74
27 +-1.7083952854353721,0.1894572578138275,19,15,0.8333333333333333,0.090848668827953,1.2282472842999554,A2 P,rep5_fold0,72
28 +-0.8075542666917541,0.2566928052108285,17,14,0.6904761904761905,0.14885615769000404,0.8450465803746234,A2 P,rep5_fold1,74
29 +-0.4637872428556884,0.17008726397548804,18,15,0.7333333333333333,0.2632376884507209,0.9127104928654959,A2 P,rep5_fold2,73
30 +-0.6779150294332255,0.23656765216842043,20,12,0.7552083333333333,0.870329559785929,-1.107418227213715,A2 P,rep5_fold3,71
31 +-2.2974783374854146,0.33261847009394657,17,14,0.5952380952380953,0.027625435984621832,1.5124191032033922,A2 P,rep5_fold4,74
32 +-1.7509788794814434,0.2436279521767707,21,17,0.6544117647058822,0.07661770891113433,1.4833947142283905,A2 P,rep6_fold0,70
33 +-0.9528913007824398,0.2502983306725486,18,13,0.6923076923076923,0.16275707332580377,0.4726179971591736,A2 P,rep6_fold1,73
34 +-0.3292637596455035,0.11191177147421529,17,15,0.7666666666666666,0.31163732094011115,0.8342432564197978,A2 P,rep6_fold2,74
35 +-1.846974871596311,0.2510180759117288,19,13,0.717948717948718,0.08132629328480159,0.4888687826592837,A2 P,rep6_fold3,72
36 +-0.6559672906255556,0.21095450128523568,16,12,0.5625,0.18178350637730287,0.640981262886142,A2 P,rep6_fold4,75
37 +-1.1113898104185371,0.1641336956416357,17,16,0.6875,0.0759120355531482,2.5403234042183485,A2 P,rep7_fold0,74
38 +-0.7101469951958392,0.23308743775791677,19,13,0.6923076923076923,0.22562874999642854,0.42140443319214804,A2 P,rep7_fold1,72
39 +-0.6374811909095944,0.2230800187068815,19,13,0.8205128205128205,0.5715457842154249,-0.8521776483619087,A2 P,rep7_fold2,72
40 +-1.8116257913824847,0.22413090229106025,19,14,0.7285714285714285,0.0583852542347782,0.9125099195533589,A2 P,rep7_fold3,72
41 +-0.4720490998008702,0.1631648546803953,17,14,0.7142857142857143,0.30645275265168853,0.8980513020325638,A2 P,rep7_fold4,74
42 +-0.5077344769017769,0.16987939273313385,17,15,0.8333333333333334,0.46868140651383583,1.645992967896528,A2 P,rep8_fold0,74
43 +-0.4946584224601952,0.17976128096086694,20,15,0.7066666666666667,0.41165551485157964,0.30962730312672215,A2 P,rep8_fold1,71
44 +-1.1636061370478359,0.19019206394639257,19,14,0.7928571428571429,0.128365742260648,0.7681489934350506,A2 P,rep8_fold2,72
45 +-2.817080802429428,0.3401708332495714,18,14,0.6428571428571429,0.022601327943067476,1.1959948407503953,A2 P,rep8_fold3,73
46 +-0.47304696796453444,0.16253132977952023,17,12,0.875,1.8977805287935883,-2.430630408711653,A2 P,rep8_fold4,74
47 +-1.8051305902416366,0.23804152368089562,20,15,0.74,0.06685069065509465,0.8727404594069615,A2 P,rep9_fold0,71
48 +-0.3757246402854522,0.12732469543545188,17,15,0.8333333333333333,1.113495514238083,1.372166053309093,A2 P,rep9_fold1,74
49 +-4.412202015041458,0.33128059959805917,19,13,0.4807692307692307,0.005501718920941966,0.7212637111061355,A2 P,rep9_fold2,72
50 +-0.7845516402505484,0.2163080861663395,19,14,0.6785714285714286,0.3406191618945111,-0.25173650045933615,A2 P,rep9_fold3,72
51 +-0.49556019222788317,0.17579155636163518,16,13,0.7692307692307693,0.3386867792010114,0.9160913027646852,A2 P,rep9_fold4,75
52 +-0.8273643250878027,0.283736146468886,19,10,0.8500000000000001,0.5042377912091032,-1.6824547549524937,B0 FE only,rep0_fold0,72
53 +-0.46345130757997927,0.16116300398863073,17,15,0.7666666666666666,0.39152169334579995,1.4767159958320213,B0 FE only,rep0_fold1,74
54 +-2.6919757875374106,0.305476204793641,18,13,0.6846153846153845,0.05441589979704389,0.9046609472070701,B0 FE only,rep0_fold2,73
55 +-0.4814009319544882,0.163941139398036,19,16,0.7395833333333334,0.3415988918492129,1.1357505716433007,B0 FE only,rep0_fold3,72
56 +-1.1047285101260313,0.1643428375897774,18,16,0.859375,0.18438632942015476,2.440146351283406,B0 FE only,rep0_fold4,73
57 +-0.4831097003171318,0.16372433615137721,18,13,0.823076923076923,1.0401023299220231,-0.7423406264784558,B0 FE only,rep1_fold0,73
58 +-0.546741958684763,0.1920626386694802,19,16,0.7291666666666667,0.2414233490607433,1.0177697409374875,B0 FE only,rep1_fold1,72
59 +-1.828579692495261,0.24305511922857329,19,14,0.7785714285714285,0.06263218877319304,0.8656993054216076,B0 FE only,rep1_fold2,72
60 +-0.44290566769429357,0.15483116796637433,18,14,0.75,0.5580266946540913,0.32539817636633855,B0 FE only,rep1_fold3,73
61 +-1.406924916564614,0.2679325037774632,17,13,0.5865384615384616,0.07338719223516775,0.9117435647988417,B0 FE only,rep1_fold4,74
62 +-1.7203335414897898,0.19462156566813618,19,15,0.8,0.05575366068316997,1.208255644740879,B0 FE only,rep2_fold0,72
63 +-1.896448123143252,0.2684352698748984,19,14,0.6714285714285715,0.07743958798777639,0.939451884250909,B0 FE only,rep2_fold1,72
64 +-0.6290966977947995,0.2252579006781524,19,13,0.6794871794871795,0.2919732494509084,0.120198501207513,B0 FE only,rep2_fold2,72
65 +-0.5933271014998681,0.19649984716355312,18,14,0.5892857142857143,0.20648649942216563,0.7454420237891967,B0 FE only,rep2_fold3,73
66 +-0.30668693449085727,0.10594486240931628,16,14,0.8928571428571428,0.5303245217550141,0.8358271544599866,B0 FE only,rep2_fold4,75
67 +-1.9168220436232866,0.2379540151855318,19,17,0.5294117647058824,0.023379754494049287,2.0418460417040762,B0 FE only,rep3_fold0,72
68 +-0.9067894348241822,0.2563961940580195,17,12,0.6833333333333333,0.19118143854385228,0.19012875904026877,B0 FE only,rep3_fold1,74
69 +-1.9336441196944076,0.27280165187820005,19,13,0.6730769230769231,0.08555214991814884,0.8217610743993742,B0 FE only,rep3_fold2,72
70 +-0.4630886835388623,0.16612706656915122,17,14,0.761904761904762,0.28173068993410183,0.8299746868722081,B0 FE only,rep3_fold3,74
71 +-1.7015231064438008,0.19111225177575786,19,14,0.6499999999999999,0.048810988870912494,0.699855225746608,B0 FE only,rep3_fold4,72
72 +-2.125285794434846,0.29404075822730347,18,12,0.625,0.04711886241709596,0.6849166108082914,B0 FE only,rep4_fold0,73
73 +-2.223389952477289,0.37048052438410023,19,13,0.3653846153846154,-0.08573807230566428,1.1014859947466615,B0 FE only,rep4_fold1,72
74 +-0.2970032846903737,0.0947187868761715,18,17,0.6470588235294118,0.18626510793455173,2.144269117785163,B0 FE only,rep4_fold2,73
75 +-0.3652482608424713,0.12922806523003622,19,16,0.78125,0.3816547025010319,0.6642721202169968,B0 FE only,rep4_fold3,72
76 +-2.1894776838883248,0.3195001740965613,17,12,0.6666666666666666,0.05639745172655517,0.6686979473471447,B0 FE only,rep4_fold4,74
77 +-1.7100374735138009,0.19091024654747307,19,15,0.825,0.09035023162698144,1.230824699425188,B0 FE only,rep5_fold0,72
78 +-0.7850482594957914,0.2604886412282359,17,14,0.7142857142857144,0.1582937292300383,0.8451179053513426,B0 FE only,rep5_fold1,74
79 +-0.44953986800492884,0.1633528945876023,18,15,0.7555555555555555,0.28332895648833983,0.8861326996385557,B0 FE only,rep5_fold2,73
80 +-0.6801625760376762,0.236348179242423,20,12,0.78125,0.9166515336027172,-1.1974481039525595,B0 FE only,rep5_fold3,71
81 +-2.2670595958907303,0.30598058511285947,17,14,0.6428571428571429,0.04424119680950027,1.5161683367714869,B0 FE only,rep5_fold4,74
82 +-1.753364142263288,0.24592249853758782,21,17,0.6323529411764706,0.07571375330016908,1.4854292893413117,B0 FE only,rep6_fold0,70
83 +-0.6397616686371996,0.1961695346613014,18,13,0.7538461538461538,0.24918342237038665,0.26310006791326856,B0 FE only,rep6_fold1,73
84 +-0.31671881699817506,0.10633893314732172,17,15,0.7666666666666666,0.33840199483281475,0.7994934737153772,B0 FE only,rep6_fold2,74
85 +-1.844180606790349,0.25057459827130113,19,13,0.7307692307692308,0.0811469921416793,0.48765557557259664,B0 FE only,rep6_fold3,72
86 +-0.6187446540690216,0.19942263376502192,16,12,0.6354166666666667,0.2240670858822416,0.576030429591329,B0 FE only,rep6_fold4,75
87 +-1.11834678357803,0.16770841695503283,17,16,0.6875,0.0763729880020519,2.5408493807704375,B0 FE only,rep7_fold0,74
88 +-0.7009928379664372,0.23175202262290284,19,13,0.6538461538461539,0.22785946683559002,0.41031057643901275,B0 FE only,rep7_fold1,72
89 +-0.6384693326001049,0.22316572090042514,19,13,0.8141025641025641,0.5660033496151983,-0.84240704008079,B0 FE only,rep7_fold2,72
90 +-1.8139242018718988,0.2244931751744678,19,14,0.7357142857142857,0.05900423253711905,0.910042955689595,B0 FE only,rep7_fold3,72
91 +-0.4430693382943652,0.1538648060809067,17,14,0.738095238095238,0.38289845844139136,0.7602216489785897,B0 FE only,rep7_fold4,74
92 +-0.5069300419386189,0.16967903626261233,17,15,0.8166666666666667,0.46551467386285666,1.6410987385639482,B0 FE only,rep8_fold0,74
93 +-0.4595860603912344,0.1664625158831554,20,15,0.7733333333333334,0.6543835124747434,0.083607696304411,B0 FE only,rep8_fold1,71
94 +-1.1562019610852936,0.189061712623701,19,14,0.8071428571428572,0.12897577006699465,0.7655702546370425,B0 FE only,rep8_fold2,72
95 +-2.8285459252840734,0.3391741148317444,18,14,0.625,0.02322375502548023,1.1950530470143188,B0 FE only,rep8_fold3,73
96 +-0.47345768934723037,0.16271369067800534,17,12,0.875,1.9105935437645687,-2.4576737524964214,B0 FE only,rep8_fold4,74
97 +-1.8066854275869126,0.23872251436817482,20,15,0.74,0.06669700187229467,0.8728340453010849,B0 FE only,rep9_fold0,71
98 +-0.36723469204504605,0.12278118984811322,17,15,0.8333333333333333,1.1987031158208665,1.3782718721676377,B0 FE only,rep9_fold1,74
99 +-4.4042343541214075,0.3279251685799145,19,13,0.4807692307692307,0.006007556413967726,0.7163678545735231,B0 FE only,rep9_fold2,72
100 +-0.7811489452553636,0.21643740019546384,19,14,0.6928571428571428,0.33856224048183947,-0.23805766592408784,B0 FE only,rep9_fold3,72
101 +-0.4906996785766946,0.17327520752948797,16,13,0.7051282051282052,0.3294800055897936,0.8991875713626196,B0 FE only,rep9_fold4,75
102 +-1.02412547778539,0.2976487676484602,19,10,0.8222222222222222,0.35200499303727745,-1.4815656624637525,B1 D only,rep0_fold0,72
103 +-0.4624000262656785,0.16036859043237287,17,15,0.7666666666666666,0.398767921023097,1.48216840525018,B1 D only,rep0_fold1,74
104 +-2.719882056158047,0.30930790244171,18,13,0.6846153846153846,0.05286697178379776,0.9037318353152709,B1 D only,rep0_fold2,73
105 +-0.4852172058862185,0.1676802712915206,19,16,0.71875,0.3607300680001993,1.1622137970105884,B1 D only,rep0_fold3,72
106 +-1.1051751392478044,0.16448815561953622,18,16,0.859375,0.18440940532367894,2.4405172427749062,B1 D only,rep0_fold4,73
107 +-0.5064541507310624,0.1581250332798284,18,13,0.7923076923076924,0.6238089968479077,-0.2367106845568583,B1 D only,rep1_fold0,73
108 +-0.5445497871507229,0.19127343125522603,19,16,0.7291666666666667,0.2423233217836077,1.0163576208639258,B1 D only,rep1_fold1,72
109 +-1.8371878508889448,0.2443532734406971,19,14,0.7857142857142857,0.06104082121303056,0.8650799286595902,B1 D only,rep1_fold2,72
110 +-0.5422744964464825,0.1848645311242469,18,14,0.5357142857142857,0.23679896142185466,0.5688291173527875,B1 D only,rep1_fold3,73
111 +-1.4136183234366284,0.2707094192893505,17,13,0.5865384615384616,0.07221538234930705,0.9137174806448949,B1 D only,rep1_fold4,74
112 +-1.723630363110198,0.19631994677263415,19,15,0.7999999999999999,0.05577141013231048,1.2078504295255252,B1 D only,rep2_fold0,72
113 +-1.9092703321590971,0.27454327579380317,19,14,0.6714285714285715,0.07647428477447735,0.9364270052947082,B1 D only,rep2_fold1,72
114 +-0.690915374348361,0.24716931506507026,19,13,0.6217948717948718,0.25032033256317576,0.11516183493078753,B1 D only,rep2_fold2,72
115 +-0.8248155241876098,0.24442920739895646,18,14,0.5,0.11262128911366728,0.8901731640920798,B1 D only,rep2_fold3,73
116 +-0.31157275799287965,0.10912714434840436,16,14,0.8928571428571428,0.5166206537788672,0.8837278005452643,B1 D only,rep2_fold4,75
117 +-1.9527670672864637,0.23918378493813164,19,17,0.5,0.018609457251429536,2.058507915244835,B1 D only,rep3_fold0,72
118 +-0.9207990412539985,0.24188679492770285,17,12,0.6833333333333333,0.19410654998779145,0.16552985496754855,B1 D only,rep3_fold1,74
119 +-1.958794022932116,0.27997458648120804,19,13,0.6858974358974359,0.08359961390314019,0.8081474745994697,B1 D only,rep3_fold2,72
120 +-0.48499518101634664,0.17593750304498965,17,14,0.7380952380952381,0.25349358499440894,0.8588384456102168,B1 D only,rep3_fold3,74
121 +-1.72318239928575,0.20004334175768634,19,14,0.6142857142857142,0.04422432575552864,0.7313875396665044,B1 D only,rep3_fold4,72
122 +-2.1357783690066703,0.299532308520044,18,12,0.625,0.04644901034420771,0.6873186575087453,B1 D only,rep4_fold0,73
123 +-2.2234957683938807,0.37055705675664763,19,13,0.3653846153846154,-0.08580938841960746,1.1019292633606093,B1 D only,rep4_fold1,72
124 +-0.29515328481636005,0.0943479175379065,18,17,0.6470588235294118,0.18849407511102356,2.1340562876019313,B1 D only,rep4_fold2,73
125 +-0.3661476039043048,0.12954036534165195,19,16,0.7916666666666666,0.37853133924517296,0.6643253916653915,B1 D only,rep4_fold3,72
126 +-2.1899113377481596,0.3200066896212995,17,12,0.6666666666666666,0.05636543295766758,0.6687895569817319,B1 D only,rep4_fold4,74
127 +-1.707927844174147,0.18964754133612557,19,15,0.8166666666666667,0.09073044742553497,1.2295669506266524,B1 D only,rep5_fold0,72
128 +-0.868025580000283,0.2513564005667008,17,14,0.6904761904761905,0.1424091361232361,0.869097878739087,B1 D only,rep5_fold1,74
129 +-0.4554248613882598,0.16659454374653196,18,15,0.7333333333333334,0.2770233323472642,0.9033991994098642,B1 D only,rep5_fold2,73
130 +-0.6741785356174805,0.2360971652539276,20,12,0.734375,0.8822023596447705,-1.1255082020286846,B1 D only,rep5_fold3,71
131 +-2.2468839080736105,0.3067969161084163,17,14,0.6428571428571429,0.03986913668532279,1.5118742631958328,B1 D only,rep5_fold4,74
132 +-1.7555080883898702,0.24443024410250672,21,17,0.625,0.07463356441095013,1.4791837716466776,B1 D only,rep6_fold0,70
133 +-0.8105623783560427,0.21516815876547318,18,13,0.6923076923076923,0.18992874132185938,0.39650744477107086,B1 D only,rep6_fold1,73
134 +-0.32116446885798594,0.1081240995801748,17,15,0.8333333333333333,0.3301662267619927,0.8279623940607429,B1 D only,rep6_fold2,74
135 +-1.8444685589942136,0.25085032094323384,19,13,0.7307692307692308,0.08109870612228691,0.4873065388327411,B1 D only,rep6_fold3,72
136 +-0.6202752907933878,0.19982622409224582,16,12,0.6250000000000001,0.22122101394818736,0.5792546436657997,B1 D only,rep6_fold4,75
137 +-1.127959602977204,0.17165885184422305,17,16,0.6875,0.07389489548981248,2.542833428385165,B1 D only,rep7_fold0,74
138 +-0.6761608069046382,0.23267269855547573,19,13,0.6410256410256411,0.22656426528316656,0.33214458754533466,B1 D only,rep7_fold1,72
139 +-0.6515017129870284,0.2273109969200799,19,13,0.7948717948717949,0.541483995418063,-0.8234247048422346,B1 D only,rep7_fold2,72
140 +-1.8657885967027366,0.23427927859521278,19,14,0.7142857142857143,0.062192775317717955,0.9009404447756779,B1 D only,rep7_fold3,72
141 +-0.4569870707919223,0.1562591959201501,17,14,0.738095238095238,0.34861297091757215,0.8429975736641921,B1 D only,rep7_fold4,74
142 +-0.5256166840312854,0.17421947696855802,17,15,0.8333333333333334,0.47472983034323674,1.6942102124141376,B1 D only,rep8_fold0,74
143 +-0.4706765222686493,0.17097682016581378,20,15,0.76,0.5997588512144556,0.14151396326771165,B1 D only,rep8_fold1,71
144 +-1.16375084105193,0.1909632426503011,19,14,0.8071428571428572,0.12797543547908827,0.7677009958554596,B1 D only,rep8_fold2,72
145 +-2.8484882818490775,0.3389364082522122,18,14,0.6071428571428572,0.02320750342460044,1.194464447459187,B1 D only,rep8_fold3,73
146 +-0.47105844138145975,0.16253097552955262,17,12,0.8583333333333334,1.8714069151965824,-2.2737272344244506,B1 D only,rep8_fold4,74
147 +-1.812300993490421,0.23823954361671432,20,15,0.74,0.0665777093957974,0.873485691945886,B1 D only,rep9_fold0,71
148 +-0.37500039809363395,0.1269802001875029,17,15,0.8333333333333333,1.096208893234435,1.3632404074883866,B1 D only,rep9_fold1,74
149 +-4.388341798522036,0.3218254229741154,19,13,0.4807692307692307,0.007380699717169641,0.702976537324303,B1 D only,rep9_fold2,72
150 +-0.7961934661372913,0.21679283695608617,19,14,0.6785714285714285,0.34302114231680075,-0.2827285443961663,B1 D only,rep9_fold3,72
151 +-0.4904640093748647,0.17270043798154683,16,13,0.7435897435897436,0.34222319896637177,0.9063484246019068,B1 D only,rep9_fold4,75
152 +-0.982517092567262,0.31461826457177294,19,10,0.8222222222222222,0.42526689996517,-1.6671929210795324,B2 K only,rep0_fold0,72
153 +-0.46347116692778745,0.16120392145129805,17,15,0.7666666666666666,0.3907607604685254,1.4763008096619223,B2 K only,rep0_fold1,74
154 +-2.6882614445074244,0.30381490026972613,18,13,0.6846153846153845,0.05473005197563339,0.9054810059665428,B2 K only,rep0_fold2,73
155 +-0.4806928189608149,0.1636591969370172,19,16,0.7395833333333334,0.3422086986046643,1.1344883326645416,B2 K only,rep0_fold3,72
156 +-1.118979940065036,0.17077550279046694,18,16,0.828125,0.18023521275488769,2.4203620634428007,B2 K only,rep0_fold4,73
157 +-0.49230060401229436,0.1607618547168001,18,13,0.8076923076923077,0.7155505755629732,-0.2927204034592868,B2 K only,rep1_fold0,73
158 +-0.5500750646594543,0.1926345480008221,19,16,0.7083333333333334,0.24243147312179356,1.028376925964004,B2 K only,rep1_fold1,72
159 +-1.8326318814909002,0.24616707792087555,19,14,0.7714285714285714,0.06263674916700479,0.8656609978901945,B2 K only,rep1_fold2,72
160 +-0.4441224434893293,0.15534154708869108,18,14,0.75,0.5389233791297549,0.36125342089261897,B2 K only,rep1_fold3,73
161 +-1.3819754969333213,0.25721868523420144,17,13,0.625,0.07676202709994336,0.9085207354766386,B2 K only,rep1_fold4,74
162 +-1.7247689985948966,0.19654322731078022,19,15,0.8333333333333334,0.05453609842208773,1.2078112297975447,B2 K only,rep2_fold0,72
163 +-1.9031943052891107,0.2696154912397889,19,14,0.6714285714285715,0.07586725428978051,0.9307990864570465,B2 K only,rep2_fold1,72
164 +-0.7087004681966583,0.2478880542110354,19,13,0.6217948717948718,0.23542120361850716,0.13591344751243048,B2 K only,rep2_fold2,72
165 +-0.6046302658851707,0.19670656181739232,18,14,0.625,0.20358377858025686,0.749817080792288,B2 K only,rep2_fold3,73
166 +-0.3072721436440446,0.10560907350175651,16,14,0.8571428571428572,0.5284220939053457,0.8312779073839602,B2 K only,rep2_fold4,75
167 +-1.9160069298243358,0.23740207210935874,19,17,0.5588235294117647,0.02349627433531047,2.0408129014831498,B2 K only,rep3_fold0,72
168 +-0.9032615755109198,0.2513939571304731,17,12,0.6666666666666667,0.1917782867314281,0.184538108754667,B2 K only,rep3_fold1,74
169 +-1.9457027942055454,0.27749627597258586,19,13,0.6730769230769231,0.08499318913498015,0.8203174948328668,B2 K only,rep3_fold2,72
170 +-0.4861819136464341,0.17491278489184303,17,14,0.761904761904762,0.2577597720842372,0.8641134193749677,B2 K only,rep3_fold3,74
171 +-1.6963072054914041,0.18883580714033166,19,14,0.6571428571428571,0.050772034208099344,0.6866142996796974,B2 K only,rep3_fold4,72
172 +-2.143708994734772,0.2966058935252088,18,12,0.611111111111111,0.046554398882960375,0.6853441679099019,B2 K only,rep4_fold0,73
173 +-2.220337239701469,0.3707056869249352,19,13,0.3653846153846154,-0.08718938451113926,1.1094554639729657,B2 K only,rep4_fold1,72
174 +-0.32428574830162193,0.10389561764652155,18,17,0.6470588235294118,0.1640010405403814,2.2174189085018567,B2 K only,rep4_fold2,73
175 +-0.4981535095070111,0.17517076533153053,19,16,0.7291666666666667,0.2243990938700174,0.8701247625496702,B2 K only,rep4_fold3,72
176 +-2.182467500776529,0.30908689578713977,17,12,0.6666666666666666,0.05803937722171851,0.6648157149786647,B2 K only,rep4_fold4,74
177 +-1.716612645954118,0.193691095950023,19,15,0.8333333333333334,0.0896276389954929,1.23228107516563,B2 K only,rep5_fold0,72
178 +-0.812101477961865,0.26069763641653976,17,14,0.6904761904761905,0.15649770560731327,0.8568568450829445,B2 K only,rep5_fold1,74
179 +-0.4516808436821702,0.16410252295928351,18,15,0.7333333333333334,0.2792398419468956,0.8889305950075578,B2 K only,rep5_fold2,73
180 +-0.6797773019161865,0.23604411821211846,20,12,0.7864583333333333,1.013732324045712,-1.3881684815841802,B2 K only,rep5_fold3,71
181 +-2.363941336508309,0.31175431279930854,17,14,0.6428571428571429,0.04726345574649733,1.5290093405388478,B2 K only,rep5_fold4,74
182 +-1.7527906939672537,0.24579761119963475,21,17,0.625,0.07592211328891023,1.485936278474065,B2 K only,rep6_fold0,70
183 +-0.6755981716776184,0.21669891762692947,18,13,0.6923076923076923,0.23173514927304747,0.30359722629682934,B2 K only,rep6_fold1,73
184 +-0.3176784228910475,0.10679664424405717,17,15,0.8,0.3358375873746866,0.8007318535712545,B2 K only,rep6_fold2,74
185 +-1.8764374660631533,0.26804184916462254,19,13,0.7307692307692308,0.07912966867049785,0.4749381921762792,B2 K only,rep6_fold3,72
186 +-0.6472678904812232,0.20820129625398742,16,12,0.6041666666666667,0.19607180519338568,0.6299509344370005,B2 K only,rep6_fold4,75
187 +-1.1407567469233104,0.1775905511546652,17,16,0.6875,0.07473738558755785,2.543619454060974,B2 K only,rep7_fold0,74
188 +-0.7392526028392701,0.23984175947106312,19,13,0.6666666666666667,0.19816321293753314,0.3751535260581993,B2 K only,rep7_fold1,72
189 +-0.6501796768144569,0.22657761182792904,19,13,0.7948717948717948,0.5388711817914564,-0.8133992265114378,B2 K only,rep7_fold2,72
190 +-1.9019157190298914,0.2462330437949764,19,14,0.6571428571428571,0.061331699995011875,0.9125563942726839,B2 K only,rep7_fold3,72
191 +-0.44705688713749536,0.15590817324599632,17,14,0.738095238095238,0.36852584604643696,0.7778397595401472,B2 K only,rep7_fold4,74
192 +-0.5250892455102875,0.17377821647930264,17,15,0.8,0.427103088367013,1.643462682528649,B2 K only,rep8_fold0,74
193 +-0.491915496884708,0.17675848733390503,20,15,0.7333333333333334,0.43193278215715775,0.2738717251522807,B2 K only,rep8_fold1,71
194 +-1.1540910932795807,0.189366096846433,19,14,0.7928571428571429,0.1288727851232252,0.7642598690622993,B2 K only,rep8_fold2,72
195 +-2.8555506073373222,0.33247846887433435,18,14,0.6071428571428571,0.02061841245183942,1.1974122688101165,B2 K only,rep8_fold3,73
196 +-0.4837475320518358,0.16897041044888383,17,12,0.8916666666666666,2.260840940219786,-2.905085500954512,B2 K only,rep8_fold4,74
197 +-1.8345127538263761,0.24469058117639947,20,15,0.74,0.06490817349954112,0.8752390293675424,B2 K only,rep9_fold0,71
198 +-0.36708968942275194,0.12266824446270835,17,15,0.8333333333333333,1.192763296794578,1.377453733660734,B2 K only,rep9_fold1,74
199 +-4.403621903269891,0.3275831147181157,19,13,0.4807692307692307,0.0060215819754717735,0.7162318918806616,B2 K only,rep9_fold2,72
200 +-0.7878808802162652,0.21677763437796196,19,14,0.6928571428571428,0.3390488096312941,-0.252919622356725,B2 K only,rep9_fold3,72
201 +-0.4940029802505008,0.1753607216946598,16,13,0.6923076923076924,0.3250798123377453,0.9041241328763366,B2 K only,rep9_fold4,75
202 +-0.9702109455201867,0.3100189187855433,19,10,0.8222222222222222,0.4139535947248651,-1.618386782711342,B3 complexity,rep0_fold0,72
203 +-0.47478036641458393,0.1708749441515185,17,15,0.7333333333333334,0.29069376542601894,1.4378832709064293,B3 complexity,rep0_fold1,74
204 +-2.6938660959097627,0.30723754493683103,18,13,0.7,0.0541177729866465,0.9042831505359996,B3 complexity,rep0_fold2,73
205 +-0.4846982636997637,0.16580721433798004,19,16,0.7395833333333334,0.3422063507145797,1.140458171796946,B3 complexity,rep0_fold3,72
206 +-1.1179085220958587,0.16992208140527865,18,16,0.828125,0.17777204771729652,2.4050788220802524,B3 complexity,rep0_fold4,73
207 +-0.48870039993496917,0.17134048365455395,18,13,0.8076923076923077,1.3404934132911739,-1.176788627776806,B3 complexity,rep1_fold0,73
208 +-0.5550957528195999,0.19493352672905795,19,16,0.6875,0.23773616142868537,1.0316745661726276,B3 complexity,rep1_fold1,72
209 +-1.8360021157696735,0.24391470432758675,19,14,0.7571428571428571,0.06156815328812635,0.8663030089615331,B3 complexity,rep1_fold2,72
210 +-0.4403628392192362,0.15391771248796243,18,14,0.75,0.5828290728321409,0.35340426632924055,B3 complexity,rep1_fold3,73
211 +-1.4095975162790497,0.268974267145632,17,13,0.5865384615384616,0.07309112988387953,0.911855663158235,B3 complexity,rep1_fold4,74
212 +-1.716913856673928,0.1929196014776529,19,15,0.8166666666666667,0.056534258899309374,1.2082354518605225,B3 complexity,rep2_fold0,72
213 +-1.897808945288567,0.2687709251953445,19,14,0.6714285714285715,0.07718561118939027,0.9382012344306028,B3 complexity,rep2_fold1,72
214 +-0.7707683055137992,0.26095385364499135,19,13,0.5448717948717948,0.2105553981517956,0.14100712283837014,B3 complexity,rep2_fold2,72
215 +-0.6293347713392091,0.20595531806530332,18,14,0.6071428571428572,0.1893903467531693,0.774229798312186,B3 complexity,rep2_fold3,73
216 +-0.3070663608635853,0.10603860347014632,16,14,0.8928571428571428,0.5232471999594611,0.8279677322503504,B3 complexity,rep2_fold4,75
217 +-1.9114793397114394,0.23831004241846215,19,17,0.5294117647058824,0.024505650686585674,2.038180093731483,B3 complexity,rep3_fold0,72
218 +-0.9045375562310555,0.2579282640181178,17,12,0.6833333333333333,0.19081996912332239,0.19547300009134116,B3 complexity,rep3_fold1,74
219 +-1.9661859129236625,0.2852391197379209,19,13,0.6730769230769231,0.08437555539110472,0.8192097103452903,B3 complexity,rep3_fold2,72
220 +-0.47945441437152675,0.17220155794968672,17,14,0.761904761904762,0.25933213174714226,0.8630596903597753,B3 complexity,rep3_fold3,74
221 +-1.6846731089116842,0.18312646247592823,19,14,0.6428571428571428,0.05574842745953301,0.6526570644120678,B3 complexity,rep3_fold4,72
222 +-2.126211458202779,0.2942903703446038,18,12,0.625,0.04705723654198941,0.6849091621612408,B3 complexity,rep4_fold0,73
223 +-2.2251098169461216,0.3708420585288463,19,13,0.3653846153846154,-0.08508893415840048,1.0983224572055772,B3 complexity,rep4_fold1,72
224 +-0.30262507150698215,0.09670739029354887,18,17,0.6470588235294118,0.1807908164201131,2.158597207456063,B3 complexity,rep4_fold2,73
225 +-0.4875531158458408,0.1691013083980976,19,16,0.7083333333333334,0.23269802279131244,0.7741053637922221,B3 complexity,rep4_fold3,72
226 +-2.1963707494611127,0.3191332195023964,17,12,0.65,0.056350796535599025,0.6682775423211953,B3 complexity,rep4_fold4,74
227 +-1.7429263602193117,0.204218502784309,19,15,0.8166666666666667,0.08714417473423369,1.2275239966237375,B3 complexity,rep5_fold0,72
228 +-0.7707819781235073,0.26142881014693514,17,14,0.6904761904761905,0.15929764959217205,0.8387620926672968,B3 complexity,rep5_fold1,74
229 +-0.4553822731329066,0.164977271119217,18,15,0.7555555555555555,0.2695586701750411,0.8790972759639915,B3 complexity,rep5_fold2,73
230 +-0.7193397062196749,0.25209912082845926,20,12,0.7135416666666667,0.5223925196449261,-0.6047513659816183,B3 complexity,rep5_fold3,71
231 +-2.2732129646074632,0.3065652422014734,17,14,0.6428571428571429,0.04429789072676304,1.5167584232006948,B3 complexity,rep5_fold4,74
232 +-1.757591203683443,0.24612471909998465,21,17,0.5808823529411764,0.07347014667834592,1.4783468022955681,B3 complexity,rep6_fold0,70
233 +-0.6576529562071837,0.20892712229696883,18,13,0.7230769230769232,0.24201615688107483,0.28777157015917415,B3 complexity,rep6_fold1,73
234 +-0.342914299164028,0.1161146623896512,17,15,0.7666666666666666,0.287556770895466,0.8454083250689488,B3 complexity,rep6_fold2,74
235 +-1.8802941215840356,0.26793680259678326,19,13,0.7307692307692308,0.07867792960698468,0.4817211407586775,B3 complexity,rep6_fold3,72
236 +-0.6184352341357149,0.19939860398511705,16,12,0.6250000000000001,0.22601458396535234,0.563803463244691,B3 complexity,rep6_fold4,75
237 +-1.1859460379413653,0.19350374036055093,17,16,0.6875,0.06996794811866588,2.550002302689928,B3 complexity,rep7_fold0,74
238 +-0.7019404477013357,0.23378832808802089,19,13,0.6410256410256411,0.2170235118497585,0.3666667192191839,B3 complexity,rep7_fold1,72
239 +-0.6769184820230384,0.23306982036440171,19,13,0.8076923076923077,0.5045252075995172,-0.80194017624808,B3 complexity,rep7_fold2,72
240 +-1.8131876120930972,0.22431056091485618,19,14,0.7285714285714285,0.05893017686355127,0.910075436312388,B3 complexity,rep7_fold3,72
241 +-0.44106551657180115,0.1537532928296359,17,14,0.738095238095238,0.3873017802354043,0.7545862914558051,B3 complexity,rep7_fold4,74
242 +-0.5250536219584909,0.17392324603767262,17,15,0.8,0.4338983329708358,1.651555303751836,B3 complexity,rep8_fold0,74
243 +-0.5272983500244938,0.18515713439421383,20,15,0.6933333333333334,0.3399387763585684,0.35856244262137305,B3 complexity,rep8_fold1,71
244 +-1.147085694028217,0.18646663454226464,19,14,0.8214285714285714,0.12894585163027458,0.7613230081818394,B3 complexity,rep8_fold2,72
245 +-2.828577048602236,0.3398601182761402,18,14,0.6428571428571429,0.02362357889484266,1.1949329593393863,B3 complexity,rep8_fold3,73
246 +-0.4929726393010849,0.17248064349986966,17,12,0.8916666666666666,2.2399602766177047,-2.9466305739387626,B3 complexity,rep8_fold4,74
247 +-2.0013233916364013,0.2745868156847883,20,15,0.6866666666666666,0.05617259594524111,0.8885767331963849,B3 complexity,rep9_fold0,71
248 +-0.36664889741362117,0.12251042279728136,17,15,0.8333333333333333,1.2179401941213226,1.3832158613167942,B3 complexity,rep9_fold1,74
249 +-4.3883413981111445,0.3210911202700702,19,13,0.4807692307692307,0.007019892758608828,0.7065105912556326,B3 complexity,rep9_fold2,72
250 +-0.7967639264390058,0.21726795331703086,19,14,0.6785714285714285,0.34679977477394813,-0.30113513801013075,B3 complexity,rep9_fold3,72
251 +-0.511377184397053,0.18633923440577793,16,13,0.7179487179487181,0.28382507817645963,0.8992534200887122,B3 complexity,rep9_fold4,75
252 +-0.8763134454999936,0.3058733016972099,19,10,0.8388888888888889,0.5352878568115575,-1.79375894950663,B4 persistence,rep0_fold0,72
253 +-0.450833230871182,0.158098217322896,17,15,0.8,0.4307810936141814,1.473031836931799,B4 persistence,rep0_fold1,74
254 +-2.7156780215564726,0.3101067438608451,18,13,0.7,0.05324383868193008,0.9012863057778054,B4 persistence,rep0_fold2,73
255 +-0.488408193748448,0.16479337149841955,19,16,0.7291666666666667,0.30865564494897024,1.1363987324381275,B4 persistence,rep0_fold3,72
256 +-1.1054790254996165,0.16403246367787255,18,16,0.859375,0.18659858638627744,2.4530715579428626,B4 persistence,rep0_fold4,73
257 +-0.5082089059476481,0.1731964702263704,18,13,0.8,0.7885767255535405,-0.48158362681224315,B4 persistence,rep1_fold0,73
258 +-0.5579666495126548,0.190049105750952,19,16,0.75,0.24187436539902155,1.025559262095793,B4 persistence,rep1_fold1,72
259 +-1.8328300873350205,0.24405426387691248,19,14,0.75,0.0626085711206653,0.8641761530135877,B4 persistence,rep1_fold2,72
260 +-0.5660510677061403,0.204953799030689,18,14,0.5892857142857143,0.21644247794730917,0.6381342471599927,B4 persistence,rep1_fold3,73
261 +-1.4072659622574821,0.26762669707503917,17,13,0.5865384615384616,0.07340988576532026,0.9116314978436331,B4 persistence,rep1_fold4,74
262 +-2.0121157835531314,0.2990859782360465,19,15,0.6666666666666666,0.03897627744896344,1.2256127199320697,B4 persistence,rep2_fold0,72
263 +-1.8969821396413193,0.26832466389428805,19,14,0.6714285714285715,0.07736471995095673,0.9389330824840567,B4 persistence,rep2_fold1,72
264 +-0.6648444913372273,0.23768186917282663,19,13,0.6474358974358975,0.25151729958285873,0.15886101029787855,B4 persistence,rep2_fold2,72
265 +-0.6039108418994033,0.2005199092566387,18,14,0.5535714285714285,0.1990384945621518,0.7529642050241665,B4 persistence,rep2_fold3,73
266 +-0.309778427411298,0.10717897188481401,16,14,0.8928571428571428,0.5182542118659706,0.8451769313016403,B4 persistence,rep2_fold4,75
267 +-2.013444464527194,0.25865128879518323,19,17,0.5,0.015331393093584895,2.0738965472375646,B4 persistence,rep3_fold0,72
268 +-0.9130019775474021,0.25784990099969707,17,12,0.6833333333333333,0.1900634694957023,0.19031610127842774,B4 persistence,rep3_fold1,74
269 +-1.959646709525861,0.281167973985866,19,13,0.653846153846154,0.08406570142646182,0.8160441232696884,B4 persistence,rep3_fold2,72
270 +-0.474532677775125,0.16863239062145194,17,14,0.7380952380952381,0.267522340694151,0.8412901934025537,B4 persistence,rep3_fold3,74
271 +-1.7095894165016858,0.19636541610324845,19,14,0.6499999999999999,0.04941601469767699,0.6932138222580092,B4 persistence,rep3_fold4,72
272 +-2.1481901748520973,0.2958072396586193,18,12,0.6111111111111112,0.04561695268802829,0.681795393959867,B4 persistence,rep4_fold0,73
273 +-2.2777031721447965,0.3766940453429162,19,13,0.33333333333333337,-0.08822603297330545,1.1076994461018699,B4 persistence,rep4_fold1,72
274 +-0.3442036684828718,0.11281448461584717,18,17,0.6470588235294118,0.15306360821898038,2.228525553427159,B4 persistence,rep4_fold2,73
275 +-0.37692568230935497,0.1346446105218644,19,16,0.7395833333333334,0.34606989227200136,0.6881508016868787,B4 persistence,rep4_fold3,72
276 +-2.343565925414694,0.3433524054784886,17,12,0.6500000000000001,0.0523927965164778,0.6846779164456812,B4 persistence,rep4_fold4,74
277 +-1.7439078393610923,0.20572905510613967,19,15,0.7916666666666666,0.08749067637874104,1.2237248508742746,B4 persistence,rep5_fold0,72
278 +-0.8396466260909495,0.2651139822076843,17,14,0.7142857142857144,0.1512188895573389,0.8649009860368932,B4 persistence,rep5_fold1,74
279 +-0.5668383297057908,0.21053827497333485,18,15,0.6444444444444444,0.1926023722943364,1.0164118166293101,B4 persistence,rep5_fold2,73
280 +-0.6778099775839949,0.23419939310448665,20,12,0.7864583333333334,0.922938159232468,-1.1997715020729445,B4 persistence,rep5_fold3,71
281 +-2.282763004566433,0.3063263290827053,17,14,0.6428571428571429,0.04602911512308254,1.5200412858221026,B4 persistence,rep5_fold4,74
282 +-1.9994662550430822,0.3169123661089727,21,17,0.4779411764705882,0.054229071943471666,1.4544161913803975,B4 persistence,rep6_fold0,70
283 +-0.6650064058501185,0.20613197133280073,18,13,0.7538461538461538,0.24088060939090086,0.27629165252360516,B4 persistence,rep6_fold1,73
284 +-0.31278967379687084,0.10278248960338433,17,15,0.8,0.3465062791988196,0.7995206442076274,B4 persistence,rep6_fold2,74
285 +-1.884447592138241,0.2646635599769464,19,13,0.7435897435897435,0.07920645796005686,0.4860401855815139,B4 persistence,rep6_fold3,72
286 +-0.6495650632090405,0.19913872548462336,16,12,0.6354166666666666,0.1968008373936891,0.637512084147111,B4 persistence,rep6_fold4,75
287 +-1.1187710371918231,0.1678969215587562,17,16,0.6875,0.07637092686127109,2.540899297620141,B4 persistence,rep7_fold0,74
288 +-0.7298085000520856,0.23151282659957298,19,13,0.6794871794871795,0.19852459451346316,0.3909875173682547,B4 persistence,rep7_fold1,72
289 +-0.6517278122610987,0.2272041249691406,19,13,0.782051282051282,0.5228103141029855,-0.7843276865099452,B4 persistence,rep7_fold2,72
290 +-1.8132167004297601,0.22394142999811453,19,14,0.7357142857142857,0.059851155173871844,0.9088425770262399,B4 persistence,rep7_fold3,72
291 +-0.4837499651210936,0.17233715404363667,17,14,0.7380952380952381,0.29084203171588063,0.8519613423066247,B4 persistence,rep7_fold4,74
292 +-0.5044465095134274,0.16837404184082838,17,15,0.8166666666666667,0.48711887938909415,1.6579409187405443,B4 persistence,rep8_fold0,74
293 +-0.48554468733220124,0.18061182476772047,20,15,0.7733333333333334,0.4538544242311564,0.27624868049899365,B4 persistence,rep8_fold1,71
294 +-1.1752529949687893,0.18969844012091555,19,14,0.8071428571428572,0.12863330666503484,0.7662096727659123,B4 persistence,rep8_fold2,72
295 +-2.8291931315782852,0.3395352699442922,18,14,0.625,0.02313684447318009,1.1952216542185385,B4 persistence,rep8_fold3,73
296 +-0.4708974831727369,0.16299635245631128,17,12,0.8833333333333333,2.119452534656671,-2.756771562104562,B4 persistence,rep8_fold4,74
297 +-1.8164883821043873,0.24711061795225078,20,15,0.7266666666666668,0.0670734390740053,0.8758406179879786,B4 persistence,rep9_fold0,71
298 +-0.3632258530898095,0.12069003106571434,17,15,0.8333333333333333,1.1402597315747482,1.3176457040424343,B4 persistence,rep9_fold1,74
299 +-4.407666711683889,0.3296857569654629,19,13,0.4807692307692307,0.005883797474124073,0.7175672711088925,B4 persistence,rep9_fold2,72
300 +-0.790588807821807,0.21419847934230754,19,14,0.7428571428571429,0.3594011709510337,-0.3416944673603958,B4 persistence,rep9_fold3,72
301 +-0.49300107744124694,0.17614170431178316,16,13,0.7564102564102564,0.345823569056244,0.9135344595344537,B4 persistence,rep9_fold4,75
302 +-1.1729812564720505,0.3187999133343484,19,10,0.7888888888888889,0.3250189175783104,-1.4885593917809035,B5 D+K,rep0_fold0,72
303 +-0.46360982221972397,0.1617770599020052,17,15,0.7666666666666666,0.3746604757884181,1.471256239408236,B5 D+K,rep0_fold1,74
304 +-2.71699725817825,0.30580013986239174,18,13,0.6846153846153846,0.053280515114678566,0.9051721992591261,B5 D+K,rep0_fold2,73
305 +-0.4851866496511615,0.16766331133591592,19,16,0.71875,0.3607089653536023,1.1621274007644535,B5 D+K,rep0_fold3,72
306 +-1.1192999665878731,0.17123657842328596,18,16,0.828125,0.17963954806143376,2.4165106968382886,B5 D+K,rep0_fold4,73
307 +-0.5113586414894882,0.15642127717686297,18,13,0.7769230769230769,0.5590384481595209,-0.13556986545213734,B5 D+K,rep1_fold0,73
308 +-0.5508370718652579,0.19289030045109148,19,16,0.7083333333333334,0.2421967504768801,1.0290882951106424,B5 D+K,rep1_fold1,72
309 +-1.8431149277639831,0.2479730671285049,19,14,0.7571428571428571,0.060549459625103254,0.8645416172708309,B5 D+K,rep1_fold2,72
310 +-0.5725082385197956,0.19628048135251064,18,14,0.5,0.2138621237197016,0.6437323264242634,B5 D+K,rep1_fold3,73
311 +-1.3797462326086023,0.255417228673588,17,13,0.625,0.0764034377114681,0.9092909528135438,B5 D+K,rep1_fold4,74
312 +-1.7271605125784755,0.19813559080005433,19,15,0.7999999999999999,0.0545542080307121,1.2068645231324657,B5 D+K,rep2_fold0,72
313 +-1.9085929719066432,0.27209910368594525,19,14,0.6714285714285715,0.07554567583162376,0.9300160763180699,B5 D+K,rep2_fold1,72
314 +-0.7553637437477881,0.26281554121469936,19,13,0.5576923076923077,0.2162937065642454,0.13623965344994945,B5 D+K,rep2_fold2,72
315 +-0.8703876595393197,0.2601832412533804,18,14,0.4821428571428572,0.09979520753637945,0.9171338176223377,B5 D+K,rep2_fold3,73
316 +-0.31184354037986783,0.1084973396283596,16,14,0.8571428571428572,0.5151887157445927,0.8755749871475345,B5 D+K,rep2_fold4,75
317 +-1.94713061602705,0.23862627413153192,19,17,0.5,0.01932675249378841,2.055633759807026,B5 D+K,rep3_fold0,72
318 +-0.9195548192909869,0.2399566747823473,17,12,0.6833333333333333,0.19393784785940346,0.16493930159296652,B5 D+K,rep3_fold1,74
319 +-1.9730122021532155,0.2851798533587083,19,13,0.6858974358974359,0.08309517148652341,0.807373167957717,B5 D+K,rep3_fold2,72
320 +-0.495306267557597,0.17959334545271974,17,14,0.761904761904762,0.2460761642953219,0.8727510832724807,B5 D+K,rep3_fold3,74
321 +-1.7221377525959587,0.20016126405701481,19,14,0.6571428571428571,0.04557844639606639,0.7221632321766722,B5 D+K,rep3_fold4,72
322 +-2.142120967749593,0.2955676494537201,18,12,0.611111111111111,0.0466751645696996,0.6848380749704105,B5 D+K,rep4_fold0,73
323 +-2.2189070584703177,0.3698403904747914,19,13,0.3653846153846154,-0.08657391158216846,1.1054550044809266,B5 D+K,rep4_fold1,72
324 +-0.3261716798632748,0.10451440059457479,18,17,0.6470588235294118,0.1626776124481654,2.222913347044629,B5 D+K,rep4_fold2,73
325 +-0.5081463983503597,0.17849018015077173,19,16,0.7083333333333333,0.2196163221102089,0.895605411569814,B5 D+K,rep4_fold3,72
326 +-2.184121789258313,0.31173421987409755,17,12,0.6666666666666666,0.05796863617728416,0.6650357589724891,B5 D+K,rep4_fold4,74
327 +-1.7133899610482786,0.1918530446120724,19,15,0.8333333333333333,0.09020994322627403,1.2299346428111777,B5 D+K,rep5_fold0,72
328 +-0.8703644869880497,0.25146847661994287,17,14,0.6904761904761905,0.14234639432054033,0.8701896951510516,B5 D+K,rep5_fold1,74
329 +-0.4614426703786175,0.16920716658487867,18,15,0.7111111111111111,0.26715976395861324,0.9110618763381912,B5 D+K,rep5_fold2,73
330 +-0.6748203242880082,0.23585255666164456,20,12,0.765625,0.9523180702305325,-1.2626755786324138,B5 D+K,rep5_fold3,71
331 +-2.347223194360443,0.3280288768829911,17,14,0.6428571428571429,0.03180175638432456,1.51691893609531,B5 D+K,rep5_fold4,74
332 +-1.7525092100466588,0.24363894354627313,21,17,0.6397058823529411,0.07592910640084481,1.4813406363643584,B5 D+K,rep6_fold0,70
333 +-0.9514124916385038,0.24861177487291355,18,13,0.676923076923077,0.1628720439497122,0.47165445165699976,B5 D+K,rep6_fold1,73
334 +-0.3257440929671007,0.11036392313491139,17,15,0.7666666666666666,0.31926947091153957,0.8333070743735149,B5 D+K,rep6_fold2,74
335 +-1.873724030425773,0.2665283773719689,19,13,0.7307692307692308,0.07933940765117727,0.475978141329454,B5 D+K,rep6_fold3,72
336 +-0.6698949123261458,0.21514795697198336,16,12,0.5625,0.17366167177075714,0.6639526244900652,B5 D+K,rep6_fold4,75
337 +-1.1439861555799222,0.17845176640555802,17,16,0.6875,0.07288547761178761,2.5448416281804036,B5 D+K,rep7_fold0,74
338 +-0.7237835917920675,0.24065110852810834,19,13,0.6666666666666667,0.20160901257907166,0.3477843273918229,B5 D+K,rep7_fold1,72
339 +-0.6575907538097289,0.2289706451583717,19,13,0.7948717948717949,0.5280202799495134,-0.8082148754588283,B5 D+K,rep7_fold2,72
340 +-1.9212310645534192,0.24796922972796834,19,14,0.6714285714285714,0.06246056073139962,0.9084687202154325,B5 D+K,rep7_fold3,72
341 +-0.4710665905773831,0.16244722689142735,17,14,0.7142857142857143,0.3097001248526361,0.8958201964854905,B5 D+K,rep7_fold4,74
342 +-0.5340482541361684,0.17589690123500437,17,15,0.8,0.43989637658374975,1.6749379872078547,B5 D+K,rep8_fold0,74
343 +-0.5035481006888132,0.18171414882224127,20,15,0.7066666666666667,0.37942313814817497,0.334337456971887,B5 D+K,rep8_fold1,71
344 +-1.1623012910123103,0.19093494111747453,19,14,0.8071428571428572,0.12799798666356255,0.767054888918389,B5 D+K,rep8_fold2,72
345 +-2.856734872357201,0.3325265368941321,18,14,0.6071428571428571,0.020636797901958364,1.1973663402086934,B5 D+K,rep8_fold3,73
346 +-0.4815526819112603,0.16805902118683774,17,12,0.8916666666666666,2.160094764457958,-2.6827226450406987,B5 D+K,rep8_fold4,74
347 +-1.834443661115131,0.24338399654069995,20,15,0.74,0.06508978476008714,0.8753372961163309,B5 D+K,rep9_fold0,71
348 +-0.3748465783374128,0.12689897453022556,17,15,0.8333333333333333,1.0966648150824525,1.3630337026414785,B5 D+K,rep9_fold1,74
349 +-4.395883806092931,0.32453206539741436,19,13,0.4807692307692307,0.0066184721434709775,0.7104283274670213,B5 D+K,rep9_fold2,72
350 +-0.800417430396888,0.2170884120393922,19,14,0.6785714285714285,0.3425211789335858,-0.2889216679581192,B5 D+K,rep9_fold3,72
351 +-0.49631838906742515,0.17627798129785732,16,13,0.7435897435897436,0.3372931566709105,0.9168618339334659,B5 D+K,rep9_fold4,75
modified results/empirical/h2_seshat_cv_wins.csv +12 −12
@@ -1,13 +1,13 @@
1 1 model,baseline,folds,win_share,mean_diff,scheme
2 −A2 P,B0 FE only,10,0.8,0.010385438647938056,loro
3 −A2 P,B1 D only,10,0.3,-0.002709648303256007,loro
4 −A2 P,B2 K only,10,0.7,0.010421867396540784,loro
5 −A2 P,B3 complexity,10,0.8,0.010873068216126835,loro
6 −A2 P,B4 persistence,10,0.7,0.003042951969894492,loro
7 −A2 P,B5 D+K,10,0.2,-0.002836753438540579,loro
8 −A2 P,B0 FE only,48,0.7916666666666666,0.003561326926182278,kfold
9 −A2 P,B1 D only,48,0.75,0.0017770375262608888,kfold
10 −A2 P,B2 K only,48,0.8125,0.004959698215361119,kfold
11 −A2 P,B3 complexity,48,0.8541666666666666,0.005066075397629062,kfold
12 −A2 P,B4 persistence,48,0.6875,0.0019314050868669112,kfold
13 −A2 P,B5 D+K,48,0.75,0.0018448658208799925,kfold
2 +A2 P,B0 FE only,10,1.0,0.016135406518185836,loro
3 +A2 P,B1 D only,10,0.2,-0.0037811967057872486,loro
4 +A2 P,B2 K only,10,1.0,0.0167091325438521,loro
5 +A2 P,B3 complexity,10,1.0,0.016555911422840373,loro
6 +A2 P,B4 persistence,10,0.7,0.011040227971386818,loro
7 +A2 P,B5 D+K,10,0.2,-0.003890279230753835,loro
8 +A2 P,B0 FE only,50,0.86,0.00807652740452677,kfold
9 +A2 P,B1 D only,50,0.42,-0.0005338394602305029,kfold
10 +A2 P,B2 K only,50,0.84,0.010588922672367752,kfold
11 +A2 P,B3 complexity,50,0.84,0.010502514630497815,kfold
12 +A2 P,B4 persistence,50,0.78,0.005144859908737864,kfold
13 +A2 P,B5 D+K,50,0.44,0.0007904850693834464,kfold
added results/empirical/h2_seshat_items.csv +15 −0
@@ -0,0 +1,15 @@
1 +item,n,share_present,coef_P_main_z,se_P_main_z,coef_D_pc1_z,se_D_pc1_z,coef_K_mean_z,se_K_mean_z
2 +decline,93,0.40860215053763443,1.1139822180917633,0.36386304892396487,0.5934546949103627,0.28668403760492983,0.10125992738787627,0.25979328564423215
3 +collapse,126,0.015873015873015872,5.697194471404295,2.6048037398384256,-0.4889836423266948,0.47909639153753275,-0.9935696132402962,0.39273728679034464
4 +downward_mobility,123,0.44715447154471544,0.2809033114862155,0.18038982380247467,0.1986201995276859,0.18769392480244335,0.04547187210348411,0.19604455470963494
5 +extermination,122,0.13934426229508196,0.32114642848745173,0.3356302701314728,0.5448687918010973,0.2843652702890891,0.45974801660529363,0.2401890974850451
6 +uprising,123,0.45528455284552843,0.15341339485348238,0.1910468009877756,0.4663971673963838,0.22747140851477757,0.5154614257109261,0.23908423309246363
7 +revolution,117,0.17094017094017094,0.49692571237037836,0.2535691340876614,0.6590161940015902,0.40660572268670137,0.5664861910230747,0.38340316869430136
8 +successful_revolution,121,0.09917355371900827,0.5859147252238421,0.27290252828992934,1.099643943906142,0.5760066105618562,1.4374595138644048,0.9367375078201111
9 +civil_war,124,0.5403225806451613,0.30681883263602405,0.21247302463367299,0.44938289830534983,0.19087455407399728,0.35010847049541016,0.19878588838319095
10 +century_plus,126,0.05555555555555555,-0.72591903937616,0.36045048231839133,-0.8709045750559626,0.3778563038463394,-0.5211879925341997,0.31787586554344377
11 +fragmentation,127,0.3464566929133858,0.2070060163031286,0.1924664317115435,0.12202039737295808,0.19661676610581236,-0.0029066943243383284,0.18999492756925346
12 +capital,116,0.1810344827586207,0.059077396489220974,0.23261809347682505,0.12147624194789552,0.22810221797419075,0.12726471233278497,0.2338060940383476
13 +conquest,124,0.3951612903225806,-0.11674041626965902,0.18853932157691566,-0.054947552846667705,0.19357306138774197,0.02672406412547429,0.18907141002116085
14 +assassination,115,0.4,0.5186969616717692,0.20638243825893882,0.6594954208093557,0.23768388271242233,0.38667848977159996,0.24899990367432434
15 +depose,113,0.49557522123893805,0.22258677026408646,0.19800964407385763,0.5443626146208935,0.20658396873526472,0.5609404758923662,0.2320967293260846
added results/empirical/h2_seshat_items_dimensionality.json +6 −0
@@ -0,0 +1,6 @@
1 +{
2 + "mean_interitem_corr": 0.07944663342813164,
3 + "median_interitem_corr": 0.066622495165543,
4 + "first_eigen_share": 0.18913552099018466,
5 + "n_items": 14
6 +}
\ No newline at end of file
modified results/empirical/h2_seshat_primary.csv +13 −11
@@ -1,15 +1,17 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf
2 2 A1 primary: Y1 ~ P + FE,P_main_z,0.19598811961955986,0.05619238684720763,0.08585104139903292,0.3061251978400868,0.00048700208821658047,127,-53.2195116601875
3 −A2: Y1 ~ P + X + FE,P_main_z,0.20351158077892248,0.08482725386785257,0.03725016319793145,0.3697729983599135,0.01643409427092258,87,-34.71070763520765
4 −A3: Y1 ~ P + D + K + X + FE (P given components),P_main_z,0.2040721242253018,0.08343475533923725,0.04054000376039679,0.3676042446902068,0.014449560406630625,87,-34.70040393910057
5 −B1 baseline D only,D_pc1_z,0.2572372400381392,0.13838255154582166,-0.013992560991671232,0.5284670410679496,0.0630434502191715,94,-37.62951724969353
6 −B2 baseline K only,K_mean_z,-0.034191937803021266,0.19460423313308214,-0.4156162347438623,0.34723235913781975,0.8605297401049103,93,-37.569292952983
7 −B3 baseline complexity PC1,complexity_pc1_z,-0.010208261563331822,0.24040204287255076,-0.4813962655935313,0.4609797424668677,0.966129376006756,100,-40.486805909379015
8 −B4 baseline persistence,prior_crisis_nga,0.34454935642811907,0.24206393422328265,-0.12989595464951492,0.8189946675057531,0.15462555579388437,100,-40.3885673876723
9 −B5 D and K separately,D_pc1_z,0.340812724850877,0.16389523775530399,0.019578058850481195,0.6620473908512727,0.03757557599189618,87,-34.7076776779044
10 −B5 D and K separately,K_mean_z,-0.2130581957177733,0.1933961939788663,-0.5921147359163512,0.16599834448080464,0.2706064890854937,87,-34.7076776779044
11 −Placebo: P built with production infrastructure instead of K,P_placebo,0.2572372400381404,0.13838255154582466,-0.013992560991675895,0.5284670410679567,0.06304345021917601,94,-37.62951724969353
3 +A2: Y1 ~ P + X + FE,P_main_z,0.24341189026733162,0.08568261389344095,0.07547396703618736,0.4113498134984759,0.004499275117671632,93,-37.180409435442456
4 +A3: Y1 ~ P + complexity PC1 + X + FE,P_main_z,0.2429688204572906,0.08687303865820412,0.07269766468721053,0.41323997622737063,0.0051607231191516684,93,-37.178197720757126
5 +B1 baseline D only,D_pc1_z,0.41565091830660905,0.17327201631706649,0.07603776632515874,0.7552640702880593,0.016447339389607442,93,-37.148334593024884
6 +B2 baseline K only,K_mean_z,0.040541824590053066,0.24755385135427105,-0.4446637240643182,0.5257473732444243,0.8699124307891858,93,-37.4796860852568
7 +B3 baseline complexity PC1,complexity_pc1_z,0.07792536343804582,0.3126352351430059,-0.5348396974422458,0.6906904243183374,0.8031648541752704,93,-37.47809541763986
8 +B4 baseline persistence,prior_crisis_nga,0.37306084775672566,0.2023417972380136,-0.023529074829781005,0.7696507703432323,0.06522451210499,93,-37.37455587218428
9 +B5 D and K separately,D_pc1_z,0.43982910602046044,0.17026248989971107,0.10611462581702674,0.7735435862238942,0.0097876823350702,93,-37.13387097641075
10 +B5 D and K separately,K_mean_z,-0.1258412380091856,0.18775877943715727,-0.4938484457060138,0.24216596968764267,0.5027122983399126,93,-37.13387097641075
11 +B5 Wald test of beta_D + beta_K = 0 (restriction implied by P),D+K,0.3139878680112749,0.25732705565780184,,,0.2223929040205992,93,
12 +Placebo: P built with production infrastructure instead of K (X = warfare only),P_placebo,0.19182452518483376,0.1655476949176114,-0.13264895685368458,0.5162980072233521,0.24656762616978578,93,-37.72205879838945
13 +Placebo comparison: P with the same controls (X = warfare only),P_main_z,0.2904902706611261,0.0787105927241695,0.13621750892175388,0.4447630324004983,0.00022371501777443585,93,-37.357092320902154
12 14 "A1b: Y1b ~ P + region FE (logit, HC1; era FE dropped: separation)",P_main_z,-0.178305671270385,0.20339587470021095,-0.5769615856827984,0.22035024314202845,0.3806803045766206,123,-56.77239170158137
13 −"A2b: Y1b ~ P + X + region FE (logit, HC1)",P_main_z,0.1836712384747268,0.3238227440171184,-0.4510213397988253,0.8183638167482788,0.5705804519018927,86,-35.98874009410509
15 +"A2b: Y1b ~ P + X + region FE (logit, HC1)",P_main_z,0.2540624061878291,0.316131066094825,-0.3655544833580279,0.8736792957336861,0.4215924226205888,91,-36.88510645939462
14 16 "A3b: Y1b ~ P (logit, HC1, no FE)",P_main_z,-0.06838433580959115,0.17958182211249252,-0.42036470715007646,0.2835960355308942,0.7033534032954329,123,-65.92796981251857
15 −Exploratory: reform consequences ~ P + X + FE,P_main_z,-0.014797532092286084,0.18124585589368128,-0.37003940964390136,0.3404443454593292,0.9349302699171845,86,-12.808984824042609
17 +Exploratory: reform consequences ~ P + X + FE,P_main_z,-0.012940021899406238,0.16434677676030227,-0.3350597043495987,0.3091796605507862,0.9372425423271826,91,-13.566761134910722
modified results/empirical/h2_seshat_robustness.csv +20 −11
@@ -1,12 +1,21 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf
2 −R: K = IRT latent,_P,0.14592383683085786,0.0881205816941691,-0.026792503289713582,0.3186401769514293,0.0977306587410117,94,-37.654357924079186
3 −R: D = log population only,_P,0.26525556383786786,0.10468338503735995,0.06007612916464236,0.4704349985110934,0.011280603854963715,70,-27.82537097868165
4 −R: K = PC1 of blocks,_P,0.20625811785396292,0.08352201113301791,0.042554976033247816,0.369961259674678,0.01352997032752842,87,-34.70320925730064
5 −R: quasi-polities dropped,P_main_z,0.1529724190865244,0.10735424024088927,-0.057441891785618565,0.3633867299586674,0.1541770555079993,83,-33.6187062223242
6 −R: crises starting ≥25 years after polity start,P_main_z,0.25023816036590246,0.0906487023810333,0.0725667036990772,0.42790961703272773,0.005770824628688491,76,-30.631620415895608
7 −R: ≥12 of 14 items coded,P_main_z,0.1844104165442818,0.09097203094850494,0.00610523588521214,0.36271559720335145,0.04265104878181526,84,-33.545926963362994
8 −R: no era FE,P_main_z,0.25180620527649183,0.10548616040095524,0.04505333089061958,0.4585590796623641,0.016981787384069243,87,-35.055112402924486
9 −R: no region FE,P_main_z,0.232119825730709,0.08351611793574859,0.06842823457664177,0.3958114168847762,0.0054469201636038285,87,-35.0070205531534
10 −R: no FE,P_main_z,0.23998778925605788,0.09665426184846038,0.05054543603307554,0.4294301424790402,0.01302990355907613,87,-35.26034874356635
11 −R: SE clustered by NGA,P_main_z,0.20351158077892248,0.08471819678626769,0.037463915077837806,0.36955924648000715,0.0162959918773406,87,-34.71070763520765
12 −R: SE clustered by polity,P_main_z,0.20351158077892248,0.09551838785174915,0.016295540589494145,0.3907276209683508,0.033122020124625715,87,-34.71070763520765
2 +R: K = IRT latent,_P,0.17465442430005818,0.08155669074965395,0.014803310430736433,0.3345055381693799,0.032232976890957436,100,-40.18267330324387
3 +R: D = log population only,_P,0.2791808799231199,0.10879365394566985,0.065945318189607,0.4924164416566328,0.010283422511719795,76,-30.22001862721496
4 +R: K = PC1 of blocks,_P,0.24725280906681718,0.08445276089563193,0.0817253977113786,0.41278022042225576,0.003414733636184064,93,-37.1678249827594
5 +R: D at lower bounds,_P,0.2370551387237938,0.08712144845817385,0.06629709974577305,0.4078131777018146,0.0065090010430282645,93,-37.19675977586804
6 +R: D at upper bounds,_P,0.24416083897411217,0.08451206852033677,0.07851718467425212,0.4098044932739722,0.0038638948989149964,93,-37.17787830623302
7 +R: inferred codes dropped,_P,0.13127722293284633,0.06021138167313723,0.013262914853497357,0.2492915310121953,0.029237264224261324,77,-31.255742084589095
8 +R: standardized within era,_P,0.2649130570919216,0.09087491663235474,0.0867982204925063,0.4430278936913369,0.003555296109212517,93,-37.16686522081442
9 +R: standardized within macro-region,_P,0.22448104378356046,0.08515079033399135,0.0575854947289374,0.3913765928381835,0.008382135137306583,93,-37.21752021850245
10 +R: rank-based P,_P,0.184597851865263,0.07647256225001964,0.034711629855224524,0.3344840738753015,0.015782377713961484,93,-37.23522637683311
11 +R: D without settlement hierarchy,_P,0.2492058487366483,0.0743492083328707,0.10348140040422174,0.3949302970690749,0.0008027952547564335,84,-33.153415092472734
12 +R: K without administrative levels,_P,0.2501543163354239,0.08819558783508774,0.07729096417865192,0.4230176684921959,0.004563117541514957,94,-37.56499787019851
13 +R: both hierarchy indicators removed,_P,0.24695728149237478,0.06847239845495547,0.11275138052066208,0.3811631824640875,0.0003101528044966471,85,-33.57908663635605
14 +R: quasi-polities dropped,P_main_z,0.20524727002928125,0.10089170410340963,0.007499529986598391,0.40299501007196414,0.041918085093332794,87,-35.3308585013974
15 +R: crises starting ≥25 years after polity start,P_main_z,0.30494685697152457,0.09450623738546919,0.11971463169600496,0.4901790822470442,0.0012521010090038782,79,-31.844889463430206
16 +R: ≥12 of 14 items coded,P_main_z,0.24958417880476058,0.09082922407363642,0.07155889962043321,0.42760945798908795,0.005998926784266301,88,-35.106846879391206
17 +R: no era FE,P_main_z,0.2956828267882231,0.11068068728854691,0.07874867970267116,0.512616973873775,0.007551435178672412,93,-37.61524760999671
18 +R: no region FE,P_main_z,0.27737299055785686,0.0788348539827645,0.12285667675163844,0.43188930436407524,0.0004341482714905091,93,-37.477122797190226
19 +R: no FE,P_main_z,0.28766281167110536,0.09505068738441325,0.1013634643976554,0.4739621589445553,0.002474725131339374,93,-37.842410062849616
20 +R: SE clustered by NGA,P_main_z,0.24341189026733162,0.07419899794316402,0.09798185429873013,0.3888419262359331,0.0010361297997828571,93,-37.180409435442456
21 +R: SE clustered by polity,P_main_z,0.24341189026733162,0.08791623364852942,0.07109607231621395,0.4157277082184493,0.005628393977007648,93,-37.180409435442456
modified results/empirical/h2_seshat_y2_y3.csv +3 −0
@@ -4,5 +4,8 @@ Y2-2 Cox: P + X + midpoint + strata,P_z,0.0004380719784831337,0.0684871931747308
4 4 Y2-3 Cox: D + K + X + midpoint + strata,D_pc1_z,0.12781060414697887,0.13285461319788708,-0.13257965290087953,0.38820086119483727,0.33603271734868106,208,201,1.1363377646548505,,
5 5 Y2-3 Cox: D + K + X + midpoint + strata,K_mean_z,0.5593188677196502,0.20034053668803614,0.16665863116767404,0.9519791042716264,0.005240914807357369,208,201,1.7494804667561765,,
6 6 Y2-4 Cox: complexity PC1 + X + strata,complexity_pc1_z,0.39878281944897614,0.2909649639051191,-0.17149803056805407,0.9690636694660064,0.17051443371265806,208,201,1.4900099822759345,,
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modified results/empirical/h4_modern_curve.csv +40 −40
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modified results/empirical/h4_modern_folds.csv +15 −15
@@ -1,16 +1,16 @@
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modified results/empirical/h4_modern_summary.json +5 −5
@@ -1,9 +1,9 @@
1 1 {
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8 8 "median_knot": -0.08085854020686861
9 9 }
\ No newline at end of file
modified results/empirical/h4_seshat_folds.csv +51 −53
@@ -1,53 +1,51 @@
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14 +2_2,-0.597148597638918,-0.5966180564647058,-0.5971426306038379,0.9861670128159745
15 +2_3,-0.5918974725381361,-0.5959541256063777,-0.597729304156576,0.7506082284323182
16 +2_4,-0.5667482116453497,-0.5685018064900336,-0.5673427504712925,1.010298005138262
17 +3_0,-0.5377383390282402,-0.5403517954167888,-0.5399277903665236,0.9461706364500491
18 +3_1,-0.6365710254490112,-0.6518808469959716,-0.6435140577403978,0.36290837268237974
19 +3_2,-0.5636003436113635,-0.5641170901331859,-0.5643501071238198,1.0420135483045128
20 +3_3,-0.6187909280946129,-0.6241585303006574,-0.6207824876185206,0.7302166030913995
21 +3_4,-0.6265803773131181,-0.6334637719689932,-0.6277104802882467,0.059337315306033415
22 +4_0,-0.563144482368378,-0.5626248636909552,-0.5629805493468403,-0.04626606914046314
23 +4_1,-0.6849583738646052,-0.6919457210912778,-0.6878713339909038,0.34508660381250095
24 +4_2,-0.6437557575105002,-0.6464510807335211,-0.6440268636457237,0.8839901124430303
25 +4_3,-0.5536769938520285,-0.5555245348792792,-0.5552004523247103,-0.6794254047034416
26 +4_4,-0.5726248328066327,-0.5836145591332823,-0.5783259647133383,0.9461706364500491
27 +5_0,-0.5973970941632721,-0.5974606107344633,-0.5974472258174305,0.015541117762842655
28 +5_1,-0.5859679866654274,-0.5861488880942639,-0.5868696316304818,0.00689037814530864
29 +5_2,-0.5594678722177542,-0.5594958047470799,-0.5631927308351515,0.9179306397818822
30 +5_3,-0.6396213614070616,-0.6460199273341101,-0.644065888361466,-0.8687953826782356
31 +5_4,-0.6245384739311973,-0.6280926438423734,-0.6265383597215782,-0.8689012569177066
32 +6_0,-0.617645528611456,-0.6172120173875972,-0.6176509536465435,1.0266627635671466
33 +6_1,-0.5890317082461319,-0.5977712716512036,-0.5894188962718537,0.9179306397818822
34 +6_2,-0.6348125995528595,-0.6366487814881678,-0.6357772027233655,-0.6323051246400873
35 +6_3,-0.5781582883244056,-0.588907726025461,-0.5802509815490828,0.32355091334446257
36 +6_4,-0.5524879937636864,-0.5651570474147883,-0.5573099267353454,0.08120555695369544
37 +7_0,-0.5885813185167813,-0.5956766418868872,-0.5936081869401515,-0.8795183375286934
38 +7_1,-0.5787016268921739,-0.5864483272054866,-0.580052964585041,0.0039051981841993736
39 +7_2,-0.5645678092693369,-0.5673488832832154,-0.5658571080945652,0.7498873937055903
40 +7_3,-0.6301697813012974,-0.6412235822943004,-0.6351031714320423,0.3653816859108948
41 +7_4,-0.6282898917461217,-0.6291610143130598,-0.6291742041765503,-0.8689012569177066
42 +8_0,-0.6195993523303744,-0.6195768720450462,-0.6196919888551702,-0.6921127747646135
43 +8_1,-0.5723862392511656,-0.5733453109962876,-0.5723862696276332,0.34508660381250095
44 +8_2,-0.6002609168759228,-0.6002141660115845,-0.600250748057464,0.00651011380337407
45 +8_3,-0.5723935308319126,-0.593879577699202,-0.5733644057439015,1.0058348892031117
46 +8_4,-0.6033711650958354,-0.6046878534345983,-0.6034410098186991,0.39559442406430634
47 +9_0,-0.6111700447012072,-0.6170858657368855,-0.6124358537649992,-0.8462172423771587
48 +9_1,-0.5896958570672343,-0.5920829253253999,-0.5907814971602942,0.021307327107412496
49 +9_2,-0.6150519193883908,-0.6210380783534493,-0.6151130408808143,0.3660680281099391
50 +9_3,-0.5863301647012815,-0.5911587974047278,-0.5874183704540838,0.0039051981841993736
51 +9_4,-0.5792155749225609,-0.5831174127390657,-0.5798817359887425,0.06682725906244508
modified results/empirical/h4_seshat_summary.json +10 −10
@@ -1,12 +1,12 @@
1 1 {
2 − "folds": 48,
3 − "hinge_beats_linear_share": 0.10416666666666667,
4 − "spline_beats_linear_share": 0.08333333333333333,
5 − "mean_ll_linear": -0.6036253789830548,
6 − "mean_ll_hinge": -0.6091715368629916,
7 − "mean_ll_spline": -0.60583805621027,
8 − "median_knot": 0.08104350804004751,
9 − "insample_knot": 0.9186514745086101,
10 − "insample_hinge_coef": -0.3374682573990433,
11 − "insample_P_coef": 0.2670438154031941
2 + "folds": 50,
3 + "hinge_beats_linear_share": 0.1,
4 + "spline_beats_linear_share": 0.08,
5 + "mean_ll_linear": -0.5997872195502219,
6 + "mean_ll_hinge": -0.6046239254037978,
7 + "mean_ll_spline": -0.6014858334143698,
8 + "median_knot": 0.202378235149079,
9 + "insample_knot": 0.920093143962066,
10 + "insample_hinge_coef": -0.3443603832338329,
11 + "insample_P_coef": 0.30680452291054316
12 12 }
\ No newline at end of file
modified results/empirical/h5_modern_blocks.csv +10 −10
@@ -1,11 +1,11 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf,within_block_coef,within_block_se,within_block_n,within_block_events
2 −H5 leave-region-out: 1.0,P_modern_z,0.2934595045288704,0.09362115486969619,0.10996204098426585,0.4769569680734749,0.001721222205862824,13252,-5344.849628149383,1.0667363453334888,0.4315175343100045,1385,131
3 −H5 leave-region-out: 2.0,P_modern_z,0.32839169786350464,0.09899119399634705,0.13436895763066442,0.5224144380963449,0.0009086498400836919,12017,-4279.59797027817,0.542019287761248,0.29203183762582197,2620,773
4 −H5 leave-region-out: 3.0,P_modern_z,0.30259807281640266,0.09685131345583817,0.11276949844295986,0.49242664718984547,0.0017819415256266043,13175,-5045.818633583093,0.44875514382722154,0.35024594633340544,1462,281
5 −H5 leave-region-out: 4.0,P_modern_z,0.3122909808640708,0.1172783121558377,0.08242548903862892,0.5421564726895127,0.007748895907150537,11363,-4117.771450336368,0.3909917466737983,0.16736215744982263,3274,747
6 −H5 leave-region-out: 5.0,P_modern_z,0.2944295644568827,0.096981539591355,0.10434574685782688,0.48451338205593847,0.002397917566488579,10717,-4849.915015269096,0.7808050613948634,0.28471969885156295,3920,350
7 −H5 leave-region-out: 6.0,P_modern_z,0.4699043430360989,0.09343697508522182,0.28676787186906416,0.6530408142031336,4.92774934321103e-07,12661,-4830.72668160546,0.2344469424651936,0.20575581085450534,1976,410
8 −H5 leave-period-out: 1900-1945,P_modern_z,0.41509039109077045,0.09907598554909457,0.22090145941454511,0.6092793227669958,2.7942620509638244e-05,12616,-4640.906505104742,0.298190061570195,0.18693134042787674,2021,554
9 −H5 leave-period-out: 1946-1989,P_modern_z,0.3614935755750333,0.1131577434269858,0.13970439845814114,0.5832827526919255,0.0014002541509288856,8927,-3055.2555325813128,0.43543790099812424,0.12202001089038361,5710,1295
10 −H5 leave-period-out: 1990+,P_modern_z,0.4173530750764519,0.10624640481187518,0.20911012164517656,0.6255960285077273,8.559759609628999e-05,9285,-4036.4384324701446,0.3476491217304899,0.16089032312791085,5352,626
11 −H5 leave-period-out: pre-1900,P_modern_z,0.3940733263264095,0.09183407311667917,0.21407854301771834,0.5740681096351007,1.777541709685051e-05,13083,-5223.594464430906,0.6652900500332333,0.27695705329806547,1554,217
2 +H5 leave-region-out: 1.0,P_modern_z,0.2841377951798457,0.09443169996426125,0.09905166324989367,0.46922392710979777,0.002621748109935136,13252,-5366.3828023175465,1.0335849824903782,0.4356329138851846,1385,131
3 +H5 leave-region-out: 2.0,P_modern_z,0.3183650238763444,0.09972386338879323,0.12290625163430968,0.5138237961183791,0.0014106364566658703,12017,-4291.6211287799615,0.5174918829944193,0.0011688525567695232,2620,773
4 +H5 leave-region-out: 3.0,P_modern_z,0.31149691939171553,0.09662656070583221,0.12210886040828439,0.5008849783751467,0.0012653731927697606,13175,-5031.154188124003,0.4407218734350489,0.35437247996298277,1462,281
5 +H5 leave-region-out: 4.0,P_modern_z,0.30960453201573573,0.11709346166333906,0.08010134715559117,0.5391077168758803,0.008191318622849567,11363,-4117.813847544161,0.4065730879053219,0.16279134513708401,3274,747
6 +H5 leave-region-out: 5.0,P_modern_z,0.2788142288717914,0.09644752932402512,0.08977707139670218,0.4678513863468806,0.0038421553644664183,10717,-4862.268594361678,0.8043438237633437,0.31374606641791736,3920,350
7 +H5 leave-region-out: 6.0,P_modern_z,0.4621726031921511,0.09585527476759832,0.2742962646476584,0.6500489417366437,1.4243505992963628e-06,12661,-4837.072874323702,0.24579387735919575,0.2008648589277254,1976,410
8 +H5 leave-period-out: 1900-1945,P_modern_z,0.40744167261736297,0.10108847311661064,0.20930826530880614,0.6055750799259199,5.564759685625759e-05,12616,-4638.094917105327,0.2557350951523724,0.21252506991226583,2021,554
9 +H5 leave-period-out: 1946-1989,P_modern_z,0.36659808676293376,0.11501169370093983,0.1411751671090917,0.5920210064167758,0.001435157366035983,8927,-3054.630729244206,0.4357260858386482,0.12448585554959085,5710,1295
10 +H5 leave-period-out: 1990+,P_modern_z,0.4092766778339965,0.10820984967001644,0.1971853724807643,0.6213679831872287,0.00015541730448171513,9285,-4051.0633334586073,0.345611397184995,0.1606117168894054,5352,626
11 +H5 leave-period-out: pre-1900,P_modern_z,0.38849560536553623,0.09125844722362034,0.20962904880724037,0.567362161923832,2.0710314821567656e-05,13083,-5226.436878149341,0.6209085279141342,0.2867390130212488,1554,217
modified results/empirical/h5_seshat_blocks.csv +26 −16
@@ -1,17 +1,27 @@
1 1 model,term,coef,se,ci_lo,ci_hi,p,n,llf,held_out_n,cov,within_block_coef,within_block_se,within_block_note
2 −H5 leave-region-out: Central_Asia,P_main_z,0.22461753717462926,0.08568439617091256,0.056676120679640646,0.3925589536696179,0.008755607460022404,84,-33.98018010262266,13,cluster,,,
3 −H5 leave-region-out: East_Asia,P_main_z,0.22949092621939032,0.10741782975894221,0.01895197989186359,0.44002987254691706,0.032644189769015154,64,-25.290043505196856,30,cluster,0.1894787513854881,0.18026279023912647,
4 −H5 leave-region-out: Europe,P_main_z,0.3268895933604762,0.12409157207287243,0.08367011209764622,0.5701090746233062,0.008432063416857781,72,-29.26015669527454,39,cluster,0.1955639812755721,0.16079169028537635,
5 −H5 leave-region-out: North_Africa,P_main_z,0.22974877100833047,0.08248305650223646,0.06808198026394702,0.3914155617527139,0.005346079695852263,78,-31.17296980353798,12,cluster,,,
6 −H5 leave-region-out: North_America,P_main_z,0.20972841272512133,0.08982747923234624,0.03366655342972269,0.38579027202051996,0.019554328408799768,85,-34.073542444671,13,cluster,,,
7 −H5 leave-region-out: South_America,P_main_z,0.2612911504595587,0.08857096462904869,0.08769205978662326,0.43489024113249414,0.003176949178068867,84,-33.834765978355286,6,cluster,,,
8 −H5 leave-region-out: South_Asia,P_main_z,0.2247397891044831,0.08388398544018442,0.06032717764172163,0.3891524005672446,0.0073804040514512895,82,-33.10471855215352,5,cluster,,,
9 −H5 leave-region-out: Southeast_Asia_Oceania,P_main_z,0.2138165550159248,0.0928771353592739,0.031777369711747966,0.3958557403201016,0.021327043621541645,81,-32.767722020452744,13,cluster,,,
10 −H5 leave-region-out: Southwest_Asia,P_main_z,0.2350168697854773,0.09035439279804337,0.057922259901312306,0.41211147966964234,0.009293717891667684,70,-27.784628452091624,29,cluster,0.4370423994599299,0.23408049224027258,"P only, HC1"
11 −H5 leave-region-out: Sub_Saharan_Africa,P_main_z,0.17661347291140242,0.06091719007720705,0.0572157803600766,0.2960111654627282,0.00374070034062224,83,-33.34228761918488,6,cluster,,,
12 −H5 leave-era-out: 1-1000,P_main_z,0.3190887539974902,0.13675894464751404,0.05104122248836268,0.5871362855066178,0.019636582812069914,66,-26.29352354427494,40,cluster,0.1269142179101019,0.17708762663627417,
13 −H5 leave-era-out: 1000BCE-0,P_main_z,0.2039775097457945,0.17425442481819425,-0.1375611628978662,0.5455161823894552,0.24177049020818997,69,-28.155236215435547,28,cluster,0.3403822063965426,0.08094658852142315,"P only, HC1"
14 −H5 leave-era-out: 1001-1500,P_main_z,0.26270215046394874,0.09973205586069862,0.06722732097697945,0.458176979950918,0.008436576503777686,65,-26.382990028716325,43,cluster,0.20461342489165785,0.09056084442259384,
15 −H5 leave-era-out: 1501-1800,P_main_z,0.22427320273746681,0.07269809954168585,0.08178492763576256,0.36676147783917107,0.002035562421909049,73,-28.58113736077386,31,cluster,0.29956643047710674,0.5237628215863569,
16 −H5 leave-era-out: post-1800,P_main_z,0.22446987921417064,0.10815421498099562,0.01248761785141922,0.43645214057692205,0.03794380919902884,81,-32.59740907232731,16,cluster,0.27884962464927154,0.15671393674391607,"P only, HC1"
17 −H5 leave-era-out: pre-1000BCE,P_main_z,0.24236614160145775,0.107295830322746,0.03206631416887559,0.4526659690340399,0.023892163096172866,81,-32.648685699000914,8,cluster,,,
2 +H5 leave-region-out: Central_Asia,P_main_z,0.27515761019713086,0.07950913109381542,0.11931971325325263,0.4309955071410091,0.0005387637909364285,89,-36.10733270101792,13,cluster,,,
3 +H5 leave-region-out: East_Asia,P_main_z,0.2693065132859207,0.10305807522769053,0.06731268583964725,0.4713003407321942,0.008971114432188641,70,-27.711243857679328,30,cluster,0.3619723498855383,0.08278298030821724,
4 +H5 leave-region-out: Europe,P_main_z,0.3658634834863271,0.09575882315010378,0.17817619011212366,0.5535507768605306,0.00013308613364338573,78,-31.70382145961424,39,cluster,0.18733798517850236,0.1640692307207324,
5 +H5 leave-region-out: North_Africa,P_main_z,0.28089627598165656,0.08049731604752351,0.12312153652851049,0.43867101543480264,0.00048390500341272596,83,-33.09047939182785,12,cluster,,,
6 +H5 leave-region-out: North_America,P_main_z,0.26571214727644066,0.08782852847596129,0.09356823146355653,0.4378560630893248,0.0024834454033569138,89,-35.69145585220683,13,cluster,,,
7 +H5 leave-region-out: South_America,P_main_z,0.2853668570525785,0.08500317073108822,0.11876064241964562,0.45197307168551143,0.000787555291152723,90,-36.2624541247413,6,cluster,,,
8 +H5 leave-region-out: South_Asia,P_main_z,0.26889297567428944,0.07764089293567109,0.1167168255203741,0.42106912582820477,0.0005336117265780286,88,-35.564372520499425,5,cluster,,,
9 +H5 leave-region-out: Southeast_Asia_Oceania,P_main_z,0.2549605690431976,0.08983625493018334,0.07888150938003824,0.4310396287063569,0.0045388827995877885,86,-34.922579241245586,13,cluster,,,
10 +H5 leave-region-out: Southwest_Asia,P_main_z,0.263593460356472,0.08689016193092268,0.09328874297186357,0.43389817774108047,0.0024162266791965584,75,-29.944343190614347,29,cluster,0.4370423994599299,0.23408049224027258,"P only, HC1"
11 +H5 leave-region-out: Sub_Saharan_Africa,P_main_z,0.2358202660302542,0.06490709458056071,0.1086023606523552,0.3630381714081532,0.0002799310486004802,89,-35.85749306172266,6,cluster,,,
12 +H5 leave-era-out: 1-1000,P_main_z,0.3355762863064805,0.13034449995603745,0.08010106639264714,0.5910515062203139,0.01003753554106607,71,-28.520809418154634,40,cluster,0.19289336825286396,0.1815761880042375,
13 +H5 leave-era-out: 1000BCE-0,P_main_z,0.2545627297798043,0.14565402764908042,-0.030919164412393285,0.5400446239720019,0.08051219967815564,73,-29.993128727358545,28,cluster,0.3897643260020236,0.14538638671995055,
14 +H5 leave-era-out: 1001-1500,P_main_z,0.3095867761993678,0.11174626857203544,0.09056408979817834,0.5286094626005573,0.0055979930197748995,70,-28.282566917092126,43,cluster,0.31569523321385995,0.15244223479375524,
15 +H5 leave-era-out: 1501-1800,P_main_z,0.2665147962052255,0.0838845428965907,0.10210109212790774,0.43092850028254326,0.0014872384889550252,79,-31.05134575060387,31,cluster,0.3253352070442502,0.4825650747964485,
16 +H5 leave-era-out: post-1800,P_main_z,0.2865341378245422,0.1212292040174225,0.04892489795039409,0.5241433776986902,0.01809963445688304,86,-34.923875791882445,16,cluster,0.20841914613811208,0.2639516725159931,
17 +H5 leave-era-out: pre-1000BCE,P_main_z,0.2934581954956873,0.11403545593855226,0.06994870185612487,0.5169676891352497,0.010070639470313926,86,-34.745470961911124,8,cluster,,,
18 +H5 leave-sphere-out: Andes_Amazonia,P_main_z,0.2853668570525785,0.08500317073108822,0.11876064241964562,0.45197307168551143,0.000787555291152723,90,-36.2624541247413,6,cluster,,,
19 +H5 leave-sphere-out: East_Asia,P_main_z,0.2693065132859207,0.10305807522769053,0.06731268583964725,0.4713003407321942,0.008971114432188641,70,-27.711243857679328,30,cluster,0.3619723498855383,0.08278298030821724,
20 +H5 leave-sphere-out: Europe,P_main_z,0.3658634834863271,0.09575882315010378,0.17817619011212366,0.5535507768605306,0.00013308613364338573,78,-31.70382145961424,38,cluster,0.18733798517850236,0.1640692307207324,
21 +H5 leave-sphere-out: Mesoamerica_North_America,P_main_z,0.26571214727644066,0.08782852847596129,0.09356823146355653,0.4378560630893248,0.0024834454033569138,89,-35.69145585220683,13,cluster,,,
22 +H5 leave-sphere-out: Oceania,P_main_z,0.2780544787930974,0.09126189048290712,0.09918117344659946,0.45692778413959534,0.0023131051015460383,91,-36.87997079145606,6,cluster,,,
23 +H5 leave-sphere-out: South_Asia,P_main_z,0.26889297567428944,0.07764089293567109,0.1167168255203741,0.42106912582820477,0.0005336117265780286,88,-35.564372520499425,5,cluster,,,
24 +H5 leave-sphere-out: Southeast_Asia,P_main_z,0.27223178972723805,0.07664821409491533,0.122001290101204,0.4224622893532721,0.00038274476564112685,88,-35.53069173912429,7,cluster,,,
25 +H5 leave-sphere-out: Steppe_Central_Asia,P_main_z,0.2793023284590123,0.07938601832177312,0.123705732548337,0.43489892436968763,0.0004343519861775372,91,-36.730263698205654,12,cluster,,,
26 +H5 leave-sphere-out: Sub_Saharan_Africa,P_main_z,0.2358202660302542,0.06490709458056071,0.1086023606523552,0.3630381714081532,0.0002799310486004802,89,-35.85749306172266,6,cluster,,,
27 +H5 leave-sphere-out: West_Asia_North_Africa,P_main_z,0.27391523317315986,0.088575945106398,0.10030638076461976,0.4475240855817,0.001985226078113957,63,-24.874251504899124,43,cluster,0.40098379854598604,0.39297894106624326,
added results/empirical/measurement_crisis_sample.json +10 −0
@@ -0,0 +1,10 @@
1 +{
2 + "K_mean_crisis_mean": 0.7118505889654014,
3 + "K_mean_crisis_share_gt_0.8": 0.39759036144578314,
4 + "K_mean_crisis_sd": 0.2404794264813821,
5 + "K_mean_all_mean": 0.5750918338128755,
6 + "K_mean_all_sd": 0.320249330735335,
7 + "corr_P_D_crisis": 0.6253693094460893,
8 + "corr_P_K_crisis": 0.021774079037550777,
9 + "dated_share_precrisis_facts": 0.0364737259424782
10 +}
\ No newline at end of file
modified results/logs/execution_log.md +2 −0
@@ -30,3 +30,5 @@
30 30 | 2026-11-01 07:30 | 7 | `python -m wp35.visualization.make_all` (26 table fragments, 15 figures) ; `python -m wp35.validation.build_bib` (182 entries: Crossref by DOI + verified manual) | `paper/tables/*.tex`, `paper/figures/*.pdf`, `paper/references.bib` |
31 31 | 2026-11-01 08:00 | 8 | Paper written (sections: introduction, literature [fork], theory [fork], data, methods, results_historical, results_modern, simulation, synthesis, limitations, conclusion, appendix) ; `latexmk -pdf main.tex` — fixes: `\input{}` → primitive `\input` in tabulars (misplaced \noalign), aer.bst header/month/underscore/encoding issues in references.bib, novelty table rotated | `paper/main.pdf` 73 pages, 0 undefined citations/references |
32 32 | 2026-11-01 08:20 | 4 | `python -m wp35.econometrics.leakage_check` (fold-internal PCA loadings and standardization, LORO) | `results/empirical/h2_seshat_cv_noleakage.csv`: P beats D-only in 2/10 folds (main run: 3/10) ; amendment A-001 |
33 +| 2026-11-01 09:00 | 9 | Three adversarial reviews (independent agents) written to `docs/reviews/` | major revision ×3 |
34 +| 2026-11-01 09:30 | 9 | Corrections A-002…A-007: crisis-level robustness variants (previously never computed), item-level CrisisDB analysis, cultural-sphere hold-outs, Cox periodization control, placebo respecified (was a tautology), epidemic covariate dropped, common sample, Wald test of β_D+β_K=0, unseen-FE-level mapping + polity-blocked folds, `t_since` left-censoring, simulation accounting (hops, every administrator charged, equal budgets, load-proportional allocation), Theorem 1 remark ; reruns: `build_indices`, `h2_seshat` (×3), `h2_modern` (background), `run_experiments` + `analyze` (×4), `make_all`, `latexmk` | `results/empirical/*` and `results/simulated/*` regenerated; `paper/main.pdf` 80 pages, 0 undefined; `docs/reviews/response_to_reviewers.md` |
modified results/logs/final_research_audit.md +12 −8
@@ -67,27 +67,31 @@ Status codes: **DONE** (code ran, output exists, source traceable, limitations d
67 67 | Task | Status | Evidence |
68 68 |---|---|---|
69 69 | All tables/figures generated by script | DONE | `src/wp35/visualization/make_all.py` (26 fragments, 15 figures) |
70 −| Tests | DONE | `tests/` — 11 passed |
70 +| Tests | DONE | `tests/` — 11 passed after revision |
71 71 | Clean-environment full reproduction | PARTIAL | every target was run in sequence from the venv in this session; a from-scratch `make all` on a second machine was not run |
72 72
73 73 ## Phase 8 — Paper
74 74 | Task | Status | Evidence |
75 75 |---|---|---|
76 −| LaTeX manuscript compiled, references resolved, figures present | DONE | `paper/main.pdf` 73 pp.; 0 undefined citations/references; 6 small overfull boxes |
76 +| LaTeX manuscript compiled, references resolved, figures present | DONE | `paper/main.pdf` 80 pp. after revision; 0 undefined citations/references; 8 small overfull boxes |
77 77 | Abstract written after analyses | DONE | — |
78 78
79 79 ## Phase 9 — Adversarial review
80 80 | Task | Status | Evidence |
81 81 |---|---|---|
82 −| Three independent reviews | see `docs/reviews/` | filled in below after the reviews |
83 −| Response to reviewers and implemented corrections | see `docs/reviews/response_to_reviewers.md` | filled in below |
82 +| Three independent reviews (institutional economist, historical anthropologist, computational social scientist) | DONE — all three: major revision | `docs/reviews/review_*.md` |
83 +| Response to reviewers and implemented corrections | DONE — 25 points fixed with reruns (A-002…A-007), 6 accepted as unfixable and stated, 3 declined with reasons | `docs/reviews/response_to_reviewers.md`; `research/decisions.md` |
84 +| Defects found by review that violated repository rule 1 (text–results mismatch) | FIXED | five robustness variants never computed → computed; placebo tautology → respecified; failed CV folds misreported → repaired |
84 85
85 86 ## Blocked / requires PI
86 87 - Creation of the spbgit remote `wp35_uqo.git` and `git push` (authorization).
87 88 - Any external publication (SSRN) and the website entry (`spboucher.ai`).
88 89 - Equinox-2020 replication (not blocked, simply not executed).
89 90
90 −## Headline verdict (for the record)
91 −H1 supported as association (all datasets). H2 **not supported** beyond baselines in either panel (pre-registered rule).
92 −H3 supported in operating-cost sense (SIMULATED), refuted in total-cost sense at short horizons. H4 rejected in Seshat;
93 −marginal in modern panel. H5: sign stable in every held-out block. Universal framing abandoned per pre-registration §7.
91 +## Headline verdict (for the record, after revision)
92 +H1 supported as association (all datasets). H2 **not supported** beyond baselines in either panel (pre-registered rule);
93 +the restriction β_D+β_K=0 is rejected in the modern panel; the Seshat placebo is not distinguishable from P; higher K
94 +predicts shorter polity durations (against the hypothesis). H3 supported in operating-cost sense (SIMULATED; success
95 +effects are parameters), refuted in total-cost sense at short horizons; central hierarchies fragile at equal budgets.
96 +H4 rejected in Seshat; not rejected but small in the modern panel. H5: sign stable in every held-out block (regions, eras,
97 +cultural spheres, periods). Universal framing abandoned per pre-registration §7.
modified results/logs/h2_modern_run.log +77 −74
@@ -3,96 +3,99 @@
3 3 /Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
4 4 warnings.warn("Maximum Likelihood optimization failed to "
5 5 === PRIMARY ===
6 − model term coef se p n events
7 − C1 primary: Y456 ~ P + X + region FE + year FE P_modern_z 0.398 0.089 0.000 14637 2692.0
8 − C2: Y456 ~ P + FE only P_modern_z 0.723 0.080 0.000 15687 2981.0
9 − C3: Y456 ~ P + K + X + FE (P given K) P_modern_z 0.229 0.094 0.015 14637 2692.0
10 − B1 baseline population only D_modern_z 0.126 0.071 0.076 14754 2710.0
11 − B2 baseline capacity only K_modern_z -0.632 0.126 0.000 15675 2957.0
12 − B3 baseline development (gdppc) only log_gdppc -0.557 0.095 0.000 15862 2980.0
13 − B4 baseline persistence y456_b5 0.136 0.133 0.307 15806 2968.0
14 − B5 D and K separately D_modern_z 0.170 0.070 0.015 14637 2692.0
15 − B5 D and K separately K_modern_z -0.707 0.137 0.000 14637 NaN
16 − Placebo: P with polyarchy in place of K (polyarchy not separately controlled) P_placebo_z 0.197 0.059 0.001 14754 2710.0
17 − Placebo comparison: P_main with the same controls as the placebo P_modern_z 0.446 0.083 0.000 14676 2706.0
18 −Negative control: past events (t-5..t-1) ~ P_t + gdppc + polyarchy + FE (no duration terms) P_modern_z 0.436 0.098 0.000 14608 2757.0
19 − Forward comparison for the negative control: future events ~ P_t + gdppc + polyarchy + FE P_modern_z 0.475 0.099 0.000 14637 2692.0
20 − C4: conditional logit, country FE + decade FE P_modern_z 1.314 0.098 0.000 14637 2692.0
21 − C5: linear probability, country + year FE P_modern_z_dm 0.111 0.031 0.000 14637 2692.0
6 + model term coef se p n events error
7 + C1 primary: Y456 ~ P + X + region FE + year FE P_modern_z 0.392 0.089 0.000 14637.0 2692.0 NaN
8 + C2: Y456 ~ P + FE only P_modern_z 0.723 0.080 0.000 15687.0 2981.0 NaN
9 + C3: Y456 ~ P + K + X + FE (reparametrization of B5: beta_P = beta_D) P_modern_z 0.225 0.094 0.017 14637.0 2692.0 NaN
10 + C3: Y456 ~ P + K + X + FE (reparametrization of B5: beta_P = beta_D) K_modern_z -0.535 0.150 0.000 14637.0 NaN NaN
11 + C3: Y456 ~ P + K + X + FE (reparametrization of B5: beta_P = beta_D) NaN NaN NaN NaN NaN NaN 'D_modern_z'
12 + B1 baseline population only D_modern_z 0.122 0.071 0.088 14754.0 2710.0 NaN
13 + B2 baseline capacity only K_modern_z -0.631 0.131 0.000 15675.0 2957.0 NaN
14 + B3 baseline development (gdppc) only log_gdppc -0.582 0.096 0.000 15862.0 2980.0 NaN
15 + B4 baseline persistence y456_b5 0.246 0.138 0.076 15806.0 2968.0 NaN
16 + B5 D and K separately D_modern_z 0.166 0.070 0.017 14637.0 2692.0 NaN
17 + B5 D and K separately K_modern_z -0.701 0.139 0.000 14637.0 NaN NaN
18 + B5 Wald test of beta_D + beta_K = 0 (restriction implied by P) D+K -0.535 0.150 0.000 14637.0 NaN NaN
19 + Placebo: P with polyarchy in place of K (polyarchy not separately controlled) P_placebo_z 0.202 0.058 0.000 14754.0 2710.0 NaN
20 + Placebo comparison: P_main with the same controls as the placebo P_modern_z 0.448 0.082 0.000 14676.0 2706.0 NaN
21 +Negative control: past events (t-5..t-1) ~ P_t + gdppc + polyarchy + FE (no duration terms) P_modern_z 0.436 0.098 0.000 14608.0 2757.0 NaN
22 + Forward comparison for the negative control: future events ~ P_t + gdppc + polyarchy + FE P_modern_z 0.475 0.099 0.000 14637.0 2692.0 NaN
23 + C4: conditional logit, country FE + decade FE P_modern_z 1.329 0.099 0.000 14637.0 2692.0 NaN
24 + C5: linear probability, country + year FE P_modern_z_dm 0.109 0.032 0.001 14637.0 2692.0 NaN
22 25
23 26 === OOS wins ===
24 27 model baseline folds win_share mean_diff scheme metric
25 − C1 P B0 FE+X 2 0.500 -0.000 forward oos_loglik
26 − C1 P B0 FE+X 2 1.000 0.005 forward auc
27 − C1 P B1 D 2 0.500 0.000 forward oos_loglik
28 − C1 P B1 D 2 1.000 0.004 forward auc
29 − C1 P B2 K 2 0.000 -0.003 forward oos_loglik
30 − C1 P B2 K 2 0.000 -0.004 forward auc
31 − C1 P B4 persistence 2 1.000 0.002 forward oos_loglik
32 − C1 P B4 persistence 2 1.000 0.010 forward auc
33 − C1 P B5 D+K 2 0.000 -0.002 forward oos_loglik
34 − C1 P B5 D+K 2 0.000 -0.006 forward auc
35 − C1 P B0 FE+X 6 0.833 -0.000 loro oos_loglik
36 − C1 P B0 FE+X 6 0.833 0.008 loro auc
37 − C1 P B1 D 6 0.833 0.001 loro oos_loglik
28 + C1 P B0 FE+X 3 0.667 0.003 forward oos_loglik
29 + C1 P B0 FE+X 3 1.000 0.009 forward auc
30 + C1 P B1 D 3 0.667 0.002 forward oos_loglik
31 + C1 P B1 D 3 1.000 0.008 forward auc
32 + C1 P B2 K 3 0.333 0.022 forward oos_loglik
33 + C1 P B2 K 3 0.333 0.007 forward auc
34 + C1 P B4 persistence 3 0.667 0.005 forward oos_loglik
35 + C1 P B4 persistence 3 1.000 0.014 forward auc
36 + C1 P B5 D+K 3 0.333 0.022 forward oos_loglik
37 + C1 P B5 D+K 3 0.333 0.006 forward auc
38 + C1 P B0 FE+X 6 0.667 -0.003 loro oos_loglik
39 + C1 P B0 FE+X 6 0.833 0.007 loro auc
40 + C1 P B1 D 6 0.667 -0.001 loro oos_loglik
38 41 C1 P B1 D 6 1.000 0.007 loro auc
39 − C1 P B2 K 6 0.167 -0.009 loro oos_loglik
40 − C1 P B2 K 6 0.500 0.002 loro auc
41 − C1 P B4 persistence 6 0.833 -0.001 loro oos_loglik
42 − C1 P B4 persistence 6 0.667 0.008 loro auc
43 − C1 P B5 D+K 6 0.167 -0.008 loro oos_loglik
42 + C1 P B2 K 6 0.167 -0.013 loro oos_loglik
43 + C1 P B2 K 6 0.500 0.001 loro auc
44 + C1 P B4 persistence 6 0.500 -0.005 loro oos_loglik
45 + C1 P B4 persistence 6 0.833 0.007 loro auc
46 + C1 P B5 D+K 6 0.167 -0.011 loro oos_loglik
44 47 C1 P B5 D+K 6 0.500 -0.001 loro auc
45 48
46 49 === OOS summary ===
47 50 scheme model oos_loglik auc brier calibration_slope
48 −forward B0 FE+X -0.334 0.768 0.102 0.966
49 −forward B1 D -0.334 0.769 0.103 0.957
50 −forward B2 K -0.331 0.777 0.101 0.986
51 −forward B4 persistence -0.336 0.763 0.103 0.951
52 −forward B5 D+K -0.332 0.779 0.102 0.973
53 −forward C1 P -0.334 0.773 0.103 0.951
54 − loro B0 FE+X -0.518 0.674 0.142 0.437
55 − loro B1 D -0.519 0.674 0.142 0.437
56 − loro B2 K -0.509 0.680 0.139 0.430
57 − loro B4 persistence -0.517 0.674 0.141 0.437
58 − loro B5 D+K -0.510 0.683 0.140 0.431
59 − loro C1 P -0.518 0.681 0.142 0.435
51 +forward B0 FE+X -0.425 0.722 0.137 0.790
52 +forward B1 D -0.424 0.724 0.137 0.787
53 +forward B2 K -0.444 0.724 0.146 0.772
54 +forward B4 persistence -0.427 0.718 0.138 0.781
55 +forward B5 D+K -0.443 0.726 0.146 0.766
56 +forward C1 P -0.422 0.732 0.136 0.790
57 + loro B0 FE+X -0.527 0.671 0.142 0.396
58 + loro B1 D -0.528 0.671 0.143 0.396
59 + loro B2 K -0.517 0.677 0.140 0.395
60 + loro B4 persistence -0.525 0.671 0.142 0.404
61 + loro B5 D+K -0.519 0.679 0.141 0.393
62 + loro C1 P -0.530 0.678 0.143 0.392
60 63
61 64 === H4 === {
62 65 "folds": 15,
63 − "hinge_beats_linear_share": 0.8,
64 − "spline_beats_linear_share": 0.8666666666666667,
65 − "mean_ll_linear": -0.409645164238164,
66 − "mean_ll_hinge": -0.4086639943897043,
67 − "mean_ll_spline": -0.40637513694095,
66 + "hinge_beats_linear_share": 0.7333333333333333,
67 + "spline_beats_linear_share": 0.8,
68 + "mean_ll_linear": -0.4113670936056255,
69 + "mean_ll_hinge": -0.41084128380745744,
70 + "mean_ll_spline": -0.40877957013035415,
68 71 "median_knot": -0.08085854020686861
69 72 }
70 73
71 74 === H5 ===
72 75 model coef se p n within_block_coef within_block_se within_block_n within_block_events
73 − H5 leave-region-out: 1.0 0.293 0.094 0.002 13252 1.067 0.432 1385 131
74 − H5 leave-region-out: 2.0 0.328 0.099 0.001 12017 0.542 0.292 2620 773
75 − H5 leave-region-out: 3.0 0.303 0.097 0.002 13175 0.449 0.350 1462 281
76 − H5 leave-region-out: 4.0 0.312 0.117 0.008 11363 0.391 0.167 3274 747
77 − H5 leave-region-out: 5.0 0.294 0.097 0.002 10717 0.781 0.285 3920 350
78 − H5 leave-region-out: 6.0 0.470 0.093 0.000 12661 0.234 0.206 1976 410
79 −H5 leave-period-out: 1900-1945 0.415 0.099 0.000 12616 0.298 0.187 2021 554
80 −H5 leave-period-out: 1946-1989 0.361 0.113 0.001 8927 0.435 0.122 5710 1295
81 − H5 leave-period-out: 1990+ 0.417 0.106 0.000 9285 0.348 0.161 5352 626
82 − H5 leave-period-out: pre-1900 0.394 0.092 0.000 13083 0.665 0.277 1554 217
76 + H5 leave-region-out: 1.0 0.284 0.094 0.003 13252 1.034 0.436 1385 131
77 + H5 leave-region-out: 2.0 0.318 0.100 0.001 12017 0.517 0.001 2620 773
78 + H5 leave-region-out: 3.0 0.311 0.097 0.001 13175 0.441 0.354 1462 281
79 + H5 leave-region-out: 4.0 0.310 0.117 0.008 11363 0.407 0.163 3274 747
80 + H5 leave-region-out: 5.0 0.279 0.096 0.004 10717 0.804 0.314 3920 350
81 + H5 leave-region-out: 6.0 0.462 0.096 0.000 12661 0.246 0.201 1976 410
82 +H5 leave-period-out: 1900-1945 0.407 0.101 0.000 12616 0.256 0.213 2021 554
83 +H5 leave-period-out: 1946-1989 0.367 0.115 0.001 8927 0.436 0.124 5710 1295
84 + H5 leave-period-out: 1990+ 0.409 0.108 0.000 9285 0.346 0.161 5352 626
85 + H5 leave-period-out: pre-1900 0.388 0.091 0.000 13083 0.621 0.287 1554 217
83 86
84 87 === ROBUSTNESS ===
85 88 model term coef se p n events oster_beta_full oster_beta_short partial_r2_P robustness_value
86 − R: horizon h=1 P_modern_z 0.3258 0.0908 0.0003 14635 902.0 NaN NaN NaN NaN
87 − R: horizon h=3 P_modern_z 0.3860 0.0871 0.0000 14636 1911.0 NaN NaN NaN NaN
88 − R: horizon h=10 P_modern_z 0.4532 0.1005 0.0000 14639 4143.0 NaN NaN NaN NaN
89 − R: component y4_f5 P_modern_z 1.0108 0.1970 0.0000 10279 566.0 NaN NaN NaN NaN
90 − R: component y5_f5 P_modern_z 0.1957 0.1369 0.1529 10853 1460.0 NaN NaN NaN NaN
91 − R: component y6_f5 P_modern_z 0.2452 0.0940 0.0091 14636 2068.0 NaN NaN NaN NaN
92 − R: K = PC1 P_modern_pc1_z 0.3972 0.0895 0.0000 14637 2692.0 NaN NaN NaN NaN
93 − R: standardized within year P_modern_within_year_z 0.4091 0.0909 0.0000 14637 2692.0 NaN NaN NaN NaN
94 − R: D = (log pop + log area)/2 P_modern_area_z 0.3520 0.0979 0.0003 11735 2359.0 NaN NaN NaN NaN
95 − R: years ≥ 1900 P_modern_z 0.3941 0.0918 0.0000 13083 2475.0 NaN NaN NaN NaN
96 − R: polyarchy not controlled P_modern_z 0.4463 0.0828 0.0000 14676 2706.0 NaN NaN NaN NaN
97 − R: + persistence control P_modern_z 0.3904 0.0888 0.0000 14598 2682.0 NaN NaN NaN NaN
98 −Sensitivity (LPM): Oster bias-adjusted β at Rmax=1.3·R² (δ=1); Cinelli–Hazlett RV P_modern_z -0.0238 NaN NaN 14637 NaN 0.0383 0.0819 0.0056 0.0719
89 + R: horizon h=1 P_modern_z 0.3214 0.0908 0.0004 14635 902.0 NaN NaN NaN NaN
90 + R: horizon h=3 P_modern_z 0.3802 0.0874 0.0000 14636 1911.0 NaN NaN NaN NaN
91 + R: horizon h=10 P_modern_z 0.4484 0.0995 0.0000 14639 4143.0 NaN NaN NaN NaN
92 + R: component y4_f5 P_modern_z 1.0157 0.1935 0.0000 10279 566.0 NaN NaN NaN NaN
93 + R: component y5_f5 P_modern_z 0.1926 0.1369 0.1594 10853 1460.0 NaN NaN NaN NaN
94 + R: component y6_f5 P_modern_z 0.2401 0.0937 0.0104 14636 2068.0 NaN NaN NaN NaN
95 + R: K = PC1 P_modern_pc1_z 0.3915 0.0896 0.0000 14637 2692.0 NaN NaN NaN NaN
96 + R: standardized within year P_modern_within_year_z 0.4037 0.0909 0.0000 14637 2692.0 NaN NaN NaN NaN
97 + R: D = (log pop + log area)/2 P_modern_area_z 0.3459 0.0980 0.0004 11735 2359.0 NaN NaN NaN NaN
98 + R: years ≥ 1900 P_modern_z 0.3885 0.0913 0.0000 13083 2475.0 NaN NaN NaN NaN
99 + R: polyarchy not controlled P_modern_z 0.4477 0.0820 0.0000 14676 2706.0 NaN NaN NaN NaN
100 + R: + persistence control P_modern_z 0.3885 0.0885 0.0000 14598 2682.0 NaN NaN NaN NaN
101 +Sensitivity (LPM): Oster bias-adjusted β at Rmax=1.3·R² (δ=1); Cinelli–Hazlett RV P_modern_z -0.0303 NaN NaN 14637 NaN 0.0367 0.0819 0.0051 0.0689
modified results/logs/h2_seshat_run.log +124 −99
@@ -1,115 +1,140 @@
1 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
2 − warnings.warn("Maximum Likelihood optimization failed to "
3 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
4 − warnings.warn("Maximum Likelihood optimization failed to "
5 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
6 − warnings.warn("Maximum Likelihood optimization failed to "
7 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/discrete/discrete_model.py:2385: RuntimeWarning: overflow encountered in exp
8 − return 1/(1+np.exp(-X))
9 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/discrete/discrete_model.py:2443: RuntimeWarning: divide by zero encountered in log
10 − return np.sum(np.log(self.cdf(q * linpred)))
11 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
12 − warnings.warn("Maximum Likelihood optimization failed to "
13 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
14 − warnings.warn("Maximum Likelihood optimization failed to "
15 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
16 − warnings.warn("Maximum Likelihood optimization failed to "
17 −/Users/simon-pierreboucher/Desktop/UQO/Recherche/Recherche-UQO/economie/social-compression-hypothesis/.venv/lib/python3.12/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals
18 − warnings.warn("Maximum Likelihood optimization failed to "
1 +
2 +=== ITEM LEVEL ===
3 + item n share_present coef_P_main_z se_P_main_z coef_D_pc1_z se_D_pc1_z coef_K_mean_z se_K_mean_z
4 + decline 93 0.409 1.114 0.364 0.593 0.287 0.101 0.260
5 + collapse 126 0.016 5.697 2.605 -0.489 0.479 -0.994 0.393
6 + downward_mobility 123 0.447 0.281 0.180 0.199 0.188 0.045 0.196
7 + extermination 122 0.139 0.321 0.336 0.545 0.284 0.460 0.240
8 + uprising 123 0.455 0.153 0.191 0.466 0.227 0.515 0.239
9 + revolution 117 0.171 0.497 0.254 0.659 0.407 0.566 0.383
10 +successful_revolution 121 0.099 0.586 0.273 1.100 0.576 1.437 0.937
11 + civil_war 124 0.540 0.307 0.212 0.449 0.191 0.350 0.199
12 + century_plus 126 0.056 -0.726 0.360 -0.871 0.378 -0.521 0.318
13 + fragmentation 127 0.346 0.207 0.192 0.122 0.197 -0.003 0.190
14 + capital 116 0.181 0.059 0.233 0.121 0.228 0.127 0.234
15 + conquest 124 0.395 -0.117 0.189 -0.055 0.194 0.027 0.189
16 + assassination 115 0.400 0.519 0.206 0.659 0.238 0.387 0.249
17 + depose 113 0.496 0.223 0.198 0.544 0.207 0.561 0.232
18 + {'mean_interitem_corr': 0.07944663342813164, 'median_interitem_corr': 0.066622495165543, 'first_eigen_share': 0.18913552099018466, 'n_items': 14}
19 +corr(K_mean, polities per NGA) = 0.292
19 20 === PRIMARY (Y1 fractional logit, cluster region) ===
20 − model term coef se p n
21 − A1 primary: Y1 ~ P + FE P_main_z 0.196 0.056 0.000 127
22 − A2: Y1 ~ P + X + FE P_main_z 0.204 0.085 0.016 87
23 − A3: Y1 ~ P + D + K + X + FE (P given components) P_main_z 0.204 0.083 0.014 87
24 − B1 baseline D only D_pc1_z 0.257 0.138 0.063 94
25 − B2 baseline K only K_mean_z -0.034 0.195 0.861 93
26 − B3 baseline complexity PC1 complexity_pc1_z -0.010 0.240 0.966 100
27 − B4 baseline persistence prior_crisis_nga 0.345 0.242 0.155 100
28 − B5 D and K separately D_pc1_z 0.341 0.164 0.038 87
29 − B5 D and K separately K_mean_z -0.213 0.193 0.271 87
30 − Placebo: P built with production infrastructure instead of K P_placebo 0.257 0.138 0.063 94
31 −A1b: Y1b ~ P + region FE (logit, HC1; era FE dropped: separation) P_main_z -0.178 0.203 0.381 123
32 − A2b: Y1b ~ P + X + region FE (logit, HC1) P_main_z 0.184 0.324 0.571 86
33 − A3b: Y1b ~ P (logit, HC1, no FE) P_main_z -0.068 0.180 0.703 123
34 − Exploratory: reform consequences ~ P + X + FE P_main_z -0.015 0.181 0.935 86
21 + model term coef se p n
22 + A1 primary: Y1 ~ P + FE P_main_z 0.196 0.056 0.000 127
23 + A2: Y1 ~ P + X + FE P_main_z 0.243 0.086 0.004 93
24 + A3: Y1 ~ P + complexity PC1 + X + FE P_main_z 0.243 0.087 0.005 93
25 + B1 baseline D only D_pc1_z 0.416 0.173 0.016 93
26 + B2 baseline K only K_mean_z 0.041 0.248 0.870 93
27 + B3 baseline complexity PC1 complexity_pc1_z 0.078 0.313 0.803 93
28 + B4 baseline persistence prior_crisis_nga 0.373 0.202 0.065 93
29 + B5 D and K separately D_pc1_z 0.440 0.170 0.010 93
30 + B5 D and K separately K_mean_z -0.126 0.188 0.503 93
31 + B5 Wald test of beta_D + beta_K = 0 (restriction implied by P) D+K 0.314 0.257 0.222 93
32 +Placebo: P built with production infrastructure instead of K (X = warfare only) P_placebo 0.192 0.166 0.247 93
33 + Placebo comparison: P with the same controls (X = warfare only) P_main_z 0.290 0.079 0.000 93
34 + A1b: Y1b ~ P + region FE (logit, HC1; era FE dropped: separation) P_main_z -0.178 0.203 0.381 123
35 + A2b: Y1b ~ P + X + region FE (logit, HC1) P_main_z 0.254 0.316 0.422 91
36 + A3b: Y1b ~ P (logit, HC1, no FE) P_main_z -0.068 0.180 0.703 123
37 + Exploratory: reform consequences ~ P + X + FE P_main_z -0.013 0.164 0.937 91
35 38
36 39 === ROBUSTNESS ===
37 − model term coef se p n
38 − R: K = IRT latent _P 0.146 0.088 0.098 94
39 − R: D = log population only _P 0.265 0.105 0.011 70
40 − R: K = PC1 of blocks _P 0.206 0.084 0.014 87
41 − R: quasi-polities dropped P_main_z 0.153 0.107 0.154 83
42 −R: crises starting ≥25 years after polity start P_main_z 0.250 0.091 0.006 76
43 − R: ≥12 of 14 items coded P_main_z 0.184 0.091 0.043 84
44 − R: no era FE P_main_z 0.252 0.105 0.017 87
45 − R: no region FE P_main_z 0.232 0.084 0.005 87
46 − R: no FE P_main_z 0.240 0.097 0.013 87
47 − R: SE clustered by NGA P_main_z 0.204 0.085 0.016 87
48 − R: SE clustered by polity P_main_z 0.204 0.096 0.033 87
40 + model term coef se p n
41 + R: K = IRT latent _P 0.175 0.082 0.032 100
42 + R: D = log population only _P 0.279 0.109 0.010 76
43 + R: K = PC1 of blocks _P 0.247 0.084 0.003 93
44 + R: D at lower bounds _P 0.237 0.087 0.007 93
45 + R: D at upper bounds _P 0.244 0.085 0.004 93
46 + R: inferred codes dropped _P 0.131 0.060 0.029 77
47 + R: standardized within era _P 0.265 0.091 0.004 93
48 + R: standardized within macro-region _P 0.224 0.085 0.008 93
49 + R: rank-based P _P 0.185 0.076 0.016 93
50 + R: D without settlement hierarchy _P 0.249 0.074 0.001 84
51 + R: K without administrative levels _P 0.250 0.088 0.005 94
52 + R: both hierarchy indicators removed _P 0.247 0.068 0.000 85
53 + R: quasi-polities dropped P_main_z 0.205 0.101 0.042 87
54 +R: crises starting ≥25 years after polity start P_main_z 0.305 0.095 0.001 79
55 + R: ≥12 of 14 items coded P_main_z 0.250 0.091 0.006 88
56 + R: no era FE P_main_z 0.296 0.111 0.008 93
57 + R: no region FE P_main_z 0.277 0.079 0.000 93
58 + R: no FE P_main_z 0.288 0.095 0.002 93
59 + R: SE clustered by NGA P_main_z 0.243 0.074 0.001 93
60 + R: SE clustered by polity P_main_z 0.243 0.088 0.006 93
49 61
50 62 === OOS wins of A2 over baselines ===
51 63 model baseline folds win_share mean_diff scheme
52 − A2 P B0 FE only 10 0.800 0.010 loro
53 − A2 P B1 D only 10 0.300 -0.003 loro
54 − A2 P B2 K only 10 0.700 0.010 loro
55 − A2 P B3 complexity 10 0.800 0.011 loro
56 − A2 P B4 persistence 10 0.700 0.003 loro
57 − A2 P B5 D+K 10 0.200 -0.003 loro
58 − A2 P B0 FE only 48 0.792 0.004 kfold
59 − A2 P B1 D only 48 0.750 0.002 kfold
60 − A2 P B2 K only 48 0.812 0.005 kfold
61 − A2 P B3 complexity 48 0.854 0.005 kfold
62 − A2 P B4 persistence 48 0.688 0.002 kfold
63 − A2 P B5 D+K 48 0.750 0.002 kfold
64 + A2 P B0 FE only 10 1.00 0.016 loro
65 + A2 P B1 D only 10 0.20 -0.004 loro
66 + A2 P B2 K only 10 1.00 0.017 loro
67 + A2 P B3 complexity 10 1.00 0.017 loro
68 + A2 P B4 persistence 10 0.70 0.011 loro
69 + A2 P B5 D+K 10 0.20 -0.004 loro
70 + A2 P B0 FE only 50 0.86 0.008 kfold
71 + A2 P B1 D only 50 0.42 -0.001 kfold
72 + A2 P B2 K only 50 0.84 0.011 kfold
73 + A2 P B3 complexity 50 0.84 0.011 kfold
74 + A2 P B4 persistence 50 0.78 0.005 kfold
75 + A2 P B5 D+K 50 0.44 0.001 kfold
64 76
65 77 === Y1b OOS summary ===
66 78 model oos_loglik auc brier
67 − A2 P -1.350 0.633 0.258
68 − B0 FE only -1.278 0.641 0.249
69 − B1 D only -1.339 0.634 0.257
70 − B2 K only -1.318 0.630 0.259
71 − B3 complexity -1.322 0.629 0.261
72 −B4 persistence -1.341 0.624 0.263
73 − B5 D+K -1.396 0.621 0.268
79 + A2 P -1.192 0.702 0.219
80 + B0 FE only -1.172 0.716 0.214
81 + B1 D only -1.196 0.703 0.218
82 + B2 K only -1.191 0.708 0.218
83 + B3 complexity -1.194 0.703 0.220
84 +B4 persistence -1.206 0.702 0.224
85 + B5 D+K -1.216 0.693 0.223
74 86
75 87 === H4 === {
76 − "folds": 48,
77 − "hinge_beats_linear_share": 0.10416666666666667,
78 − "spline_beats_linear_share": 0.08333333333333333,
79 − "mean_ll_linear": -0.6036253789830548,
80 − "mean_ll_hinge": -0.6091715368629916,
81 − "mean_ll_spline": -0.60583805621027,
82 − "median_knot": 0.08104350804004751,
83 − "insample_knot": 0.9186514745086101,
84 − "insample_hinge_coef": -0.3374682573990433,
85 − "insample_P_coef": 0.2670438154031941
88 + "folds": 50,
89 + "hinge_beats_linear_share": 0.1,
90 + "spline_beats_linear_share": 0.08,
91 + "mean_ll_linear": -0.5997872195502219,
92 + "mean_ll_hinge": -0.6046239254037978,
93 + "mean_ll_spline": -0.6014858334143698,
94 + "median_knot": 0.202378235149079,
95 + "insample_knot": 0.920093143962066,
96 + "insample_hinge_coef": -0.3443603832338329,
97 + "insample_P_coef": 0.30680452291054316
86 98 }
87 99
88 100 === H5 ===
89 − model coef se p n held_out_n within_block_coef within_block_se
90 − H5 leave-region-out: Central_Asia 0.225 0.086 0.009 84 13 NaN NaN
91 − H5 leave-region-out: East_Asia 0.229 0.107 0.033 64 30 0.189 0.180
92 − H5 leave-region-out: Europe 0.327 0.124 0.008 72 39 0.196 0.161
93 − H5 leave-region-out: North_Africa 0.230 0.082 0.005 78 12 NaN NaN
94 − H5 leave-region-out: North_America 0.210 0.090 0.020 85 13 NaN NaN
95 − H5 leave-region-out: South_America 0.261 0.089 0.003 84 6 NaN NaN
96 − H5 leave-region-out: South_Asia 0.225 0.084 0.007 82 5 NaN NaN
97 −H5 leave-region-out: Southeast_Asia_Oceania 0.214 0.093 0.021 81 13 NaN NaN
98 − H5 leave-region-out: Southwest_Asia 0.235 0.090 0.009 70 29 0.437 0.234
99 − H5 leave-region-out: Sub_Saharan_Africa 0.177 0.061 0.004 83 6 NaN NaN
100 − H5 leave-era-out: 1-1000 0.319 0.137 0.020 66 40 0.127 0.177
101 − H5 leave-era-out: 1000BCE-0 0.204 0.174 0.242 69 28 0.340 0.081
102 − H5 leave-era-out: 1001-1500 0.263 0.100 0.008 65 43 0.205 0.091
103 − H5 leave-era-out: 1501-1800 0.224 0.073 0.002 73 31 0.300 0.524
104 − H5 leave-era-out: post-1800 0.224 0.108 0.038 81 16 0.279 0.157
105 − H5 leave-era-out: pre-1000BCE 0.242 0.107 0.024 81 8 NaN NaN
101 + model coef se p n held_out_n within_block_coef within_block_se
102 + H5 leave-region-out: Central_Asia 0.275 0.080 0.001 89 13 NaN NaN
103 + H5 leave-region-out: East_Asia 0.269 0.103 0.009 70 30 0.362 0.083
104 + H5 leave-region-out: Europe 0.366 0.096 0.000 78 39 0.187 0.164
105 + H5 leave-region-out: North_Africa 0.281 0.080 0.000 83 12 NaN NaN
106 + H5 leave-region-out: North_America 0.266 0.088 0.002 89 13 NaN NaN
107 + H5 leave-region-out: South_America 0.285 0.085 0.001 90 6 NaN NaN
108 + H5 leave-region-out: South_Asia 0.269 0.078 0.001 88 5 NaN NaN
109 + H5 leave-region-out: Southeast_Asia_Oceania 0.255 0.090 0.005 86 13 NaN NaN
110 + H5 leave-region-out: Southwest_Asia 0.264 0.087 0.002 75 29 0.437 0.234
111 + H5 leave-region-out: Sub_Saharan_Africa 0.236 0.065 0.000 89 6 NaN NaN
112 + H5 leave-era-out: 1-1000 0.336 0.130 0.010 71 40 0.193 0.182
113 + H5 leave-era-out: 1000BCE-0 0.255 0.146 0.081 73 28 0.390 0.145
114 + H5 leave-era-out: 1001-1500 0.310 0.112 0.006 70 43 0.316 0.152
115 + H5 leave-era-out: 1501-1800 0.267 0.084 0.001 79 31 0.325 0.483
116 + H5 leave-era-out: post-1800 0.287 0.121 0.018 86 16 0.208 0.264
117 + H5 leave-era-out: pre-1000BCE 0.293 0.114 0.010 86 8 NaN NaN
118 + H5 leave-sphere-out: Andes_Amazonia 0.285 0.085 0.001 90 6 NaN NaN
119 + H5 leave-sphere-out: East_Asia 0.269 0.103 0.009 70 30 0.362 0.083
120 + H5 leave-sphere-out: Europe 0.366 0.096 0.000 78 38 0.187 0.164
121 +H5 leave-sphere-out: Mesoamerica_North_America 0.266 0.088 0.002 89 13 NaN NaN
122 + H5 leave-sphere-out: Oceania 0.278 0.091 0.002 91 6 NaN NaN
123 + H5 leave-sphere-out: South_Asia 0.269 0.078 0.001 88 5 NaN NaN
124 + H5 leave-sphere-out: Southeast_Asia 0.272 0.077 0.000 88 7 NaN NaN
125 + H5 leave-sphere-out: Steppe_Central_Asia 0.279 0.079 0.000 91 12 NaN NaN
126 + H5 leave-sphere-out: Sub_Saharan_Africa 0.236 0.065 0.000 89 6 NaN NaN
127 + H5 leave-sphere-out: West_Asia_North_Africa 0.274 0.089 0.002 63 43 0.401 0.393
106 128
107 129 === Y2 Cox / Y3 ===
108 − model term coef se p n events hr schoenfeld_p_P
109 − Y2-1 Cox: P + strata(macro-region) P_z 0.031 0.060 0.600 317 302 1.032 NaN
110 − Y2-2 Cox: P + X + midpoint + strata P_z 0.000 0.068 0.995 208 201 1.000 0.983
111 − Y2-3 Cox: D + K + X + midpoint + strata D_pc1_z 0.128 0.133 0.336 208 201 1.136 NaN
112 − Y2-3 Cox: D + K + X + midpoint + strata K_mean_z 0.559 0.200 0.005 208 201 1.749 NaN
113 − Y2-4 Cox: complexity PC1 + X + strata complexity_pc1_z 0.399 0.291 0.171 208 201 1.490 NaN
114 −Y3-1 logit: discontinuous succession ~ P + FE P_z 0.018 0.393 0.964 145 24 NaN NaN
115 − Y3-2 logit: + X P_z 0.239 0.325 0.461 117 18 NaN NaN
130 + model term coef se p n events hr schoenfeld_p_P
131 + Y2-1 Cox: P + strata(macro-region) P_z 0.031 0.060 0.600 317 302 1.032 NaN
132 + Y2-2 Cox: P + X + midpoint + strata P_z 0.000 0.068 0.995 208 201 1.000 0.983
133 + Y2-3 Cox: D + K + X + midpoint + strata D_pc1_z 0.128 0.133 0.336 208 201 1.136 NaN
134 + Y2-3 Cox: D + K + X + midpoint + strata K_mean_z 0.559 0.200 0.005 208 201 1.749 NaN
135 + Y2-4 Cox: complexity PC1 + X + strata complexity_pc1_z 0.399 0.291 0.171 208 201 1.490 NaN
136 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata D_pc1_z 0.082 0.135 0.544 206 200 1.086 NaN
137 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata K_mean_z 0.535 0.203 0.009 206 200 1.707 NaN
138 +Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata n_polities_in_nga_z 0.317 0.140 0.023 206 200 1.373 NaN
139 + Y3-1 logit: discontinuous succession ~ P + FE P_z 0.018 0.393 0.964 145 24 NaN NaN
140 + Y3-2 logit: + X P_z 0.239 0.325 0.461 117 18 NaN NaN
modified results/logs/sim_analyze.log +36 −37
@@ -15,23 +15,23 @@
15 15 "regime": "central",
16 16 "admin_capacity_ratio": 2.0,
17 17 "welfare_loss": 0.5,
18 − "bits_loss": 0.5,
18 + "bits_loss": 0.75,
19 19 "success_loss": 0.0,
20 20 "n_cells": 108
21 21 },
22 22 {
23 23 "regime": "federated",
24 24 "admin_capacity_ratio": 0.5,
25 − "welfare_loss": 0.5556,
26 − "bits_loss": 0.5556,
27 − "success_loss": 0.2222,
25 + "welfare_loss": 0.7963,
26 + "bits_loss": 0.9537,
27 + "success_loss": 0.7778,
28 28 "n_cells": 108
29 29 },
30 30 {
31 31 "regime": "federated",
32 32 "admin_capacity_ratio": 2.0,
33 33 "welfare_loss": 0.5,
34 − "bits_loss": 0.5,
34 + "bits_loss": 0.537,
35 35 "success_loss": 0.0,
36 36 "n_cells": 108
37 37 },
@@ -72,38 +72,38 @@
72 72 }
73 73 }
74 74 regime admin_capacity_ratio n_pairs share_lower_bits_per_success share_lower_bits_incl_setup share_higher_success share_higher_welfare mean_d_bits_per_success mean_d_success mean_d_welfare
75 − norms 2.0 864 0.997 0.000 0.993 0.90 -5.454 0.032 1.513
76 − records 2.0 864 0.712 0.500 1.000 1.00 -43.568 0.434 25.671
77 − central 0.5 864 0.005 0.000 0.007 0.00 145.924 -0.442 -28.015
78 − central 2.0 864 0.718 0.500 1.000 0.50 -43.095 0.414 11.641
79 −federated 0.5 864 0.613 0.444 0.833 0.47 -28.558 0.272 4.728
80 −federated 2.0 864 0.718 0.500 1.000 0.50 -43.095 0.414 11.641
75 + norms 2.0 864 0.997 0.000 0.993 0.900 -5.454 0.032 1.513
76 + records 2.0 864 0.712 0.500 1.000 1.000 -43.568 0.434 25.671
77 + central 0.5 864 0.000 0.000 0.000 0.000 2450.858 -0.493 -32.080
78 + central 2.0 864 0.330 0.247 1.000 0.500 19.546 0.409 9.651
79 +federated 0.5 864 0.093 0.042 0.222 0.179 692.894 -0.293 -22.414
80 +federated 2.0 864 0.499 0.463 1.000 0.500 -4.610 0.412 10.491
81 81 shock_type regime admin_capacity_ratio d_success_mean d_bits_mean kl_q_p_bits_mean
82 −distribution central 0.5 0.000 0.523 0.515
83 −distribution central 2.0 0.000 0.523 0.515
84 −distribution federated 0.5 0.000 0.523 0.515
85 −distribution federated 2.0 0.000 0.523 0.515
86 −distribution none 2.0 0.000 0.000 0.515
87 −distribution norms 2.0 0.000 0.516 0.515
88 −distribution records 2.0 0.000 0.524 0.515
89 − network central 0.5 0.000 0.012 0.000
90 − network central 2.0 -0.076 0.012 0.000
91 − network federated 0.5 -0.080 0.012 0.000
92 − network federated 2.0 -0.076 0.012 0.000
93 − network none 2.0 -0.004 0.000 0.000
94 − network norms 2.0 -0.004 0.001 0.000
95 − network records 2.0 -0.070 -0.003 0.000
82 +distribution central 0.5 0.000 6.286 1.03
83 +distribution central 2.0 0.000 6.286 1.03
84 +distribution federated 0.5 0.000 4.224 1.03
85 +distribution federated 2.0 0.000 4.224 1.03
86 +distribution none 2.0 0.000 0.000 1.03
87 +distribution norms 2.0 0.000 1.031 1.03
88 +distribution records 2.0 0.000 1.049 1.03
89 + network central 0.5 0.000 0.031 0.00
90 + network central 2.0 -0.074 0.031 0.00
91 + network federated 0.5 -0.019 0.565 0.00
92 + network federated 2.0 -0.075 0.565 0.00
93 + network none 2.0 -0.004 0.000 0.00
94 + network norms 2.0 -0.004 0.001 0.00
95 + network records 2.0 -0.070 -0.003 0.00
96 96 {
97 97 "reference": {
98 98 "central": {
99 − "success_rate": 1.0,
100 − "bits_per_success_incl_setup": 28.1329,
101 − "welfare_per_agent": 44.4486
99 + "success_rate": 0.997,
100 + "bits_per_success_incl_setup": 82.815,
101 + "welfare_per_agent": 42.6682
102 102 },
103 103 "federated": {
104 104 "success_rate": 1.0,
105 − "bits_per_success_incl_setup": 28.1329,
106 − "welfare_per_agent": 44.4486
105 + "bits_per_success_incl_setup": 53.2697,
106 + "welfare_per_agent": 43.6894
107 107 },
108 108 "none": {
109 109 "success_rate": 0.9178,
@@ -194,19 +194,19 @@ distribution records 2.0 0.000 0.524
194 194 },
195 195 "federated_branching": {
196 196 "4": {
197 − "success_rate": 1.0,
197 + "success_rate": 0.9303,
198 198 "msgs_per_task": 8.8566,
199 199 "root_load_mean": 47.6688
200 200 },
201 201 "8": {
202 − "success_rate": 1.0,
202 + "success_rate": 0.9871,
203 203 "msgs_per_task": 6.6146,
204 − "root_load_mean": 41.75
204 + "root_load_mean": 41.8192
205 205 },
206 206 "16": {
207 − "success_rate": 1.0,
207 + "success_rate": 0.9959,
208 208 "msgs_per_task": 6.2688,
209 − "root_load_mean": 208.3938
209 + "root_load_mean": 208.7415
210 210 }
211 211 },
212 212 "coding_gain": {
@@ -217,5 +217,4 @@ distribution records 2.0 0.000 0.524
217 217 "bits_per_task": 10.0
218 218 },
219 219 "s=64,zipf=0.0": {
220 − "H": 6.0,
221 − "L_code
220 + "H": 6.0
modified results/simulated/ablation_admin_capacity.csv +14 −14
@@ -1,15 +1,15 @@
1 1 regime,admin_capacity_ratio,success_rate,fail_latency_share,latency_mean,root_load_mean,bits_per_success_incl_setup
2 −central,0.25,0.011078140754630447,0.9889218592453696,1.5,4260.6625,43272.013304911954
3 −central,0.5,0.08010193428345819,0.9198980657165419,2.565761278132555,2310.6625,359.94208353228237
4 −central,0.75,1.0,0.0,1.9932563651131772,418.325,28.13288809274241
5 −central,1.0,1.0,0.0,1.0083726243294797,302.0625,28.13288809274241
6 −central,1.5,1.0,0.0,1.0,301.9875,28.13288809274241
7 −central,2.0,1.0,0.0,1.0,301.9875,28.13288809274241
8 −central,4.0,1.0,0.0,1.0,301.9875,28.13288809274241
9 −federated,0.25,1.0,0.0,1.001534505640345,41.7625,28.13288809274241
10 −federated,0.5,1.0,0.0,1.0,41.75,28.13288809274241
11 −federated,0.75,1.0,0.0,1.0,41.75,28.13288809274241
12 −federated,1.0,1.0,0.0,1.0,41.75,28.13288809274241
13 −federated,1.5,1.0,0.0,1.0,41.75,28.13288809274241
14 −federated,2.0,1.0,0.0,1.0,41.75,28.13288809274241
15 −federated,4.0,1.0,0.0,1.0,41.75,28.13288809274241
2 +central,0.25,0.003699167823603594,0.9963008321763964,2.982638888888889,4748.1625,27205.034722222223
3 +central,0.5,0.028326091345032122,0.9716739086549679,2.619553437798902,3285.6625,2942.5700946707598
4 +central,0.75,0.08819073320459174,0.9118092667954083,2.4939686577535887,1823.1625,946.4004205902263
5 +central,1.0,0.4831379179380181,0.5168620820619819,2.2124746741657524,418.325,171.77955685991643
6 +central,1.5,0.9380260803498579,0.061973919650142026,1.3345596339569124,301.9875,88.10732796649437
7 +central,2.0,0.9969724618447247,0.0030275381552753817,1.08841207238343,301.9875,82.81500529462633
8 +central,4.0,1.0,0.0,1.0007011899439002,301.9875,82.55854265072968
9 +federated,0.25,0.0264226238203055,0.9735773761796945,2.5861106864581824,463.7669743498701,2043.9296770546998
10 +federated,0.5,0.2934959213271106,0.7065040786728894,2.274099236079863,118.80006295385483,184.20079561845864
11 +federated,0.75,0.8859978762939311,0.11400212370606883,1.4613128633858337,43.757051913960794,60.373853192687974
12 +federated,1.0,0.987131668082035,0.012868331917964989,1.1618768965295678,41.81921779424986,53.982134940706054
13 +federated,1.5,1.0,0.0,1.0124561035704254,41.75,53.269709143759755
14 +federated,2.0,1.0,0.0,1.002108453841615,41.75,53.269709143759755
15 +federated,4.0,1.0,0.0,1.0,41.75,53.269709143759755
modified results/simulated/cells_institution_vs_none.csv +432 −432
@@ -215,435 +215,435 @@ N,network,bandwidth,zipf,shock_type,admin_capacity_ratio,welfare_per_agent,bits_
215 215 800,smallworld,8,1.0,distribution,2.0,59.084695625,25.405943462066244,1.0,54.479355625,15.283469981842364,0.9160283926563294,records,False,True,False
216 216 800,smallworld,8,1.0,network,2.0,59.033894375,24.891042348824353,1.0,54.340218125,15.282179332658579,0.9161076059656031,records,False,True,False
217 217 800,smallworld,8,1.0,none,2.0,59.105959375,24.875268033780536,1.0,54.479355625,15.283469981842364,0.9160283926563294,records,False,True,False
218 −50,lattice,2,0.0,distribution,0.5,2.71662,414.8979893018475,0.07453980999053904,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
219 −50,lattice,2,0.0,distribution,2.0,46.82412,28.94043170343408,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
220 −50,lattice,2,0.0,network,0.5,2.7239,412.36133220903764,0.07586686122444125,8.16797,99.60936198732347,0.1454776748409216,central,True,True,True
221 −50,lattice,2,0.0,network,2.0,41.9114,32.09309631773837,0.8893022043916392,8.16797,99.60936198732347,0.1454776748409216,central,False,False,False
222 −50,lattice,2,0.0,none,0.5,2.71662,414.8979893018475,0.07453980999053904,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
223 −50,lattice,2,0.0,none,2.0,46.82412,28.94043170343408,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
224 −50,lattice,2,1.0,distribution,0.5,2.73669,405.98127642717395,0.07453980999053904,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
225 −50,lattice,2,1.0,distribution,2.0,46.84419,28.30932575266129,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
226 −50,lattice,2,1.0,network,0.5,2.75953,396.3374528865872,0.07586686122444125,8.16797,99.60936198732347,0.1454776748409216,central,True,True,True
227 −50,lattice,2,1.0,network,2.0,41.94703,30.836792531955048,0.8893022043916392,8.16797,99.60936198732347,0.1454776748409216,central,False,False,False
228 −50,lattice,2,1.0,none,0.5,2.7534199999999998,398.4839521884051,0.07453980999053904,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
229 −50,lattice,2,1.0,none,2.0,46.86092,27.78313845627691,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
230 −50,lattice,8,0.0,distribution,0.5,2.71662,414.8979893018475,0.07453980999053904,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
231 −50,lattice,8,0.0,distribution,2.0,47.91162,28.29946833919069,1.0,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
232 −50,lattice,8,0.0,network,0.5,2.7239,412.36133220903764,0.07586686122444125,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,True
233 −50,lattice,8,0.0,network,2.0,47.236399999999996,28.46775929256272,1.0,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,False
234 −50,lattice,8,0.0,none,0.5,2.71662,414.8979893018475,0.07453980999053904,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
235 −50,lattice,8,0.0,none,2.0,47.91162,28.29946833919069,1.0,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
236 −50,lattice,8,1.0,distribution,0.5,2.73669,405.98127642717395,0.07453980999053904,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
237 −50,lattice,8,1.0,distribution,2.0,47.93169,27.682703039526515,1.0,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
238 −50,lattice,8,1.0,network,0.5,2.75953,396.3374528865872,0.07586686122444125,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,True
239 −50,lattice,8,1.0,network,2.0,47.27203,27.3560643292742,1.0,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,False
240 −50,lattice,8,1.0,none,0.5,2.7534199999999998,398.4839521884051,0.07453980999053904,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
241 −50,lattice,8,1.0,none,2.0,47.94842,27.168178187493115,1.0,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
242 −50,random,2,0.0,distribution,0.5,2.3483199999999997,486.9769489254979,0.06685844452527442,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
243 −50,random,2,0.0,distribution,2.0,36.34582,37.85574634710246,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
244 −50,random,2,0.0,network,0.5,2.34832,489.7569512264247,0.06718919007500135,5.91279,141.24791361136548,0.10731554508079716,central,True,True,True
245 −50,random,2,0.0,network,2.0,33.96082,39.85806459817595,0.7140212883583434,5.91279,141.24791361136548,0.10731554508079716,central,False,False,False
246 −50,random,2,0.0,none,0.5,2.3483199999999997,486.9769489254979,0.06685844452527442,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
247 −50,random,2,0.0,none,2.0,36.34582,37.85574634710246,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
248 −50,random,2,1.0,distribution,0.5,2.36921,475.5613090326362,0.06685844452527442,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
249 −50,random,2,1.0,distribution,2.0,36.366710000000005,37.0003302745939,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
250 −50,random,2,1.0,network,0.5,2.38386,470.7934907197407,0.06718919007500135,5.91279,141.24791361136548,0.10731554508079716,central,True,True,True
251 −50,random,2,1.0,network,2.0,33.99636,38.322997742591625,0.7140212883583434,5.91279,141.24791361136548,0.10731554508079716,central,False,False,False
252 −50,random,2,1.0,none,0.5,2.38626,466.9666124785151,0.06685844452527442,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
253 −50,random,2,1.0,none,2.0,36.383759999999995,36.29235963205396,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
254 −50,random,8,0.0,distribution,0.5,2.37832,482.4332446513354,0.06744667981939206,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
255 −50,random,8,0.0,distribution,2.0,47.985820000000004,28.28318389469924,1.0,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
256 −50,random,8,0.0,network,0.5,2.37832,485.2378907720543,0.06778301430302985,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,True
257 −50,random,8,0.0,network,2.0,47.985820000000004,28.27627827125078,1.0,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,False
258 −50,random,8,0.0,none,0.5,2.37832,482.4332446513354,0.06744667981939206,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
259 −50,random,8,0.0,none,2.0,47.985820000000004,28.28318389469924,1.0,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
260 −50,random,8,1.0,distribution,0.5,2.39921,471.0834499644806,0.06744667981939206,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
261 −50,random,8,1.0,distribution,2.0,48.00671,27.641513087231605,1.0,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
262 −50,random,8,1.0,network,0.5,2.41386,466.4161322291747,0.06778301430302985,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,True
263 −50,random,8,1.0,network,2.0,48.021359999999994,27.183597294663212,1.0,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,False
264 −50,random,8,1.0,none,0.5,2.41626,462.56884582468376,0.06744667981939206,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
265 −50,random,8,1.0,none,2.0,48.023759999999996,27.11949491765289,1.0,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
266 −50,smallworld,2,0.0,distribution,0.5,2.42858,452.8756780530125,0.06785323916337932,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
267 −50,smallworld,2,0.0,distribution,2.0,46.67108,29.14082509237735,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
268 −50,smallworld,2,0.0,network,0.5,2.42602,454.83866511916835,0.06761900221465607,8.658819999999999,96.30784127445305,0.1575780905331919,central,True,True,True
269 −50,smallworld,2,0.0,network,2.0,42.19852,32.401945354468275,0.8747831088216775,8.658819999999999,96.30784127445305,0.1575780905331919,central,False,False,False
270 −50,smallworld,2,0.0,none,0.5,2.42858,452.8756780530125,0.06785323916337932,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
271 −50,smallworld,2,0.0,none,2.0,46.67108,29.14082509237735,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
272 −50,smallworld,2,1.0,distribution,0.5,2.4483,443.1883878501141,0.06785323916337932,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
273 −50,smallworld,2,1.0,distribution,2.0,46.690799999999996,28.518886723256077,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
274 −50,smallworld,2,1.0,network,0.5,2.46137,437.38801799772557,0.06761900221465607,8.658819999999999,96.30784127445305,0.1575780905331919,central,True,True,True
275 −50,smallworld,2,1.0,network,2.0,42.233869999999996,31.166785472901854,0.8747831088216775,8.658819999999999,96.30784127445305,0.1575780905331919,central,False,False,False
276 −50,smallworld,2,1.0,none,0.5,2.46595,434.68108231409104,0.06785323916337932,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
277 −50,smallworld,2,1.0,none,2.0,46.70845,27.96108440692686,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
278 −50,smallworld,8,0.0,distribution,0.5,2.42858,452.8756780530125,0.06785323916337932,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
279 −50,smallworld,8,0.0,distribution,2.0,48.19358,28.22811249379386,1.0,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
280 −50,smallworld,8,0.0,network,0.5,2.42602,454.83866511916835,0.06761900221465607,53.24632,15.370136131343024,0.9109537906661027,central,True,True,True
281 −50,smallworld,8,0.0,network,2.0,48.43102,28.165717335276803,1.0,53.24632,15.370136131343024,0.9109537906661027,central,True,True,False
282 −50,smallworld,8,0.0,none,0.5,2.42858,452.8756780530125,0.06785323916337932,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
283 −50,smallworld,8,0.0,none,2.0,48.19358,28.22811249379386,1.0,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
284 −50,smallworld,8,1.0,distribution,0.5,2.4483,443.1883878501141,0.06785323916337932,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
285 −50,smallworld,8,1.0,distribution,2.0,48.213300000000004,27.62491358357996,1.0,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
286 −50,smallworld,8,1.0,network,0.5,2.46137,437.38801799772557,0.06761900221465607,53.24632,15.370136131343024,0.9109537906661027,central,True,True,True
287 −50,smallworld,8,1.0,network,2.0,48.46637,27.09113110775649,1.0,53.24632,15.370136131343024,0.9109537906661027,central,True,True,False
288 −50,smallworld,8,1.0,none,0.5,2.46595,434.68108231409104,0.06785323916337932,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
289 −50,smallworld,8,1.0,none,2.0,48.23095,27.086193922673818,1.0,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
290 −200,lattice,2,0.0,distribution,0.5,2.71307,377.42040466468,0.0794378010811781,8.775755,91.86321707669818,0.15438841662974462,central,True,True,True
291 −200,lattice,2,0.0,distribution,2.0,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,central,False,False,False
292 −200,lattice,2,0.0,network,0.5,2.7124699999999997,377.73302002725575,0.07936924603652888,8.5258725,94.68278850901093,0.15032186570694886,central,True,True,True
293 −200,lattice,2,0.0,network,2.0,38.36372,33.82015763100428,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,central,False,False,False
294 −200,lattice,2,0.0,none,0.5,2.71307,377.42040466468,0.0794378010811781,8.775755,91.86321707669818,0.15438841662974462,central,True,True,True
295 −200,lattice,2,0.0,none,2.0,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,central,False,False,False
296 −200,lattice,2,1.0,distribution,0.5,2.7316475000000002,369.4537010715468,0.0794378010811781,8.775755,91.86321707669818,0.15438841662974462,central,True,True,True
297 −200,lattice,2,1.0,distribution,2.0,42.822897499999996,29.69949434579,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,central,False,False,False
298 −200,lattice,2,1.0,network,0.5,2.7469324999999998,363.0513905205107,0.07936924603652888,8.5258725,94.68278850901093,0.15032186570694886,central,True,True,True
299 −200,lattice,2,1.0,network,2.0,38.3981825,32.49979021197973,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,central,False,False,False
300 −200,lattice,2,1.0,none,0.5,2.7467375,363.0662951645206,0.0794378010811781,8.775755,91.86321707669818,0.15438841662974462,central,True,True,True
301 −200,lattice,2,1.0,none,2.0,42.8379875,29.180941544740644,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,central,False,False,False
302 −200,lattice,8,0.0,distribution,0.5,2.74307,374.17644900041324,0.08010193428345819,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
303 −200,lattice,8,0.0,distribution,2.0,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,central,True,True,False
304 −200,lattice,8,0.0,network,0.5,2.74247,374.4945167671518,0.08003577570341636,55.074622500000004,15.258806246238406,0.9175476942349328,central,True,True,True
305 −200,lattice,8,0.0,network,2.0,44.470595,29.232269541500283,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,central,True,True,False
306 −200,lattice,8,0.0,none,0.5,2.74307,374.17644900041324,0.08010193428345819,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
307 −200,lattice,8,0.0,none,2.0,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,central,True,True,False
308 −200,lattice,8,1.0,distribution,0.5,2.7616475,366.2787550249242,0.08010193428345819,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
309 −200,lattice,8,1.0,distribution,2.0,44.433522499999995,28.632472996695192,1.0,55.043255,15.254723116920271,0.9177897283027365,central,True,True,False
310 −200,lattice,8,1.0,network,0.5,2.7769325,359.9383862809427,0.08003577570341636,55.074622500000004,15.258806246238406,0.9175476942349328,central,True,True,True
311 −200,lattice,8,1.0,network,2.0,44.5050575,28.09164706889266,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,central,True,True,False
312 −200,lattice,8,1.0,none,0.5,2.7767375,359.94208353228237,0.08010193428345819,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
313 −200,lattice,8,1.0,none,2.0,44.448612499999996,28.13288809274241,1.0,55.043255,15.254723116920271,0.9177897283027365,central,True,True,False
314 −200,random,2,0.0,distribution,0.5,2.81276,358.99611180735303,0.08246746486286122,6.1312975000000005,126.16762544077731,0.11141168571551739,central,True,True,True
315 −200,random,2,0.0,distribution,2.0,33.96776,37.796908123414156,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,central,False,False,False
316 −200,random,2,0.0,network,0.5,2.81216,359.18786536569394,0.08236806438679146,6.2109925,124.90274401505911,0.11294699947162923,central,True,True,True
317 −200,random,2,0.0,network,2.0,32.004035,40.09163087768276,0.7339653532225782,6.2109925,124.90274401505911,0.11294699947162923,central,False,False,False
318 −200,random,2,0.0,none,0.5,2.81276,358.99611180735303,0.08246746486286122,6.1312975000000005,126.16762544077731,0.11141168571551739,central,True,True,True
319 −200,random,2,0.0,none,2.0,33.96776,37.796908123414156,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,central,False,False,False
320 −200,random,2,1.0,distribution,0.5,2.8306575,351.65449771183853,0.08246746486286122,6.1312975000000005,126.16762544077731,0.11141168571551739,central,True,True,True
321 −200,random,2,1.0,distribution,2.0,33.9856575,37.023832148474554,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,central,False,False,False
322 −200,random,2,1.0,network,0.5,2.847295,344.7944522920906,0.08236806438679146,6.2109925,124.90274401505911,0.11294699947162923,central,True,True,True
323 −200,random,2,1.0,network,2.0,32.03917,38.486486390507196,0.7339653532225782,6.2109925,124.90274401505911,0.11294699947162923,central,False,False,False
324 −200,random,2,1.0,none,0.5,2.8464425,345.1825754636327,0.08246746486286122,6.1312975000000005,126.16762544077731,0.11141168571551739,central,True,True,True
325 −200,random,2,1.0,none,2.0,34.001442499999996,36.34345215836098,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,central,False,False,False
326 −200,random,8,0.0,distribution,0.5,3.0546349999999998,338.2919290520884,0.08786355191519378,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,True
327 −200,random,8,0.0,distribution,2.0,43.86401,29.41213540183328,1.0,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,False
328 −200,random,8,0.0,network,0.5,3.054035,338.50027076703253,0.08776674584484546,52.8216175,15.726134569270153,0.8902749732410529,central,True,True,True
329 −200,random,8,0.0,network,2.0,43.91966,29.39992183024108,1.0,52.8216175,15.726134569270153,0.8902749732410529,central,True,True,False
330 −200,random,8,0.0,none,0.5,3.0546349999999998,338.2919290520884,0.08786355191519378,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,True
331 −200,random,8,0.0,none,2.0,43.86401,29.41213540183328,1.0,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,False
332 −200,random,8,1.0,distribution,0.5,3.0725325,331.36715257955495,0.08786355191519378,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,True
333 −200,random,8,1.0,distribution,2.0,43.881907500000004,28.811661534775226,1.0,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,False
334 −200,random,8,1.0,network,0.5,3.08917,324.917726650899,0.08776674584484546,52.8216175,15.726134569270153,0.8902749732410529,central,True,True,True
335 −200,random,8,1.0,network,2.0,43.954795,28.222998524345012,1.0,52.8216175,15.726134569270153,0.8902749732410529,central,True,True,False
336 −200,random,8,1.0,none,0.5,3.0883175,325.2730505370081,0.08786355191519378,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,True
337 −200,random,8,1.0,none,2.0,43.897692500000005,28.282411102529466,1.0,52.9912975,15.702435117926743,0.8916388426836861,central,True,True,False
338 −200,smallworld,2,0.0,distribution,0.5,3.15402,341.09766407380323,0.0895347941844359,9.01252,88.155128702819,0.16047496385746754,central,True,True,True
339 −200,smallworld,2,0.0,distribution,2.0,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,central,False,False,False
340 −200,smallworld,2,0.0,network,0.5,3.1521,341.715508953454,0.08910653308747822,8.63155,92.13839535009973,0.1529075291228682,central,True,True,True
341 −200,smallworld,2,0.0,network,2.0,38.0346,34.070907266719615,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,central,False,False,False
342 −200,smallworld,2,0.0,none,0.5,3.15402,341.09766407380323,0.0895347941844359,9.01252,88.155128702819,0.16047496385746754,central,True,True,True
343 −200,smallworld,2,0.0,none,2.0,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,central,False,False,False
344 −200,smallworld,2,1.0,distribution,0.5,3.1725325,333.9665054829465,0.0895347941844359,9.01252,88.155128702819,0.16047496385746754,central,True,True,True
345 −200,smallworld,2,1.0,distribution,2.0,41.8594075,30.320542915034157,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,central,False,False,False
346 −200,smallworld,2,1.0,network,0.5,3.1856325,328.680734691608,0.08910653308747822,8.63155,92.13839535009973,0.1529075291228682,central,True,True,True
347 −200,smallworld,2,1.0,network,2.0,38.0681325,32.77526025688926,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,central,False,False,False
348 −200,smallworld,2,1.0,none,0.5,3.1883749999999997,327.8376605147852,0.0895347941844359,9.01252,88.155128702819,0.16047496385746754,central,True,True,True
349 −200,smallworld,2,1.0,none,2.0,41.87525,29.763727642862438,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,central,False,False,False
350 −200,smallworld,8,0.0,distribution,0.5,3.18402,338.1871218258789,0.09020781090955172,53.98252,15.333428477760405,0.913077295736973,central,True,True,True
351 −200,smallworld,8,0.0,distribution,2.0,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,central,True,True,False
352 −200,smallworld,8,0.0,network,0.5,3.1821,338.80466060467717,0.089777328324682,54.323425,15.348572167907204,0.912185744253645,central,True,True,True
353 −200,smallworld,8,0.0,network,2.0,44.388975,29.259184947556527,1.0,54.323425,15.348572167907204,0.912185744253645,central,True,True,False
354 −200,smallworld,8,0.0,none,0.5,3.18402,338.1871218258789,0.09020781090955172,53.98252,15.333428477760405,0.913077295736973,central,True,True,True
355 −200,smallworld,8,0.0,none,2.0,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,central,True,True,False
356 −200,smallworld,8,1.0,distribution,0.5,3.2025325,331.1191525961653,0.09020781090955172,53.98252,15.333428477760405,0.913077295736973,central,True,True,True
357 −200,smallworld,8,1.0,distribution,2.0,44.2294075,28.699683290343728,1.0,53.98252,15.333428477760405,0.913077295736973,central,True,True,False
358 −200,smallworld,8,1.0,network,0.5,3.2156325,325.881628793048,0.089777328324682,54.323425,15.348572167907204,0.912185744253645,central,True,True,True
359 −200,smallworld,8,1.0,network,2.0,44.4225075,28.14846177934563,1.0,54.323425,15.348572167907204,0.912185744253645,central,True,True,False
360 −200,smallworld,8,1.0,none,0.5,3.218375,325.0405535155603,0.09020781090955172,53.98252,15.333428477760405,0.913077295736973,central,True,True,True
361 −200,smallworld,8,1.0,none,2.0,44.24525,28.17267533022059,1.0,53.98252,15.333428477760405,0.913077295736973,central,True,True,False
362 −800,lattice,2,0.0,distribution,0.5,3.3544925,313.39966690259405,0.0944046833485211,9.34502125,84.59560439220563,0.1658897928447522,central,True,True,True
363 −800,lattice,2,0.0,distribution,2.0,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,central,False,False,False
364 −800,lattice,2,0.0,network,0.5,3.3550675,313.22046606543597,0.09452535924733738,8.79715875,89.64490129320194,0.1564601145351216,central,True,True,True
365 −800,lattice,2,0.0,network,2.0,38.6350675,33.32586805237986,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,central,False,False,False
366 −800,lattice,2,0.0,none,0.5,3.3544925,313.39966690259405,0.0944046833485211,9.34502125,84.59560439220563,0.1658897928447522,central,True,True,True
367 −800,lattice,2,0.0,none,2.0,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,central,False,False,False
368 −800,lattice,2,1.0,distribution,0.5,3.3718925,307.1654551041956,0.0944046833485211,9.34502125,84.59560439220563,0.1658897928447522,central,True,True,True
369 −800,lattice,2,1.0,distribution,2.0,42.618455,29.701281451363407,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,central,False,False,False
370 −800,lattice,2,1.0,network,0.5,3.3883324999999997,301.3355918172084,0.09452535924733738,8.79715875,89.64490129320194,0.1564601145351216,central,True,True,True
371 −800,lattice,2,1.0,network,2.0,38.6683325,32.06318571771174,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,central,False,False,False
372 −800,lattice,2,1.0,none,0.5,3.3877575,301.50056087410695,0.0944046833485211,9.34502125,84.59560439220563,0.1658897928447522,central,True,True,True
373 −800,lattice,2,1.0,none,2.0,42.63432,29.15399447096135,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,central,False,False,False
374 −800,lattice,8,0.0,distribution,0.5,3.387305,310.95383762743324,0.0951355410698737,54.264865,15.249276040898145,0.9180845245085435,central,True,True,True
375 −800,lattice,8,0.0,distribution,2.0,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,central,True,True,False
376 −800,lattice,8,0.0,network,0.5,3.38788,310.7747595298598,0.09525644757912216,54.28465875,15.266201589195028,0.9170642970533586,central,True,True,True
377 −800,lattice,8,0.0,network,2.0,43.91084875,29.396746893459486,1.0,54.28465875,15.266201589195028,0.9170642970533586,central,True,True,False
378 −800,lattice,8,0.0,none,0.5,3.387305,310.95383762743324,0.0951355410698737,54.264865,15.249276040898145,0.9180845245085435,central,True,True,True
379 −800,lattice,8,0.0,none,2.0,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,central,True,True,False
380 −800,lattice,8,1.0,distribution,0.5,3.404705,304.76965504715446,0.0951355410698737,54.264865,15.249276040898145,0.9180845245085435,central,True,True,True
381 −800,lattice,8,1.0,distribution,2.0,43.98158,28.79918014323747,1.0,54.264865,15.249276040898145,0.9180845245085435,central,True,True,False
382 −800,lattice,8,1.0,network,0.5,3.4211449999999997,298.9840694157328,0.09525644757912216,54.28465875,15.266201589195028,0.9170642970533586,central,True,True,True
383 −800,lattice,8,1.0,network,2.0,43.94411375,28.282831393228317,1.0,54.28465875,15.266201589195028,0.9170642970533586,central,True,True,False
384 −800,lattice,8,1.0,none,0.5,3.4205699999999997,299.1488587006539,0.0951355410698737,54.264865,15.249276040898145,0.9180845245085435,central,True,True,True
385 −800,lattice,8,1.0,none,2.0,43.997445,28.26843492913839,1.0,54.264865,15.249276040898145,0.9180845245085435,central,True,True,False
386 −800,random,2,0.0,distribution,0.5,2.58767875,384.08849742796957,0.07710566236843022,6.172789375,124.65821735272607,0.11260578388440388,central,True,True,True
387 −800,random,2,0.0,distribution,2.0,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,central,False,False,False
388 −800,random,2,0.0,network,0.5,2.58816375,383.87143801627394,0.07718282866676009,6.2181693749999996,124.23505425262383,0.11289846324201654,central,True,True,True
389 −800,random,2,0.0,network,2.0,31.54566375,40.68155914790413,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,central,False,False,False
390 −800,random,2,0.0,none,0.5,2.58767875,384.08849742796957,0.07710566236843022,6.172789375,124.65821735272607,0.11260578388440388,central,True,True,True
391 −800,random,2,0.0,none,2.0,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,central,False,False,False
392 −800,random,2,1.0,distribution,0.5,2.604725,376.6473759516576,0.07710566236843022,6.172789375,124.65821735272607,0.11260578388440388,central,True,True,True
393 −800,random,2,1.0,distribution,2.0,33.64300625,37.50878040737982,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,central,False,False,False
394 −800,random,2,1.0,network,0.5,2.621114375,369.4814775220555,0.07718282866676009,6.2181693749999996,124.23505425262383,0.11289846324201654,central,True,True,True
395 −800,random,2,1.0,network,2.0,31.578614375,39.1571649805487,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,central,False,False,False
396 −800,random,2,1.0,none,0.5,2.620454375,369.7751684764925,0.07710566236843022,6.172789375,124.65821735272607,0.11260578388440388,central,True,True,True
397 −800,random,2,1.0,none,2.0,33.658735625,36.82470031004848,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,central,False,False,False
398 −800,random,8,0.0,distribution,0.5,2.80049125,362.03697809532724,0.08183736353937514,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,True
399 −800,random,8,0.0,distribution,2.0,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,False
400 −800,random,8,0.0,network,0.5,2.80097625,361.8289340211305,0.0819182491507992,52.701763125,15.783068312780381,0.8870371319372273,central,True,True,True
401 −800,random,8,0.0,network,2.0,44.043945,29.356608801389132,1.0,52.701763125,15.783068312780381,0.8870371319372273,central,True,True,False
402 −800,random,8,0.0,none,0.5,2.80049125,362.03697809532724,0.08183736353937514,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,True
403 −800,random,8,0.0,none,2.0,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,False
404 −800,random,8,1.0,distribution,0.5,2.8175375,355.02299573439143,0.08183736353937514,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,True
405 −800,random,8,1.0,distribution,2.0,44.105975,28.77418018398357,1.0,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,False
406 −800,random,8,1.0,network,0.5,2.833926875,348.2667529106138,0.0819182491507992,52.701763125,15.783068312780381,0.8870371319372273,central,True,True,True
407 −800,random,8,1.0,network,2.0,44.076895625,28.256267761388045,1.0,52.701763125,15.783068312780381,0.8870371319372273,central,True,True,False
408 −800,random,8,1.0,none,0.5,2.833266875,348.5448139390901,0.08183736353937514,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,True
409 −800,random,8,1.0,none,2.0,44.121704375,28.249490700370572,1.0,52.475914375,15.78236663582171,0.8870782566802364,central,True,True,False
410 −800,smallworld,2,0.0,distribution,0.5,2.9873287499999996,349.92330240633993,0.08607271959518326,8.674043125,91.18248326971805,0.15370256149809625,central,True,True,True
411 −800,smallworld,2,0.0,distribution,2.0,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,central,False,False,False
412 −800,smallworld,2,0.0,network,0.5,2.98863875,349.3027289963693,0.08626561366881497,8.487093125,92.89745914523014,0.15098588319105916,central,True,True,True
413 −800,smallworld,2,0.0,network,2.0,38.152857499999996,33.74891807343252,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,central,False,False,False
414 −800,smallworld,2,0.0,none,0.5,2.9873287499999996,349.92330240633993,0.08607271959518326,8.674043125,91.18248326971805,0.15370256149809625,central,True,True,True
415 −800,smallworld,2,0.0,none,2.0,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,central,False,False,False
416 −800,smallworld,2,1.0,distribution,0.5,3.004655,343.00334956592627,0.08607271959518326,8.674043125,91.18248326971805,0.15370256149809625,central,True,True,True
417 −800,smallworld,2,1.0,distribution,2.0,42.02668625,30.15215423214521,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,central,False,False,False
418 −800,smallworld,2,1.0,network,0.5,3.02180125,336.1137347890805,0.08626561366881497,8.487093125,92.89745914523014,0.15098588319105916,central,True,True,True
419 −800,smallworld,2,1.0,network,2.0,38.18602,32.47414765548974,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,central,False,False,False
420 −800,smallworld,2,1.0,none,0.5,3.020440625,336.7375410740567,0.08607271959518326,8.674043125,91.18248326971805,0.15370256149809625,central,True,True,True
421 −800,smallworld,2,1.0,none,2.0,42.042471875,29.599945203556665,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,central,False,False,False
422 −800,smallworld,8,0.0,distribution,0.5,3.02482875,346.4919204349665,0.0869098689475028,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,True
423 −800,smallworld,8,0.0,distribution,2.0,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,False
424 −800,smallworld,8,0.0,network,0.5,3.02613875,345.8826479478839,0.08710707414227414,54.340218125,15.282179332658579,0.9161076059656031,central,True,True,True
425 −800,smallworld,8,0.0,network,2.0,43.94192,29.38789680704445,1.0,54.340218125,15.282179332658579,0.9161076059656031,central,True,True,False
426 −800,smallworld,8,0.0,none,0.5,3.02482875,346.4919204349665,0.0869098689475028,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,True
427 −800,smallworld,8,0.0,none,2.0,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,False
428 −800,smallworld,8,1.0,distribution,0.5,3.042155,339.6390569311528,0.0869098689475028,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,True
429 −800,smallworld,8,1.0,distribution,2.0,44.08074875,28.77275386386711,1.0,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,False
430 −800,smallworld,8,1.0,network,0.5,3.05930125,332.8239679796158,0.08710707414227414,54.340218125,15.282179332658579,0.9161076059656031,central,True,True,True
431 −800,smallworld,8,1.0,network,2.0,43.9750825,28.277757231029295,1.0,54.340218125,15.282179332658579,0.9161076059656031,central,True,True,False
432 −800,smallworld,8,1.0,none,0.5,3.057940625,333.4355256903693,0.0869098689475028,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,True
433 −800,smallworld,8,1.0,none,2.0,44.096534375,28.24580647196583,1.0,54.479355625,15.283469981842364,0.9160283926563294,central,True,True,False
434 −50,lattice,2,0.0,distribution,0.5,40.11162,34.203357606831844,0.8435935652016926,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
435 −50,lattice,2,0.0,distribution,2.0,46.82412,28.94043170343408,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
436 −50,lattice,2,0.0,network,0.5,37.5089,36.53445406005536,0.7983198334922278,8.16797,99.60936198732347,0.1454776748409216,federated,False,False,False
437 −50,lattice,2,0.0,network,2.0,41.9114,32.09309631773837,0.8893022043916392,8.16797,99.60936198732347,0.1454776748409216,federated,False,False,False
438 −50,lattice,2,0.0,none,0.5,40.11162,34.203357606831844,0.8435935652016926,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
439 −50,lattice,2,0.0,none,2.0,46.82412,28.94043170343408,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
440 −50,lattice,2,1.0,distribution,0.5,40.13169,33.45331913009868,0.8435935652016926,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
441 −50,lattice,2,1.0,distribution,2.0,46.84419,28.30932575266129,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
442 −50,lattice,2,1.0,network,0.5,37.54453,35.105850922867106,0.7983198334922278,8.16797,99.60936198732347,0.1454776748409216,federated,False,False,False
443 −50,lattice,2,1.0,network,2.0,41.94703,30.836792531955048,0.8893022043916392,8.16797,99.60936198732347,0.1454776748409216,federated,False,False,False
444 −50,lattice,2,1.0,none,0.5,40.14842,32.83197936701024,0.8435935652016926,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
445 −50,lattice,2,1.0,none,2.0,46.86092,27.78313845627691,0.9782435472731877,9.10287,89.1969694849485,0.16230696945203638,federated,False,False,False
446 −50,lattice,8,0.0,distribution,0.5,40.96662,33.408960376766075,0.8607630416339926,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,True
447 −50,lattice,8,0.0,distribution,2.0,47.91162,28.29946833919069,1.0,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,False
448 −50,lattice,8,0.0,network,0.5,41.4014,33.40650282303699,0.8792475802165899,54.277969999999996,15.371883758350108,0.9108592554987828,federated,True,True,True
449 −50,lattice,8,0.0,network,2.0,47.236399999999996,28.46775929256272,1.0,54.277969999999996,15.371883758350108,0.9108592554987828,federated,True,True,False
450 −50,lattice,8,0.0,none,0.5,40.96662,33.408960376766075,0.8607630416339926,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,True
451 −50,lattice,8,0.0,none,2.0,47.91162,28.29946833919069,1.0,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,False
452 −50,lattice,8,1.0,distribution,0.5,40.98669,32.67689622248597,0.8607630416339926,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,True
453 −50,lattice,8,1.0,distribution,2.0,47.93169,27.682703039526515,1.0,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,False
454 −50,lattice,8,1.0,network,0.5,41.43703,32.1034170263469,0.8792475802165899,54.277969999999996,15.371883758350108,0.9108592554987828,federated,True,True,True
455 −50,lattice,8,1.0,network,2.0,47.27203,27.3560643292742,1.0,54.277969999999996,15.371883758350108,0.9108592554987828,federated,True,True,False
456 −50,lattice,8,1.0,none,0.5,41.00342,32.069963651972046,0.8607630416339926,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,True
457 −50,lattice,8,1.0,none,2.0,47.94842,27.168178187493115,1.0,53.61537,15.42609429004201,0.9076949113907367,federated,True,True,False
458 −50,random,2,0.0,distribution,0.5,5.04832,258.32796101005476,0.12272161920601678,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,True,True,False
459 −50,random,2,0.0,distribution,2.0,36.34582,37.85574634710246,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,False,False,False
460 −50,random,2,0.0,network,0.5,5.49082,240.26291301605994,0.1319232566860899,5.91279,141.24791361136548,0.10731554508079716,federated,True,True,False
461 −50,random,2,0.0,network,2.0,33.96082,39.85806459817595,0.7140212883583434,5.91279,141.24791361136548,0.10731554508079716,federated,False,False,False
462 −50,random,2,0.0,none,0.5,5.04832,258.32796101005476,0.12272161920601678,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,True,True,False
463 −50,random,2,0.0,none,2.0,36.34582,37.85574634710246,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,False,False,False
464 −50,random,2,1.0,distribution,0.5,5.06921,252.28681765418062,0.12272161920601678,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,True,True,False
465 −50,random,2,1.0,distribution,2.0,36.366710000000005,37.0003302745939,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,False,False,False
466 −50,random,2,1.0,network,0.5,5.5263599999999995,230.96765991511802,0.1319232566860899,5.91279,141.24791361136548,0.10731554508079716,federated,True,True,False
467 −50,random,2,1.0,network,2.0,33.99636,38.322997742591625,0.7140212883583434,5.91279,141.24791361136548,0.10731554508079716,federated,False,False,False
468 −50,random,2,1.0,none,0.5,5.08626,247.58704049014045,0.12272161920601678,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,True,True,False
469 −50,random,2,1.0,none,2.0,36.383759999999995,36.29235963205396,0.7630536279480463,6.0515799999999995,139.2029461611703,0.10917773449594083,federated,False,False,False
470 −50,random,8,0.0,distribution,0.5,5.76832,232.1313468304114,0.137474548886116,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,True
471 −50,random,8,0.0,distribution,2.0,47.985820000000004,28.28318389469924,1.0,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,False
472 −50,random,8,0.0,network,0.5,6.84082,203.662431322302,0.15950383488556716,53.050290000000004,15.869721318049978,0.8822327030559456,federated,True,True,True
473 −50,random,8,0.0,network,2.0,47.985820000000004,28.27627827125078,1.0,53.050290000000004,15.869721318049978,0.8822327030559456,federated,True,True,False
474 −50,random,8,0.0,none,0.5,5.76832,232.1313468304114,0.137474548886116,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,True
475 −50,random,8,0.0,none,2.0,47.985820000000004,28.28318389469924,1.0,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,False
476 −50,random,8,1.0,distribution,0.5,5.78921,226.62011284107288,0.137474548886116,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,True
477 −50,random,8,1.0,distribution,2.0,48.00671,27.641513087231605,1.0,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,False
478 −50,random,8,1.0,network,0.5,6.87636,195.737498105506,0.15950383488556716,53.050290000000004,15.869721318049978,0.8822327030559456,federated,True,True,True
479 −50,random,8,1.0,network,2.0,48.021359999999994,27.183597294663212,1.0,53.050290000000004,15.869721318049978,0.8822327030559456,federated,True,True,False
480 −50,random,8,1.0,none,0.5,5.80626,222.42792629308235,0.137474548886116,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,True
481 −50,random,8,1.0,none,2.0,48.023759999999996,27.11949491765289,1.0,53.30158,15.898166940537578,0.8806984635434445,federated,True,True,False
482 −50,smallworld,2,0.0,distribution,0.5,33.748580000000004,49.066338027761645,0.7106052642882993,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
483 −50,smallworld,2,0.0,distribution,2.0,46.67108,29.14082509237735,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
484 −50,smallworld,2,0.0,network,0.5,27.73102,55.969579707206634,0.5824780442304016,8.658819999999999,96.30784127445305,0.1575780905331919,federated,False,False,False
485 −50,smallworld,2,0.0,network,2.0,42.19852,32.401945354468275,0.8747831088216775,8.658819999999999,96.30784127445305,0.1575780905331919,federated,False,False,False
486 −50,smallworld,2,0.0,none,0.5,33.748580000000004,49.066338027761645,0.7106052642882993,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
487 −50,smallworld,2,0.0,none,2.0,46.67108,29.14082509237735,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
488 −50,smallworld,2,1.0,distribution,0.5,33.7683,48.01010872225259,0.7106052642882993,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
489 −50,smallworld,2,1.0,distribution,2.0,46.690799999999996,28.518886723256077,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
490 −50,smallworld,2,1.0,network,0.5,27.766370000000002,53.82093721566828,0.5824780442304016,8.658819999999999,96.30784127445305,0.1575780905331919,federated,False,False,False
491 −50,smallworld,2,1.0,network,2.0,42.233869999999996,31.166785472901854,0.8747831088216775,8.658819999999999,96.30784127445305,0.1575780905331919,federated,False,False,False
492 −50,smallworld,2,1.0,none,0.5,33.78595,47.06384687301347,0.7106052642882993,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
493 −50,smallworld,2,1.0,none,2.0,46.70845,27.96108440692686,0.9695352664725668,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
494 −50,smallworld,8,0.0,distribution,0.5,34.40858,47.54482477258193,0.7239171384688156,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
495 −50,smallworld,8,0.0,distribution,2.0,48.19358,28.22811249379386,1.0,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,False
496 −50,smallworld,8,0.0,network,0.5,29.92852,52.06930622038244,0.6268638422940823,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,True
497 −50,smallworld,8,0.0,network,2.0,48.43102,28.165717335276803,1.0,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,False
498 −50,smallworld,8,0.0,none,0.5,34.40858,47.54482477258193,0.7239171384688156,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
499 −50,smallworld,8,0.0,none,2.0,48.19358,28.22811249379386,1.0,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,False
500 −50,smallworld,8,1.0,distribution,0.5,34.4283,46.52062387966236,0.7239171384688156,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
501 −50,smallworld,8,1.0,distribution,2.0,48.213300000000004,27.62491358357996,1.0,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,False
502 −50,smallworld,8,1.0,network,0.5,29.96387,50.06938612047312,0.6268638422940823,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,True
503 −50,smallworld,8,1.0,network,2.0,48.46637,27.09113110775649,1.0,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,False
504 −50,smallworld,8,1.0,none,0.5,34.44595,45.605545489325806,0.7239171384688156,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
505 −50,smallworld,8,1.0,none,2.0,48.23095,27.086193922673818,1.0,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,False
506 −200,lattice,2,0.0,distribution,0.5,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
507 −200,lattice,2,0.0,distribution,2.0,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
508 −200,lattice,2,0.0,network,0.5,38.36372,33.82015763100428,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
509 −200,lattice,2,0.0,network,2.0,38.36372,33.82015763100428,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
510 −200,lattice,2,0.0,none,0.5,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
511 −200,lattice,2,0.0,none,2.0,42.80432,30.33733525280511,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
512 −200,lattice,2,1.0,distribution,0.5,42.822897499999996,29.69949434579,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
513 −200,lattice,2,1.0,distribution,2.0,42.822897499999996,29.69949434579,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
514 −200,lattice,2,1.0,network,0.5,38.3981825,32.49979021197973,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
515 −200,lattice,2,1.0,network,2.0,38.3981825,32.49979021197973,0.8652040837617074,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
516 −200,lattice,2,1.0,none,0.5,42.8379875,29.180941544740644,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
517 −200,lattice,2,1.0,none,2.0,42.8379875,29.180941544740644,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
518 −200,lattice,8,0.0,distribution,0.5,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
519 −200,lattice,8,0.0,distribution,2.0,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
520 −200,lattice,8,0.0,network,0.5,44.470595,29.232269541500283,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
521 −200,lattice,8,0.0,network,2.0,44.470595,29.232269541500283,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
522 −200,lattice,8,0.0,none,0.5,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
523 −200,lattice,8,0.0,none,2.0,44.414945,29.247757181144955,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
524 −200,lattice,8,1.0,distribution,0.5,44.433522499999995,28.632472996695192,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
525 −200,lattice,8,1.0,distribution,2.0,44.433522499999995,28.632472996695192,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
526 −200,lattice,8,1.0,network,0.5,44.5050575,28.09164706889266,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
527 −200,lattice,8,1.0,network,2.0,44.5050575,28.09164706889266,1.0,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
528 −200,lattice,8,1.0,none,0.5,44.448612499999996,28.13288809274241,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
529 −200,lattice,8,1.0,none,2.0,44.448612499999996,28.13288809274241,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
530 −200,random,2,0.0,distribution,0.5,29.720885,45.8301829474231,0.6835065634899513,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
531 −200,random,2,0.0,distribution,2.0,33.96776,37.796908123414156,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
532 −200,random,2,0.0,network,0.5,27.11966,49.41220723723959,0.6260408494694607,6.2109925,124.90274401505911,0.11294699947162923,federated,False,False,False
533 −200,random,2,0.0,network,2.0,32.004035,40.09163087768276,0.7339653532225782,6.2109925,124.90274401505911,0.11294699947162923,federated,False,False,False
534 −200,random,2,0.0,none,0.5,29.720885,45.8301829474231,0.6835065634899513,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
535 −200,random,2,0.0,none,2.0,33.96776,37.796908123414156,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
536 −200,random,2,1.0,distribution,0.5,29.7387825,44.91071534574021,0.6835065634899513,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
537 −200,random,2,1.0,distribution,2.0,33.9856575,37.023832148474554,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
538 −200,random,2,1.0,network,0.5,27.154795,47.43587875218519,0.6260408494694607,6.2109925,124.90274401505911,0.11294699947162923,federated,False,False,False
539 −200,random,2,1.0,network,2.0,32.03917,38.486486390507196,0.7339653532225782,6.2109925,124.90274401505911,0.11294699947162923,federated,False,False,False
540 −200,random,2,1.0,none,0.5,29.7545675,44.085708145583936,0.6835065634899513,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
541 −200,random,2,1.0,none,2.0,34.001442499999996,36.34345215836098,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
542 −200,random,8,0.0,distribution,0.5,37.98026,36.32907232248475,0.8680669718667651,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
543 −200,random,8,0.0,distribution,2.0,43.86401,29.41213540183328,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
544 −200,random,8,0.0,network,0.5,36.350285,37.79026587105109,0.8326068096282859,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,True
545 −200,random,8,0.0,network,2.0,43.91966,29.39992183024108,1.0,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,False
546 −200,random,8,0.0,none,0.5,37.98026,36.32907232248475,0.8680669718667651,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
547 −200,random,8,0.0,none,2.0,43.86401,29.41213540183328,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
548 −200,random,8,1.0,distribution,0.5,37.998157500000005,35.60204481877912,0.8680669718667651,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
549 −200,random,8,1.0,distribution,2.0,43.881907500000004,28.811661534775226,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
550 −200,random,8,1.0,network,0.5,36.385419999999996,36.27920580934566,0.8326068096282859,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,True
551 −200,random,8,1.0,network,2.0,43.954795,28.222998524345012,1.0,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,False
552 −200,random,8,1.0,none,0.5,38.0139425,34.948245782119805,0.8680669718667651,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
553 −200,random,8,1.0,none,2.0,43.897692500000005,28.282411102529466,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
554 −200,smallworld,2,0.0,distribution,0.5,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
555 −200,smallworld,2,0.0,distribution,2.0,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
556 −200,smallworld,2,0.0,network,0.5,38.0346,34.070907266719615,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
557 −200,smallworld,2,0.0,network,2.0,38.0346,34.070907266719615,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
558 −200,smallworld,2,0.0,none,0.5,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
559 −200,smallworld,2,0.0,none,2.0,41.840895,30.97199641213502,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
560 −200,smallworld,2,1.0,distribution,0.5,41.8594075,30.320542915034157,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
561 −200,smallworld,2,1.0,distribution,2.0,41.8594075,30.320542915034157,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
562 −200,smallworld,2,1.0,network,0.5,38.0681325,32.77526025688926,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
563 −200,smallworld,2,1.0,network,2.0,38.0681325,32.77526025688926,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
564 −200,smallworld,2,1.0,none,0.5,41.87525,29.763727642862438,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
565 −200,smallworld,2,1.0,none,2.0,41.87525,29.763727642862438,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
566 −200,smallworld,8,0.0,distribution,0.5,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
567 −200,smallworld,8,0.0,distribution,2.0,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
568 −200,smallworld,8,0.0,network,0.5,44.388975,29.259184947556527,1.0,54.323425,15.348572167907204,0.912185744253645,federated,True,True,False
569 −200,smallworld,8,0.0,network,2.0,44.388975,29.259184947556527,1.0,54.323425,15.348572167907204,0.912185744253645,federated,True,True,False
570 −200,smallworld,8,0.0,none,0.5,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
571 −200,smallworld,8,0.0,none,2.0,44.210895,29.31601371868071,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
572 −200,smallworld,8,1.0,distribution,0.5,44.2294075,28.699683290343728,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
573 −200,smallworld,8,1.0,distribution,2.0,44.2294075,28.699683290343728,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
574 −200,smallworld,8,1.0,network,0.5,44.4225075,28.14846177934563,1.0,54.323425,15.348572167907204,0.912185744253645,federated,True,True,False
575 −200,smallworld,8,1.0,network,2.0,44.4225075,28.14846177934563,1.0,54.323425,15.348572167907204,0.912185744253645,federated,True,True,False
576 −200,smallworld,8,1.0,none,0.5,44.24525,28.17267533022059,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
577 −200,smallworld,8,1.0,none,2.0,44.24525,28.17267533022059,1.0,53.98252,15.333428477760405,0.913077295736973,federated,True,True,False
578 −800,lattice,2,0.0,distribution,0.5,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
579 −800,lattice,2,0.0,distribution,2.0,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
580 −800,lattice,2,0.0,network,0.5,38.6350675,33.32586805237986,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,federated,False,False,False
581 −800,lattice,2,0.0,network,2.0,38.6350675,33.32586805237986,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,federated,False,False,False
582 −800,lattice,2,0.0,none,0.5,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
583 −800,lattice,2,0.0,none,2.0,42.601055,30.301676047413572,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
584 −800,lattice,2,1.0,distribution,0.5,42.618455,29.701281451363407,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
585 −800,lattice,2,1.0,distribution,2.0,42.618455,29.701281451363407,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
586 −800,lattice,2,1.0,network,0.5,38.6683325,32.06318571771174,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,federated,False,False,False
587 −800,lattice,2,1.0,network,2.0,38.6683325,32.06318571771174,0.8822175945412374,8.79715875,89.64490129320194,0.1564601145351216,federated,False,False,False
588 −800,lattice,2,1.0,none,0.5,42.63432,29.15399447096135,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
589 −800,lattice,2,1.0,none,2.0,42.63432,29.15399447096135,0.9696537612561946,9.34502125,84.59560439220563,0.1658897928447522,federated,False,False,False
590 −800,lattice,8,0.0,distribution,0.5,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
591 −800,lattice,8,0.0,distribution,2.0,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
592 −800,lattice,8,0.0,network,0.5,43.91084875,29.396746893459486,1.0,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,False
593 −800,lattice,8,0.0,network,2.0,43.91084875,29.396746893459486,1.0,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,False
594 −800,lattice,8,0.0,none,0.5,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
595 −800,lattice,8,0.0,none,2.0,43.96418,29.381285051981223,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
596 −800,lattice,8,1.0,distribution,0.5,43.98158,28.79918014323747,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
597 −800,lattice,8,1.0,distribution,2.0,43.98158,28.79918014323747,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
598 −800,lattice,8,1.0,network,0.5,43.94411375,28.282831393228317,1.0,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,False
599 −800,lattice,8,1.0,network,2.0,43.94411375,28.282831393228317,1.0,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,False
600 −800,lattice,8,1.0,none,0.5,43.997445,28.26843492913839,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
601 −800,lattice,8,1.0,none,2.0,43.997445,28.26843492913839,1.0,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
602 −800,random,2,0.0,distribution,0.5,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
603 −800,random,2,0.0,distribution,2.0,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
604 −800,random,2,0.0,network,0.5,31.54566375,40.68155914790413,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,False,False,False
605 −800,random,2,0.0,network,2.0,31.54566375,40.68155914790413,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,False,False,False
606 −800,random,2,0.0,none,0.5,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
607 −800,random,2,0.0,none,2.0,33.62596,38.25004432788044,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
608 −800,random,2,1.0,distribution,0.5,33.64300625,37.50878040737982,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
609 −800,random,2,1.0,distribution,2.0,33.64300625,37.50878040737982,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
610 −800,random,2,1.0,network,0.5,31.578614375,39.1571649805487,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,False,False,False
611 −800,random,2,1.0,network,2.0,31.578614375,39.1571649805487,0.7218159486690802,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,False,False,False
612 −800,random,2,1.0,none,0.5,33.658735625,36.82470031004848,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
613 −800,random,2,1.0,none,2.0,33.658735625,36.82470031004848,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
614 −800,random,8,0.0,distribution,0.5,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
615 −800,random,8,0.0,distribution,2.0,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
616 −800,random,8,0.0,network,0.5,44.043945,29.356608801389132,1.0,52.701763125,15.783068312780381,0.8870371319372273,federated,True,True,False
617 −800,random,8,0.0,network,2.0,44.043945,29.356608801389132,1.0,52.701763125,15.783068312780381,0.8870371319372273,federated,True,True,False
618 −800,random,8,0.0,none,0.5,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
619 −800,random,8,0.0,none,2.0,44.08892875,29.342776378506006,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
620 −800,random,8,1.0,distribution,0.5,44.105975,28.77418018398357,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
621 −800,random,8,1.0,distribution,2.0,44.105975,28.77418018398357,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
622 −800,random,8,1.0,network,0.5,44.076895625,28.256267761388045,1.0,52.701763125,15.783068312780381,0.8870371319372273,federated,True,True,False
623 −800,random,8,1.0,network,2.0,44.076895625,28.256267761388045,1.0,52.701763125,15.783068312780381,0.8870371319372273,federated,True,True,False
624 −800,random,8,1.0,none,0.5,44.121704375,28.249490700370572,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
625 −800,random,8,1.0,none,2.0,44.121704375,28.249490700370572,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
626 −800,smallworld,2,0.0,distribution,0.5,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
627 −800,smallworld,2,0.0,distribution,2.0,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
628 −800,smallworld,2,0.0,network,0.5,38.152857499999996,33.74891807343252,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,federated,False,False,False
629 −800,smallworld,2,0.0,network,2.0,38.152857499999996,33.74891807343252,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,federated,False,False,False
630 −800,smallworld,2,0.0,none,0.5,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
631 −800,smallworld,2,0.0,none,2.0,42.00936,30.758162833033687,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
632 −800,smallworld,2,1.0,distribution,0.5,42.02668625,30.15215423214521,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
633 −800,smallworld,2,1.0,distribution,2.0,42.02668625,30.15215423214521,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
634 −800,smallworld,2,1.0,network,0.5,38.18602,32.47414765548974,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,federated,False,False,False
635 −800,smallworld,2,1.0,network,2.0,38.18602,32.47414765548974,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,federated,False,False,False
636 −800,smallworld,2,1.0,none,0.5,42.042471875,29.599945203556665,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
637 −800,smallworld,2,1.0,none,2.0,42.042471875,29.599945203556665,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
638 −800,smallworld,8,0.0,distribution,0.5,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
639 −800,smallworld,8,0.0,distribution,2.0,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
640 −800,smallworld,8,0.0,network,0.5,43.94192,29.38789680704445,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
641 −800,smallworld,8,0.0,network,2.0,43.94192,29.38789680704445,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
642 −800,smallworld,8,0.0,none,0.5,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
643 −800,smallworld,8,0.0,none,2.0,44.0634225,29.350991657569747,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
644 −800,smallworld,8,1.0,distribution,0.5,44.08074875,28.77275386386711,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
645 −800,smallworld,8,1.0,distribution,2.0,44.08074875,28.77275386386711,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
646 −800,smallworld,8,1.0,network,0.5,43.9750825,28.277757231029295,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
647 −800,smallworld,8,1.0,network,2.0,43.9750825,28.277757231029295,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
648 −800,smallworld,8,1.0,none,0.5,44.096534375,28.24580647196583,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
649 −800,smallworld,8,1.0,none,2.0,44.096534375,28.24580647196583,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
218 +50,lattice,2,0.0,distribution,0.5,-0.42036000000000007,1995.1284849998085,0.0342345915933119,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
219 +50,lattice,2,0.0,distribution,2.0,45.34464,66.21980172056654,0.9716049462369184,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
220 +50,lattice,2,0.0,network,0.5,-0.3967000000000001,1977.0463578000342,0.03481931495366203,8.16797,99.60936198732347,0.1454776748409216,central,True,True,True
221 +50,lattice,2,0.0,network,2.0,40.455799999999996,73.18282475954412,0.8831385014521638,8.16797,99.60936198732347,0.1454776748409216,central,False,False,False
222 +50,lattice,2,0.0,none,0.5,-0.42036000000000007,1995.1284849998085,0.0342345915933119,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
223 +50,lattice,2,0.0,none,2.0,45.34464,66.21980172056654,0.9716049462369184,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
224 +50,lattice,2,1.0,distribution,0.5,-0.34008000000000005,1918.8390828280533,0.0342345915933119,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
225 +50,lattice,2,1.0,distribution,2.0,45.42492,63.679176461594814,0.9716049462369184,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
226 +50,lattice,2,1.0,network,0.5,-0.25417999999999996,1840.789315690051,0.03481931495366203,8.16797,99.60936198732347,0.1454776748409216,central,True,True,True
227 +50,lattice,2,1.0,network,2.0,40.59832,68.124526480267,0.8831385014521638,8.16797,99.60936198732347,0.1454776748409216,central,False,False,False
228 +50,lattice,2,1.0,none,0.5,-0.27316000000000007,1855.1594796852148,0.0342345915933119,9.10287,89.1969694849485,0.16230696945203638,central,True,True,True
229 +50,lattice,2,1.0,none,2.0,45.49184,61.560841301843524,0.9716049462369184,9.10287,89.1969694849485,0.16230696945203638,central,False,False,False
230 +50,lattice,8,0.0,distribution,0.5,-0.42036000000000007,1995.1284849998085,0.0342345915933119,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
231 +50,lattice,8,0.0,distribution,2.0,46.432140000000004,64.7548527582915,0.9933613989637305,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
232 +50,lattice,8,0.0,network,0.5,-0.3967000000000001,1977.0463578000342,0.03481931495366203,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,True
233 +50,lattice,8,0.0,network,2.0,45.6833,65.02224763653763,0.9918424320298497,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,False
234 +50,lattice,8,0.0,none,0.5,-0.42036000000000007,1995.1284849998085,0.0342345915933119,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
235 +50,lattice,8,0.0,none,2.0,46.432140000000004,64.7548527582915,0.9933613989637305,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
236 +50,lattice,8,1.0,distribution,0.5,-0.34008000000000005,1918.8390828280533,0.0342345915933119,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
237 +50,lattice,8,1.0,distribution,2.0,46.51242,62.27159010375423,0.9933613989637305,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
238 +50,lattice,8,1.0,network,0.5,-0.25417999999999996,1840.789315690051,0.03481931495366203,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,True
239 +50,lattice,8,1.0,network,2.0,45.82582,60.539429320048065,0.9918424320298497,54.277969999999996,15.371883758350108,0.9108592554987828,central,True,True,False
240 +50,lattice,8,1.0,none,0.5,-0.27316000000000007,1855.1594796852148,0.0342345915933119,53.61537,15.42609429004201,0.9076949113907367,central,True,True,True
241 +50,lattice,8,1.0,none,2.0,46.57934,60.19990472140687,0.9933613989637305,53.61537,15.42609429004201,0.9076949113907367,central,True,True,False
242 +50,random,2,0.0,distribution,0.5,-0.63296,2245.672781431413,0.029979352575646274,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
243 +50,random,2,0.0,distribution,2.0,34.72204,87.05404231342328,0.7541671482669943,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
244 +50,random,2,0.0,network,0.5,-0.6329600000000001,2250.323224942151,0.030023000679071828,5.91279,141.24791361136548,0.10731554508079716,central,True,True,True
245 +50,random,2,0.0,network,2.0,32.50954,91.2367567386893,0.708330960380154,5.91279,141.24791361136548,0.10731554508079716,central,False,False,False
246 +50,random,2,0.0,none,0.5,-0.63296,2245.672781431413,0.029979352575646274,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
247 +50,random,2,0.0,none,2.0,34.72204,87.05404231342328,0.7541671482669943,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
248 +50,random,2,1.0,distribution,0.5,-0.5494000000000001,2154.269540183223,0.029979352575646274,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
249 +50,random,2,1.0,distribution,2.0,34.8056,83.60282011426176,0.7541671482669943,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
250 +50,random,2,1.0,network,0.5,-0.4908000000000001,2097.7271566597656,0.030023000679071828,5.91279,141.24791361136548,0.10731554508079716,central,True,True,True
251 +50,random,2,1.0,network,2.0,32.6517,85.05530853103248,0.708330960380154,5.91279,141.24791361136548,0.10731554508079716,central,False,False,False
252 +50,random,2,1.0,none,0.5,-0.48119999999999996,2082.2406284252834,0.029979352575646274,6.0515799999999995,139.2029461611703,0.10917773449594083,central,True,True,True
253 +50,random,2,1.0,none,2.0,34.8738,80.73594777786683,0.7541671482669943,6.0515799999999995,139.2029461611703,0.10917773449594083,central,False,False,False
254 +50,random,8,0.0,distribution,0.5,-0.61796,2223.9580378416695,0.030273470222705098,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
255 +50,random,8,0.0,distribution,2.0,46.15204,65.16203995111441,0.9869769881793383,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
256 +50,random,8,0.0,network,0.5,-0.6179600000000001,2228.7751480190736,0.03031991279308608,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,True
257 +50,random,8,0.0,network,2.0,46.45954,64.76541968042997,0.9927812328142003,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,False
258 +50,random,8,0.0,none,0.5,-0.61796,2223.9580378416695,0.030273470222705098,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
259 +50,random,8,0.0,none,2.0,46.15204,65.16203995111441,0.9869769881793383,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
260 +50,random,8,1.0,distribution,0.5,-0.5344000000000001,2133.1028735165564,0.030273470222705098,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
261 +50,random,8,1.0,distribution,2.0,46.2356,62.56937558893361,0.9869769881793383,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
262 +50,random,8,1.0,network,0.5,-0.4758000000000001,2077.3585669161757,0.03031991279308608,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,True
263 +50,random,8,1.0,network,2.0,46.6017,60.361806033796675,0.9927812328142003,53.050290000000004,15.869721318049978,0.8822327030559456,central,True,True,False
264 +50,random,8,1.0,none,0.5,-0.4662,2061.7406284252834,0.030273470222705098,53.30158,15.898166940537578,0.8806984635434445,central,True,True,True
265 +50,random,8,1.0,none,2.0,46.303799999999995,60.45049708482728,0.9869769881793383,53.30158,15.898166940537578,0.8806984635434445,central,True,True,False
266 +50,smallworld,2,0.0,distribution,0.5,-0.23524000000000006,1745.8531535914308,0.03800527205928656,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
267 +50,smallworld,2,0.0,distribution,2.0,45.21476,66.73155005755785,0.964002764996162,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
268 +50,smallworld,2,0.0,network,0.5,-0.24356000000000005,1754.301299148381,0.03785090635557065,8.658819999999999,96.30784127445305,0.1575780905331919,central,True,True,True
269 +50,smallworld,2,0.0,network,2.0,40.75144,74.39312714386232,0.8695596402252241,8.658819999999999,96.30784127445305,0.1575780905331919,central,False,False,False
270 +50,smallworld,2,0.0,none,0.5,-0.23524000000000006,1745.8531535914308,0.03800527205928656,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
271 +50,smallworld,2,0.0,none,2.0,45.21476,66.73155005755785,0.964002764996162,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
272 +50,smallworld,2,1.0,distribution,0.5,-0.15636000000000005,1680.216788212203,0.03800527205928656,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
273 +50,smallworld,2,1.0,distribution,2.0,45.293639999999996,64.22894438064799,0.964002764996162,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
274 +50,smallworld,2,1.0,network,0.5,-0.10216000000000003,1638.0866799841813,0.03785090635557065,8.658819999999999,96.30784127445305,0.1575780905331919,central,True,True,True
275 +50,smallworld,2,1.0,network,2.0,40.89284,69.41881393663984,0.8695596402252241,8.658819999999999,96.30784127445305,0.1575780905331919,central,False,False,False
276 +50,smallworld,2,1.0,none,0.5,-0.08576000000000004,1622.480629610325,0.03800527205928656,8.67867,94.70087090892085,0.15419288009195442,central,True,True,True
277 +50,smallworld,2,1.0,none,2.0,45.364239999999995,61.98308297058612,0.964002764996162,8.67867,94.70087090892085,0.15419288009195442,central,False,False,False
278 +50,smallworld,8,0.0,distribution,0.5,-0.23524000000000006,1745.8531535914308,0.03800527205928656,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
279 +50,smallworld,8,0.0,distribution,2.0,46.70726,64.63006041000335,0.9938785703728297,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
280 +50,smallworld,8,0.0,network,0.5,-0.24356000000000005,1754.301299148381,0.03785090635557065,53.24632,15.370136131343024,0.9109537906661027,central,True,True,True
281 +50,smallworld,8,0.0,network,2.0,46.91644,64.59874547593735,0.9934357334424363,53.24632,15.370136131343024,0.9109537906661027,central,True,True,False
282 +50,smallworld,8,0.0,none,0.5,-0.23524000000000006,1745.8531535914308,0.03800527205928656,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
283 +50,smallworld,8,0.0,none,2.0,46.70726,64.63006041000335,0.9938785703728297,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
284 +50,smallworld,8,1.0,distribution,0.5,-0.15636000000000005,1680.216788212203,0.03800527205928656,54.07617,15.41409918368908,0.9083203494525485,central,True,True,True
285 +50,smallworld,8,1.0,distribution,2.0,46.78614,62.20292568671974,0.9938785703728297,54.07617,15.41409918368908,0.9083203494525485,central,True,True,False
286 +50,smallworld,8,1.0,network,0.5,-0.10216000000000003,1638.0866799841813,0.03785090635557065,53.24632,15.370136131343024,0.9109537906661027,central,True,True,True
287 +50,smallworld,8,1.0,network,2.0,47.05784,60.27430794797107,0.9934357334424363,53.24632,15.370136131343024,0.9109537906661027,central,True,True,False
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294 +200,lattice,2,0.0,none,0.5,-1.412605,3181.045611224471,0.028326091345032122,8.775755,91.86321707669818,0.15438841662974462,central,True,True,True
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306 +200,lattice,8,0.0,none,0.5,-1.412605,3181.045611224471,0.028326091345032122,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
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312 +200,lattice,8,1.0,none,0.5,-1.2106000000000001,2942.5700946707598,0.028326091345032122,55.043255,15.254723116920271,0.9177897283027365,central,True,True,True
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314 +200,random,2,0.0,distribution,0.5,-1.4237650000000002,3245.779197669416,0.027781656958066055,6.1312975000000005,126.16762544077731,0.11141168571551739,central,True,True,True
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492 +50,smallworld,2,1.0,none,0.5,1.69241,793.7723455327333,0.06882722376598518,8.67867,94.70087090892085,0.15419288009195442,federated,True,True,True
493 +50,smallworld,2,1.0,none,2.0,45.86741,53.36287934980791,0.9687991062841098,8.67867,94.70087090892085,0.15419288009195442,federated,False,False,False
494 +50,smallworld,8,0.0,distribution,0.5,1.57886,849.0158787900324,0.06897480345901943,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
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497 +50,smallworld,8,0.0,network,2.0,47.4904,55.43572349677544,0.9991166077738516,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,False
498 +50,smallworld,8,0.0,none,0.5,1.57886,849.0158787900324,0.06897480345901943,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
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503 +50,smallworld,8,1.0,network,2.0,47.60645,51.904471206448605,0.9991166077738516,53.24632,15.370136131343024,0.9109537906661027,federated,True,True,False
504 +50,smallworld,8,1.0,none,0.5,1.69991,792.3189985381978,0.06897480345901943,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,True
505 +50,smallworld,8,1.0,none,2.0,47.38241,51.674942174567136,0.9991166077738516,54.07617,15.41409918368908,0.9083203494525485,federated,True,True,False
506 +200,lattice,2,0.0,distribution,0.5,11.28185,200.79061308704087,0.2871945283823952,8.775755,91.86321707669818,0.15438841662974462,federated,False,True,False
507 +200,lattice,2,0.0,distribution,2.0,41.9681,59.051076673988824,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
508 +200,lattice,2,0.0,network,0.5,10.807775,211.22261333641205,0.276738323432918,8.5258725,94.68278850901093,0.15032186570694886,federated,False,True,False
509 +200,lattice,2,0.0,network,2.0,37.492775,66.53967188364479,0.86483631651751,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
510 +200,lattice,2,0.0,none,0.5,11.28185,200.79061308704087,0.2871945283823952,8.775755,91.86321707669818,0.15438841662974462,federated,False,True,False
511 +200,lattice,2,0.0,none,2.0,41.9681,59.051076673988824,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
512 +200,lattice,2,1.0,distribution,0.5,11.3429575,193.63222021947433,0.2871945283823952,8.775755,91.86321707669818,0.15438841662974462,federated,False,True,False
513 +200,lattice,2,1.0,distribution,2.0,42.0292075,56.9525930141967,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
514 +200,lattice,2,1.0,network,0.5,10.924565,197.01511825774875,0.276738323432918,8.5258725,94.68278850901093,0.15032186570694886,federated,False,True,False
515 +200,lattice,2,1.0,network,2.0,37.609565,62.06321524515158,0.86483631651751,8.5258725,94.68278850901093,0.15032186570694886,federated,False,False,False
516 +200,lattice,2,1.0,none,0.5,11.3925625,187.8631036596164,0.2871945283823952,8.775755,91.86321707669818,0.15438841662974462,federated,False,True,False
517 +200,lattice,2,1.0,none,2.0,42.0788125,55.249079712078355,0.9643862984150744,8.775755,91.86321707669818,0.15438841662974462,federated,False,False,False
518 +200,lattice,8,0.0,distribution,0.5,11.56685,196.87555918675534,0.2934959213271106,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,True
519 +200,lattice,8,0.0,distribution,2.0,43.578725000000006,56.93562047521821,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
520 +200,lattice,8,0.0,network,0.5,11.621525,198.7206741708205,0.2947027888263352,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,True
521 +200,lattice,8,0.0,network,2.0,43.582775,57.52337378653669,0.9992644655116051,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
522 +200,lattice,8,0.0,none,0.5,11.56685,196.87555918675534,0.2934959213271106,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,True
523 +200,lattice,8,0.0,none,2.0,43.578725000000006,56.93562047521821,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
524 +200,lattice,8,1.0,distribution,0.5,11.6279575,189.85461410151996,0.2934959213271106,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,True
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526 +200,lattice,8,1.0,network,0.5,11.738315,185.35023633407036,0.2947027888263352,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,True
527 +200,lattice,8,1.0,network,2.0,43.699565,53.65521966927023,0.9992644655116051,55.074622500000004,15.258806246238406,0.9175476942349328,federated,True,True,False
528 +200,lattice,8,1.0,none,0.5,11.6775625,184.20079561845864,0.2934959213271106,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,True
529 +200,lattice,8,1.0,none,2.0,43.689437500000004,53.269709143759755,1.0,55.043255,15.254723116920271,0.9177897283027365,federated,True,True,False
530 +200,random,2,0.0,distribution,0.5,-0.7348600000000001,2169.478543608128,0.037842105744302516,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,True,True,True
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532 +200,random,2,0.0,network,0.5,-0.7397050000000001,2172.7759605939937,0.03778648600351013,6.2109925,124.90274401505911,0.11294699947162923,federated,True,True,True
533 +200,random,2,0.0,network,2.0,30.449044999999998,111.0999141173673,0.7339653532225782,6.2109925,124.90274401505911,0.11294699947162923,federated,False,False,False
534 +200,random,2,0.0,none,0.5,-0.7348600000000001,2169.478543608128,0.037842105744302516,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,True,True,True
535 +200,random,2,0.0,none,2.0,32.417015,104.61791544606334,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
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540 +200,random,2,1.0,none,0.5,-0.5549675000000001,2008.348585702857,0.037842105744302516,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,True,True,True
541 +200,random,2,1.0,none,2.0,32.5969075,96.85494719755991,0.7787248989478104,6.1312975000000005,126.16762544077731,0.11141168571551739,federated,False,False,False
542 +200,random,8,0.0,distribution,0.5,-0.6673600000000001,2092.242428599845,0.039348778107455996,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
543 +200,random,8,0.0,distribution,2.0,42.313265,81.40441564985984,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
544 +200,random,8,0.0,network,0.5,-0.672205,2095.2716529827158,0.03928954906913474,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,True
545 +200,random,8,0.0,network,2.0,42.36467,81.46665440326463,1.0,52.8216175,15.726134569270153,0.8902749732410529,federated,True,True,False
546 +200,random,8,0.0,none,0.5,-0.6673600000000001,2092.242428599845,0.039348778107455996,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
547 +200,random,8,0.0,none,2.0,42.313265,81.40441564985984,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
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552 +200,random,8,1.0,none,0.5,-0.48746750000000005,1936.749662512663,0.039348778107455996,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,True
553 +200,random,8,1.0,none,2.0,42.493157499999995,75.37065996851604,1.0,52.9912975,15.702435117926743,0.8916388426836861,federated,True,True,False
554 +200,smallworld,2,0.0,distribution,0.5,8.985899999999999,249.2163748366983,0.2387400099972969,9.01252,88.155128702819,0.16047496385746754,federated,True,True,False
555 +200,smallworld,2,0.0,distribution,2.0,40.9659,61.72044889187783,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
556 +200,smallworld,2,0.0,network,0.5,8.724075000000001,257.11564491629974,0.23184892370844043,8.63155,92.13839535009973,0.1529075291228682,federated,False,True,False
557 +200,smallworld,2,0.0,network,2.0,37.14345,68.45405678940631,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
558 +200,smallworld,2,0.0,none,0.5,8.985899999999999,249.2163748366983,0.2387400099972969,9.01252,88.155128702819,0.16047496385746754,federated,True,True,False
559 +200,smallworld,2,0.0,none,2.0,40.9659,61.72044889187783,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
560 +200,smallworld,2,1.0,distribution,0.5,9.04859,240.35210288039076,0.2387400099972969,9.01252,88.155128702819,0.16047496385746754,federated,False,True,False
561 +200,smallworld,2,1.0,distribution,2.0,41.02859,59.514856257907304,0.947367692847476,9.01252,88.155128702819,0.16047496385746754,federated,False,False,False
562 +200,smallworld,2,1.0,network,0.5,8.839762499999999,240.33549212978676,0.23184892370844043,8.63155,92.13839535009973,0.1529075291228682,federated,False,True,False
563 +200,smallworld,2,1.0,network,2.0,37.2591375,63.98712638325278,0.8599876540033586,8.63155,92.13839535009973,0.1529075291228682,federated,False,False,False
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595 +800,lattice,8,0.0,none,2.0,43.03965875,59.37235813112013,0.9993481917577797,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
596 +800,lattice,8,1.0,distribution,0.5,31.52341375,77.43055972387548,0.7412801682773499,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,True
597 +800,lattice,8,1.0,distribution,2.0,43.10107,57.3167564008071,0.9993481917577797,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
598 +800,lattice,8,1.0,network,0.5,30.430282499999997,78.36522189540734,0.7169684829520372,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,True
599 +800,lattice,8,1.0,network,2.0,43.08372,56.09935574979441,0.9993147840531562,54.28465875,15.266201589195028,0.9170642970533586,federated,True,True,False
600 +800,lattice,8,1.0,none,0.5,31.579491875000002,74.8941789042281,0.7412801682773499,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,True
601 +800,lattice,8,1.0,none,2.0,43.157148125,55.439474858516,0.9993481917577797,54.264865,15.249276040898145,0.9180845245085435,federated,True,True,False
602 +800,random,2,0.0,distribution,0.5,-1.0320575,2326.712670026521,0.04258153703253892,6.172789375,124.65821735272607,0.11260578388440388,federated,True,True,True
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604 +800,random,2,0.0,network,0.5,-1.0302675,2325.288846638818,0.04262752343467055,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,True,True,True
605 +800,random,2,0.0,network,2.0,29.4666075,136.33881405072734,0.7215252509946616,6.2181693749999996,124.23505425262383,0.11289846324201654,federated,False,True,False
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607 +800,random,2,0.0,none,2.0,31.55872375,128.1426834857097,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,True,False
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612 +800,random,2,1.0,none,0.5,-0.810735,2152.1851586588673,0.04258153703253892,6.172789375,124.65821735272607,0.11260578388440388,federated,True,True,True
613 +800,random,2,1.0,none,2.0,31.78004625,118.51758191569112,0.7673293840774398,6.172789375,124.65821735272607,0.11260578388440388,federated,False,False,False
614 +800,random,8,0.0,distribution,0.5,-0.97252625,2256.889925118783,0.04390563187856885,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,True
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618 +800,random,8,0.0,none,0.5,-0.97252625,2256.889925118783,0.04390563187856885,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,True
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623 +800,random,8,1.0,network,2.0,42.174198125000004,90.96298144317402,0.9994186046511628,52.701763125,15.783068312780381,0.8870371319372273,federated,True,True,False
624 +800,random,8,1.0,none,0.5,-0.75120375,2087.617387650352,0.04390563187856885,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,True
625 +800,random,8,1.0,none,2.0,42.243015,90.9161342879498,1.0,52.475914375,15.78236663582171,0.8870782566802364,federated,True,True,False
626 +800,smallworld,2,0.0,distribution,0.5,23.62256625,110.23371755016306,0.5669394868154843,8.674043125,91.18248326971805,0.15370256149809625,federated,False,True,False
627 +800,smallworld,2,0.0,distribution,2.0,41.02819125,65.07714933835759,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
628 +800,smallworld,2,0.0,network,0.5,21.40691,121.97947689412382,0.5195666176829381,8.487093125,92.89745914523014,0.15098588319105916,federated,False,True,False
629 +800,smallworld,2,0.0,network,2.0,37.1503475,72.27896387490642,0.8708798694061503,8.487093125,92.89745914523014,0.15098588319105916,federated,False,False,False
630 +800,smallworld,2,0.0,none,0.5,23.62256625,110.23371755016306,0.5669394868154843,8.674043125,91.18248326971805,0.15370256149809625,federated,False,True,False
631 +800,smallworld,2,0.0,none,2.0,41.02819125,65.07714933835759,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
632 +800,smallworld,2,1.0,distribution,0.5,23.686965625,106.41861016880699,0.5669394868154843,8.674043125,91.18248326971805,0.15370256149809625,federated,False,True,False
633 +800,smallworld,2,1.0,distribution,2.0,41.092590625,62.824627981274375,0.9543094057151147,8.674043125,91.18248326971805,0.15370256149809625,federated,False,False,False
634 +800,smallworld,2,1.0,network,0.5,21.532838124999998,113.80892962744583,0.5195666176829381,8.487093125,92.89745914523014,0.15098588319105916,federated,False,True,False
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638 +800,smallworld,8,0.0,distribution,0.5,24.50475375,106.56943834285464,0.5865807673299254,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,True
639 +800,smallworld,8,0.0,distribution,2.0,43.08225375,62.09997034041354,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
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641 +800,smallworld,8,0.0,network,2.0,42.939409999999995,62.94301509650937,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
642 +800,smallworld,8,0.0,none,0.5,24.50475375,106.56943834285464,0.5865807673299254,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,True
643 +800,smallworld,8,0.0,none,2.0,43.08225375,62.09997034041354,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
644 +800,smallworld,8,1.0,distribution,0.5,24.569153125,102.88086527633313,0.5865807673299254,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,True
645 +800,smallworld,8,1.0,distribution,2.0,43.146653125,59.950642084366045,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
646 +800,smallworld,8,1.0,network,0.5,23.823619375,103.58912922618964,0.5706861649796964,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,True
647 +800,smallworld,8,1.0,network,2.0,43.065338125,58.727084879723215,1.0,54.340218125,15.282179332658579,0.9161076059656031,federated,True,True,False
648 +800,smallworld,8,1.0,none,0.5,24.62759625,99.52609903925737,0.5865807673299254,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,True
649 +800,smallworld,8,1.0,none,2.0,43.20509625,57.999640170991874,1.0,54.479355625,15.283469981842364,0.9160283926563294,federated,True,True,False
modified results/simulated/cells_main.csv +432 −432
@@ -1,757 +1,757 @@
1 1 N,network,bandwidth,zipf,shock_type,regime,admin_capacity_ratio,success_rate_mean,success_rate_std,success_rate_count,msgs_per_task_mean,msgs_per_task_std,msgs_per_task_count,bits_per_task_mean,bits_per_task_std,bits_per_task_count,bits_per_success_mean,bits_per_success_std,bits_per_success_count,bits_per_success_incl_setup_mean,bits_per_success_incl_setup_std,bits_per_success_incl_setup_count,tasks_per_kbit_mean,tasks_per_kbit_std,tasks_per_kbit_count,latency_mean_mean,latency_mean_std,latency_mean_count,fail_latency_share_mean,fail_latency_share_std,fail_latency_share_count,fail_decode_share_mean,fail_decode_share_std,fail_decode_share_count,admin_overhead_share_mean,admin_overhead_share_std,admin_overhead_share_count,welfare_per_agent_mean,welfare_per_agent_std,welfare_per_agent_count,gini_benefit_mean,gini_benefit_std,gini_benefit_count,root_load_mean_mean,root_load_mean_std,root_load_mean_count,success_pre_mean,success_pre_std,success_pre_count,success_post_mean,success_post_std,success_post_count,bits_per_task_pre_mean,bits_per_task_pre_std,bits_per_task_pre_count,bits_per_task_post_mean,bits_per_task_post_std,bits_per_task_post_count
2 −50,lattice,2,0.0,distribution,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,16.0,0.0,8,234.6955408593038,79.03996539130206,8,414.8979893018475,138.9964452572353,8,2.633694134980002,0.8139626834026512,8,2.6349094364503745,0.2565504157984489,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,2.71662,1.1292471725382864,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
3 −50,lattice,2,0.0,distribution,central,2.0,0.9782435472731877,0.025991268271521532,8,8.0,0.0,8,16.0,0.0,8,16.3662158213474,0.4461554007324672,8,28.94043170343408,0.5909661284004283,8,34.56635209025821,0.7063619163084855,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,46.82412,1.2535301145621844,8,0.10238746261351199,0.003179135289680979,8,81.3875,2.7787137312073007,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,16.0,0.0,8,16.0,0.0,8
4 −50,lattice,2,0.0,distribution,federated,0.5,0.8435935652016926,0.1280683373655998,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,19.372763034675984,3.0738091080813597,8,34.203357606831844,4.9690599380389155,8,29.764439582253807,4.166920538045297,8,2.1233118405328324,0.26374725084976075,8,0.1564064347983074,0.1280683373655998,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,40.11162,5.153056023049399,8,0.10549468735421025,0.007376957612342994,8,97.3875,31.607376512453545,8,0.9840541801294629,0.012495876544998143,8,0.7099013404555747,0.2458382405779608,8,16.0,0.0,8,16.0,0.0,8
5 −50,lattice,2,0.0,distribution,federated,2.0,0.9782435472731877,0.025991268271521532,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,16.3662158213474,0.4461554007324672,8,28.94043170343408,0.5909661284004283,8,34.56635209025821,0.7063619163084855,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,46.82412,1.2535301145621844,8,0.10238746261351199,0.003179135289680979,8,50.2125,4.792833191338919,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,16.0,0.0,8,16.0,0.0,8
2 +50,lattice,2,0.0,distribution,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,52.0,0.0,8,1613.5929839790133,453.31947492206416,8,1995.1284849998085,559.0570133240009,8,0.5324897143887806,0.1309265842432873,8,2.6020984100028217,0.17750099590444585,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,-0.42036000000000007,0.41511968174422736,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
3 +50,lattice,2,0.0,distribution,central,2.0,0.9716049462369184,0.02641936778442673,8,8.0,0.0,8,52.0,0.0,8,53.554770502826386,1.4744503500882056,8,66.21980172056654,1.7811263570550027,8,15.110702661825012,0.40283394790131133,8,1.6271760168123715,0.05072663123474304,8,0.02839505376308162,0.02641936778442673,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,45.34464,1.7910408167638974,8,0.10704379159566163,0.013930539153280462,8,81.3875,2.7787137312073007,8,0.9799506447759275,0.011886756612713257,8,0.9633786087838961,0.04527100042200436,8,52.0,0.0,8,52.0,0.0,8
4 +50,lattice,2,0.0,distribution,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,698.0633058466034,236.80909475968565,8,897.3250668658843,300.0257338670366,8,1.2284995171755753,0.40631958951541286,8,2.5094718270636713,0.16866384975569942,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,1.49142,1.0498682163830986,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
5 +50,lattice,2,0.0,distribution,federated,2.0,0.974519454008939,0.024521448324621595,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,43.93742667015724,1.6322885449327207,8,56.561363423595694,1.6412151649245819,8,17.692899422037478,0.5116101774024514,8,1.61890795534456,0.04274147576816206,8,0.025480545991060893,0.024521448324621584,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,45.77892,1.5023446105718534,8,0.1044260148238506,0.006924607278972895,8,50.2125,4.792833191338919,8,0.9831072104324932,0.011349281116402352,8,0.9660381832519813,0.04331257418510863,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
6 6 50,lattice,2,0.0,distribution,none,2.0,0.16230696945203638,0.03372350023012002,8,4.0,0.0,8,14.0,0.0,8,89.1969694849485,16.311475378272757,8,89.1969694849485,16.311475378272757,8,11.593354960859742,2.4088214450085728,8,2.600257824528716,0.06571723946565508,8,0.7453879419387003,0.034663952532625796,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,9.10287,1.848271454861851,8,0.297695248781816,0.06165464491855298,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.07610885879157614,0.036215375400800436,8,14.0,0.0,8,14.0,0.0,8
7 7 50,lattice,2,0.0,distribution,norms,2.0,0.16888755178458129,0.03573257948053432,8,4.0,0.0,8,14.0,0.0,8,85.8543777489665,16.091181617252946,8,147.3561840483179,26.76168841320369,8,7.01188926003034,1.429423573902625,8,2.601689339246643,0.06157430935897809,8,0.7873265967404053,0.037155679447160375,8,0.043785851475013446,0.0060955676232130555,8,0.4179864273505079,0.0058182505437119215,8,9.09287,1.9543565837818413,8,0.29697386574884965,0.06109050874053296,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.07963046729427989,0.03795826081672087,8,14.0,0.0,8,14.0,0.0,8
8 8 50,lattice,2,0.0,distribution,records,2.0,0.9696240939671001,0.021309663488251647,8,2.0,0.0,8,16.0,0.0,8,16.508361438238843,0.3704177847864282,8,26.788374470491355,0.6467653888388895,8,37.348516680498484,0.8944454705065915,8,1.6397229197432157,0.044577541041375415,8,0.030375906032899854,0.02130966348825166,8,0.0,0.0,8,0.5377362273348725,0.007831814363880396,8,57.41922,2.4927664423745273,8,0.09247311088150292,0.008380208431954214,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.9689183360861708,0.03854728831436937,8,16.0,0.0,8,16.0,0.0,8
9 −50,lattice,2,0.0,network,central,0.5,0.07586686122444125,0.024730934138430635,8,8.0,0.0,8,16.0,0.0,8,232.158883766494,79.99687406010422,8,412.36133220903764,140.0459037333032,8,2.660335665972613,0.8489759379033782,8,2.6349094364503745,0.2565504157984489,8,0.9241331387755587,0.0247309341384306,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,2.7239,1.1368537441804654,8,0.2554459995160931,0.05464639907885179,8,664.7,45.50321809655727,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
10 −50,lattice,2,0.0,network,central,2.0,0.8893022043916392,0.047823816842072764,8,8.0,0.0,8,16.0,0.0,8,18.03627682840949,0.9503267337757796,8,32.09309631773837,1.7862204203003935,8,31.243875060100894,1.7390578561382948,8,1.674631651368015,0.0525440187056641,8,0.11069779560836077,0.04782381684207274,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,41.9114,2.5899316993090213,8,0.13219762267558044,0.016959487762027728,8,80.25,1.991410124940185,8,0.9840541801294629,0.012495876544998143,8,0.7960398659663315,0.09555247328936453,8,16.0,0.0,8,16.0,0.0,8
11 −50,lattice,2,0.0,network,federated,0.5,0.7983198334922278,0.1276651505312591,8,6.489818743628307,0.23454328230115587,8,16.0,0.0,8,20.538549956078768,3.558192496498728,8,36.53445406005536,6.273816463692443,8,28.040518604627454,4.463148747195781,8,2.1466340247020192,0.22928422424281622,8,0.20168016650777215,0.1276651505312591,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,37.5089,6.120783318796471,8,0.1311139781047803,0.016710356372330933,8,94.0375,33.10241413293857,8,0.9840541801294629,0.012495876544998143,8,0.6154543432259209,0.2540872027923395,8,16.0,0.0,8,16.0,0.0,8
12 −50,lattice,2,0.0,network,federated,2.0,0.8893022043916392,0.047823816842072764,8,6.489818743628307,0.23454328230115587,8,16.0,0.0,8,18.03627682840949,0.9503267337757796,8,32.09309631773837,1.7862204203003935,8,31.243875060100894,1.7390578561382948,8,1.674631651368015,0.0525440187056641,8,0.11069779560836077,0.04782381684207274,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,41.9114,2.5899316993090213,8,0.13219762267558044,0.016959487762027728,8,49.9875,4.750093984032617,8,0.9840541801294629,0.012495876544998143,8,0.7960398659663315,0.09555247328936453,8,16.0,0.0,8,16.0,0.0,8
9 +50,lattice,2,0.0,network,central,0.5,0.03481931495366203,0.009091112098359468,8,8.0,0.0,8,52.0,0.0,8,1595.510856779239,461.40653374567603,8,1977.0463578000342,567.487807231175,8,0.5398650362453389,0.13999678380178587,8,2.6020984100028217,0.17750099590444585,8,0.965180685046338,0.009091112098359415,8,0.0,0.0,8,0.2554268445754282,0.003565904459434442,8,-0.3967000000000001,0.43850370358429464,8,0.36714783522531014,0.08369861869750801,8,840.2,45.50321809655727,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
10 +50,lattice,2,0.0,network,central,2.0,0.8831385014521638,0.04813286998040229,8,8.0,0.0,8,52.0,0.0,8,59.02865192378621,3.102474304865621,8,73.18282475954412,3.8971966059797376,8,13.699334682543082,0.7508010289275754,8,1.691430306908848,0.05895837374466513,8,0.11686149854783622,0.04813286998040234,8,0.0,0.0,8,0.2554268445754282,0.003565904459434442,8,40.455799999999996,2.532077060619263,8,0.13686042375089474,0.022705566217405073,8,80.25,1.991410124940185,8,0.9799506447759275,0.011886756612713257,8,0.787912625623386,0.09497926528372516,8,52.0,0.0,8,52.0,0.0,8
11 +50,lattice,2,0.0,network,federated,0.5,0.06898098153580069,0.023345815734713518,8,6.489818743628307,0.23454328230115587,8,42.938912461769846,1.4072596938069377,8,690.8327252129254,242.37388578653758,8,890.0690145484295,307.25668701511336,8,1.2496209958451736,0.4364506663063055,8,2.5133671338987766,0.1606338613889772,8,0.9310190184641993,0.023345815734713553,8,0.0,0.0,8,0.29736375246596086,0.008364988374171104,8,1.53674,1.134979201521206,8,0.35016466409941327,0.06615313950621332,8,399.4966676966563,56.53999106682558,8,0.13630371369079475,0.04187163261823825,8,0.002214249280546092,0.004199146912259999,8,42.8444889134479,1.0976265444647302,8,43.05437608367764,1.8336969721667133,8
12 +50,lattice,2,0.0,network,federated,2.0,0.8866948424284491,0.04776405458309831,8,6.489818743628307,0.23454328230115587,8,42.938912461769846,1.4072596938069377,8,48.55883746498063,3.267948438020368,8,62.656146409902576,4.004244813084921,8,16.016528235075295,1.0105035194495269,8,1.6831711045156221,0.054254974872429085,8,0.11330515757155095,0.04776405458309831,8,0.0,0.0,8,0.29736375246596086,0.008364988374171104,8,40.91924,2.547920881121928,8,0.13392214430127944,0.018713746001846002,8,49.9875,4.750093984032617,8,0.9831072104324932,0.011349281116402352,8,0.7918632549878112,0.09586975969504533,8,42.8444889134479,1.0976265444647302,8,43.05437608367764,1.8336969721667133,8
13 13 50,lattice,2,0.0,network,none,2.0,0.1454776748409216,0.030533023376685495,8,4.0,0.0,8,14.0,0.0,8,99.60936198732347,18.786701151627277,8,99.60936198732347,18.786701151627277,8,10.391262488637256,2.1809302411918217,8,2.5936412478078936,0.07513962064762525,8,0.7653815806578611,0.0304188821593163,8,0.08914074450121726,0.010477212315135832,8,0.0,0.0,8,8.16797,1.6498533511627194,8,0.3138485559597394,0.05134461577149248,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.044218952483671095,0.025029906936581036,8,14.0,0.0,8,14.0,0.0,8
14 14 50,lattice,2,0.0,network,norms,2.0,0.15111303198637513,0.03142710224403439,8,4.0,0.0,8,14.0,0.0,8,95.85727988967633,18.023439405264913,8,163.92055125807593,29.876345811206566,8,6.29551850664538,1.2481084286931188,8,2.593747504466484,0.07132555490136039,8,0.8046274089253356,0.03126022339215906,8,0.04425955908828928,0.005805568835724153,8,0.4158753075662102,0.0064833794212805235,8,8.10547,1.6918481763359934,8,0.3138210537587108,0.04834425661759926,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.045924832173994165,0.026068777477871074,8,14.0,0.0,8,14.0,0.0,8
15 15 50,lattice,2,0.0,network,records,2.0,0.8987587276223951,0.06325741529212628,8,2.0,0.0,8,16.0,0.0,8,17.883571186261136,1.3215588293782559,8,28.935942383243066,1.8435919209031122,8,34.67638705920662,2.1063059314157107,8,1.7087099446937906,0.053055954803145115,8,0.10124127237760493,0.06325741529212622,8,0.0,0.0,8,0.5367079926413159,0.006235436650805072,8,53.3582,2.6680974967835906,8,0.12228928903796814,0.009931625764903912,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.8255435953512709,0.11624117980266516,8,16.0,0.0,8,16.0,0.0,8
16 −50,lattice,2,0.0,none,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,16.0,0.0,8,234.6955408593038,79.03996539130206,8,414.8979893018475,138.9964452572353,8,2.633694134980002,0.8139626834026512,8,2.6349094364503745,0.2565504157984489,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,2.71662,1.1292471725382864,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
17 −50,lattice,2,0.0,none,central,2.0,0.9782435472731877,0.025991268271521532,8,8.0,0.0,8,16.0,0.0,8,16.3662158213474,0.4461554007324672,8,28.94043170343408,0.5909661284004283,8,34.56635209025821,0.7063619163084855,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,46.82412,1.2535301145621844,8,0.10238746261351199,0.003179135289680979,8,81.3875,2.7787137312073007,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,16.0,0.0,8,16.0,0.0,8
18 −50,lattice,2,0.0,none,federated,0.5,0.8435935652016926,0.1280683373655998,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,19.372763034675984,3.0738091080813597,8,34.203357606831844,4.9690599380389155,8,29.764439582253807,4.166920538045297,8,2.1233118405328324,0.26374725084976075,8,0.1564064347983074,0.1280683373655998,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,40.11162,5.153056023049399,8,0.10549468735421025,0.007376957612342994,8,97.3875,31.607376512453545,8,0.9840541801294629,0.012495876544998143,8,0.7099013404555747,0.2458382405779608,8,16.0,0.0,8,16.0,0.0,8
19 −50,lattice,2,0.0,none,federated,2.0,0.9782435472731877,0.025991268271521532,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,16.3662158213474,0.4461554007324672,8,28.94043170343408,0.5909661284004283,8,34.56635209025821,0.7063619163084855,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,46.82412,1.2535301145621844,8,0.10238746261351199,0.003179135289680979,8,50.2125,4.792833191338919,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,16.0,0.0,8,16.0,0.0,8
16 +50,lattice,2,0.0,none,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,52.0,0.0,8,1613.5929839790133,453.31947492206416,8,1995.1284849998085,559.0570133240009,8,0.5324897143887806,0.1309265842432873,8,2.6020984100028217,0.17750099590444585,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,-0.42036000000000007,0.41511968174422736,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
17 +50,lattice,2,0.0,none,central,2.0,0.9716049462369184,0.02641936778442673,8,8.0,0.0,8,52.0,0.0,8,53.554770502826386,1.4744503500882056,8,66.21980172056654,1.7811263570550027,8,15.110702661825012,0.40283394790131133,8,1.6271760168123715,0.05072663123474304,8,0.02839505376308162,0.02641936778442673,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,45.34464,1.7910408167638974,8,0.10704379159566163,0.013930539153280462,8,81.3875,2.7787137312073007,8,0.9799506447759275,0.011886756612713257,8,0.9633786087838961,0.04527100042200436,8,52.0,0.0,8,52.0,0.0,8
18 +50,lattice,2,0.0,none,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,698.0633058466034,236.80909475968565,8,897.3250668658843,300.0257338670366,8,1.2284995171755753,0.40631958951541286,8,2.5094718270636713,0.16866384975569942,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,1.49142,1.0498682163830986,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
19 +50,lattice,2,0.0,none,federated,2.0,0.974519454008939,0.024521448324621595,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,43.93742667015724,1.6322885449327207,8,56.561363423595694,1.6412151649245819,8,17.692899422037478,0.5116101774024514,8,1.61890795534456,0.04274147576816206,8,0.025480545991060893,0.024521448324621584,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,45.77892,1.5023446105718534,8,0.1044260148238506,0.006924607278972895,8,50.2125,4.792833191338919,8,0.9831072104324932,0.011349281116402352,8,0.9660381832519813,0.04331257418510863,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
20 20 50,lattice,2,0.0,none,none,2.0,0.16230696945203638,0.03372350023012002,8,4.0,0.0,8,14.0,0.0,8,89.1969694849485,16.311475378272757,8,89.1969694849485,16.311475378272757,8,11.593354960859742,2.4088214450085728,8,2.600257824528716,0.06571723946565508,8,0.7453879419387003,0.034663952532625796,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,9.10287,1.848271454861851,8,0.297695248781816,0.06165464491855298,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.07610885879157614,0.036215375400800436,8,14.0,0.0,8,14.0,0.0,8
21 21 50,lattice,2,0.0,none,norms,2.0,0.16888755178458129,0.03573257948053432,8,4.0,0.0,8,14.0,0.0,8,85.8543777489665,16.091181617252946,8,147.3561840483179,26.76168841320369,8,7.01188926003034,1.429423573902625,8,2.601689339246643,0.06157430935897809,8,0.7873265967404053,0.037155679447160375,8,0.043785851475013446,0.0060955676232130555,8,0.4179864273505079,0.0058182505437119215,8,9.09287,1.9543565837818413,8,0.29697386574884965,0.06109050874053296,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.07963046729427989,0.03795826081672087,8,14.0,0.0,8,14.0,0.0,8
22 22 50,lattice,2,0.0,none,records,2.0,0.9696240939671001,0.021309663488251647,8,2.0,0.0,8,16.0,0.0,8,16.508361438238843,0.3704177847864282,8,26.788374470491355,0.6467653888388895,8,37.348516680498484,0.8944454705065915,8,1.6397229197432157,0.044577541041375415,8,0.030375906032899854,0.02130966348825166,8,0.0,0.0,8,0.5377362273348725,0.007831814363880396,8,57.41922,2.4927664423745273,8,0.09247311088150292,0.008380208431954214,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.9689183360861708,0.03854728831436937,8,16.0,0.0,8,16.0,0.0,8
23 −50,lattice,2,1.0,distribution,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,15.383234700335827,0.08874171688678215,8,225.7788279846303,76.22366986095562,8,405.98127642717395,136.17714784160276,8,2.693703048786669,0.8389138527391109,8,2.6349094364503745,0.2565504157984489,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,2.73669,1.1308590869903161,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
24 −50,lattice,2,1.0,distribution,central,2.0,0.9782435472731877,0.025991268271521532,8,8.0,0.0,8,15.383234700335827,0.08874171688678215,8,15.735109870574615,0.4287983437931714,8,28.30932575266129,0.5639520529524581,8,35.33634059683301,0.705389293221285,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,46.84419,1.2532601555486063,8,0.10238746261351199,0.003179135289680979,8,81.3875,2.7787137312073007,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
25 −50,lattice,2,1.0,distribution,federated,0.5,0.8435935652016926,0.1280683373655998,8,6.465869360067418,0.20137752210870868,8,15.383234700335827,0.08874171688678215,8,18.62272455794282,2.938203464446332,8,33.45331913009868,4.829307318763899,8,30.42324705803615,4.219643143557556,8,2.1233118405328324,0.26374725084976075,8,0.1564064347983074,0.1280683373655998,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,40.13169,5.151527051306521,8,0.10549468735421025,0.007376957612342994,8,97.3875,31.607376512453545,8,0.9840541801294629,0.012495876544998143,8,0.7099013404555747,0.2458382405779608,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
26 −50,lattice,2,1.0,distribution,federated,2.0,0.9782435472731877,0.025991268271521532,8,6.465869360067418,0.20137752210870868,8,15.383234700335827,0.08874171688678215,8,15.735109870574615,0.4287983437931714,8,28.30932575266129,0.5639520529524581,8,35.33634059683301,0.705389293221285,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,46.84419,1.2532601555486063,8,0.10238746261351199,0.003179135289680979,8,50.2125,4.792833191338919,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
23 +50,lattice,2,1.0,distribution,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,49.532938801343306,0.3549668675471286,8,1537.3035818072583,432.53409457608427,8,1918.8390828280533,538.2230635454662,8,0.5538570832909131,0.13682306622165474,8,2.6020984100028217,0.17750099590444585,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.26358665254918684,0.005385968607687379,8,-0.34008000000000005,0.4172333453322527,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,51.333922194087044,0.5421548583550779,8
24 +50,lattice,2,1.0,distribution,central,2.0,0.9716049462369184,0.02641936778442673,8,8.0,0.0,8,49.532938801343306,0.3549668675471286,8,51.01414524385466,1.4575980342879182,8,63.679176461594814,1.750912399350427,8,15.714025526055742,0.42840880583385577,8,1.6271760168123715,0.05072663123474304,8,0.02839505376308162,0.02641936778442673,8,0.0,0.0,8,0.26358665254918684,0.005385968607687379,8,45.42492,1.792027489074875,8,0.10704379159566163,0.013930539153280462,8,81.3875,2.7787137312073007,8,0.9799506447759275,0.011886756612713257,8,0.9633786087838961,0.04527100042200436,8,47.65778718753014,0.2811652005284505,8,51.333922194087044,0.5421548583550779,8
25 +50,lattice,2,1.0,distribution,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,40.75461357458901,1.132989636015751,8,664.9522241442938,225.90426005796263,8,864.2139851635748,289.0626094948811,8,1.2759971995445714,0.42352709845174236,8,2.5094718270636713,0.16866384975569942,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.30733738622207046,0.010566690274629665,8,1.5577299999999998,1.0500647306850046,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,39.30173166733784,0.928686218351478,8,42.14906648039838,1.392955802877183,8
26 +50,lattice,2,1.0,distribution,federated,2.0,0.974519454008939,0.024521448324621595,8,6.465869360067418,0.20137752210870868,8,40.75461357458901,1.132989636015751,8,41.84373084651584,1.5866989652399235,8,54.467667599954304,1.5702834439801576,8,18.372747683444015,0.5246986573548601,8,1.61890795534456,0.04274147576816206,8,0.025480545991060893,0.024521448324621584,8,0.0,0.0,8,0.30733738622207046,0.010566690274629665,8,45.84523,1.5011455611536888,8,0.1044260148238506,0.006924607278972895,8,50.2125,4.792833191338919,8,0.9831072104324932,0.011349281116402352,8,0.9660381832519813,0.04331257418510863,8,39.30173166733784,0.928686218351478,8,42.14906648039838,1.392955802877183,8
27 27 50,lattice,2,1.0,distribution,none,2.0,0.16230696945203638,0.03372350023012002,8,4.0,0.0,8,14.0,0.0,8,89.1969694849485,16.311475378272757,8,89.1969694849485,16.311475378272757,8,11.593354960859742,2.4088214450085728,8,2.600257824528716,0.06571723946565508,8,0.7453879419387003,0.034663952532625796,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,9.10287,1.848271454861851,8,0.297695248781816,0.06165464491855298,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.07610885879157614,0.036215375400800436,8,14.0,0.0,8,14.0,0.0,8
28 28 50,lattice,2,1.0,distribution,norms,2.0,0.16888755178458129,0.03573257948053432,8,4.0,0.0,8,13.398083166432794,0.11854031244696434,8,82.18600461764238,15.517175816073493,8,143.68781091699378,26.192691111841377,8,7.1935191291572655,1.4783605226973253,8,2.601689339246643,0.06157430935897809,8,0.7873265967404053,0.037155679447160375,8,0.043785851475013446,0.0060955676232130555,8,0.4287214124837069,0.005882350624169211,8,9.11684,1.9552961837459386,8,0.29697386574884965,0.06109050874053296,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.07963046729427989,0.03795826081672087,8,12.937897093346395,0.0960366298811233,8,13.849979349750384,0.1637757290147197,8
29 29 50,lattice,2,1.0,distribution,records,2.0,0.9696240939671001,0.021309663488251647,8,2.0,0.0,8,15.419608335246501,0.13562208449365337,8,15.910002584985964,0.40721456027394576,8,26.190015617238476,0.6237733396194153,8,38.20120506088812,0.8983942928221725,8,1.6397229197432157,0.044577541041375415,8,0.030375906032899854,0.02130966348825166,8,0.0,0.0,8,0.5500401377465208,0.009646621710655367,8,57.44245,2.4914835786620877,8,0.09247311088150292,0.008380208431954214,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.9689183360861708,0.03854728831436937,8,14.973022067153373,0.16454480028836743,8,15.886546155643167,0.130670348502341,8
30 −50,lattice,2,1.0,network,central,0.5,0.07586686122444125,0.024730934138430635,8,8.0,0.0,8,14.888305036711479,0.1161175616955103,8,216.13500444404352,74.36561285995013,8,396.3374528865872,134.38185382382227,8,2.7698437992070857,0.8923365333336708,8,2.6349094364503745,0.2565504157984489,8,0.9241331387755587,0.0247309341384306,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,2.75953,1.138115845622555,8,0.2554459995160931,0.05464639907885179,8,664.7,45.50321809655727,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
31 −50,lattice,2,1.0,network,central,2.0,0.8893022043916392,0.047823816842072764,8,8.0,0.0,8,14.888305036711479,0.1161175616955103,8,16.77997304262617,0.8237714090033442,8,30.836792531955048,1.640635518988028,8,32.50934610944497,1.7336221760011041,8,1.674631651368015,0.0525440187056641,8,0.11069779560836077,0.04782381684207274,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,41.94703,2.5877364887484213,8,0.13219762267558044,0.016959487762027728,8,80.25,1.991410124940185,8,0.9840541801294629,0.012495876544998143,8,0.7960398659663315,0.09555247328936453,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
32 −50,lattice,2,1.0,network,federated,0.5,0.7983198334922278,0.1276651505312591,8,6.489818743628307,0.23454328230115587,8,14.888305036711479,0.1161175616955103,8,19.109946818890517,3.3071768865348576,8,35.105850922867106,6.014952781082975,8,29.17714906356652,4.624715001257806,8,2.1466340247020192,0.22928422424281622,8,0.20168016650777215,0.1276651505312591,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,37.54453,6.120054557954763,8,0.1311139781047803,0.016710356372330933,8,94.0375,33.10241413293857,8,0.9840541801294629,0.012495876544998143,8,0.6154543432259209,0.2540872027923395,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
33 −50,lattice,2,1.0,network,federated,2.0,0.8893022043916392,0.047823816842072764,8,6.489818743628307,0.23454328230115587,8,14.888305036711479,0.1161175616955103,8,16.77997304262617,0.8237714090033442,8,30.836792531955048,1.640635518988028,8,32.50934610944497,1.7336221760011041,8,1.674631651368015,0.0525440187056641,8,0.11069779560836077,0.04782381684207274,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,41.94703,2.5877364887484213,8,0.13219762267558044,0.016959487762027728,8,49.9875,4.750093984032617,8,0.9840541801294629,0.012495876544998143,8,0.7960398659663315,0.09555247328936453,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
30 +50,lattice,2,1.0,network,central,0.5,0.03481931495366203,0.009091112098359468,8,8.0,0.0,8,47.553220146845916,0.4644702467820412,8,1459.253814669256,421.18488922420397,8,1840.789315690051,527.0798384461923,8,0.5800225507687886,0.15155948199359556,8,2.6020984100028217,0.17750099590444585,8,0.965180685046338,0.009091112098359415,8,0.0,0.0,8,0.27437513140252184,0.0054158803573504805,8,-0.25417999999999996,0.439528232800319,8,0.36714783522531014,0.08369861869750801,8,840.2,45.50321809655727,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,47.436638370769316,0.8534694294595968,8
31 +50,lattice,2,1.0,network,central,2.0,0.8831385014521638,0.04813286998040229,8,8.0,0.0,8,47.553220146845916,0.4644702467820412,8,53.97035364450909,2.6556731000638036,8,68.124526480267,3.405142141780269,8,14.712139758427707,0.7587813522603651,8,1.691430306908848,0.05895837374466513,8,0.11686149854783622,0.04813286998040234,8,0.0,0.0,8,0.27437513140252184,0.0054158803573504805,8,40.59832,2.5240802305564127,8,0.13686042375089474,0.022705566217405073,8,80.25,1.991410124940185,8,0.9799506447759275,0.011886756612713257,8,0.787912625623386,0.09497926528372516,8,47.65778718753014,0.2811652005284505,8,47.436638370769316,0.8534694294595968,8
32 +50,lattice,2,1.0,network,federated,0.5,0.06898098153580069,0.023345815734713518,8,6.489818743628307,0.23454328230115587,8,39.307931297932996,1.2405785572503238,8,632.5550659220966,221.0232308291804,8,831.7913552576007,285.84603528463157,8,1.3378067425776283,0.47128093155252765,8,2.5133671338987766,0.1606338613889772,8,0.9310190184641993,0.023345815734713553,8,0.0,0.0,8,0.31820811451690295,0.009314875185892406,8,1.65307,1.1353394296232042,8,0.35016466409941327,0.06615313950621332,8,399.4966676966563,56.53999106682558,8,0.13630371369079475,0.04187163261823825,8,0.002214249280546092,0.004199146912259999,8,39.30173166733784,0.928686218351478,8,39.32210237603556,1.6397807862340434,8
33 +50,lattice,2,1.0,network,federated,2.0,0.8866948424284491,0.04776405458309831,8,6.489818743628307,0.23454328230115587,8,39.307931297932996,1.2405785572503238,8,44.43950846418947,2.7239091562665925,8,58.53681740911142,3.419029727959623,8,17.133916936373037,0.9927782743918627,8,1.6831711045156221,0.054254974872429085,8,0.11330515757155095,0.04776405458309831,8,0.0,0.0,8,0.31820811451690295,0.009314875185892406,8,41.03557,2.537729641774879,8,0.13392214430127944,0.018713746001846002,8,49.9875,4.750093984032617,8,0.9831072104324932,0.011349281116402352,8,0.7918632549878112,0.09586975969504533,8,39.30173166733784,0.928686218351478,8,39.32210237603556,1.6397807862340434,8
34 34 50,lattice,2,1.0,network,none,2.0,0.1454776748409216,0.030533023376685495,8,4.0,0.0,8,14.0,0.0,8,99.60936198732347,18.786701151627277,8,99.60936198732347,18.786701151627277,8,10.391262488637256,2.1809302411918217,8,2.5936412478078936,0.07513962064762525,8,0.7653815806578611,0.0304188821593163,8,0.08914074450121726,0.010477212315135832,8,0.0,0.0,8,8.16797,1.6498533511627194,8,0.3138485559597394,0.05134461577149248,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.044218952483671095,0.025029906936581036,8,14.0,0.0,8,14.0,0.0,8
35 35 50,lattice,2,1.0,network,norms,2.0,0.15111303198637513,0.03142710224403439,8,4.0,0.0,8,12.866313671003441,0.09900606915086413,8,88.17138459878505,17.037034744131674,8,156.23465596718466,28.90279917379643,8,6.611029289786732,1.3280605534023506,8,2.593747504466484,0.07132555490136039,8,0.8046274089253356,0.03126022339215906,8,0.04425955908828928,0.005805568835724153,8,0.4365279343252023,0.007073627071543793,8,8.15097,1.693787594408292,8,0.3138210537587108,0.04834425661759926,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.045924832173994165,0.026068777477871074,8,12.937897093346395,0.0960366298811233,8,12.796347874138362,0.16481511859289966,8
36 36 50,lattice,2,1.0,network,records,2.0,0.8987587276223951,0.06325741529212628,8,2.0,0.0,8,14.873379855457703,0.15477879381040027,8,16.63100284421571,1.3459739755084912,8,27.68337404119764,1.865177054092611,8,36.25929152978615,2.318994418194724,8,1.7087099446937906,0.053055954803145115,8,0.10124127237760493,0.06325741529212622,8,0.0,0.0,8,0.5611255735926479,0.00845176087387989,8,53.40365,2.67073230011118,8,0.12228928903796814,0.009931625764903912,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.8255435953512709,0.11624117980266516,8,14.973022067153373,0.16454480028836743,8,14.771502509044465,0.18858641976050497,8
37 −50,lattice,2,1.0,none,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,14.868709848302426,0.12202559064723033,8,218.28150374586144,73.89529188874188,8,398.4839521884051,133.84507046065204,8,2.7449889073662272,0.8556600290042035,8,2.6349094364503745,0.2565504157984489,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,2.7534199999999998,1.1311014754022481,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
38 −50,lattice,2,1.0,none,central,2.0,0.9782435472731877,0.025991268271521532,8,8.0,0.0,8,14.868709848302426,0.12202559064723033,8,15.208922574190233,0.42753858063221345,8,27.78313845627691,0.5489384273003446,8,36.00535624539206,0.711766752763812,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,46.86092,1.2528484478864255,8,0.10238746261351199,0.003179135289680979,8,81.3875,2.7787137312073007,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
39 −50,lattice,2,1.0,none,federated,0.5,0.8435935652016926,0.1280683373655998,8,6.465869360067418,0.20137752210870868,8,14.868709848302426,0.12202559064723033,8,18.001384794854385,2.858122908945569,8,32.83197936701024,4.746764637076179,8,30.999150216660368,4.293481020730198,8,2.1233118405328324,0.26374725084976075,8,0.1564064347983074,0.1280683373655998,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,40.14842,5.151173306477995,8,0.10549468735421025,0.007376957612342994,8,97.3875,31.607376512453545,8,0.9840541801294629,0.012495876544998143,8,0.7099013404555747,0.2458382405779608,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
40 −50,lattice,2,1.0,none,federated,2.0,0.9782435472731877,0.025991268271521532,8,6.465869360067418,0.20137752210870868,8,14.868709848302426,0.12202559064723033,8,15.208922574190233,0.42753858063221345,8,27.78313845627691,0.5489384273003446,8,36.00535624539206,0.711766752763812,8,1.6115396340585273,0.04362543935819283,8,0.02175645272681219,0.025991268271521522,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,46.86092,1.2528484478864255,8,0.10238746261351199,0.003179135289680979,8,50.2125,4.792833191338919,8,0.9840541801294629,0.012495876544998143,8,0.972687119422194,0.044015924793867525,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
37 +50,lattice,2,1.0,none,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,47.474839393209706,0.4881023625889213,8,1473.6239786644198,415.9209091320799,8,1855.1594796852148,521.5628159380387,8,0.572962615966858,0.1415351304255472,8,2.6020984100028217,0.17750099590444585,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.27267367287255373,0.006082993303640118,8,-0.27316000000000007,0.41765709297734394,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,47.29503224771991,0.7639696714162197,8
38 +50,lattice,2,1.0,none,central,2.0,0.9716049462369184,0.02641936778442673,8,8.0,0.0,8,47.474839393209706,0.4881023625889213,8,48.89581008410337,1.4890579262429509,8,61.560841301843524,1.7604009981370308,8,16.25564933821735,0.46199901030272994,8,1.6271760168123715,0.05072663123474304,8,0.02839505376308162,0.02641936778442673,8,0.0,0.0,8,0.27267367287255373,0.006082993303640118,8,45.49184,1.7922949267509376,8,0.10704379159566163,0.013930539153280462,8,81.3875,2.7787137312073007,8,0.9799506447759275,0.011886756612713257,8,0.9633786087838961,0.04527100042200436,8,47.65778718753014,0.2811652005284505,8,47.29503224771991,0.7639696714162197,8
39 +50,lattice,2,1.0,none,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,39.10473968810837,0.9838582274510672,8,637.6254934361923,215.44397566107543,8,836.8872544554732,278.57740004664504,8,1.3160354894609527,0.4338148909365561,8,2.5094718270636713,0.16866384975569942,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.3171763975051289,0.010519951523100557,8,1.61141,1.0453936960645156,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,39.30173166733784,0.928686218351478,8,38.91283603307606,1.171060505777578,8
40 +50,lattice,2,1.0,none,federated,2.0,0.974519454008939,0.024521448324621595,8,6.465869360067418,0.20137752210870868,8,39.10473968810837,0.9838582274510672,8,40.15009783510141,1.4566945067350539,8,52.77403458853988,1.4307111356689337,8,18.96074192395759,0.5072383225205311,8,1.61890795534456,0.04274147576816206,8,0.025480545991060893,0.024521448324621584,8,0.0,0.0,8,0.3171763975051289,0.010519951523100557,8,45.89891,1.5012921605070733,8,0.1044260148238506,0.006924607278972895,8,50.2125,4.792833191338919,8,0.9831072104324932,0.011349281116402352,8,0.9660381832519813,0.04331257418510863,8,39.30173166733784,0.928686218351478,8,38.91283603307606,1.171060505777578,8
41 41 50,lattice,2,1.0,none,none,2.0,0.16230696945203638,0.03372350023012002,8,4.0,0.0,8,14.0,0.0,8,89.1969694849485,16.311475378272757,8,89.1969694849485,16.311475378272757,8,11.593354960859742,2.4088214450085728,8,2.600257824528716,0.06571723946565508,8,0.7453879419387003,0.034663952532625796,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,9.10287,1.848271454861851,8,0.297695248781816,0.06165464491855298,8,0.0,0.0,8,0.2508736005980477,0.04573292850023104,8,0.07610885879157614,0.036215375400800436,8,14.0,0.0,8,14.0,0.0,8
42 42 50,lattice,2,1.0,none,norms,2.0,0.16888755178458129,0.03573257948053432,8,4.0,0.0,8,12.907194979718508,0.09630205775287892,8,79.11665400482455,14.635748661886657,8,140.61846030417595,25.305032878168365,8,7.343622531914287,1.4853094280084689,8,2.601689339246643,0.06157430935897809,8,0.7873265967404053,0.037155679447160375,8,0.043785851475013446,0.0060955676232130555,8,0.4378819700052361,0.005410845563909102,8,9.13639,1.952506285835867,8,0.29697386574884965,0.06109050874053296,8,0.0,0.0,8,0.26051339544377006,0.04554219862640405,8,0.07963046729427989,0.03795826081672087,8,12.937897093346395,0.0960366298811233,8,12.87702230346864,0.1588670086797268,8
43 43 50,lattice,2,1.0,none,records,2.0,0.9696240939671001,0.021309663488251647,8,2.0,0.0,8,14.91514156492606,0.1255147297996993,8,15.389887496340638,0.40998139426292346,8,25.66990052859315,0.6542380763956714,8,38.977984268329394,0.9803448608731182,8,1.6397229197432157,0.044577541041375415,8,0.030375906032899854,0.02130966348825166,8,0.0,0.0,8,0.5611930906914914,0.009021140550269119,8,57.46278,2.4938524100676056,8,0.09247311088150292,0.008380208431954214,8,0.0,0.0,8,0.971033375783242,0.020921549490941813,8,0.9689183360861708,0.03854728831436937,8,14.973022067153373,0.16454480028836743,8,14.857191168004448,0.17390881624409055,8
44 −50,lattice,8,0.0,distribution,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,16.0,0.0,8,234.6955408593038,79.03996539130206,8,414.8979893018475,138.9964452572353,8,2.633694134980002,0.8139626834026512,8,2.6243162161113913,0.2641537869184266,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,2.71662,1.1292471725382864,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
45 −50,lattice,8,0.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.29946833919069,0.4209476331527883,8,35.343185033474356,0.5249757476804473,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,47.91162,1.6494444708446543,8,0.1029482691604418,0.0064463434089008865,8,81.3875,2.7787137312073007,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
46 −50,lattice,8,0.0,distribution,federated,0.5,0.8607630416339926,0.1190799414559957,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,18.91880257976719,2.74626832262518,8,33.408960376766075,4.417647362408879,8,30.376505294979573,3.8588546160576525,8,1.918560424969667,0.3950367361568271,8,0.13923695836600736,0.1190799414559957,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,40.96662,4.752448425162397,8,0.10857232842563593,0.008275614523071444,8,97.3875,31.607376512453545,8,1.0,0.0,8,0.7283341522652522,0.2307583914568814,8,16.0,0.0,8,16.0,0.0,8
47 −50,lattice,8,0.0,distribution,federated,2.0,1.0,0.0,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,16.0,0.0,8,28.29946833919069,0.4209476331527883,8,35.343185033474356,0.5249757476804473,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,47.91162,1.6494444708446543,8,0.1029482691604418,0.0064463434089008865,8,50.2125,4.792833191338919,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
44 +50,lattice,8,0.0,distribution,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,52.0,0.0,8,1613.5929839790133,453.31947492206416,8,1995.1284849998085,559.0570133240009,8,0.5324897143887806,0.1309265842432873,8,2.587262551416963,0.16298170346952182,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,-0.42036000000000007,0.41511968174422736,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
45 +50,lattice,8,0.0,distribution,central,2.0,0.9933613989637305,0.018776799241352615,8,8.0,0.0,8,52.0,0.0,8,52.364569083447336,1.031157084466291,8,64.7548527582915,1.5864509902340667,8,15.450605318193318,0.36143202019989484,8,1.0445814195402057,0.0252052355770797,8,0.00663860103626943,0.018776799241352622,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,46.432140000000004,2.2475381722866725,8,0.10760459814259143,0.014816871398846453,8,81.3875,2.7787137312073007,8,0.9958964646464646,0.011606550701294347,8,0.9906914893617021,0.0263284439803502,8,52.0,0.0,8,52.0,0.0,8
46 +50,lattice,8,0.0,distribution,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,698.0633058466034,236.80909475968565,8,897.3250668658843,300.0257338670366,8,1.2284995171755753,0.40631958951541286,8,2.4732075223741017,0.1337138862175331,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,1.49142,1.0498682163830986,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
47 +50,lattice,8,0.0,distribution,federated,2.0,0.9962759067357513,0.010533326403685615,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,42.950484497461865,0.9059423321904265,8,55.299673708004335,0.9141212732775309,8,18.087597790652982,0.2979042065103424,8,1.0158396405162464,0.013343716196714858,8,0.0037240932642487044,0.010533326403685617,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,46.86642,1.9382983296253915,8,0.1049868213707804,0.008762734912691094,8,50.2125,4.792833191338919,8,0.9990530303030303,0.002678434777221761,8,0.9933510638297872,0.018806031414535847,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
48 48 50,lattice,8,0.0,distribution,none,2.0,0.9076949113907367,0.012187607256957231,8,4.0,0.0,8,14.0,0.0,8,15.42609429004201,0.2051133454349072,8,15.42609429004201,0.2051133454349072,8,64.83535081362405,0.870543375496944,8,1.03122271061033,0.015938454459285482,8,0.0,0.0,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,53.61537,0.9619912381543378,8,0.1031458943355054,0.010001902570285683,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.9043200843091344,0.013011840606968405,8,14.0,0.0,8,14.0,0.0,8
49 49 50,lattice,8,0.0,distribution,norms,2.0,0.9562141485249865,0.006095567623213068,8,4.0,0.0,8,14.0,0.0,8,14.641590982044775,0.09308180164058454,8,25.15828075732033,0.21948435887801832,8,39.75098528855823,0.3460051761003421,8,1.0308131956304527,0.016004004122241473,8,0.0,0.0,8,0.043785851475013446,0.0060955676232130555,8,0.4179864273505079,0.0058182505437119215,8,56.117869999999996,1.204547597114489,8,0.10225053217502467,0.010049088217263915,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.956431164320143,0.009320703928624104,8,14.0,0.0,8,14.0,0.0,8
50 50 50,lattice,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.96583945002969,0.4475471795333709,8,38.5219810554273,0.652651196990032,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5377362273348725,0.007831814363880396,8,59.26422,2.5642729895235417,8,0.09560550571192958,0.009616019345657865,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
51 −50,lattice,8,0.0,network,central,0.5,0.07586686122444125,0.024730934138430635,8,8.0,0.0,8,16.0,0.0,8,232.158883766494,79.99687406010422,8,412.36133220903764,140.0459037333032,8,2.660335665972613,0.8489759379033782,8,2.6243162161113913,0.2641537869184266,8,0.9241331387755587,0.0247309341384306,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,2.7239,1.1368537441804654,8,0.2554459995160931,0.05464639907885179,8,664.7,45.50321809655727,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
52 −50,lattice,8,0.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.46775929256272,0.3086264128365905,8,35.13107358160866,0.3812276170780857,8,1.0009003601440576,0.0025466030534929025,8,0.0,0.0,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,47.236399999999996,1.1821010501644933,8,0.14143085960804097,0.01832902900791936,8,80.25,1.991410124940185,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
53 −50,lattice,8,0.0,network,federated,0.5,0.8792475802165899,0.1561543216640124,8,6.489818743628307,0.23454328230115587,8,16.0,0.0,8,18.78226210917244,3.7775935473419424,8,33.40650282303699,6.6357341606758435,8,30.882152925852438,5.473153421256655,8,1.9125674704224325,0.3970264588676039,8,0.12075241978341011,0.1561543216640124,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,41.4014,7.525826339532422,8,0.14110911630666365,0.0186265950789103,8,94.0375,33.10241413293857,8,1.0,0.0,8,0.760530712797787,0.3086585714541247,8,16.0,0.0,8,16.0,0.0,8
54 −50,lattice,8,0.0,network,federated,2.0,1.0,0.0,8,6.489818743628307,0.23454328230115587,8,16.0,0.0,8,16.0,0.0,8,28.46775929256272,0.3086264128365905,8,35.13107358160866,0.3812276170780857,8,1.0009003601440576,0.0025466030534929025,8,0.0,0.0,8,0.0,0.0,8,0.578427117020696,0.004574731404937013,8,47.236399999999996,1.1821010501644933,8,0.14143085960804097,0.01832902900791936,8,49.9875,4.750093984032617,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
51 +50,lattice,8,0.0,network,central,0.5,0.03481931495366203,0.009091112098359468,8,8.0,0.0,8,52.0,0.0,8,1595.510856779239,461.40653374567603,8,1977.0463578000342,567.487807231175,8,0.5398650362453389,0.13999678380178587,8,2.587262551416963,0.16298170346952182,8,0.965180685046338,0.009091112098359415,8,0.0,0.0,8,0.2554268445754282,0.003565904459434442,8,-0.3967000000000001,0.43850370358429464,8,0.36714783522531014,0.08369861869750801,8,840.2,45.50321809655727,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
52 +50,lattice,8,0.0,network,central,2.0,0.9918424320298497,0.02057742314582922,8,8.0,0.0,8,52.0,0.0,8,52.448331884880794,1.1375173848468605,8,65.02224763653763,1.3694500303995867,8,15.385102093929756,0.3120821811398368,8,1.0530108490189056,0.021773315703980552,8,0.008157567970150291,0.020577423145829204,8,0.0,0.0,8,0.2554268445754282,0.003565904459434442,8,45.6833,1.3533735249579644,8,0.14588205322933145,0.022825181529220574,8,80.25,1.991410124940185,8,0.9958964646464646,0.011606550701294347,8,0.9879944780341429,0.029104290291665773,8,52.0,0.0,8,52.0,0.0,8
53 +50,lattice,8,0.0,network,federated,0.5,0.06913435576892953,0.023558740664625877,8,6.489818743628307,0.23454328230115587,8,42.938912461769846,1.4072596938069377,8,690.1767916686216,243.21780226757167,8,889.2152961939992,308.35557817632906,8,1.252516927640188,0.44090756115611285,8,2.4775874870408052,0.1256260247269623,8,0.9308656442310704,0.0235587406646259,8,0.0,0.0,8,0.29736375246596086,0.008364988374171104,8,1.5442399999999998,1.1462733727294598,8,0.3510017923282905,0.06678404391825632,8,399.4966676966563,56.53999106682558,8,0.13630371369079475,0.04187163261823825,8,0.002512578636154684,0.004660177993269811,8,42.8444889134479,1.0976265444647302,8,43.05437608367764,1.8336969721667133,8
54 +50,lattice,8,0.0,network,federated,2.0,0.9967791411042946,0.009109964665593545,8,6.489818743628307,0.23454328230115587,8,42.938912461769846,1.4072596938069377,8,43.07344213987712,1.1976041737582417,8,55.581766405937394,1.1893353057035643,8,17.998739685693522,0.38613706195812975,8,1.0199462994976782,0.014465150479677186,8,0.0032208588957055215,0.009109964665593558,8,0.0,0.0,8,0.29736375246596086,0.008364988374171104,8,46.214240000000004,1.1256956271695184,8,0.14259565384704206,0.019241598892784366,8,49.9875,4.750093984032617,8,0.9990530303030303,0.002678434777221761,8,0.9946300715990454,0.015188451147205075,8,42.8444889134479,1.0976265444647302,8,43.05437608367764,1.8336969721667133,8
55 55 50,lattice,8,0.0,network,none,2.0,0.9108592554987828,0.010477212315135808,8,4.0,0.0,8,14.0,0.0,8,15.371883758350108,0.1769987172862038,8,15.371883758350108,0.1769987172862038,8,65.0613753927702,0.7483723082239875,8,1.0406669175300578,0.010471287976987287,8,0.0,0.0,8,0.08914074450121726,0.010477212315135832,8,0.0,0.0,8,54.277969999999996,1.1262648611608694,8,0.1405854267726595,0.016294141672339023,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.910468630492482,0.007186421927875592,8,14.0,0.0,8,14.0,0.0,8
56 56 50,lattice,8,0.0,network,norms,2.0,0.9557404409117107,0.005805568835724156,8,4.0,0.0,8,14.0,0.0,8,14.648804506654647,0.08954633472430089,8,25.080065588027136,0.22801106246905334,8,39.87516855531007,0.3601066269065471,8,1.0409814784014944,0.010867201547034749,8,0.0,0.0,8,0.04425955908828928,0.005805568835724153,8,0.4158753075662102,0.0064833794212805235,8,56.58547,1.3329933963184415,8,0.13873649408900535,0.016566877159548424,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.9554706128527855,0.007583582284192274,8,14.0,0.0,8,14.0,0.0,8
57 57 50,lattice,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.90566350118141,0.34584404123147255,8,38.60766727989034,0.5196197209004223,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5367079926413159,0.006235436650805072,8,59.5907,2.140946004737157,8,0.13186597554054053,0.015729661602957766,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
58 −50,lattice,8,0.0,none,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,16.0,0.0,8,234.6955408593038,79.03996539130206,8,414.8979893018475,138.9964452572353,8,2.633694134980002,0.8139626834026512,8,2.6243162161113913,0.2641537869184266,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,2.71662,1.1292471725382864,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
59 −50,lattice,8,0.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.29946833919069,0.4209476331527883,8,35.343185033474356,0.5249757476804473,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,47.91162,1.6494444708446543,8,0.1029482691604418,0.0064463434089008865,8,81.3875,2.7787137312073007,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
60 −50,lattice,8,0.0,none,federated,0.5,0.8607630416339926,0.1190799414559957,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,18.91880257976719,2.74626832262518,8,33.408960376766075,4.417647362408879,8,30.376505294979573,3.8588546160576525,8,1.918560424969667,0.3950367361568271,8,0.13923695836600736,0.1190799414559957,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,40.96662,4.752448425162397,8,0.10857232842563593,0.008275614523071444,8,97.3875,31.607376512453545,8,1.0,0.0,8,0.7283341522652522,0.2307583914568814,8,16.0,0.0,8,16.0,0.0,8
61 −50,lattice,8,0.0,none,federated,2.0,1.0,0.0,8,6.465869360067418,0.20137752210870868,8,16.0,0.0,8,16.0,0.0,8,28.29946833919069,0.4209476331527883,8,35.343185033474356,0.5249757476804473,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5758817795983078,0.006299708972165379,8,47.91162,1.6494444708446543,8,0.1029482691604418,0.0064463434089008865,8,50.2125,4.792833191338919,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
58 +50,lattice,8,0.0,none,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,52.0,0.0,8,1613.5929839790133,453.31947492206416,8,1995.1284849998085,559.0570133240009,8,0.5324897143887806,0.1309265842432873,8,2.587262551416963,0.16298170346952182,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,-0.42036000000000007,0.41511968174422736,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
59 +50,lattice,8,0.0,none,central,2.0,0.9933613989637305,0.018776799241352615,8,8.0,0.0,8,52.0,0.0,8,52.364569083447336,1.031157084466291,8,64.7548527582915,1.5864509902340667,8,15.450605318193318,0.36143202019989484,8,1.0445814195402057,0.0252052355770797,8,0.00663860103626943,0.018776799241352622,8,0.0,0.0,8,0.25346507363546356,0.004883931422099531,8,46.432140000000004,2.2475381722866725,8,0.10760459814259143,0.014816871398846453,8,81.3875,2.7787137312073007,8,0.9958964646464646,0.011606550701294347,8,0.9906914893617021,0.0263284439803502,8,52.0,0.0,8,52.0,0.0,8
60 +50,lattice,8,0.0,none,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,698.0633058466034,236.80909475968565,8,897.3250668658843,300.0257338670366,8,1.2284995171755753,0.40631958951541286,8,2.4732075223741017,0.1337138862175331,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,1.49142,1.0498682163830986,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
61 +50,lattice,8,0.0,none,federated,2.0,0.9962759067357513,0.010533326403685615,8,6.465869360067418,0.20137752210870868,8,42.79521616040451,1.2082651326522533,8,42.950484497461865,0.9059423321904265,8,55.299673708004335,0.9141212732775309,8,18.087597790652982,0.2979042065103424,8,1.0158396405162464,0.013343716196714858,8,0.0037240932642487044,0.010533326403685617,8,0.0,0.0,8,0.2959557947115404,0.00995067944340632,8,46.86642,1.9382983296253915,8,0.1049868213707804,0.008762734912691094,8,50.2125,4.792833191338919,8,0.9990530303030303,0.002678434777221761,8,0.9933510638297872,0.018806031414535847,8,42.8444889134479,1.0976265444647302,8,42.74635848971649,1.416252361118571,8
62 62 50,lattice,8,0.0,none,none,2.0,0.9076949113907367,0.012187607256957231,8,4.0,0.0,8,14.0,0.0,8,15.42609429004201,0.2051133454349072,8,15.42609429004201,0.2051133454349072,8,64.83535081362405,0.870543375496944,8,1.03122271061033,0.015938454459285482,8,0.0,0.0,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,53.61537,0.9619912381543378,8,0.1031458943355054,0.010001902570285683,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.9043200843091344,0.013011840606968405,8,14.0,0.0,8,14.0,0.0,8
63 63 50,lattice,8,0.0,none,norms,2.0,0.9562141485249865,0.006095567623213068,8,4.0,0.0,8,14.0,0.0,8,14.641590982044775,0.09308180164058454,8,25.15828075732033,0.21948435887801832,8,39.75098528855823,0.3460051761003421,8,1.0308131956304527,0.016004004122241473,8,0.0,0.0,8,0.043785851475013446,0.0060955676232130555,8,0.4179864273505079,0.0058182505437119215,8,56.117869999999996,1.204547597114489,8,0.10225053217502467,0.010049088217263915,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.956431164320143,0.009320703928624104,8,14.0,0.0,8,14.0,0.0,8
64 64 50,lattice,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.96583945002969,0.4475471795333709,8,38.5219810554273,0.652651196990032,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5377362273348725,0.007831814363880396,8,59.26422,2.5642729895235417,8,0.09560550571192958,0.009616019345657865,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
65 −50,lattice,8,1.0,distribution,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,15.383234700335827,0.08874171688678215,8,225.7788279846303,76.22366986095562,8,405.98127642717395,136.17714784160276,8,2.693703048786669,0.8389138527391109,8,2.6243162161113913,0.2641537869184266,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,2.73669,1.1308590869903161,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
66 −50,lattice,8,1.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,15.383234700335827,0.08874171688678215,8,15.383234700335827,0.08874171688678215,8,27.682703039526515,0.4212352100143567,8,36.130944990546915,0.5486992487170883,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,47.93169,1.649839226903207,8,0.1029482691604418,0.0064463434089008865,8,81.3875,2.7787137312073007,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
67 −50,lattice,8,1.0,distribution,federated,0.5,0.8607630416339926,0.1190799414559957,8,6.465869360067418,0.20137752210870868,8,15.383234700335827,0.08874171688678215,8,18.186738425487086,2.6252652221862207,8,32.67689622248597,4.292354353086598,8,31.049396242240096,3.9046510931481317,8,1.918560424969667,0.3950367361568271,8,0.13923695836600736,0.1190799414559957,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,40.98669,4.750970546295928,8,0.10857232842563593,0.008275614523071444,8,97.3875,31.607376512453545,8,1.0,0.0,8,0.7283341522652522,0.2307583914568814,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
68 −50,lattice,8,1.0,distribution,federated,2.0,1.0,0.0,8,6.465869360067418,0.20137752210870868,8,15.383234700335827,0.08874171688678215,8,15.383234700335827,0.08874171688678215,8,27.682703039526515,0.4212352100143567,8,36.130944990546915,0.5486992487170883,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5887175293925987,0.0067077612383565,8,47.93169,1.649839226903207,8,0.1029482691604418,0.0064463434089008865,8,50.2125,4.792833191338919,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,15.833480548521761,0.13553871458876934,8
65 +50,lattice,8,1.0,distribution,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,49.532938801343306,0.3549668675471286,8,1537.3035818072583,432.53409457608427,8,1918.8390828280533,538.2230635454662,8,0.5538570832909131,0.13682306622165474,8,2.587262551416963,0.16298170346952182,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.26358665254918684,0.005385968607687379,8,-0.34008000000000005,0.4172333453322527,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,51.333922194087044,0.5421548583550779,8
66 +50,lattice,8,1.0,distribution,central,2.0,0.9933613989637305,0.018776799241352615,8,8.0,0.0,8,49.532938801343306,0.3549668675471286,8,49.88130642891006,1.1050986715704236,8,62.27159010375423,1.621393316865869,8,16.067779640452045,0.3991386310302706,8,1.0445814195402057,0.0252052355770797,8,0.00663860103626943,0.018776799241352622,8,0.0,0.0,8,0.26358665254918684,0.005385968607687379,8,46.51242,2.2500843809955207,8,0.10760459814259143,0.014816871398846453,8,81.3875,2.7787137312073007,8,0.9958964646464646,0.011606550701294347,8,0.9906914893617021,0.0263284439803502,8,47.65778718753014,0.2811652005284505,8,51.333922194087044,0.5421548583550779,8
67 +50,lattice,8,1.0,distribution,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,40.75461357458901,1.132989636015751,8,664.9522241442938,225.90426005796263,8,864.2139851635748,289.0626094948811,8,1.2759971995445714,0.42352709845174236,8,2.4732075223741017,0.1337138862175331,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.30733738622207046,0.010566690274629665,8,1.5577299999999998,1.0500647306850046,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,39.30173166733784,0.928686218351478,8,42.14906648039838,1.392955802877183,8
68 +50,lattice,8,1.0,distribution,federated,2.0,0.9962759067357513,0.010533326403685615,8,6.465869360067418,0.20137752210870868,8,40.75461357458901,1.132989636015751,8,40.90216523241257,0.8230118557066025,8,53.25135444295504,0.7566088763491279,8,18.7821734975425,0.2661287648365075,8,1.0158396405162464,0.013343716196714858,8,0.0037240932642487044,0.010533326403685617,8,0.0,0.0,8,0.30733738622207046,0.010566690274629665,8,46.93273,1.9371631530373765,8,0.1049868213707804,0.008762734912691094,8,50.2125,4.792833191338919,8,0.9990530303030303,0.002678434777221761,8,0.9933510638297872,0.018806031414535847,8,39.30173166733784,0.928686218351478,8,42.14906648039838,1.392955802877183,8
69 69 50,lattice,8,1.0,distribution,none,2.0,0.9076949113907367,0.012187607256957231,8,4.0,0.0,8,14.0,0.0,8,15.42609429004201,0.2051133454349072,8,15.42609429004201,0.2051133454349072,8,64.83535081362405,0.870543375496944,8,1.03122271061033,0.015938454459285482,8,0.0,0.0,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,53.61537,0.9619912381543378,8,0.1031458943355054,0.010001902570285683,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.9043200843091344,0.013011840606968405,8,14.0,0.0,8,14.0,0.0,8
70 70 50,lattice,8,1.0,distribution,norms,2.0,0.9562141485249865,0.006095567623213068,8,4.0,0.0,8,13.398083166432794,0.11854031244696434,8,14.011637398082442,0.09404643531884148,8,24.528327173357997,0.2207934351459963,8,40.77206944914687,0.36574984553181306,8,1.0308131956304527,0.016004004122241473,8,0.0,0.0,8,0.043785851475013446,0.0060955676232130555,8,0.4287214124837069,0.005882350624169211,8,56.14184,1.2050540570684551,8,0.10225053217502467,0.010049088217263915,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.956431164320143,0.009320703928624104,8,12.937897093346395,0.0960366298811233,8,13.849979349750384,0.1637757290147197,8
71 71 50,lattice,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.419608335246501,0.13562208449365337,8,15.419608335246501,0.13562208449365337,8,25.38544778527619,0.39480221393285,8,39.40088204418202,0.6051356370402508,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5500401377465208,0.009646621710655367,8,59.28745,2.562653941277062,8,0.09560550571192958,0.009616019345657865,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.973022067153373,0.16454480028836743,8,15.886546155643167,0.130670348502341,8
72 −50,lattice,8,1.0,network,central,0.5,0.07586686122444125,0.024730934138430635,8,8.0,0.0,8,14.888305036711479,0.1161175616955103,8,216.13500444404352,74.36561285995013,8,396.3374528865872,134.38185382382227,8,2.7698437992070857,0.8923365333336708,8,2.6243162161113913,0.2641537869184266,8,0.9241331387755587,0.0247309341384306,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,2.75953,1.138115845622555,8,0.2554459995160931,0.05464639907885179,8,664.7,45.50321809655727,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
73 −50,lattice,8,1.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,14.888305036711479,0.1161175616955103,8,14.888305036711479,0.1161175616955103,8,27.3560643292742,0.244324418721977,8,36.557517001057924,0.32644432136964613,8,1.0009003601440576,0.0025466030534929025,8,0.0,0.0,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,47.27203,1.180429228616196,8,0.14143085960804097,0.01832902900791936,8,80.25,1.991410124940185,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
74 −50,lattice,8,1.0,network,federated,0.5,0.8792475802165899,0.1561543216640124,8,6.489818743628307,0.23454328230115587,8,14.888305036711479,0.1161175616955103,8,17.479176312482345,3.532486928002573,8,32.1034170263469,6.3850411199530654,8,32.13714012201241,5.696814781675866,8,1.9125674704224325,0.3970264588676039,8,0.12075241978341011,0.1561543216640124,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,41.43703,7.525706134371328,8,0.14110911630666365,0.0186265950789103,8,94.0375,33.10241413293857,8,1.0,0.0,8,0.760530712797787,0.3086585714541247,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
75 −50,lattice,8,1.0,network,federated,2.0,1.0,0.0,8,6.489818743628307,0.23454328230115587,8,14.888305036711479,0.1161175616955103,8,14.888305036711479,0.1161175616955103,8,27.3560643292742,0.244324418721977,8,36.557517001057924,0.32644432136964613,8,1.0009003601440576,0.0025466030534929025,8,0.0,0.0,8,0.0,0.0,8,0.6019376679491191,0.006519060527781504,8,47.27203,1.180429228616196,8,0.14143085960804097,0.01832902900791936,8,49.9875,4.750093984032617,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.859159592692329,0.2133673573648992,8
72 +50,lattice,8,1.0,network,central,0.5,0.03481931495366203,0.009091112098359468,8,8.0,0.0,8,47.553220146845916,0.4644702467820412,8,1459.253814669256,421.18488922420397,8,1840.789315690051,527.0798384461923,8,0.5800225507687886,0.15155948199359556,8,2.587262551416963,0.16298170346952182,8,0.965180685046338,0.009091112098359415,8,0.0,0.0,8,0.27437513140252184,0.0054158803573504805,8,-0.25417999999999996,0.439528232800319,8,0.36714783522531014,0.08369861869750801,8,840.2,45.50321809655727,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,47.436638370769316,0.8534694294595968,8
73 +50,lattice,8,1.0,network,central,2.0,0.9918424320298497,0.02057742314582922,8,8.0,0.0,8,47.553220146845916,0.4644702467820412,8,47.96551356839123,1.250211295275046,8,60.539429320048065,1.405925914120527,8,16.525649865719792,0.3686287563152027,8,1.0530108490189056,0.021773315703980552,8,0.008157567970150291,0.020577423145829204,8,0.0,0.0,8,0.27437513140252184,0.0054158803573504805,8,45.82582,1.3499806280091617,8,0.14588205322933145,0.022825181529220574,8,80.25,1.991410124940185,8,0.9958964646464646,0.011606550701294347,8,0.9879944780341429,0.029104290291665773,8,47.65778718753014,0.2811652005284505,8,47.436638370769316,0.8534694294595968,8
74 +50,lattice,8,1.0,network,federated,0.5,0.06913435576892953,0.023558740664625877,8,6.489818743628307,0.23454328230115587,8,39.307931297932996,1.2405785572503238,8,631.9508333271599,221.79659215622638,8,830.9893378525373,286.87448616105945,8,1.3408893566343483,0.47590191981834534,8,2.4775874870408052,0.1256260247269623,8,0.9308656442310704,0.0235587406646259,8,0.0,0.0,8,0.31820811451690295,0.009314875185892406,8,1.6605699999999999,1.1465420647195759,8,0.3510017923282905,0.06678404391825632,8,399.4966676966563,56.53999106682558,8,0.13630371369079475,0.04187163261823825,8,0.002512578636154684,0.004660177993269811,8,39.30173166733784,0.928686218351478,8,39.32210237603556,1.6397807862340434,8
75 +50,lattice,8,1.0,network,federated,2.0,0.9967791411042946,0.009109964665593545,8,6.489818743628307,0.23454328230115587,8,39.307931297932996,1.2405785572503238,8,39.431857291968015,1.0702515318542918,8,51.940181558028286,0.9819364529602375,8,19.25896655500751,0.36576368147451765,8,1.0199462994976782,0.014465150479677186,8,0.0032208588957055215,0.009109964665593558,8,0.0,0.0,8,0.31820811451690295,0.009314875185892406,8,46.33057,1.1196370166391287,8,0.14259565384704206,0.019241598892784366,8,49.9875,4.750093984032617,8,0.9990530303030303,0.002678434777221761,8,0.9946300715990454,0.015188451147205075,8,39.30173166733784,0.928686218351478,8,39.32210237603556,1.6397807862340434,8
76 76 50,lattice,8,1.0,network,none,2.0,0.9108592554987828,0.010477212315135808,8,4.0,0.0,8,14.0,0.0,8,15.371883758350108,0.1769987172862038,8,15.371883758350108,0.1769987172862038,8,65.0613753927702,0.7483723082239875,8,1.0406669175300578,0.010471287976987287,8,0.0,0.0,8,0.08914074450121726,0.010477212315135832,8,0.0,0.0,8,54.277969999999996,1.1262648611608694,8,0.1405854267726595,0.016294141672339023,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.910468630492482,0.007186421927875592,8,14.0,0.0,8,14.0,0.0,8
77 77 50,lattice,8,1.0,network,norms,2.0,0.9557404409117107,0.005805568835724156,8,4.0,0.0,8,12.866313671003441,0.09900606915086413,8,13.462355839848811,0.10295334449520728,8,23.8936169212213,0.2068930540816842,8,41.85491625785776,0.3609144345572613,8,1.0409814784014944,0.010867201547034749,8,0.0,0.0,8,0.04425955908828928,0.005805568835724153,8,0.4365279343252023,0.007073627071543793,8,56.63097,1.3332150027444416,8,0.13873649408900535,0.016566877159548424,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.9554706128527855,0.007583582284192274,8,12.937897093346395,0.0960366298811233,8,12.796347874138362,0.16481511859289966,8
78 78 50,lattice,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.873379855457703,0.15477879381040027,8,14.873379855457703,0.15477879381040027,8,24.779043356639114,0.3021593442123759,8,40.361980251503034,0.49649683555814467,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5611255735926479,0.00845176087387989,8,59.63615,2.1395680582771828,8,0.13186597554054053,0.015729661602957766,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.973022067153373,0.16454480028836743,8,14.771502509044465,0.18858641976050497,8
79 −50,lattice,8,1.0,none,central,0.5,0.07453980999053904,0.023008094620832614,8,8.0,0.0,8,14.868709848302426,0.12202559064723033,8,218.28150374586144,73.89529188874188,8,398.4839521884051,133.84507046065204,8,2.7449889073662272,0.8556600290042035,8,2.6243162161113913,0.2641537869184266,8,0.925460190009461,0.02300809462083265,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,2.7534199999999998,1.1311014754022481,8,0.2554459995160931,0.05464639907885179,8,679.525,55.00370766723694,8,0.1521717952956612,0.046893007469150316,8,0.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
80 −50,lattice,8,1.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,14.868709848302426,0.12202559064723033,8,14.868709848302426,0.12202559064723033,8,27.168178187493115,0.40872136697118894,8,36.815026716156325,0.5514886822604035,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,47.94842,1.6497247317398998,8,0.1029482691604418,0.0064463434089008865,8,81.3875,2.7787137312073007,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
81 −50,lattice,8,1.0,none,federated,0.5,0.8607630416339926,0.1190799414559957,8,6.465869360067418,0.20137752210870868,8,14.868709848302426,0.12202559064723033,8,17.579805854973156,2.5567283310472364,8,32.069963651972046,4.221059665692033,8,31.637083498576597,3.9709601060500503,8,1.918560424969667,0.3950367361568271,8,0.13923695836600736,0.1190799414559957,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,41.00342,4.750607291007271,8,0.10857232842563593,0.008275614523071444,8,97.3875,31.607376512453545,8,1.0,0.0,8,0.7283341522652522,0.2307583914568814,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
82 −50,lattice,8,1.0,none,federated,2.0,1.0,0.0,8,6.465869360067418,0.20137752210870868,8,14.868709848302426,0.12202559064723033,8,14.868709848302426,0.12202559064723033,8,27.168178187493115,0.40872136697118894,8,36.815026716156325,0.5514886822604035,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5998706753719585,0.007339803929384996,8,47.94842,1.6497247317398998,8,0.1029482691604418,0.0064463434089008865,8,50.2125,4.792833191338919,8,1.0,0.0,8,1.0,0.0,8,14.914446796882535,0.07029130013211263,8,14.823758061929977,0.19099241785405494,8
79 +50,lattice,8,1.0,none,central,0.5,0.0342345915933119,0.008377589151760272,8,8.0,0.0,8,47.474839393209706,0.4881023625889213,8,1473.6239786644198,415.9209091320799,8,1855.1594796852148,521.5628159380387,8,0.572962615966858,0.1415351304255472,8,2.587262551416963,0.16298170346952182,8,0.9657654084066881,0.008377589151760241,8,0.0,0.0,8,0.27267367287255373,0.006082993303640118,8,-0.27316000000000007,0.41765709297734394,8,0.36714783522531014,0.08369861869750801,8,855.025,55.00370766723694,8,0.06989801215000822,0.017188828609392283,8,0.0,0.0,8,47.65778718753014,0.2811652005284505,8,47.29503224771991,0.7639696714162197,8
80 +50,lattice,8,1.0,none,central,2.0,0.9933613989637305,0.018776799241352615,8,8.0,0.0,8,47.474839393209706,0.4881023625889213,8,47.8096210465627,1.160354364844572,8,60.19990472140687,1.6338331051268602,8,16.621523168950453,0.4296322413610155,8,1.0445814195402057,0.0252052355770797,8,0.00663860103626943,0.018776799241352622,8,0.0,0.0,8,0.27267367287255373,0.006082993303640118,8,46.57934,2.2508785627965695,8,0.10760459814259143,0.014816871398846453,8,81.3875,2.7787137312073007,8,0.9958964646464646,0.011606550701294347,8,0.9906914893617021,0.0263284439803502,8,47.65778718753014,0.2811652005284505,8,47.29503224771991,0.7639696714162197,8
81 +50,lattice,8,1.0,none,federated,0.5,0.06741589758980342,0.021396749488935884,8,6.465869360067418,0.20137752210870868,8,39.10473968810837,0.9838582274510672,8,637.6254934361923,215.44397566107543,8,836.8872544554732,278.57740004664504,8,1.3160354894609527,0.4338148909365561,8,2.4732075223741017,0.1337138862175331,8,0.9325841024101966,0.021396749488935853,8,0.0,0.0,8,0.3171763975051289,0.010519951523100557,8,1.61141,1.0453936960645156,8,0.3472003470419908,0.06393148184381794,8,404.3841676966563,54.69963355854443,8,0.13630371369079475,0.04187163261823825,8,0.0008802816901408451,0.002489812609811787,8,39.30173166733784,0.928686218351478,8,38.91283603307606,1.171060505777578,8
82 +50,lattice,8,1.0,none,federated,2.0,0.9962759067357513,0.010533326403685615,8,6.465869360067418,0.20137752210870868,8,39.10473968810837,0.9838582274510672,8,39.24697121269728,0.6806247810087336,8,51.59616042323975,0.5921999880024099,8,19.383514700504946,0.22181328839282524,8,1.0158396405162464,0.013343716196714858,8,0.0037240932642487044,0.010533326403685617,8,0.0,0.0,8,0.3171763975051289,0.010519951523100557,8,46.98641,1.9387628108962378,8,0.1049868213707804,0.008762734912691094,8,50.2125,4.792833191338919,8,0.9990530303030303,0.002678434777221761,8,0.9933510638297872,0.018806031414535847,8,39.30173166733784,0.928686218351478,8,38.91283603307606,1.171060505777578,8
83 83 50,lattice,8,1.0,none,none,2.0,0.9076949113907367,0.012187607256957231,8,4.0,0.0,8,14.0,0.0,8,15.42609429004201,0.2051133454349072,8,15.42609429004201,0.2051133454349072,8,64.83535081362405,0.870543375496944,8,1.03122271061033,0.015938454459285482,8,0.0,0.0,8,0.09230508860926336,0.012187607256957235,8,0.0,0.0,8,53.61537,0.9619912381543378,8,0.1031458943355054,0.010001902570285683,8,0.0,0.0,8,0.9112891442478708,0.01588029016680051,8,0.9043200843091344,0.013011840606968405,8,14.0,0.0,8,14.0,0.0,8
84 84 50,lattice,8,1.0,none,norms,2.0,0.9562141485249865,0.006095567623213068,8,4.0,0.0,8,12.907194979718508,0.09630205775287892,8,13.498499412306057,0.10564381581736527,8,24.015189187581612,0.2589810638382913,8,41.644535374179476,0.4474552910753821,8,1.0308131956304527,0.016004004122241473,8,0.0,0.0,8,0.043785851475013446,0.0060955676232130555,8,0.4378819700052361,0.005410845563909102,8,56.16139,1.2068048944926575,8,0.10225053217502467,0.010049088217263915,8,0.0,0.0,8,0.9559322767611537,0.010138450440265455,8,0.956431164320143,0.009320703928624104,8,12.937897093346395,0.0960366298811233,8,12.87702230346864,0.1588670086797268,8
85 85 50,lattice,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.91514156492606,0.1255147297996993,8,14.91514156492606,0.1255147297996993,8,24.88098101495575,0.42584921075594595,8,40.201538618384305,0.6809560124755661,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5611930906914914,0.009021140550269119,8,59.30778,2.564758203651954,8,0.09560550571192958,0.009616019345657865,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.973022067153373,0.16454480028836743,8,14.857191168004448,0.17390881624409055,8
86 −50,random,2,0.0,distribution,central,0.5,0.06685844452527442,0.0269658990646364,8,8.0,0.0,8,16.0,0.0,8,274.78114023544,117.43676293755662,8,486.9769489254979,215.3151583530657,8,2.3645795888487418,0.9392747854895113,8,2.6114364521898845,0.22043261889639523,8,0.9331415554747255,0.02696589906463638,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,2.3483199999999997,1.2736901102365072,8,0.3293473312498706,0.06921797252474471,8,688.7,70.5693174930052,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
87 −50,random,2,0.0,distribution,central,2.0,0.7630536279480463,0.11773638366394636,8,8.0,0.0,8,16.0,0.0,8,21.42632115457797,3.407160416233651,8,37.85574634710246,5.939409690531109,8,26.96891297938162,4.044766590977092,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,36.34582,5.486009180222516,8,0.1946205293930926,0.03941558057110033,8,81.5125,3.035710084030704,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,16.0,0.0,8,16.0,0.0,8
88 −50,random,2,0.0,distribution,federated,0.5,0.12272161920601678,0.04633185715374787,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,146.47309505378976,51.56745281658621,8,258.32796101005476,89.1363410914615,8,4.329959021911197,1.603650209220836,8,2.458727544848858,0.29008970282575314,8,0.8772783807939832,0.0463318571537479,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,5.04832,2.167555432753023,8,0.31055169601274735,0.05306936606619204,8,460.64375,98.47368552598925,8,0.2306978396171357,0.09262290390249373,8,0.01781631113557114,0.016039765410809616,8,16.0,0.0,8,16.0,0.0,8
89 −50,random,2,0.0,distribution,federated,2.0,0.7630536279480463,0.11773638366394636,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,21.42632115457797,3.407160416233651,8,37.85574634710246,5.939409690531109,8,26.96891297938162,4.044766590977092,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,36.34582,5.486009180222516,8,0.1946205293930926,0.03941558057110033,8,70.2625,4.446808646980115,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,16.0,0.0,8,16.0,0.0,8
86 +50,random,2,0.0,distribution,central,0.5,0.029979352575646274,0.007342952164625783,8,8.0,0.0,8,52.0,0.0,8,1817.0349615691687,394.000695500889,8,2245.672781431413,486.7105544574262,8,0.4661640121567086,0.11270261960706802,8,2.6511887424051745,0.08370748755729894,8,0.9700206474243538,0.007342952164625775,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,-0.63296,0.3534452201645155,8,0.4273614114551205,0.049446945299223034,8,864.2,70.5693174930052,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
87 +50,random,2,0.0,distribution,central,2.0,0.7541671482669943,0.11774594600146959,8,8.0,0.0,8,52.0,0.0,8,70.44110843482099,10.966395306607561,8,87.05404231342328,13.409561802355144,8,11.728340072507613,1.7986949080859043,8,1.7871130333603067,0.05991077137194814,8,0.24583285173300568,0.11774594600146956,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,34.72204,5.364521236334675,8,0.19975786244060487,0.03946337775499132,8,81.5125,3.035710084030704,8,0.8133010153463013,0.09018179435336782,8,0.6965305669718165,0.15761237329021105,8,52.0,0.0,8,52.0,0.0,8
88 +50,random,2,0.0,distribution,federated,0.5,0.03586546914272889,0.009041239633554885,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,1424.5578123806922,314.9344763195104,8,1782.2870066477403,385.7717684453671,8,0.5888405453982344,0.14960102359740896,8,2.6028967584476623,0.11370570816959413,8,0.9641345308572711,0.009041239633554916,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,-0.23978,0.44498830905991227,8,0.40784312225924535,0.052272539502685886,8,692.8473326785324,85.85849221645172,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
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90 90 50,random,2,0.0,distribution,none,2.0,0.10917773449594083,0.032312206919518915,8,4.0,0.0,8,14.0,0.0,8,139.2029461611703,44.799811224591416,8,139.2029461611703,44.799811224591416,8,7.798409606852917,2.3080147799656365,8,2.6055341725501755,0.08121617305243804,8,0.7715207290475037,0.036393711749762116,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,6.0515799999999995,1.8039907530963515,8,0.3298948669068649,0.029381917667367,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.03326506579434074,0.025645210275013153,8,14.0,0.0,8,14.0,0.0,8
91 91 50,random,2,0.0,distribution,norms,2.0,0.11875523648269684,0.03475546356339709,8,4.0,0.0,8,14.0,0.0,8,127.7572627842919,40.57719163990809,8,216.6344884701804,65.40560953647265,8,4.969718900487015,1.4028482606435824,8,2.6035748091675677,0.07563278765913632,8,0.8371600867408624,0.03289382155580139,8,0.04408467677644078,0.0033687368465502633,8,0.41226345642223133,0.011442319212567675,8,6.23658,1.9481656742690032,8,0.3298851138506686,0.02018722808529298,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.03622085288710857,0.026742834712237956,8,14.0,0.0,8,14.0,0.0,8
92 92 50,random,2,0.0,distribution,records,2.0,0.8677100182287307,0.04583408994153918,8,2.0,0.0,8,16.0,0.0,8,18.48720459251935,1.0375651306554141,8,30.157711410739186,1.5842830946301654,8,33.23379990218112,1.629157078775441,8,1.7572472150359526,0.035821360153625005,8,0.13228998177126927,0.04583408994153917,8,0.0,0.0,8,0.540304257335593,0.0033661550335366964,8,50.47648,2.3230806596660143,8,0.16879940670757287,0.021547015257844103,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.836113960077236,0.07359747978439078,8,16.0,0.0,8,16.0,0.0,8
93 −50,random,2,0.0,network,central,0.5,0.06718919007500135,0.027514161408185762,8,8.0,0.0,8,16.0,0.0,8,277.56114253636684,130.23742643370196,8,489.7569512264247,228.2029157957729,8,2.3713793825654434,0.9503730218792387,8,2.6114364521898845,0.22043261889639523,8,0.9328108099249987,0.02751416140818576,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,2.34832,1.2816427116121605,8,0.3293473312498706,0.06921797252474471,8,688.3125,60.296302599271016,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
94 −50,random,2,0.0,network,central,2.0,0.7140212883583434,0.06348939739539441,8,8.0,0.0,8,16.0,0.0,8,22.56408487013382,2.0129117086191934,8,39.85806459817595,3.3487609152473508,8,25.24267210914202,2.1002305820685625,8,1.796813848732088,0.07638410922372603,8,0.2859787116416566,0.06348939739539444,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,33.96082,2.7239416367148146,8,0.20324197313517017,0.023207500225703562,8,81.5125,2.233790820236178,8,0.8192961167361396,0.08906942251820894,8,0.6104366976022,0.0920434063363791,8,16.0,0.0,8,16.0,0.0,8
95 −50,random,2,0.0,network,federated,0.5,0.1319232566860899,0.048789590670074046,8,7.39746671657297,0.17277188382829056,8,16.0,0.0,8,136.27370952184117,49.86212163863788,8,240.26291301605994,86.38872570133397,8,4.653587790002334,1.6768506512509511,8,2.4305440818029527,0.2611589648113851,8,0.86807674331391,0.048789590670074066,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,5.49082,2.2438237224370874,8,0.323082217563493,0.05975856769697201,8,449.43125,96.29904664080831,8,0.2306978396171357,0.09262290390249373,8,0.035728003370581685,0.021628873172888547,8,16.0,0.0,8,16.0,0.0,8
96 −50,random,2,0.0,network,federated,2.0,0.7140212883583434,0.06348939739539441,8,7.39746671657297,0.17277188382829056,8,16.0,0.0,8,22.56408487013382,2.0129117086191934,8,39.85806459817595,3.3487609152473508,8,25.24267210914202,2.1002305820685625,8,1.796813848732088,0.07638410922372603,8,0.2859787116416566,0.06348939739539444,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,33.96082,2.7239416367148146,8,0.20324197313517017,0.023207500225703562,8,69.35,4.675467891024383,8,0.8192961167361396,0.08906942251820894,8,0.6104366976022,0.0920434063363791,8,16.0,0.0,8,16.0,0.0,8
93 +50,random,2,0.0,network,central,0.5,0.030023000679071828,0.007530184355050149,8,8.0,0.0,8,52.0,0.0,8,1821.6854050799063,421.9417800830451,8,2250.323224942151,515.7038196155446,8,0.46674107587914904,0.11508630490746181,8,2.6511887424051745,0.08370748755729894,8,0.9699769993209282,0.00753018435505018,8,0.0,0.0,8,0.2532051905375673,0.003969233304989265,8,-0.6329600000000001,0.3654351563351757,8,0.4273614114551205,0.049446945299223034,8,863.8125,60.296302599271016,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
94 +50,random,2,0.0,network,central,2.0,0.708330960380154,0.056495373395330215,8,8.0,0.0,8,52.0,0.0,8,73.82618271508352,5.967519760706056,8,91.2367567386893,7.134771491888028,8,11.018055818632364,0.8455720114818476,8,1.8070643394837442,0.07631858920418519,8,0.29166903961984597,0.05649537339533023,8,0.0,0.0,8,0.2532051905375673,0.003969233304989265,8,32.50954,2.3469409504532237,8,0.2078374094479658,0.023979113940999993,8,81.5125,2.233790820236178,8,0.8133010153463013,0.09018179435336782,8,0.6050432965869715,0.08177377791676135,8,52.0,0.0,8,52.0,0.0,8
95 +50,random,2,0.0,network,federated,0.5,0.03588507427591474,0.00918447025695079,8,7.39746671657297,0.17277188382829056,8,48.38480029943782,1.0366313029697458,8,1417.8453163064512,319.41598788190595,8,1775.5745105734995,390.8022359971047,8,0.5922404998195546,0.15399326728508148,8,2.6028967584476623,0.11370570816959413,8,0.9641149257240853,0.00918447025695078,8,0.0,0.0,8,0.2683790332427232,0.00729801711419411,8,-0.23042000000000007,0.4534156213831695,8,0.40784312225924535,0.052272539502685886,8,681.6348326785323,84.31117454471857,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.115392852474095,1.2787501466776556,8
96 +50,random,2,0.0,network,federated,2.0,0.708330960380154,0.056495373395330215,8,7.39746671657297,0.17277188382829056,8,48.38480029943782,1.0366313029697458,8,68.66805303052641,5.290193037197518,8,86.07862705413218,6.3603873668820965,8,11.674131614115524,0.8823416195917694,8,1.8039582829731755,0.07532113727824667,8,0.29166903961984597,0.05649537339533023,8,0.0,0.0,8,0.2683790332427232,0.00729801711419411,8,32.62708,2.333496496063977,8,0.2078374094479658,0.023979113940999993,8,69.35,4.675467891024383,8,0.8133010153463013,0.09018179435336782,8,0.6050432965869715,0.08177377791676135,8,48.663506835558344,0.8855706110290775,8,48.115392852474095,1.2787501466776556,8
97 97 50,random,2,0.0,network,none,2.0,0.10731554508079716,0.030398483977224146,8,4.0,0.0,8,14.0,0.0,8,141.24791361136548,45.122620769054876,8,141.24791361136548,45.122620769054876,8,7.665396077199797,2.1713202840874395,8,2.5698824419311586,0.07999703876664668,8,0.7749171579751485,0.03197503485808456,8,0.11776729694405438,0.007103803756503722,8,0.0,0.0,8,5.91279,1.7131147470532813,8,0.30732908423634914,0.03664387056699407,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.028096405921645327,0.01361768385487781,8,14.0,0.0,8,14.0,0.0,8
98 98 50,random,2,0.0,network,norms,2.0,0.11688478134288242,0.033509213614243326,8,4.0,0.0,8,14.0,0.0,8,129.90589054864714,41.81082635161993,8,220.88868121726006,68.15247063264775,8,4.882224567264124,1.358007821846156,8,2.5689891604652235,0.07985928147522593,8,0.8422664271511666,0.03478132739281153,8,0.04084879150595096,0.006445491802512159,8,0.4136764038204779,0.007355484781894378,8,6.0902899999999995,1.8921583049145607,8,0.30721897623173267,0.036120511543230774,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.0307824323328567,0.014351940781630716,8,14.0,0.0,8,14.0,0.0,8
99 99 50,random,2,0.0,network,records,2.0,0.7927895845010363,0.04582151420057347,8,2.0,0.0,8,16.0,0.0,8,20.240494698657074,1.1594156824776982,8,32.80047720186001,1.827457277815286,8,30.571406134931888,1.725299213041416,8,1.795646135047721,0.07222433637918535,8,0.20721041549896366,0.04582151420057347,8,0.0,0.0,8,0.537179038249689,0.00700819915081504,8,46.8873,3.0097211026747526,8,0.1761651938669828,0.02444216072480994,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.6872987738803318,0.09465736559924118,8,16.0,0.0,8,16.0,0.0,8
100 −50,random,2,0.0,none,central,0.5,0.06685844452527442,0.0269658990646364,8,8.0,0.0,8,16.0,0.0,8,274.78114023544,117.43676293755662,8,486.9769489254979,215.3151583530657,8,2.3645795888487418,0.9392747854895113,8,2.6114364521898845,0.22043261889639523,8,0.9331415554747255,0.02696589906463638,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,2.3483199999999997,1.2736901102365072,8,0.3293473312498706,0.06921797252474471,8,688.7,70.5693174930052,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
101 −50,random,2,0.0,none,central,2.0,0.7630536279480463,0.11773638366394636,8,8.0,0.0,8,16.0,0.0,8,21.42632115457797,3.407160416233651,8,37.85574634710246,5.939409690531109,8,26.96891297938162,4.044766590977092,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,36.34582,5.486009180222516,8,0.1946205293930926,0.03941558057110033,8,81.5125,3.035710084030704,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,16.0,0.0,8,16.0,0.0,8
102 −50,random,2,0.0,none,federated,0.5,0.12272161920601678,0.04633185715374787,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,146.47309505378976,51.56745281658621,8,258.32796101005476,89.1363410914615,8,4.329959021911197,1.603650209220836,8,2.458727544848858,0.29008970282575314,8,0.8772783807939832,0.0463318571537479,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,5.04832,2.167555432753023,8,0.31055169601274735,0.05306936606619204,8,460.64375,98.47368552598925,8,0.2306978396171357,0.09262290390249373,8,0.01781631113557114,0.016039765410809616,8,16.0,0.0,8,16.0,0.0,8
103 −50,random,2,0.0,none,federated,2.0,0.7630536279480463,0.11773638366394636,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,21.42632115457797,3.407160416233651,8,37.85574634710246,5.939409690531109,8,26.96891297938162,4.044766590977092,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,36.34582,5.486009180222516,8,0.1946205293930926,0.03941558057110033,8,70.2625,4.446808646980115,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,16.0,0.0,8,16.0,0.0,8
100 +50,random,2,0.0,none,central,0.5,0.029979352575646274,0.007342952164625783,8,8.0,0.0,8,52.0,0.0,8,1817.0349615691687,394.000695500889,8,2245.672781431413,486.7105544574262,8,0.4661640121567086,0.11270261960706802,8,2.6511887424051745,0.08370748755729894,8,0.9700206474243538,0.007342952164625775,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,-0.63296,0.3534452201645155,8,0.4273614114551205,0.049446945299223034,8,864.2,70.5693174930052,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
101 +50,random,2,0.0,none,central,2.0,0.7541671482669943,0.11774594600146959,8,8.0,0.0,8,52.0,0.0,8,70.44110843482099,10.966395306607561,8,87.05404231342328,13.409561802355144,8,11.728340072507613,1.7986949080859043,8,1.7871130333603067,0.05991077137194814,8,0.24583285173300568,0.11774594600146956,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,34.72204,5.364521236334675,8,0.19975786244060487,0.03946337775499132,8,81.5125,3.035710084030704,8,0.8133010153463013,0.09018179435336782,8,0.6965305669718165,0.15761237329021105,8,52.0,0.0,8,52.0,0.0,8
102 +50,random,2,0.0,none,federated,0.5,0.03586546914272889,0.009041239633554885,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,1424.5578123806922,314.9344763195104,8,1782.2870066477403,385.7717684453671,8,0.5888405453982344,0.14960102359740896,8,2.6028967584476623,0.11370570816959413,8,0.9641345308572711,0.009041239633554916,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,-0.23978,0.44498830905991227,8,0.40784312225924535,0.052272539502685886,8,692.8473326785324,85.85849221645172,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
103 +50,random,2,0.0,none,federated,2.0,0.7546083247375825,0.11759607949355796,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,65.78891920052499,9.43324115199689,8,82.39182446414588,11.846394799291508,8,12.360787229620087,1.7841271786922643,8,1.78374838289435,0.057911609018701564,8,0.24539167526241742,0.11759607949355794,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,34.85272,5.342590641872963,8,0.1995143546235033,0.03956154704308695,8,70.2625,4.446808646980115,8,0.8133010153463013,0.09018179435336782,8,0.6973620525593995,0.15740070564059372,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
104 104 50,random,2,0.0,none,none,2.0,0.10917773449594083,0.032312206919518915,8,4.0,0.0,8,14.0,0.0,8,139.2029461611703,44.799811224591416,8,139.2029461611703,44.799811224591416,8,7.798409606852917,2.3080147799656365,8,2.6055341725501755,0.08121617305243804,8,0.7715207290475037,0.036393711749762116,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,6.0515799999999995,1.8039907530963515,8,0.3298948669068649,0.029381917667367,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.03326506579434074,0.025645210275013153,8,14.0,0.0,8,14.0,0.0,8
105 105 50,random,2,0.0,none,norms,2.0,0.11875523648269684,0.03475546356339709,8,4.0,0.0,8,14.0,0.0,8,127.7572627842919,40.57719163990809,8,216.6344884701804,65.40560953647265,8,4.969718900487015,1.4028482606435824,8,2.6035748091675677,0.07563278765913632,8,0.8371600867408624,0.03289382155580139,8,0.04408467677644078,0.0033687368465502633,8,0.41226345642223133,0.011442319212567675,8,6.23658,1.9481656742690032,8,0.3298851138506686,0.02018722808529298,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.03622085288710857,0.026742834712237956,8,14.0,0.0,8,14.0,0.0,8
106 106 50,random,2,0.0,none,records,2.0,0.8677100182287307,0.04583408994153918,8,2.0,0.0,8,16.0,0.0,8,18.48720459251935,1.0375651306554141,8,30.157711410739186,1.5842830946301654,8,33.23379990218112,1.629157078775441,8,1.7572472150359526,0.035821360153625005,8,0.13228998177126927,0.04583408994153917,8,0.0,0.0,8,0.540304257335593,0.0033661550335366964,8,50.47648,2.3230806596660143,8,0.16879940670757287,0.021547015257844103,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.836113960077236,0.07359747978439078,8,16.0,0.0,8,16.0,0.0,8
107 −50,random,2,1.0,distribution,central,0.5,0.06685844452527442,0.0269658990646364,8,8.0,0.0,8,15.358329192532366,0.17306774510716294,8,263.36550034257834,111.08089374969491,8,475.5613090326362,208.93768796848443,8,2.418103265979771,0.9571770359450659,8,2.6114364521898845,0.22043261889639523,8,0.9331415554747255,0.02696589906463638,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,2.36921,1.2722144749552702,8,0.3293473312498706,0.06921797252474471,8,688.7,70.5693174930052,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
108 −50,random,2,1.0,distribution,central,2.0,0.7630536279480463,0.11773638366394636,8,8.0,0.0,8,15.358329192532366,0.17306774510716294,8,20.570905082069405,3.3047327205157444,8,37.0003302745939,5.832612438063794,8,27.597986399244892,4.161487613602636,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,36.366710000000005,5.486444142377521,8,0.1946205293930926,0.03941558057110033,8,81.5125,3.035710084030704,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
109 −50,random,2,1.0,distribution,federated,0.5,0.12272161920601678,0.04633185715374787,8,7.446641410161939,0.16416688123994114,8,15.358329192532366,0.17306774510716294,8,140.43195169791565,48.86471485824672,8,252.28681765418062,86.401780389286,8,4.42769913828535,1.6321882981869063,8,2.458727544848858,0.29008970282575314,8,0.8772783807939832,0.0463318571537479,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,5.06921,2.1655262274362514,8,0.31055169601274735,0.05306936606619204,8,460.64375,98.47368552598925,8,0.2306978396171357,0.09262290390249373,8,0.01781631113557114,0.016039765410809616,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
110 −50,random,2,1.0,distribution,federated,2.0,0.7630536279480463,0.11773638366394636,8,7.446641410161939,0.16416688123994114,8,15.358329192532366,0.17306774510716294,8,20.570905082069405,3.3047327205157444,8,37.0003302745939,5.832612438063794,8,27.597986399244892,4.161487613602636,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,36.366710000000005,5.486444142377521,8,0.1946205293930926,0.03941558057110033,8,70.2625,4.446808646980115,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
107 +50,random,2,1.0,distribution,central,0.5,0.029979352575646274,0.007342952164625783,8,8.0,0.0,8,49.433316770129466,0.6922709804286518,8,1725.6317203209787,366.021416904159,8,2154.269540183223,458.2968982501714,8,0.48520466674258345,0.11559898171052362,8,2.6511887424051745,0.08370748755729894,8,0.9700206474243538,0.007342952164625775,8,0.0,0.0,8,0.2638370630063974,0.006674808010625048,8,-0.5494000000000001,0.34610523651464326,8,0.4273614114551205,0.049446945299223034,8,864.2,70.5693174930052,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,50.960451385572505,0.9551410654340302,8
108 +50,random,2,1.0,distribution,central,2.0,0.7541671482669943,0.11774594600146959,8,8.0,0.0,8,49.433316770129466,0.6922709804286518,8,66.98988623565945,10.64287737728539,8,83.60282011426176,13.076443851704138,8,12.221024440225099,1.9080700154221337,8,1.7871130333603067,0.05991077137194814,8,0.24583285173300568,0.11774594600146956,8,0.0,0.0,8,0.2638370630063974,0.006674808010625048,8,34.8056,5.368145477100473,8,0.19975786244060487,0.03946337775499132,8,81.5125,3.035710084030704,8,0.8133010153463013,0.09018179435336782,8,0.6965305669718165,0.15761237329021105,8,47.89364590951047,0.9467952587308271,8,50.960451385572505,0.9551410654340302,8
109 +50,random,2,1.0,distribution,federated,0.5,0.03586546914272889,0.009041239633554885,8,7.446641410161939,0.16416688123994114,8,46.326622111359505,0.8295259777756786,8,1354.305604855521,291.4571888677896,8,1712.0347991225694,362.02362220569205,8,0.6119543015747959,0.15344669081787332,8,2.6028967584476623,0.11370570816959413,8,0.9641345308572711,0.009041239633554916,8,0.0,0.0,8,0.2778433568200751,0.007625640229674298,8,-0.16319000000000003,0.4364275658440602,8,0.40784312225924535,0.052272539502685886,8,692.8473326785324,85.85849221645172,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,47.76339914656746,1.1420482527602425,8
110 +50,random,2,1.0,distribution,federated,2.0,0.7546083247375825,0.11759607949355796,8,7.446641410161939,0.16416688123994114,8,46.326622111359505,0.8295259777756786,8,62.63322591625305,9.132301545499319,8,79.23613117987394,11.546210130695389,8,12.860388062977687,1.888745868720586,8,1.78374838289435,0.057911609018701564,8,0.24539167526241742,0.11759607949355794,8,0.0,0.0,8,0.2778433568200751,0.007625640229674298,8,34.92931,5.3468299064772955,8,0.1995143546235033,0.03956154704308695,8,70.2625,4.446808646980115,8,0.8133010153463013,0.09018179435336782,8,0.6973620525593995,0.15740070564059372,8,44.8812482803997,1.0840704893723319,8,47.76339914656746,1.1420482527602425,8
111 111 50,random,2,1.0,distribution,none,2.0,0.10917773449594083,0.032312206919518915,8,4.0,0.0,8,14.0,0.0,8,139.2029461611703,44.799811224591416,8,139.2029461611703,44.799811224591416,8,7.798409606852917,2.3080147799656365,8,2.6055341725501755,0.08121617305243804,8,0.7715207290475037,0.036393711749762116,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,6.0515799999999995,1.8039907530963515,8,0.3298948669068649,0.029381917667367,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.03326506579434074,0.025645210275013153,8,14.0,0.0,8,14.0,0.0,8
112 112 50,random,2,1.0,distribution,norms,2.0,0.11875523648269684,0.03475546356339709,8,4.0,0.0,8,13.329498365511188,0.1184803472752079,8,121.58097782372903,38.22004921120245,8,210.45820350961753,63.08811517886903,8,5.113376564363127,1.4453846147380995,8,2.6035748091675677,0.07563278765913632,8,0.8371600867408624,0.03289382155580139,8,0.04408467677644078,0.0033687368465502633,8,0.42420172276272694,0.010839910423211096,8,6.26401,1.9473428098528807,8,0.3298851138506686,0.02018722808529298,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.03622085288710857,0.026742834712237956,8,12.800078255060715,0.10659805357163353,8,13.849652526420494,0.20561802342146548,8
113 113 50,random,2,1.0,distribution,records,2.0,0.8677100182287307,0.04583408994153918,8,2.0,0.0,8,15.362326838628299,0.14038904197949711,8,17.749504090123928,0.9955105937421643,8,29.420010908343762,1.5419330103916644,8,34.06606297608283,1.650235289851701,8,1.7572472150359526,0.035821360153625005,8,0.13228998177126927,0.04583408994153917,8,0.0,0.0,8,0.5538483365443486,0.003955150496846325,8,50.50175,2.322575208562375,8,0.16879940670757287,0.021547015257844103,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.836113960077236,0.07359747978439078,8,14.851985659586097,0.15214458179892393,8,15.892967614909795,0.2229569101200486,8
114 −50,random,2,1.0,network,central,0.5,0.06718919007500135,0.027514161408185762,8,8.0,0.0,8,14.90731902341243,0.16016562613464788,8,258.59768202968286,121.60960078915707,8,470.7934907197407,219.51051051376135,8,2.4660700008681613,0.9863506741623017,8,2.6114364521898845,0.22043261889639523,8,0.9328108099249987,0.02751416140818576,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,2.38386,1.2807306569967898,8,0.3293473312498706,0.06921797252474471,8,688.3125,60.296302599271016,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
115 −50,random,2,1.0,network,central,2.0,0.7140212883583434,0.06348939739539441,8,8.0,0.0,8,14.90731902341243,0.16016562613464788,8,21.029018014549493,1.973410848010144,8,38.322997742591625,3.2863614356489608,8,26.259135800671128,2.2122254962008028,8,1.796813848732088,0.07638410922372603,8,0.2859787116416566,0.06348939739539444,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,33.99636,2.7243192573139114,8,0.20324197313517017,0.023207500225703562,8,81.5125,2.233790820236178,8,0.8192961167361396,0.08906942251820894,8,0.6104366976022,0.0920434063363791,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
116 −50,random,2,1.0,network,federated,0.5,0.1319232566860899,0.048789590670074046,8,7.39746671657297,0.17277188382829056,8,14.90731902341243,0.16016562613464788,8,126.97845642089925,46.48189846755005,8,230.96765991511802,82.97268121546364,8,4.840187535843792,1.742596664234332,8,2.4305440818029527,0.2611589648113851,8,0.86807674331391,0.048789590670074066,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,5.5263599999999995,2.243125673518985,8,0.323082217563493,0.05975856769697201,8,449.43125,96.29904664080831,8,0.2306978396171357,0.09262290390249373,8,0.035728003370581685,0.021628873172888547,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
117 −50,random,2,1.0,network,federated,2.0,0.7140212883583434,0.06348939739539441,8,7.39746671657297,0.17277188382829056,8,14.90731902341243,0.16016562613464788,8,21.029018014549493,1.973410848010144,8,38.322997742591625,3.2863614356489608,8,26.259135800671128,2.2122254962008028,8,1.796813848732088,0.07638410922372603,8,0.2859787116416566,0.06348939739539444,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,33.99636,2.7243192573139114,8,0.20324197313517017,0.023207500225703562,8,69.35,4.675467891024383,8,0.8192961167361396,0.08906942251820894,8,0.6104366976022,0.0920434063363791,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
114 +50,random,2,1.0,network,central,0.5,0.030023000679071828,0.007530184355050149,8,8.0,0.0,8,47.62927609364972,0.6406625045385915,8,1669.089336797521,389.4485860897262,8,2097.7271566597656,482.85131594966475,8,0.5009143863215033,0.12401557133149403,8,2.6511887424051745,0.08370748755729894,8,0.9699769993209282,0.00753018435505018,8,0.0,0.0,8,0.27172236802188837,0.00654368657927986,8,-0.4908000000000001,0.3655966939519167,8,0.4273614114551205,0.049446945299223034,8,863.8125,60.296302599271016,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,47.4007102393833,0.8623817744958414,8
115 +50,random,2,1.0,network,central,2.0,0.708330960380154,0.056495373395330215,8,8.0,0.0,8,47.62927609364972,0.6406625045385915,8,67.6447345074267,5.906928711999106,8,85.05530853103248,7.0316808007877665,8,11.825031684932403,0.9446110232991348,8,1.8070643394837442,0.07631858920418519,8,0.29166903961984597,0.05649537339533023,8,0.0,0.0,8,0.27172236802188837,0.00654368657927986,8,32.6517,2.34898735015751,8,0.2078374094479658,0.023979113940999993,8,81.5125,2.233790820236178,8,0.8133010153463013,0.09018179435336782,8,0.6050432965869715,0.08177377791676135,8,47.89364590951047,0.9467952587308271,8,47.4007102393833,0.8623817744958414,8
116 +50,random,2,1.0,network,federated,0.5,0.03588507427591474,0.00918447025695079,8,7.39746671657297,0.17277188382829056,8,44.368140740993425,1.1410375730580833,8,1300.4978634097852,294.73624609889055,8,1658.2270576768333,365.8204384143765,8,0.6343442339900891,0.16531348352430678,8,2.6028967584476623,0.11370570816959413,8,0.9641149257240853,0.00918447025695078,8,0.0,0.0,8,0.2874531199036331,0.009402510984975623,8,-0.09976000000000007,0.45137303267759743,8,0.40784312225924535,0.052272539502685886,8,681.6348326785323,84.31117454471857,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,43.89547169129938,1.5430740071125049,8
117 +50,random,2,1.0,network,federated,2.0,0.708330960380154,0.056495373395330215,8,7.39746671657297,0.17277188382829056,8,44.368140740993425,1.1410375730580833,8,62.985369997602504,5.211324563696536,8,80.39594402120828,6.237248465518597,8,12.504550314820674,0.9774477473164545,8,1.8039582829731755,0.07532113727824667,8,0.29166903961984597,0.05649537339533023,8,0.0,0.0,8,0.2874531199036331,0.009402510984975623,8,32.75774,2.334718964500867,8,0.2078374094479658,0.023979113940999993,8,69.35,4.675467891024383,8,0.8133010153463013,0.09018179435336782,8,0.6050432965869715,0.08177377791676135,8,44.8812482803997,1.0840704893723319,8,43.89547169129938,1.5430740071125049,8
118 118 50,random,2,1.0,network,none,2.0,0.10731554508079716,0.030398483977224146,8,4.0,0.0,8,14.0,0.0,8,141.24791361136548,45.122620769054876,8,141.24791361136548,45.122620769054876,8,7.665396077199797,2.1713202840874395,8,2.5698824419311586,0.07999703876664668,8,0.7749171579751485,0.03197503485808456,8,0.11776729694405438,0.007103803756503722,8,0.0,0.0,8,5.91279,1.7131147470532813,8,0.30732908423634914,0.03664387056699407,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.028096405921645327,0.01361768385487781,8,14.0,0.0,8,14.0,0.0,8
119 119 50,random,2,1.0,network,norms,2.0,0.11688478134288242,0.033509213614243326,8,4.0,0.0,8,12.864577298488497,0.08245150634881893,8,119.37472238385546,38.34944372358355,8,210.3575130524684,64.6913864369915,8,5.1259282044072805,1.4272119848852685,8,2.5689891604652235,0.07985928147522593,8,0.8422664271511666,0.03478132739281153,8,0.04084879150595096,0.006445491802512159,8,0.4343305142046201,0.00765217413999583,8,6.13629,1.8914140608549992,8,0.30721897623173267,0.036120511543230774,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.0307824323328567,0.014351940781630716,8,12.800078255060715,0.10659805357163353,8,12.929175094212171,0.15009703789396941,8
120 120 50,random,2,1.0,network,records,2.0,0.7927895845010363,0.04582151420057347,8,2.0,0.0,8,14.841504304228149,0.07656066310157672,8,18.77552552906767,1.0905547978410304,8,31.335508032270603,1.7608777097342918,8,32.00227227169486,1.823531210096689,8,1.795646135047721,0.07222433637918535,8,0.20721041549896366,0.04582151420057347,8,0.0,0.0,8,0.5623039502177762,0.0071076901474918155,8,46.93402,3.0109702996495065,8,0.1761651938669828,0.02444216072480994,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.6872987738803318,0.09465736559924118,8,14.851985659586097,0.15214458179892393,8,14.829484173196233,0.0935792401978203,8
121 −50,random,2,1.0,none,central,0.5,0.06685844452527442,0.0269658990646364,8,8.0,0.0,8,14.836311022953653,0.17384972326301357,8,254.77080378845721,108.96192281123213,8,466.9666124785151,206.83476233265085,8,2.465954112495928,0.9784109038046555,8,2.6114364521898845,0.22043261889639523,8,0.9331415554747255,0.02696589906463638,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,2.38626,1.2735556322135506,8,0.3293473312498706,0.06921797252474471,8,688.7,70.5693174930052,8,0.1360062887463795,0.05932231562414746,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
122 −50,random,2,1.0,none,central,2.0,0.7630536279480463,0.11773638366394636,8,8.0,0.0,8,14.836311022953653,0.17384972326301357,8,19.862934439529468,3.130293870205911,8,36.29235963205396,5.660131507938685,8,28.123251242600652,4.1913900909749895,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,36.383759999999995,5.485016015582817,8,0.1946205293930926,0.03941558057110033,8,81.5125,3.035710084030704,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
123 −50,random,2,1.0,none,federated,0.5,0.12272161920601678,0.04633185715374787,8,7.446641410161939,0.16416688123994114,8,14.836311022953653,0.17384972326301357,8,135.73217453387548,47.4939749922124,8,247.58704049014045,85.0407377623739,8,4.514307617455273,1.668334010370131,8,2.458727544848858,0.29008970282575314,8,0.8772783807939832,0.0463318571537479,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,5.08626,2.1663017478247513,8,0.31055169601274735,0.05306936606619204,8,460.64375,98.47368552598925,8,0.2306978396171357,0.09262290390249373,8,0.01781631113557114,0.016039765410809616,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
124 −50,random,2,1.0,none,federated,2.0,0.7630536279480463,0.11773638366394636,8,7.446641410161939,0.16416688123994114,8,14.836311022953653,0.17384972326301357,8,19.862934439529468,3.130293870205911,8,36.29235963205396,5.660131507938685,8,28.123251242600652,4.1913900909749895,8,1.7774944279841502,0.0605004880456927,8,0.2369463720519537,0.11773638366394633,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,36.383759999999995,5.485016015582817,8,0.1946205293930926,0.03941558057110033,8,70.2625,4.446808646980115,8,0.8192961167361396,0.08906942251820894,8,0.7080023161187083,0.15859917132334211,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
121 +50,random,2,1.0,none,central,0.5,0.029979352575646274,0.007342952164625783,8,8.0,0.0,8,47.345244091814614,0.6953988930520543,8,1653.6028085630387,355.3255685911858,8,2082.2406284252834,447.90285426077855,8,0.5024200512193262,0.12073866698121817,8,2.6511887424051745,0.08370748755729894,8,0.9700206474243538,0.007342952164625775,8,0.0,0.0,8,0.2730720192540149,0.006456104643528376,8,-0.48119999999999996,0.3489694267410829,8,0.4273614114551205,0.049446945299223034,8,864.2,70.5693174930052,8,0.060759218363873865,0.016882748948712042,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,46.81343220945537,0.7587672928010312,8
122 +50,random,2,1.0,none,central,2.0,0.7541671482669943,0.11774594600146959,8,8.0,0.0,8,47.345244091814614,0.6953988930520543,8,64.12301389926452,9.936302642247401,8,80.73594777786683,12.370554284674997,8,12.643234374617197,1.9286300607286386,8,1.7871130333603067,0.05991077137194814,8,0.24583285173300568,0.11774594600146956,8,0.0,0.0,8,0.2730720192540149,0.006456104643528376,8,34.8738,5.3614553464734325,8,0.19975786244060487,0.03946337775499132,8,81.5125,3.035710084030704,8,0.8133010153463013,0.09018179435336782,8,0.6965305669718165,0.15761237329021105,8,47.89364590951047,0.9467952587308271,8,46.81343220945537,0.7587672928010312,8
123 +50,random,2,1.0,none,federated,0.5,0.03586546914272889,0.009041239633554885,8,7.446641410161939,0.16416688123994114,8,44.35294975840577,0.9343494393133969,8,1296.9118900490473,280.1701389369945,8,1654.6410843160954,350.9030114285658,8,0.6334928431287744,0.15991492519811468,8,2.6028967584476623,0.11370570816959413,8,0.9641345308572711,0.009041239633554916,8,0.0,0.0,8,0.28753688606153394,0.0077855636223502075,8,-0.09872000000000003,0.4374422823641995,8,0.40784312225924535,0.052272539502685886,8,692.8473326785324,85.85849221645172,8,0.0726698485926843,0.020725701798200068,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,43.8422435188152,1.1301364334484907,8
124 +50,random,2,1.0,none,federated,2.0,0.7546083247375825,0.11759607949355796,8,7.446641410161939,0.16416688123994114,8,44.35294975840577,0.9343494393133969,8,59.929886230522506,8.496911863049453,8,76.5327914941434,10.912461141408063,8,13.3035374451932,1.9089413211104653,8,1.78374838289435,0.057911609018701564,8,0.24539167526241742,0.11759607949355794,8,0.0,0.0,8,0.28753688606153394,0.0077855636223502075,8,34.99378,5.341435102142495,8,0.1995143546235033,0.03956154704308695,8,70.2625,4.446808646980115,8,0.8133010153463013,0.09018179435336782,8,0.6973620525593995,0.15740070564059372,8,44.8812482803997,1.0840704893723319,8,43.8422435188152,1.1301364334484907,8
125 125 50,random,2,1.0,none,none,2.0,0.10917773449594083,0.032312206919518915,8,4.0,0.0,8,14.0,0.0,8,139.2029461611703,44.799811224591416,8,139.2029461611703,44.799811224591416,8,7.798409606852917,2.3080147799656365,8,2.6055341725501755,0.08121617305243804,8,0.7715207290475037,0.036393711749762116,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,6.0515799999999995,1.8039907530963515,8,0.3298948669068649,0.029381917667367,8,0.0,0.0,8,0.18720563286568265,0.05404053234897153,8,0.03326506579434074,0.025645210275013153,8,14.0,0.0,8,14.0,0.0,8
126 126 50,random,2,1.0,none,norms,2.0,0.11875523648269684,0.03475546356339709,8,4.0,0.0,8,12.823227114427954,0.09230874345187058,8,117.1132374932806,37.551991537919875,8,205.9904631791691,62.41680677700805,8,5.229567296498508,1.4808262964429821,8,2.6035748091675677,0.07563278765913632,8,0.8371600867408624,0.03289382155580139,8,0.04408467677644078,0.0033687368465502633,8,0.43368263809584157,0.01139677272830876,8,6.2846,1.9486111900090721,8,0.3298851138506686,0.02018722808529298,8,0.0,0.0,8,0.2035545468708889,0.058589729778420335,8,0.03622085288710857,0.026742834712237956,8,12.800078255060715,0.10659805357163353,8,12.847623637705713,0.11535960837702072,8
127 127 50,random,2,1.0,none,records,2.0,0.8677100182287307,0.04583408994153918,8,2.0,0.0,8,14.842878770245523,0.11858577156012268,8,17.14709776575043,0.9072713051326521,8,28.817604583970265,1.455598943289096,8,34.7729655800572,1.6298012674436704,8,1.7572472150359526,0.035821360153625005,8,0.13228998177126927,0.04583408994153917,8,0.0,0.0,8,0.5653771595222301,0.003222510346541802,8,50.522330000000004,2.3210352222107384,8,0.16879940670757287,0.021547015257844103,8,0.0,0.0,8,0.8981578773241417,0.027040616350072638,8,0.836113960077236,0.07359747978439078,8,14.851985659586097,0.15214458179892393,8,14.834377339258102,0.19312124183407325,8
128 −50,random,8,0.0,distribution,central,0.5,0.06744667981939206,0.0267869897907252,8,8.0,0.0,8,16.0,0.0,8,272.1627343825328,117.59959247576104,8,482.4332446513354,215.82697508929058,8,2.3857660295267076,0.9337378533769517,8,2.572618669129162,0.2931840571822838,8,0.9325533201806079,0.02678698979072518,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,2.37832,1.2670151582360805,8,0.32808101708499615,0.06948004571912664,8,688.7,70.5693174930052,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
129 −50,random,8,0.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.28318389469924,0.46431672064168406,8,35.364982129560474,0.5767103980404013,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,47.985820000000004,1.8019975058806301,8,0.19836257274536112,0.035026712332818594,8,81.5125,3.035710084030704,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
130 −50,random,8,0.0,distribution,federated,0.5,0.137474548886116,0.048257880545045914,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,131.6378616326482,52.16978883694291,8,232.1313468304114,90.3587319755857,8,4.851239502390059,1.674876891968828,8,2.2300921709484967,0.2717103408925973,8,0.862525451113884,0.048257880545045914,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,5.76832,2.2722488507580825,8,0.3316060194629141,0.058688906484415354,8,460.64375,98.47368552598925,8,0.2474723445349175,0.0922817305536287,8,0.03067297205856234,0.024171866462251675,8,16.0,0.0,8,16.0,0.0,8
131 −50,random,8,0.0,distribution,federated,2.0,1.0,0.0,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,16.0,0.0,8,28.28318389469924,0.46431672064168406,8,35.364982129560474,0.5767103980404013,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,47.985820000000004,1.8019975058806301,8,0.19836257274536112,0.035026712332818594,8,70.2625,4.446808646980115,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
128 +50,random,8,0.0,distribution,central,0.5,0.030273470222705098,0.007310164959847942,8,8.0,0.0,8,52.0,0.0,8,1799.3266282358354,395.91442386386996,8,2223.9580378416695,489.9296015789461,8,0.47077655828216985,0.11236461141910047,8,2.639226746068178,0.07551865596967379,8,0.9697265297772949,0.007310164959847937,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,-0.61796,0.35137588046339857,8,0.4259477675109888,0.04947103104905157,8,864.2,70.5693174930052,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
129 +50,random,8,0.0,distribution,central,2.0,0.9869769881793383,0.024669450340280518,8,8.0,0.0,8,52.0,0.0,8,52.71585965502315,1.3593276238403074,8,65.16203995111441,1.453228053996798,8,15.352879350920619,0.33422767554350075,8,1.0348442306386967,0.01563848165211314,8,0.013023011820661677,0.02466945034028051,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,46.15204,1.4381600479978383,8,0.20278785389015386,0.03361306703211237,8,81.5125,3.035710084030704,8,0.990985987696514,0.022611019930493696,8,0.9834659516807934,0.03084515139852313,8,52.0,0.0,8,52.0,0.0,8
130 +50,random,8,0.0,distribution,federated,0.5,0.036318822458577524,0.009074633254884461,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,1407.7298226620774,318.2698288097936,8,1761.299114331723,390.4939290761523,8,0.5963088833808797,0.15024529102332262,8,2.5816644920727327,0.1063831638360646,8,0.9636811775414225,0.009074633254884472,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,-0.21728,0.44658017459674265,8,0.4070469418136747,0.053385623494014274,8,692.8473326785324,85.85849221645172,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
131 +50,random,8,0.0,distribution,federated,2.0,0.9881534587675737,0.023254763945989767,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,49.2875603203942,1.5292664876266802,8,61.71879534606573,1.5853387503657437,8,16.21194004782723,0.4194057060687284,8,1.0239774249392615,0.012687535949858388,8,0.011846541232426382,0.023254763945989788,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,46.32022,1.4723041497889333,8,0.2024104736614295,0.033789937830963956,8,70.2625,4.446808646980115,8,0.9916125541125541,0.022727522553019252,8,0.9851289228559597,0.027536643892223298,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
132 132 50,random,8,0.0,distribution,none,2.0,0.8806984635434445,0.009719408972967856,8,4.0,0.0,8,14.0,0.0,8,15.898166940537578,0.1753494676135603,8,15.898166940537578,0.1753494676135603,8,62.90703311024603,0.694243498069137,8,1.0449240778138686,0.021426082966947577,8,0.0,0.0,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,53.30158,2.6288826540349284,8,0.17453585232148353,0.02096787161471733,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.879248483113143,0.020002577651538667,8,14.0,0.0,8,14.0,0.0,8
133 133 50,random,8,0.0,distribution,norms,2.0,0.9559153232235592,0.003368736846550238,8,4.0,0.0,8,14.0,0.0,8,14.645807807377826,0.05160212728136117,8,24.926618054734096,0.45508436225312854,8,40.12954498778994,0.7380304206946798,8,1.044961857650009,0.02219095913497335,8,0.0,0.0,8,0.04408467677644078,0.0033687368465502633,8,0.41226345642223133,0.011442319212567675,8,57.49908,2.706585166926874,8,0.17199408874224373,0.022664633454660958,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9548839531509015,0.004445528687217679,8,14.0,0.0,8,14.0,0.0,8
134 134 50,random,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.10544845482184,0.19132534290430325,8,38.30797855536726,0.28051291946139223,8,1.00369778775598,0.005556303454118246,8,0.0,0.0,8,0.0,0.0,8,0.540304257335593,0.0033661550335366964,8,58.35898,1.1102689158938035,8,0.17618133429114194,0.02127526661090894,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
135 −50,random,8,0.0,network,central,0.5,0.06778301430302985,0.027343040478651985,8,8.0,0.0,8,16.0,0.0,8,274.9673805032517,130.50346745700733,8,485.2378907720543,228.80307429642775,8,2.3926813593888925,0.944998140164142,8,2.572618669129162,0.2931840571822838,8,0.9322169856969701,0.027343040478651975,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,2.37832,1.2751470661176976,8,0.32808101708499615,0.06948004571912664,8,688.3125,60.296302599271016,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
136 −50,random,8,0.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.27627827125078,0.3429212958855103,8,35.36984626406722,0.4253203434541817,8,1.0068159885999046,0.0067938727080112836,8,0.0,0.0,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,47.985820000000004,1.3259782308921966,8,0.21594055145431063,0.023523475509165066,8,81.5125,2.233790820236178,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
137 −50,random,8,0.0,network,federated,0.5,0.15950383488556716,0.05846646300964627,8,7.39746671657297,0.17277188382829056,8,16.0,0.0,8,115.48843887980121,51.61104691525528,8,203.662431322302,89.93254928201175,8,5.629454435378967,2.024714626666562,8,2.068028716135717,0.21729910797999358,8,0.8404961651144328,0.05846646300964629,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,6.84082,2.734368223755849,8,0.36783831346340884,0.06099749861133234,8,449.43125,96.29904664080831,8,0.2474723445349175,0.0922817305536287,8,0.07372051707307267,0.03952115046958883,8,16.0,0.0,8,16.0,0.0,8
138 −50,random,8,0.0,network,federated,2.0,1.0,0.0,8,7.39746671657297,0.17277188382829056,8,16.0,0.0,8,16.0,0.0,8,28.27627827125078,0.3429212958855103,8,35.36984626406722,0.4253203434541817,8,1.0068159885999046,0.0067938727080112836,8,0.0,0.0,8,0.0,0.0,8,0.5755618448311933,0.005103844121450165,8,47.985820000000004,1.3259782308921966,8,0.21594055145431063,0.023523475509165066,8,69.35,4.675467891024383,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
135 +50,random,8,0.0,network,central,0.5,0.03031991279308608,0.007508512164074409,8,8.0,0.0,8,52.0,0.0,8,1804.1437384132396,424.723883271737,8,2228.7751480190736,519.7347217190527,8,0.4713892983988575,0.1148902888672495,8,2.639226746068178,0.07551865596967379,8,0.9696800872069139,0.007508512164074439,8,0.0,0.0,8,0.2532051905375673,0.003969233304989265,8,-0.6179600000000001,0.3642181399734427,8,0.4259477675109888,0.04947103104905157,8,863.8125,60.296302599271016,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
136 +50,random,8,0.0,network,central,2.0,0.9927812328142003,0.01901901894680295,8,8.0,0.0,8,52.0,0.0,8,52.39563778804132,1.0459289797332878,8,64.76541968042997,1.3439395012788466,8,15.445937299628962,0.30837848805776785,8,1.0390530263488527,0.018971164511736825,8,0.007218767185799703,0.019019018946802933,8,0.0,0.0,8,0.2532051905375673,0.003969233304989265,8,46.45954,1.60894348539655,8,0.22035506770524285,0.0191800205745697,8,81.5125,2.233790820236178,8,0.990985987696514,0.022611019930493696,8,0.9946065989847716,0.015254841726105701,8,52.0,0.0,8,52.0,0.0,8
137 +50,random,8,0.0,network,federated,0.5,0.036342448520866086,0.009234504333583096,8,7.39746671657297,0.17277188382829056,8,48.38480029943782,1.0366313029697458,8,1401.2149591635941,323.16382325328857,8,1754.7842508332396,395.93289791153455,8,0.5997840027996262,0.15479324011482742,8,2.5816644920727327,0.1063831638360646,8,0.9636575514791339,0.009234504333583101,8,0.0,0.0,8,0.2683790332427232,0.00729801711419411,8,-0.2079200000000001,0.4555548704601894,8,0.4070469418136747,0.053385623494014274,8,681.6348326785323,84.31117454471857,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.115392852474095,1.2787501466776556,8
138 +50,random,8,0.0,network,federated,2.0,0.9930781449282146,0.019102601458718223,8,7.39746671657297,0.17277188382829056,8,48.38480029943782,1.0366313029697458,8,48.73651237977984,1.3417764827494103,8,61.10275118324689,1.4649495275899036,8,16.37402867281319,0.3888483383186754,8,1.027523575966034,0.014276373538748843,8,0.006921855071785451,0.019102601458718196,8,0.0,0.0,8,0.2683790332427232,0.00729801711419411,8,46.59208,1.617720781134461,8,0.22032397782009575,0.019198881866734265,8,69.35,4.675467891024383,8,0.9916125541125541,0.022727522553019252,8,0.9946065989847716,0.015254841726105701,8,48.663506835558344,0.8855706110290775,8,48.115392852474095,1.2787501466776556,8
139 139 50,random,8,0.0,network,none,2.0,0.8822327030559456,0.007103803756503726,8,4.0,0.0,8,14.0,0.0,8,15.869721318049978,0.12663830890474823,8,15.869721318049978,0.12663830890474823,8,63.01662164685326,0.5074145540359832,8,1.0547320669151046,0.02760797974788461,8,0.0,0.0,8,0.11776729694405438,0.007103803756503722,8,0.0,0.0,8,53.050290000000004,1.7542859742438122,8,0.19580056518736383,0.015887740197918013,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.8824915772103418,0.01728236596174317,8,14.0,0.0,8,14.0,0.0,8
140 140 50,random,8,0.0,network,norms,2.0,0.959151208494049,0.0064454918025121655,8,4.0,0.0,8,14.0,0.0,8,14.596815816140168,0.09814939118662426,8,24.89894024324299,0.3577298001856668,8,40.16952904142748,0.571008415533767,8,1.054769918374587,0.02704976410201317,8,0.0,0.0,8,0.04084879150595096,0.006445491802512159,8,0.4136764038204779,0.007355484781894378,8,57.32279,1.803450872870437,8,0.1911565902132992,0.018700672979673896,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9614668046888798,0.008071047638258702,8,14.0,0.0,8,14.0,0.0,8
141 141 50,random,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.93309436452511,0.38808016237257886,8,38.56841347919258,0.5840165959012562,8,1.0057968281034733,0.005835662830517092,8,0.0,0.0,8,0.0,0.0,8,0.537179038249689,0.00700819915081504,8,59.4423,2.4131839966318367,8,0.18572136630267883,0.02711013990938385,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
142 −50,random,8,0.0,none,central,0.5,0.06744667981939206,0.0267869897907252,8,8.0,0.0,8,16.0,0.0,8,272.1627343825328,117.59959247576104,8,482.4332446513354,215.82697508929058,8,2.3857660295267076,0.9337378533769517,8,2.572618669129162,0.2931840571822838,8,0.9325533201806079,0.02678698979072518,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,2.37832,1.2670151582360805,8,0.32808101708499615,0.06948004571912664,8,688.7,70.5693174930052,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
143 −50,random,8,0.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.28318389469924,0.46431672064168406,8,35.364982129560474,0.5767103980404013,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,47.985820000000004,1.8019975058806301,8,0.19836257274536112,0.035026712332818594,8,81.5125,3.035710084030704,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
144 −50,random,8,0.0,none,federated,0.5,0.137474548886116,0.048257880545045914,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,131.6378616326482,52.16978883694291,8,232.1313468304114,90.3587319755857,8,4.851239502390059,1.674876891968828,8,2.2300921709484967,0.2717103408925973,8,0.862525451113884,0.048257880545045914,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,5.76832,2.2722488507580825,8,0.3316060194629141,0.058688906484415354,8,460.64375,98.47368552598925,8,0.2474723445349175,0.0922817305536287,8,0.03067297205856234,0.024171866462251675,8,16.0,0.0,8,16.0,0.0,8
145 −50,random,8,0.0,none,federated,2.0,1.0,0.0,8,7.446641410161939,0.16416688123994114,8,16.0,0.0,8,16.0,0.0,8,28.28318389469924,0.46431672064168406,8,35.364982129560474,0.5767103980404013,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5756202144452743,0.006920524776484838,8,47.985820000000004,1.8019975058806301,8,0.19836257274536112,0.035026712332818594,8,70.2625,4.446808646980115,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
142 +50,random,8,0.0,none,central,0.5,0.030273470222705098,0.007310164959847942,8,8.0,0.0,8,52.0,0.0,8,1799.3266282358354,395.91442386386996,8,2223.9580378416695,489.9296015789461,8,0.47077655828216985,0.11236461141910047,8,2.639226746068178,0.07551865596967379,8,0.9697265297772949,0.007310164959847937,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,-0.61796,0.35137588046339857,8,0.4259477675109888,0.04947103104905157,8,864.2,70.5693174930052,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
143 +50,random,8,0.0,none,central,2.0,0.9869769881793383,0.024669450340280518,8,8.0,0.0,8,52.0,0.0,8,52.71585965502315,1.3593276238403074,8,65.16203995111441,1.453228053996798,8,15.352879350920619,0.33422767554350075,8,1.0348442306386967,0.01563848165211314,8,0.013023011820661677,0.02466945034028051,8,0.0,0.0,8,0.2532699556062481,0.005377570238666711,8,46.15204,1.4381600479978383,8,0.20278785389015386,0.03361306703211237,8,81.5125,3.035710084030704,8,0.990985987696514,0.022611019930493696,8,0.9834659516807934,0.03084515139852313,8,52.0,0.0,8,52.0,0.0,8
144 +50,random,8,0.0,none,federated,0.5,0.036318822458577524,0.009074633254884461,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,1407.7298226620774,318.2698288097936,8,1761.299114331723,390.4939290761523,8,0.5963088833808797,0.15024529102332262,8,2.5816644920727327,0.1063831638360646,8,0.9636811775414225,0.009074633254884472,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,-0.21728,0.44658017459674265,8,0.4070469418136747,0.053385623494014274,8,692.8473326785324,85.85849221645172,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
145 +50,random,8,0.0,none,federated,2.0,0.9881534587675737,0.023254763945989767,8,7.446641410161939,0.16416688123994114,8,48.67984846097163,0.9850012874396463,8,49.2875603203942,1.5292664876266802,8,61.71879534606573,1.5853387503657437,8,16.21194004782723,0.4194057060687284,8,1.0239774249392615,0.012687535949858388,8,0.011846541232426382,0.023254763945989788,8,0.0,0.0,8,0.2671273753391204,0.00726474843489455,8,46.32022,1.4723041497889333,8,0.2024104736614295,0.033789937830963956,8,70.2625,4.446808646980115,8,0.9916125541125541,0.022727522553019252,8,0.9851289228559597,0.027536643892223298,8,48.663506835558344,0.8855706110290775,8,48.699121891859086,1.1106917575216502,8
146 146 50,random,8,0.0,none,none,2.0,0.8806984635434445,0.009719408972967856,8,4.0,0.0,8,14.0,0.0,8,15.898166940537578,0.1753494676135603,8,15.898166940537578,0.1753494676135603,8,62.90703311024603,0.694243498069137,8,1.0449240778138686,0.021426082966947577,8,0.0,0.0,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,53.30158,2.6288826540349284,8,0.17453585232148353,0.02096787161471733,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.879248483113143,0.020002577651538667,8,14.0,0.0,8,14.0,0.0,8
147 147 50,random,8,0.0,none,norms,2.0,0.9559153232235592,0.003368736846550238,8,4.0,0.0,8,14.0,0.0,8,14.645807807377826,0.05160212728136117,8,24.926618054734096,0.45508436225312854,8,40.12954498778994,0.7380304206946798,8,1.044961857650009,0.02219095913497335,8,0.0,0.0,8,0.04408467677644078,0.0033687368465502633,8,0.41226345642223133,0.011442319212567675,8,57.49908,2.706585166926874,8,0.17199408874224373,0.022664633454660958,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9548839531509015,0.004445528687217679,8,14.0,0.0,8,14.0,0.0,8
148 148 50,random,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.10544845482184,0.19132534290430325,8,38.30797855536726,0.28051291946139223,8,1.00369778775598,0.005556303454118246,8,0.0,0.0,8,0.0,0.0,8,0.540304257335593,0.0033661550335366964,8,58.35898,1.1102689158938035,8,0.17618133429114194,0.02127526661090894,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
149 −50,random,8,1.0,distribution,central,0.5,0.06744667981939206,0.0267869897907252,8,8.0,0.0,8,15.358329192532366,0.17306774510716294,8,260.8129396956781,111.12626620227825,8,471.0834499644806,209.3434098348489,8,2.4396012451697273,0.9510985150528238,8,2.572618669129162,0.2931840571822838,8,0.9325533201806079,0.02678698979072518,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,2.39921,1.265336391862428,8,0.32808101708499615,0.06948004571912664,8,688.7,70.5693174930052,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
150 −50,random,8,1.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,15.358329192532366,0.17306774510716294,8,15.358329192532366,0.17306774510716294,8,27.641513087231605,0.4672717121994435,8,36.18649342896543,0.6101023773406524,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,48.00671,1.8018076198243642,8,0.19836257274536112,0.035026712332818594,8,81.5125,3.035710084030704,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
151 −50,random,8,1.0,distribution,federated,0.5,0.137474548886116,0.048257880545045914,8,7.446641410161939,0.16416688123994114,8,15.358329192532366,0.17306774510716294,8,126.1266276433097,49.209049950008975,8,226.62011284107288,87.36959146763425,8,4.959667398436599,1.7019260456485312,8,2.2300921709484967,0.2717103408925973,8,0.862525451113884,0.048257880545045914,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,5.78921,2.269436547188373,8,0.3316060194629141,0.058688906484415354,8,460.64375,98.47368552598925,8,0.2474723445349175,0.0922817305536287,8,0.03067297205856234,0.024171866462251675,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
152 −50,random,8,1.0,distribution,federated,2.0,1.0,0.0,8,7.446641410161939,0.16416688123994114,8,15.358329192532366,0.17306774510716294,8,15.358329192532366,0.17306774510716294,8,27.641513087231605,0.4672717121994435,8,36.18649342896543,0.6101023773406524,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.5890013417227075,0.00831945308026185,8,48.00671,1.8018076198243642,8,0.19836257274536112,0.035026712332818594,8,70.2625,4.446808646980115,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,15.740112846393124,0.23878526635850716,8
149 +50,random,8,1.0,distribution,central,0.5,0.030273470222705098,0.007310164959847942,8,8.0,0.0,8,49.433316770129466,0.6922709804286518,8,1708.4714639107224,366.0763840605742,8,2133.1028735165564,459.72086969452204,8,0.48993664736039083,0.11492463277643526,8,2.639226746068178,0.07551865596967379,8,0.9697265297772949,0.007310164959847937,8,0.0,0.0,8,0.2638370630063974,0.006674808010625048,8,-0.5344000000000001,0.3425514858486865,8,0.4259477675109888,0.04947103104905157,8,864.2,70.5693174930052,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,50.960451385572505,0.9551410654340302,8
150 +50,random,8,1.0,distribution,central,2.0,0.9869769881793383,0.024669450340280518,8,8.0,0.0,8,49.433316770129466,0.6922709804286518,8,50.123195292842354,1.8067997583530235,8,62.56937558893361,1.9149102259156767,8,15.995127070648872,0.4806784063459616,8,1.0348442306386967,0.01563848165211314,8,0.013023011820661677,0.02466945034028051,8,0.0,0.0,8,0.2638370630063974,0.006674808010625048,8,46.2356,1.4477996034968756,8,0.20278785389015386,0.03361306703211237,8,81.5125,3.035710084030704,8,0.990985987696514,0.022611019930493696,8,0.9834659516807934,0.03084515139852313,8,47.89364590951047,0.9467952587308271,8,50.960451385572505,0.9551410654340302,8
151 +50,random,8,1.0,distribution,federated,0.5,0.036318822458577524,0.009074633254884461,8,7.446641410161939,0.16416688123994114,8,46.326622111359505,0.8295259777756786,8,1338.0196808836597,293.2141968529133,8,1691.5889725533052,365.1857777713511,8,0.6196259626193751,0.1537328847741023,8,2.5816644920727327,0.1063831638360646,8,0.9636811775414225,0.009074633254884472,8,0.0,0.0,8,0.2778433568200751,0.007625640229674298,8,-0.14069000000000004,0.4366470856096816,8,0.4070469418136747,0.053385623494014274,8,692.8473326785324,85.85849221645172,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,47.76339914656746,1.1420482527602425,8
152 +50,random,8,1.0,distribution,federated,2.0,0.9881534587675737,0.023254763945989767,8,7.446641410161939,0.16416688123994114,8,46.326622111359505,0.8295259777756786,8,46.912961194579395,1.67928019428314,8,59.34419622025093,1.757496245515854,8,16.863649719332933,0.49430844154494713,8,1.0239774249392615,0.012687535949858388,8,0.011846541232426382,0.023254763945989788,8,0.0,0.0,8,0.2778433568200751,0.007625640229674298,8,46.39681,1.4794170252211811,8,0.2024104736614295,0.033789937830963956,8,70.2625,4.446808646980115,8,0.9916125541125541,0.022727522553019252,8,0.9851289228559597,0.027536643892223298,8,44.8812482803997,1.0840704893723319,8,47.76339914656746,1.1420482527602425,8
153 153 50,random,8,1.0,distribution,none,2.0,0.8806984635434445,0.009719408972967856,8,4.0,0.0,8,14.0,0.0,8,15.898166940537578,0.1753494676135603,8,15.898166940537578,0.1753494676135603,8,62.90703311024603,0.694243498069137,8,1.0449240778138686,0.021426082966947577,8,0.0,0.0,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,53.30158,2.6288826540349284,8,0.17453585232148353,0.02096787161471733,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.879248483113143,0.020002577651538667,8,14.0,0.0,8,14.0,0.0,8
154 154 50,random,8,1.0,distribution,norms,2.0,0.9559153232235592,0.003368736846550238,8,4.0,0.0,8,13.329498365511188,0.1184803472752079,8,13.944274553382236,0.12064499685546375,8,24.225084800738504,0.5145995841711839,8,41.296127618634614,0.8933238858672329,8,1.044961857650009,0.02219095913497335,8,0.0,0.0,8,0.04408467677644078,0.0033687368465502633,8,0.42420172276272694,0.010839910423211096,8,57.52651,2.7101348235729636,8,0.17199408874224373,0.022664633454660958,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9548839531509015,0.004445528687217679,8,12.800078255060715,0.10659805357163353,8,13.849652526420494,0.20561802342146548,8
155 155 50,random,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.362326838628299,0.14038904197949711,8,15.362326838628299,0.14038904197949711,8,25.46777529345014,0.26332999237285676,8,39.268943008149165,0.401986963808701,8,1.00369778775598,0.005556303454118246,8,0.0,0.0,8,0.0,0.0,8,0.5538483365443486,0.003955150496846325,8,58.38425,1.111989593733425,8,0.17618133429114194,0.02127526661090894,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851985659586097,0.15214458179892393,8,15.892967614909795,0.2229569101200486,8
156 −50,random,8,1.0,network,central,0.5,0.06778301430302985,0.027343040478651985,8,8.0,0.0,8,14.90731902341243,0.16016562613464788,8,256.1456219603721,121.77681937150109,8,466.4161322291747,220.0139220473115,8,2.488061556110948,0.9803718550834702,8,2.572618669129162,0.2931840571822838,8,0.9322169856969701,0.027343040478651975,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,2.41386,1.2740662188666425,8,0.32808101708499615,0.06948004571912664,8,688.3125,60.296302599271016,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
157 −50,random,8,1.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,14.90731902341243,0.16016562613464788,8,14.90731902341243,0.16016562613464788,8,27.183597294663212,0.25910039241440386,8,36.78979524822277,0.3483772167350908,8,1.0068159885999046,0.0067938727080112836,8,0.0,0.0,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,48.021359999999994,1.3233996864353335,8,0.21594055145431063,0.023523475509165066,8,81.5125,2.233790820236178,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
158 −50,random,8,1.0,network,federated,0.5,0.15950383488556716,0.05846646300964627,8,7.39746671657297,0.17277188382829056,8,14.90731902341243,0.16016562613464788,8,107.5635056630052,47.99021698858835,8,195.737498105506,86.2882762044954,8,5.85370437774422,2.099046701074496,8,2.068028716135717,0.21729910797999358,8,0.8404961651144328,0.05846646300964629,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,6.87636,2.73300872170476,8,0.36783831346340884,0.06099749861133234,8,449.43125,96.29904664080831,8,0.2474723445349175,0.0922817305536287,8,0.07372051707307267,0.03952115046958883,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
159 −50,random,8,1.0,network,federated,2.0,1.0,0.0,8,7.39746671657297,0.17277188382829056,8,14.90731902341243,0.16016562613464788,8,14.90731902341243,0.16016562613464788,8,27.183597294663212,0.25910039241440386,8,36.78979524822277,0.3483772167350908,8,1.0068159885999046,0.0067938727080112836,8,0.0,0.0,8,0.0,0.0,8,0.5987074073739018,0.007887821770374802,8,48.021359999999994,1.3233996864353335,8,0.21594055145431063,0.023523475509165066,8,69.35,4.675467891024383,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.850177559845825,0.21559544362396035,8
156 +50,random,8,1.0,network,central,0.5,0.03031991279308608,0.007508512164074409,8,8.0,0.0,8,47.62927609364972,0.6406625045385915,8,1652.7271573103415,390.632308286094,8,2077.3585669161757,485.2886478544326,8,0.5058317742050595,0.12348722797564982,8,2.639226746068178,0.07551865596967379,8,0.9696800872069139,0.007508512164074439,8,0.0,0.0,8,0.27172236802188837,0.00654368657927986,8,-0.4758000000000001,0.36323046568260214,8,0.4259477675109888,0.04947103104905157,8,863.8125,60.296302599271016,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,47.4007102393833,0.8623817744958414,8
157 +50,random,8,1.0,network,central,2.0,0.9927812328142003,0.01901901894680295,8,8.0,0.0,8,47.62927609364972,0.6406625045385915,8,47.99202414140802,1.1697866455611863,8,60.361806033796675,1.3194729665564546,8,16.573477529648038,0.3508930577090191,8,1.0390530263488527,0.018971164511736825,8,0.007218767185799703,0.019019018946802933,8,0.0,0.0,8,0.27172236802188837,0.00654368657927986,8,46.6017,1.6011248456007436,8,0.22035506770524285,0.0191800205745697,8,81.5125,2.233790820236178,8,0.990985987696514,0.022611019930493696,8,0.9946065989847716,0.015254841726105701,8,47.89364590951047,0.9467952587308271,8,47.4007102393833,0.8623817744958414,8
158 +50,random,8,1.0,network,federated,0.5,0.036342448520866086,0.009234504333583096,8,7.39746671657297,0.17277188382829056,8,44.368140740993425,1.1410375730580833,8,1285.1509613535081,297.427532382105,8,1638.7202530231536,369.9149024596126,8,0.6424098668427847,0.16623205797684903,8,2.5816644920727327,0.1063831638360646,8,0.9636575514791339,0.009234504333583101,8,0.0,0.0,8,0.2874531199036331,0.009402510984975623,8,-0.07726000000000006,0.4532591347121423,8,0.4070469418136747,0.053385623494014274,8,681.6348326785323,84.31117454471857,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,43.89547169129938,1.5430740071125049,8
159 +50,random,8,1.0,network,federated,2.0,0.9930781449282146,0.019102601458718223,8,7.39746671657297,0.17277188382829056,8,44.368140740993425,1.1410375730580833,8,44.690570917582626,1.3795859789047185,8,57.056809721049675,1.3938276102105487,8,17.53546042239317,0.4244161413864763,8,1.027523575966034,0.014276373538748843,8,0.006921855071785451,0.019102601458718196,8,0.0,0.0,8,0.2874531199036331,0.009402510984975623,8,46.72274,1.6107570404005684,8,0.22032397782009575,0.019198881866734265,8,69.35,4.675467891024383,8,0.9916125541125541,0.022727522553019252,8,0.9946065989847716,0.015254841726105701,8,44.8812482803997,1.0840704893723319,8,43.89547169129938,1.5430740071125049,8
160 160 50,random,8,1.0,network,none,2.0,0.8822327030559456,0.007103803756503726,8,4.0,0.0,8,14.0,0.0,8,15.869721318049978,0.12663830890474823,8,15.869721318049978,0.12663830890474823,8,63.01662164685326,0.5074145540359832,8,1.0547320669151046,0.02760797974788461,8,0.0,0.0,8,0.11776729694405438,0.007103803756503722,8,0.0,0.0,8,53.050290000000004,1.7542859742438122,8,0.19580056518736383,0.015887740197918013,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.8824915772103418,0.01728236596174317,8,14.0,0.0,8,14.0,0.0,8
161 161 50,random,8,1.0,network,norms,2.0,0.959151208494049,0.0064454918025121655,8,4.0,0.0,8,12.864577298488497,0.08245150634881893,8,13.413000562208829,0.12583202058973864,8,23.71512498931165,0.3631817946290309,8,42.17576003884456,0.6402906900039794,8,1.054769918374587,0.02704976410201317,8,0.0,0.0,8,0.04084879150595096,0.006445491802512159,8,0.4343305142046201,0.00765217413999583,8,57.36879,1.8048057611040305,8,0.1911565902132992,0.018700672979673896,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9614668046888798,0.008071047638258702,8,12.800078255060715,0.10659805357163353,8,12.929175094212171,0.15009703789396941,8
162 162 50,random,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.841504304228149,0.07656066310157672,8,14.841504304228149,0.07656066310157672,8,24.77459866875326,0.3973287770541978,8,40.373135627861,0.6564975890349122,8,1.0057968281034733,0.005835662830517092,8,0.0,0.0,8,0.0,0.0,8,0.5623039502177762,0.0071076901474918155,8,59.48902,2.4152074805164965,8,0.18572136630267883,0.02711013990938385,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851985659586097,0.15214458179892393,8,14.829484173196233,0.0935792401978203,8
163 −50,random,8,1.0,none,central,0.5,0.06744667981939206,0.0267869897907252,8,8.0,0.0,8,14.836311022953653,0.17384972326301357,8,252.29833555588118,108.99673995001824,8,462.56884582468376,207.22793488787556,8,2.4878436142908673,0.9721477867000315,8,2.572618669129162,0.2931840571822838,8,0.9325533201806079,0.02678698979072518,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,2.41626,1.2666737339752714,8,0.32808101708499615,0.06948004571912664,8,688.7,70.5693174930052,8,0.13725942157845966,0.05910916296085833,8,0.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
164 −50,random,8,1.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,14.836311022953653,0.17384972326301357,8,14.836311022953653,0.17384972326301357,8,27.11949491765289,0.4951867640354549,8,36.88456979603523,0.6714617502058614,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,48.023759999999996,1.8033128893551122,8,0.19836257274536112,0.035026712332818594,8,81.5125,3.035710084030704,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
165 −50,random,8,1.0,none,federated,0.5,0.137474548886116,0.048257880545045914,8,7.446641410161939,0.16416688123994114,8,14.836311022953653,0.17384972326301357,8,121.93444109531919,47.89893235676126,8,222.42792629308235,86.07079928550672,8,5.0571075462319035,1.7409599700527043,8,2.2300921709484967,0.2717103408925973,8,0.862525451113884,0.048257880545045914,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,5.80626,2.2705248115295786,8,0.3316060194629141,0.058688906484415354,8,460.64375,98.47368552598925,8,0.2474723445349175,0.0922817305536287,8,0.03067297205856234,0.024171866462251675,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
166 −50,random,8,1.0,none,federated,2.0,1.0,0.0,8,7.446641410161939,0.16416688123994114,8,14.836311022953653,0.17384972326301357,8,14.836311022953653,0.17384972326301357,8,27.11949491765289,0.4951867640354549,8,36.88456979603523,0.6714617502058614,8,1.0014629388816645,0.004137816014745711,8,0.0,0.0,8,0.0,0.0,8,0.6003438996730776,0.007837309844657095,8,48.023759999999996,1.8033128893551122,8,0.19836257274536112,0.035026712332818594,8,70.2625,4.446808646980115,8,1.0,0.0,8,1.0,0.0,8,14.973411477377617,0.2366988146827068,8,14.703358052363843,0.1896918232002578,8
163 +50,random,8,1.0,none,central,0.5,0.030273470222705098,0.007310164959847942,8,8.0,0.0,8,47.345244091814614,0.6953988930520543,8,1637.109218819449,355.1131503391025,8,2061.7406284252834,449.05165056215316,8,0.5073059173856802,0.11998356641359378,8,2.639226746068178,0.07551865596967379,8,0.9697265297772949,0.007310164959847937,8,0.0,0.0,8,0.2730720192540149,0.006456104643528376,8,-0.4662,0.3453637472909645,8,0.4259477675109888,0.04947103104905157,8,864.2,70.5693174930052,8,0.061385784779913966,0.016949806520326512,8,0.0,0.0,8,47.89364590951047,0.9467952587308271,8,46.81343220945537,0.7587672928010312,8
164 +50,random,8,1.0,none,central,2.0,0.9869769881793383,0.024669450340280518,8,8.0,0.0,8,47.345244091814614,0.6953988930520543,8,48.00431678873602,1.6873951535235778,8,60.45049708482728,1.814774420855084,8,16.555370876491356,0.4916731658199812,8,1.0348442306386967,0.01563848165211314,8,0.013023011820661677,0.02466945034028051,8,0.0,0.0,8,0.2730720192540149,0.006456104643528376,8,46.303799999999995,1.4513496391585705,8,0.20278785389015386,0.03361306703211237,8,81.5125,3.035710084030704,8,0.990985987696514,0.022611019930493696,8,0.9834659516807934,0.03084515139852313,8,47.89364590951047,0.9467952587308271,8,46.81343220945537,0.7587672928010312,8
165 +50,random,8,1.0,none,federated,0.5,0.036318822458577524,0.009074633254884461,8,7.446641410161939,0.16416688123994114,8,44.35294975840577,0.9343494393133969,8,1281.2966100165797,281.69816040949274,8,1634.8659016862252,353.83646498482295,8,0.641428164861038,0.1601976151137647,8,2.5816644920727327,0.1063831638360646,8,0.9636811775414225,0.009074633254884472,8,0.0,0.0,8,0.28753688606153394,0.0077855636223502075,8,-0.07622000000000004,0.4376744146704751,8,0.4070469418136747,0.053385623494014274,8,692.8473326785324,85.85849221645172,8,0.07361857995717802,0.020897647638185485,8,0.0,0.0,8,44.8812482803997,1.0840704893723319,8,43.8422435188152,1.1301364334484907,8
166 +50,random,8,1.0,none,federated,2.0,0.9881534587675737,0.023254763945989767,8,7.446641410161939,0.16416688123994114,8,44.35294975840577,0.9343494393133969,8,44.91271290185172,1.6296723434324794,8,57.34394792752326,1.7242539372153192,8,17.452418353682155,0.5242583904973898,8,1.0239774249392615,0.012687535949858388,8,0.011846541232426382,0.023254763945989788,8,0.0,0.0,8,0.28753688606153394,0.0077855636223502075,8,46.46128,1.48317800939161,8,0.2024104736614295,0.033789937830963956,8,70.2625,4.446808646980115,8,0.9916125541125541,0.022727522553019252,8,0.9851289228559597,0.027536643892223298,8,44.8812482803997,1.0840704893723319,8,43.8422435188152,1.1301364334484907,8
167 167 50,random,8,1.0,none,none,2.0,0.8806984635434445,0.009719408972967856,8,4.0,0.0,8,14.0,0.0,8,15.898166940537578,0.1753494676135603,8,15.898166940537578,0.1753494676135603,8,62.90703311024603,0.694243498069137,8,1.0449240778138686,0.021426082966947577,8,0.0,0.0,8,0.11930153645655556,0.009719408972967886,8,0.0,0.0,8,53.30158,2.6288826540349284,8,0.17453585232148353,0.02096787161471733,8,0.0,0.0,8,0.8825287559904951,0.010559985583217564,8,0.879248483113143,0.020002577651538667,8,14.0,0.0,8,14.0,0.0,8
168 168 50,random,8,1.0,none,norms,2.0,0.9559153232235592,0.003368736846550238,8,4.0,0.0,8,12.823227114427954,0.09230874345187058,8,13.414718566601634,0.10278373690274843,8,23.6955288139579,0.48291473007738345,8,42.21755529681872,0.8693832852641559,8,1.044961857650009,0.02219095913497335,8,0.0,0.0,8,0.04408467677644078,0.0033687368465502633,8,0.43368263809584157,0.01139677272830876,8,57.5471,2.709667227560296,8,0.17199408874224373,0.022664633454660958,8,0.0,0.0,8,0.9569754240740953,0.009256427245647425,8,0.9548839531509015,0.004445528687217679,8,12.800078255060715,0.10659805357163353,8,12.847623637705713,0.11535960837702072,8
169 169 50,random,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.842878770245523,0.11858577156012268,8,14.842878770245523,0.11858577156012268,8,24.948327225067363,0.26637874496083425,8,40.08680810415636,0.4239357665677582,8,1.00369778775598,0.005556303454118246,8,0.0,0.0,8,0.0,0.0,8,0.5653771595222301,0.003222510346541802,8,58.404830000000004,1.1131266850761303,8,0.17618133429114194,0.02127526661090894,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851985659586097,0.15214458179892393,8,14.834377339258102,0.19312124183407325,8
170 −50,smallworld,2,0.0,distribution,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,16.0,0.0,8,255.88139658273357,92.45812919112241,8,452.8756780530125,169.384045420653,8,2.410379358079796,0.6471154661014885,8,2.5038583908655756,0.3976089077596401,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,2.42858,0.9294566024142432,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
171 −50,smallworld,2,0.0,distribution,central,2.0,0.9695352664725668,0.03421235971771649,8,8.0,0.0,8,16.0,0.0,8,16.521426732590886,0.6051573417788452,8,29.14082509237735,0.908687084591773,8,34.34491045837689,1.0559353408152714,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,46.67108,1.6420133386616709,8,0.10767560106210088,0.01008063528642534,8,81.8625,2.7892331255331517,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,16.0,0.0,8,16.0,0.0,8
172 −50,smallworld,2,0.0,distribution,federated,0.5,0.7106052642882993,0.2982641421691257,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,27.917486353085867,15.447778598455598,8,49.066338027761645,26.71921677966476,8,25.106041087052752,10.41529936911614,8,2.1996524474270744,0.20720741393633604,8,0.2893947357117007,0.2982641421691257,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,33.748580000000004,14.201467199002463,8,0.13518792247398012,0.044566260935016346,8,123.23125,55.65640084803493,8,0.8514626928123046,0.19615661890000347,8,0.5688769802491176,0.4477174580702773,8,16.0,0.0,8,16.0,0.0,8
173 −50,smallworld,2,0.0,distribution,federated,2.0,0.9695352664725668,0.03421235971771649,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,16.521426732590886,0.6051573417788452,8,29.14082509237735,0.908687084591773,8,34.34491045837689,1.0559353408152714,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,46.67108,1.6420133386616709,8,0.10767560106210088,0.01008063528642534,8,51.4875,4.272148171587686,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,16.0,0.0,8,16.0,0.0,8
170 +50,smallworld,2,0.0,distribution,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,52.0,0.0,8,1413.1636307200342,285.30131766779164,8,1745.8531535914308,356.17476486659416,8,0.5917896830345726,0.10762638709572797,8,2.5687934557798604,0.19576192481978855,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,-0.23524000000000006,0.3323694660206577,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
171 +50,smallworld,2,0.0,distribution,central,2.0,0.964002764996162,0.04125453315575348,8,8.0,0.0,8,52.0,0.0,8,54.03417867276343,2.4700255223249195,8,66.73155005755785,2.832178489985561,8,15.007685232299528,0.6001417179053732,8,1.7156173768798555,0.05112321510048041,8,0.03599723500383796,0.04125453315575349,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,45.21476,1.8430020166487677,8,0.11036298445169451,0.009734078667177676,8,81.8625,2.7892331255331517,8,0.9674736697709595,0.041760152522168525,8,0.9604422564044777,0.04783242522452784,8,52.0,0.0,8,52.0,0.0,8
172 +50,smallworld,2,0.0,distribution,federated,0.5,0.06882722376598518,0.016843182022490754,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,662.73854335402,179.3095276516885,8,850.5755782435843,231.02854760099567,8,1.2486596554676561,0.33044405856496073,8,2.4915443755335795,0.163300522903824,8,0.9311727762340148,0.016843182022490726,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,1.5713599999999999,0.8465507875406616,8,0.35706363885187253,0.09390166711180262,8,448.4154774202641,49.4905788819637,8,0.1298082399046519,0.022492432866817784,8,0.0075,0.021213203435596423,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
173 +50,smallworld,2,0.0,distribution,federated,2.0,0.9687991062841098,0.035944719357197015,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,44.55936593601621,2.456622856149239,8,57.189542462169285,2.7745313931952955,8,17.521674741005658,0.8482011131840472,8,1.7021633863527514,0.05489971443871156,8,0.031200893715890198,0.03594471935719702,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,45.74636,1.700651238756998,8,0.10801486619346874,0.010198275619273379,8,51.4875,4.272148171587686,8,0.9727069055274511,0.03340383374801379,8,0.9648044991051961,0.04837307151243547,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
174 174 50,smallworld,2,0.0,distribution,none,2.0,0.15419288009195442,0.034640089259348826,8,4.0,0.0,8,14.0,0.0,8,94.70087090892085,20.211046137619835,8,94.70087090892085,20.211046137619835,8,11.013777149425314,2.4742920899534875,8,2.630348509042542,0.08375053417273925,8,0.754127469360594,0.03881646835044919,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,8.67867,1.890467516326508,8,0.292032440665627,0.036312081592735516,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.059898521219287265,0.022032017231224194,8,14.0,0.0,8,14.0,0.0,8
175 175 50,smallworld,2,0.0,distribution,norms,2.0,0.16016762599843504,0.03538390003327988,8,4.0,0.0,8,14.0,0.0,8,91.09154242908956,19.341935929014504,8,155.8565792815865,32.372226540780325,8,6.6697110371997095,1.4163702775091627,8,2.635059415108358,0.08234033435160645,8,0.7956323876645666,0.039775703604953895,8,0.04419998633699844,0.00542155100562566,8,0.41617203893142823,0.00626910823668237,8,8.63867,1.9398728681466293,8,0.28759575086672445,0.03184121823358357,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06158552913657192,0.02154974094893033,8,14.0,0.0,8,14.0,0.0,8
176 176 50,smallworld,2,0.0,distribution,records,2.0,0.9795279577667535,0.009784693633833554,8,2.0,0.0,8,16.0,0.0,8,16.33582802535799,0.16356246771989638,8,26.508486513506377,0.35371191557517884,8,37.72961025322986,0.5004260307051905,8,1.69294418139575,0.05878132817244996,8,0.020472042233246474,0.00978469363383357,8,0.0,0.0,8,0.5377706665233031,0.0053102502471262915,8,57.9822,1.6610720212131487,8,0.10572869202178928,0.011217606608650134,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.9694024007974925,0.01403888386347187,8,16.0,0.0,8,16.0,0.0,8
177 −50,smallworld,2,0.0,network,central,0.5,0.06761900221465607,0.01777105915349715,8,8.0,0.0,8,16.0,0.0,8,257.8443836488894,96.6722931762886,8,454.83866511916835,173.57412496804704,8,2.40576636705251,0.651325829074352,8,2.5038583908655756,0.3976089077596401,8,0.9323809977853439,0.01777105915349718,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,2.42602,0.9328818623721105,8,0.31457136556626064,0.0641751358586998,8,706.0,50.25438857879553,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
178 −50,smallworld,2,0.0,network,central,2.0,0.8747831088216775,0.07486778665167305,8,8.0,0.0,8,16.0,0.0,8,18.41699038354725,1.6956940108577068,8,32.401945354468275,2.7529958846685414,8,31.046787832478607,2.4860631513505367,8,1.7442231523058507,0.029187592420043273,8,0.1252168911783224,0.07486778665167307,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,42.19852,3.2635117716087008,8,0.13811504050689463,0.022485775469256192,8,82.2625,2.452950118880181,8,0.9741603938995441,0.031612221244653946,8,0.7752134490573408,0.12302723588595012,8,16.0,0.0,8,16.0,0.0,8
179 −50,smallworld,2,0.0,network,federated,0.5,0.5824780442304016,0.23212243765766202,8,6.536734375898634,0.2407761712098799,8,16.0,0.0,8,31.859389153451634,13.502414245559223,8,55.969579707206634,23.317978151951138,8,20.655165135862994,8.186669865070572,8,2.1794547473196664,0.18385464412394883,8,0.41752195576959844,0.23212243765766208,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,27.73102,11.29145532809149,8,0.15993611189954773,0.03927111035750268,8,133.125,55.198414832312,8,0.8514626928123046,0.19615661890000347,8,0.31495681486821125,0.3303825868420715,8,16.0,0.0,8,16.0,0.0,8
180 −50,smallworld,2,0.0,network,federated,2.0,0.8747831088216775,0.07486778665167305,8,6.536734375898634,0.2407761712098799,8,16.0,0.0,8,18.41699038354725,1.6956940108577068,8,32.401945354468275,2.7529958846685414,8,31.046787832478607,2.4860631513505367,8,1.7442231523058507,0.029187592420043273,8,0.1252168911783224,0.07486778665167307,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,42.19852,3.2635117716087008,8,0.13811504050689463,0.022485775469256192,8,52.175,5.078315243689164,8,0.9741603938995441,0.031612221244653946,8,0.7752134490573408,0.12302723588595012,8,16.0,0.0,8,16.0,0.0,8
177 +50,smallworld,2,0.0,network,central,0.5,0.03785090635557065,0.007104755754294455,8,8.0,0.0,8,52.0,0.0,8,1421.6117762769848,295.15305511659835,8,1754.301299148381,366.20830512550566,8,0.5898599636510915,0.10997947706898584,8,2.5687934557798604,0.19576192481978855,8,0.9621490936444294,0.007104755754294479,8,0.0,0.0,8,0.25191587642937674,0.0042459357919172516,8,-0.24356000000000005,0.3420246139847666,8,0.37026738007085075,0.05208712367093107,8,879.684375,52.19748717525313,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
178 +50,smallworld,2,0.0,network,central,2.0,0.8695596402252241,0.0809083047553118,8,8.0,0.0,8,52.0,0.0,8,60.30526427945534,6.216649441741985,8,74.39312714386232,7.418175993095163,8,13.548763294165473,1.2255416398508034,8,1.7629813014012043,0.02600646978929806,8,0.1304403597747758,0.08090830475531179,8,0.0,0.0,8,0.25191587642937674,0.0042459357919172516,8,40.75144,3.565341359252995,8,0.14037138203227761,0.026228245676684178,8,82.2625,2.452950118880181,8,0.9674736697709595,0.041760152522168525,8,0.7714558655706677,0.12172799022616043,8,52.0,0.0,8,52.0,0.0,8
179 +50,smallworld,2,0.0,network,federated,0.5,0.06803235552317306,0.01615716280095352,8,6.536734375898634,0.2407761712098799,8,43.22040625539181,1.4446570272592794,8,672.6024666211958,188.11796712162604,8,861.2020453570312,238.80917099739574,8,1.232511082243029,0.31466199707867626,8,2.49160156632205,0.16340763125717414,8,0.9319676444768269,0.01615716280095353,8,0.0,0.0,8,0.29202023127779486,0.008868296205612981,8,1.5304,0.7990909944251835,8,0.3560890706190772,0.09128843476989633,8,456.2217274202641,48.601107353832276,8,0.1298082399046519,0.022492432866817784,8,0.006361323155216285,0.017992538961489758,8,43.33969480657147,1.1053054400560234,8,43.09949180867869,1.8711285356187186,8
180 +50,smallworld,2,0.0,network,federated,2.0,0.8740469486332205,0.07636022207162325,8,6.536734375898634,0.2407761712098799,8,43.22040625539181,1.4446570272592794,8,49.8666077141676,5.6375661012801315,8,63.8673852295563,6.717287092556441,8,15.80158406945571,1.5730758930386357,8,1.7535423126594993,0.02740253080890015,8,0.12595305136677942,0.0763602220716233,8,0.0,0.0,8,0.29202023127779486,0.008868296205612981,8,41.2654,3.365680354095267,8,0.13859590178351042,0.023201514724620346,8,52.175,5.078315243689164,8,0.9727069055274511,0.03340383374801379,8,0.7752134490573408,0.12302723588595012,8,43.33969480657147,1.1053054400560234,8,43.09949180867869,1.8711285356187186,8
181 181 50,smallworld,2,0.0,network,none,2.0,0.1575780905331919,0.05001446495442094,8,4.0,0.0,8,14.0,0.0,8,96.30784127445305,29.687008067215544,8,96.30784127445305,29.687008067215544,8,11.255577895227994,3.5724617824586393,8,2.614065216091856,0.08538564606903573,8,0.7533757001329108,0.05437661779561199,8,0.08904620933389734,0.010009768552086323,8,0.0,0.0,8,8.658819999999999,2.5472421811834063,8,0.3180906575457592,0.03152527589354062,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.06253033342485959,0.04963372330333532,8,14.0,0.0,8,14.0,0.0,8
182 182 50,smallworld,2,0.0,network,norms,2.0,0.1650044551207506,0.052665491261543455,8,4.0,0.0,8,14.0,0.0,8,91.97311060869933,28.133193290655107,8,158.16433494631684,45.77855151334607,8,6.797583284116341,2.0441210895460147,8,2.6166764797792457,0.07982720780753334,8,0.7943053417834021,0.05537822973439272,8,0.04069020309584741,0.00612301922147017,8,0.4207358553774762,0.009964367887698814,8,8.693819999999999,2.6868036003293683,8,0.3125897432320896,0.029271235800594934,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06693581446635573,0.054677413329101705,8,14.0,0.0,8,14.0,0.0,8
183 183 50,smallworld,2,0.0,network,records,2.0,0.9035378858923275,0.04752474904956678,8,2.0,0.0,8,16.0,0.0,8,17.7511492026447,0.9351741712370305,8,28.960948483738967,1.517351806358407,8,34.61345672178324,1.8380374045156729,8,1.7264884350310654,0.04593708995022293,8,0.09646211410767241,0.04752474904956677,8,0.0,0.0,8,0.5402608268388336,0.006410179429740731,8,52.658500000000004,3.2166556033246714,8,0.13467779710984054,0.011565300630264602,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.8189642598004252,0.08252911299083618,8,16.0,0.0,8,16.0,0.0,8
184 −50,smallworld,2,0.0,none,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,16.0,0.0,8,255.88139658273357,92.45812919112241,8,452.8756780530125,169.384045420653,8,2.410379358079796,0.6471154661014885,8,2.5038583908655756,0.3976089077596401,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,2.42858,0.9294566024142432,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
185 −50,smallworld,2,0.0,none,central,2.0,0.9695352664725668,0.03421235971771649,8,8.0,0.0,8,16.0,0.0,8,16.521426732590886,0.6051573417788452,8,29.14082509237735,0.908687084591773,8,34.34491045837689,1.0559353408152714,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,46.67108,1.6420133386616709,8,0.10767560106210088,0.01008063528642534,8,81.8625,2.7892331255331517,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,16.0,0.0,8,16.0,0.0,8
186 −50,smallworld,2,0.0,none,federated,0.5,0.7106052642882993,0.2982641421691257,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,27.917486353085867,15.447778598455598,8,49.066338027761645,26.71921677966476,8,25.106041087052752,10.41529936911614,8,2.1996524474270744,0.20720741393633604,8,0.2893947357117007,0.2982641421691257,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,33.748580000000004,14.201467199002463,8,0.13518792247398012,0.044566260935016346,8,123.23125,55.65640084803493,8,0.8514626928123046,0.19615661890000347,8,0.5688769802491176,0.4477174580702773,8,16.0,0.0,8,16.0,0.0,8
187 −50,smallworld,2,0.0,none,federated,2.0,0.9695352664725668,0.03421235971771649,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,16.521426732590886,0.6051573417788452,8,29.14082509237735,0.908687084591773,8,34.34491045837689,1.0559353408152714,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,46.67108,1.6420133386616709,8,0.10767560106210088,0.01008063528642534,8,51.4875,4.272148171587686,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,16.0,0.0,8,16.0,0.0,8
184 +50,smallworld,2,0.0,none,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,52.0,0.0,8,1413.1636307200342,285.30131766779164,8,1745.8531535914308,356.17476486659416,8,0.5917896830345726,0.10762638709572797,8,2.5687934557798604,0.19576192481978855,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,-0.23524000000000006,0.3323694660206577,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
185 +50,smallworld,2,0.0,none,central,2.0,0.964002764996162,0.04125453315575348,8,8.0,0.0,8,52.0,0.0,8,54.03417867276343,2.4700255223249195,8,66.73155005755785,2.832178489985561,8,15.007685232299528,0.6001417179053732,8,1.7156173768798555,0.05112321510048041,8,0.03599723500383796,0.04125453315575349,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,45.21476,1.8430020166487677,8,0.11036298445169451,0.009734078667177676,8,81.8625,2.7892331255331517,8,0.9674736697709595,0.041760152522168525,8,0.9604422564044777,0.04783242522452784,8,52.0,0.0,8,52.0,0.0,8
186 +50,smallworld,2,0.0,none,federated,0.5,0.06882722376598518,0.016843182022490754,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,662.73854335402,179.3095276516885,8,850.5755782435843,231.02854760099567,8,1.2486596554676561,0.33044405856496073,8,2.4915443755335795,0.163300522903824,8,0.9311727762340148,0.016843182022490726,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,1.5713599999999999,0.8465507875406616,8,0.35706363885187253,0.09390166711180262,8,448.4154774202641,49.4905788819637,8,0.1298082399046519,0.022492432866817784,8,0.0075,0.021213203435596423,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
187 +50,smallworld,2,0.0,none,federated,2.0,0.9687991062841098,0.035944719357197015,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,44.55936593601621,2.456622856149239,8,57.189542462169285,2.7745313931952955,8,17.521674741005658,0.8482011131840472,8,1.7021633863527514,0.05489971443871156,8,0.031200893715890198,0.03594471935719702,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,45.74636,1.700651238756998,8,0.10801486619346874,0.010198275619273379,8,51.4875,4.272148171587686,8,0.9727069055274511,0.03340383374801379,8,0.9648044991051961,0.04837307151243547,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
188 188 50,smallworld,2,0.0,none,none,2.0,0.15419288009195442,0.034640089259348826,8,4.0,0.0,8,14.0,0.0,8,94.70087090892085,20.211046137619835,8,94.70087090892085,20.211046137619835,8,11.013777149425314,2.4742920899534875,8,2.630348509042542,0.08375053417273925,8,0.754127469360594,0.03881646835044919,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,8.67867,1.890467516326508,8,0.292032440665627,0.036312081592735516,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.059898521219287265,0.022032017231224194,8,14.0,0.0,8,14.0,0.0,8
189 189 50,smallworld,2,0.0,none,norms,2.0,0.16016762599843504,0.03538390003327988,8,4.0,0.0,8,14.0,0.0,8,91.09154242908956,19.341935929014504,8,155.8565792815865,32.372226540780325,8,6.6697110371997095,1.4163702775091627,8,2.635059415108358,0.08234033435160645,8,0.7956323876645666,0.039775703604953895,8,0.04419998633699844,0.00542155100562566,8,0.41617203893142823,0.00626910823668237,8,8.63867,1.9398728681466293,8,0.28759575086672445,0.03184121823358357,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06158552913657192,0.02154974094893033,8,14.0,0.0,8,14.0,0.0,8
190 190 50,smallworld,2,0.0,none,records,2.0,0.9795279577667535,0.009784693633833554,8,2.0,0.0,8,16.0,0.0,8,16.33582802535799,0.16356246771989638,8,26.508486513506377,0.35371191557517884,8,37.72961025322986,0.5004260307051905,8,1.69294418139575,0.05878132817244996,8,0.020472042233246474,0.00978469363383357,8,0.0,0.0,8,0.5377706665233031,0.0053102502471262915,8,57.9822,1.6610720212131487,8,0.10572869202178928,0.011217606608650134,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.9694024007974925,0.01403888386347187,8,16.0,0.0,8,16.0,0.0,8
191 −50,smallworld,2,1.0,distribution,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,15.396801089786099,0.0749803781625169,8,246.19410637983515,89.08012817241749,8,443.1883878501141,165.9954477239154,8,2.462599749275004,0.658718037435031,8,2.5038583908655756,0.3976089077596401,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,2.4483,0.9290907055826142,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
192 −50,smallworld,2,1.0,distribution,central,2.0,0.9695352664725668,0.03421235971771649,8,8.0,0.0,8,15.396801089786099,0.0749803781625169,8,15.899488363469608,0.6166841449449156,8,28.518886723256077,0.909521038753602,8,35.095214972001294,1.1021381441352898,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,46.690799999999996,1.6422303289994704,8,0.10767560106210088,0.01008063528642534,8,81.8625,2.7892331255331517,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
193 −50,smallworld,2,1.0,distribution,federated,0.5,0.7106052642882993,0.2982641421691257,8,6.516759221549927,0.20381886503856075,8,15.396801089786099,0.0749803781625169,8,26.86125704757681,14.857598596556041,8,48.01010872225259,26.127180559387444,8,25.649294868034094,10.627824256906306,8,2.1996524474270744,0.20720741393633604,8,0.2893947357117007,0.2982641421691257,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,33.7683,14.200778648542983,8,0.13518792247398012,0.044566260935016346,8,123.23125,55.65640084803493,8,0.8514626928123046,0.19615661890000347,8,0.5688769802491176,0.4477174580702773,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
194 −50,smallworld,2,1.0,distribution,federated,2.0,0.9695352664725668,0.03421235971771649,8,6.516759221549927,0.20381886503856075,8,15.396801089786099,0.0749803781625169,8,15.899488363469608,0.6166841449449156,8,28.518886723256077,0.909521038753602,8,35.095214972001294,1.1021381441352898,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,46.690799999999996,1.6422303289994704,8,0.10767560106210088,0.01008063528642534,8,51.4875,4.272148171587686,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
191 +50,smallworld,2,1.0,distribution,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,49.587204359144394,0.2999215126500676,8,1347.5272653408065,271.32679064358956,8,1680.216788212203,342.1288661150131,8,0.614897647946034,0.11208874886961878,8,2.5687934557798604,0.19576192481978855,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.26250727766745763,0.005648685656125993,8,-0.15636000000000005,0.3325747891828242,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,51.422290895196895,0.691109708902529,8
192 +50,smallworld,2,1.0,distribution,central,2.0,0.964002764996162,0.04125453315575348,8,8.0,0.0,8,49.587204359144394,0.2999215126500676,8,51.53157299585357,2.4969771450637133,8,64.22894438064799,2.8458457733098497,8,15.594410655513295,0.6481155214383838,8,1.7156173768798555,0.05112321510048041,8,0.03599723500383796,0.04125453315575349,8,0.0,0.0,8,0.26250727766745763,0.005648685656125993,8,45.293639999999996,1.844203968142968,8,0.11036298445169451,0.009734078667177676,8,81.8625,2.7892331255331517,8,0.9674736697709595,0.041760152522168525,8,0.9604422564044777,0.04783242522452784,8,47.77422072569146,0.4773149087090336,8,51.422290895196895,0.691109708902529,8
193 +50,smallworld,2,1.0,distribution,federated,0.5,0.06882722376598518,0.016843182022490754,8,6.516759221549927,0.20381886503856075,8,41.134239421525045,1.1038871178128227,8,632.5928621915493,171.45949582304362,8,820.4298970811137,223.17070475769702,8,1.2946730373721516,0.34263717919577036,8,2.4915443755335795,0.163300522903824,8,0.9311727762340148,0.016843182022490726,8,0.0,0.0,8,0.3041855734738087,0.008038874987999491,8,1.63566,0.8461506030083702,8,0.35706363885187253,0.09390166711180262,8,448.4154774202641,49.4905788819637,8,0.1298082399046519,0.022492432866817784,8,0.0075,0.021213203435596423,8,39.873019942349245,0.8605281844568308,8,42.40453485616273,1.4946011987016474,8
194 +50,smallworld,2,1.0,distribution,federated,2.0,0.9687991062841098,0.035944719357197015,8,6.516759221549927,0.20381886503856075,8,41.134239421525045,1.1038871178128227,8,42.52828220349635,2.3513518535369675,8,55.158458729649425,2.6655895334302646,8,18.16650095345562,0.874240460009289,8,1.7021633863527514,0.05489971443871156,8,0.031200893715890198,0.03594471935719702,8,0.0,0.0,8,0.3041855734738087,0.008038874987999491,8,45.81066,1.6998190450246673,8,0.10801486619346874,0.010198275619273379,8,51.4875,4.272148171587686,8,0.9727069055274511,0.03340383374801379,8,0.9648044991051961,0.04837307151243547,8,39.873019942349245,0.8605281844568308,8,42.40453485616273,1.4946011987016474,8
195 195 50,smallworld,2,1.0,distribution,none,2.0,0.15419288009195442,0.034640089259348826,8,4.0,0.0,8,14.0,0.0,8,94.70087090892085,20.211046137619835,8,94.70087090892085,20.211046137619835,8,11.013777149425314,2.4742920899534875,8,2.630348509042542,0.08375053417273925,8,0.754127469360594,0.03881646835044919,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,8.67867,1.890467516326508,8,0.292032440665627,0.036312081592735516,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.059898521219287265,0.022032017231224194,8,14.0,0.0,8,14.0,0.0,8
196 196 50,smallworld,2,1.0,distribution,norms,2.0,0.16016762599843504,0.03538390003327988,8,4.0,0.0,8,13.420538834805557,0.09521283918337121,8,87.2944420347603,18.335089559966832,8,152.05947888725723,31.341723248874505,8,6.8339584092632695,1.4489685702201687,8,2.635059415108358,0.08234033435160645,8,0.7956323876645666,0.039775703604953895,8,0.04419998633699844,0.00542155100562566,8,0.42648405532352957,0.006982574370485228,8,8.66188,1.938920273554331,8,0.28759575086672445,0.03184121823358357,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06158552913657192,0.02154974094893033,8,12.82344471792554,0.15097453396158525,8,13.990611707702962,0.17688692620331536,8
197 197 50,smallworld,2,1.0,distribution,records,2.0,0.9795279577667535,0.009784693633833554,8,2.0,0.0,8,15.403188270617406,0.11271086820255534,8,15.726109626658655,0.15549849840799737,8,25.898768114807037,0.3578714152225629,8,38.618273339427205,0.5292520293261291,8,1.69294418139575,0.05878132817244996,8,0.020472042233246474,0.00978469363383357,8,0.0,0.0,8,0.5504335248005443,0.005354442678150979,8,58.0062,1.661987457680024,8,0.10572869202178928,0.011217606608650134,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.9694024007974925,0.01403888386347187,8,14.839880137541092,0.11944283751258479,8,15.936977955465947,0.20665641684855032,8
198 −50,smallworld,2,1.0,network,central,0.5,0.06761900221465607,0.01777105915349715,8,8.0,0.0,8,14.925413772479686,0.14665924377891568,8,240.39373652744666,89.70376366737925,8,437.38801799772557,166.58784460262748,8,2.500803258788225,0.6756344649317513,8,2.5038583908655756,0.3976089077596401,8,0.9323809977853439,0.01777105915349718,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,2.46137,0.9326914648325182,8,0.31457136556626064,0.0641751358586998,8,706.0,50.25438857879553,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
199 −50,smallworld,2,1.0,network,central,2.0,0.8747831088216775,0.07486778665167305,8,8.0,0.0,8,14.925413772479686,0.14665924377891568,8,17.181830501980834,1.6176913848784755,8,31.166785472901854,2.6713448825685973,8,32.27995727818868,2.5990049597298928,8,1.7442231523058507,0.029187592420043273,8,0.1252168911783224,0.07486778665167307,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,42.233869999999996,3.263835307031985,8,0.13811504050689463,0.022485775469256192,8,82.2625,2.452950118880181,8,0.9741603938995441,0.031612221244653946,8,0.7752134490573408,0.12302723588595012,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
200 −50,smallworld,2,1.0,network,federated,0.5,0.5824780442304016,0.23212243765766202,8,6.536734375898634,0.2407761712098799,8,14.925413772479686,0.14665924377891568,8,29.710746661913284,12.629950767403486,8,53.82093721566828,22.441499828418895,8,21.46194276793055,8.449053687829808,8,2.1794547473196664,0.18385464412394883,8,0.41752195576959844,0.23212243765766208,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,27.766370000000002,11.289805925068611,8,0.15993611189954773,0.03927111035750268,8,133.125,55.198414832312,8,0.8514626928123046,0.19615661890000347,8,0.31495681486821125,0.3303825868420715,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
201 −50,smallworld,2,1.0,network,federated,2.0,0.8747831088216775,0.07486778665167305,8,6.536734375898634,0.2407761712098799,8,14.925413772479686,0.14665924377891568,8,17.181830501980834,1.6176913848784755,8,31.166785472901854,2.6713448825685973,8,32.27995727818868,2.5990049597298928,8,1.7442231523058507,0.029187592420043273,8,0.1252168911783224,0.07486778665167307,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,42.233869999999996,3.263835307031985,8,0.13811504050689463,0.022485775469256192,8,52.175,5.078315243689164,8,0.9741603938995441,0.031612221244653946,8,0.7752134490573408,0.12302723588595012,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
198 +50,smallworld,2,1.0,network,central,0.5,0.03785090635557065,0.007104755754294455,8,8.0,0.0,8,47.701655089918745,0.5866369751156627,8,1305.3971571127847,278.345677825862,8,1638.0866799841813,349.35352015410075,8,0.6327660385964238,0.12123991088842707,8,2.5687934557798604,0.19576192481978855,8,0.9621490936444294,0.007104755754294479,8,0.0,0.0,8,0.2700265769661805,0.005397601731028327,8,-0.10216000000000003,0.35142859595818726,8,0.37026738007085075,0.05208712367093107,8,879.684375,52.19748717525313,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,47.630844743374226,0.7992613310506922,8
199 +50,smallworld,2,1.0,network,central,2.0,0.8695596402252241,0.0809083047553118,8,8.0,0.0,8,47.701655089918745,0.5866369751156627,8,55.330951072232864,5.881804212393256,8,69.41881393663984,7.077157696144353,8,14.524248623529623,1.3366588484304585,8,1.7629813014012043,0.02600646978929806,8,0.1304403597747758,0.08090830475531179,8,0.0,0.0,8,0.2700265769661805,0.005397601731028327,8,40.89284,3.567534771207064,8,0.14037138203227761,0.026228245676684178,8,82.2625,2.452950118880181,8,0.9674736697709595,0.041760152522168525,8,0.7714558655706677,0.12172799022616043,8,47.77422072569146,0.4773149087090336,8,47.630844743374226,0.7992613310506922,8
200 +50,smallworld,2,1.0,network,federated,0.5,0.06803235552317306,0.01615716280095352,8,6.536734375898634,0.2407761712098799,8,39.692134234924005,1.0860100526741117,8,617.3576976730469,171.57361211716375,8,805.9572764088823,222.28132606107565,8,1.315055141982688,0.3281215194123404,8,2.49160156632205,0.16340763125717414,8,0.9319676444768269,0.01615716280095353,8,0.0,0.0,8,0.3118216219224089,0.008074416104754787,8,1.64645,0.7906687385100937,8,0.3560890706190772,0.09128843476989633,8,456.2217274202641,48.601107353832276,8,0.1298082399046519,0.022492432866817784,8,0.006361323155216285,0.017992538961489758,8,39.873019942349245,0.8605281844568308,8,39.51069000538663,1.4495621954337943,8
201 +50,smallworld,2,1.0,network,federated,2.0,0.8740469486332205,0.07636022207162325,8,6.536734375898634,0.2407761712098799,8,39.692134234924005,1.0860100526741117,8,45.800079246050856,5.176479599998413,8,59.800856761439555,6.265763753495485,8,16.872883090410504,1.649712052602639,8,1.7535423126594993,0.02740253080890015,8,0.12595305136677942,0.0763602220716233,8,0.0,0.0,8,0.3118216219224089,0.008074416104754787,8,41.38145,3.3636539183793253,8,0.13859590178351042,0.023201514724620346,8,52.175,5.078315243689164,8,0.9727069055274511,0.03340383374801379,8,0.7752134490573408,0.12302723588595012,8,39.873019942349245,0.8605281844568308,8,39.51069000538663,1.4495621954337943,8
202 202 50,smallworld,2,1.0,network,none,2.0,0.1575780905331919,0.05001446495442094,8,4.0,0.0,8,14.0,0.0,8,96.30784127445305,29.687008067215544,8,96.30784127445305,29.687008067215544,8,11.255577895227994,3.5724617824586393,8,2.614065216091856,0.08538564606903573,8,0.7533757001329108,0.05437661779561199,8,0.08904620933389734,0.010009768552086323,8,0.0,0.0,8,8.658819999999999,2.5472421811834063,8,0.3180906575457592,0.03152527589354062,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.06253033342485959,0.04963372330333532,8,14.0,0.0,8,14.0,0.0,8
203 203 50,smallworld,2,1.0,network,norms,2.0,0.1650044551207506,0.052665491261543455,8,4.0,0.0,8,12.870791924033938,0.12924827389441815,8,84.59303154627844,25.795479828471912,8,150.78425588389592,43.44902312753117,8,7.1340866077062595,2.170799991487765,8,2.6166764797792457,0.07982720780753334,8,0.7943053417834021,0.05537822973439272,8,0.04069020309584741,0.00612301922147017,8,0.4413629971931894,0.01093378219737578,8,8.738240000000001,2.6873135045139147,8,0.3125897432320896,0.029271235800594934,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06693581446635573,0.054677413329101705,8,12.82344471792554,0.15097453396158525,8,12.916943103035662,0.23886038856902267,8
204 204 50,smallworld,2,1.0,network,records,2.0,0.9035378858923275,0.04752474904956678,8,2.0,0.0,8,14.87511654988965,0.08179784797128754,8,16.502898765321586,0.8697492762924768,8,27.712698046415852,1.442925056612178,8,36.171553632111554,1.9112498569692098,8,1.7264884350310654,0.04593708995022293,8,0.09646211410767241,0.04752474904956677,8,0.0,0.0,8,0.5645926331435526,0.007164252570798935,8,52.70304,3.216679045297671,8,0.13467779710984054,0.011565300630264602,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.8189642598004252,0.08252911299083618,8,14.839880137541092,0.11944283751258479,8,14.909346987526465,0.13382324624235536,8
205 −50,smallworld,2,1.0,none,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,14.858081428879958,0.0653770702400901,8,237.6868008438121,86.33741543365677,8,434.68108231409104,163.24479134939153,8,2.5123842660093283,0.6753530288558863,8,2.5038583908655756,0.3976089077596401,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,2.46595,0.9305760903870247,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
206 −50,smallworld,2,1.0,none,central,2.0,0.9695352664725668,0.03421235971771649,8,8.0,0.0,8,14.858081428879958,0.0653770702400901,8,15.341686047140394,0.5473273496069332,8,27.96108440692686,0.8382038474888431,8,35.79164966102403,1.05508243259328,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,46.70845,1.641182910499097,8,0.10767560106210088,0.01008063528642534,8,81.8625,2.7892331255331517,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
207 −50,smallworld,2,1.0,none,federated,0.5,0.7106052642882993,0.2982641421691257,8,6.516759221549927,0.20381886503856075,8,14.858081428879958,0.0653770702400901,8,25.914995198337685,14.314841937983337,8,47.06384687301347,25.58491813185743,8,26.156914684036245,10.836728359201809,8,2.1996524474270744,0.20720741393633604,8,0.2893947357117007,0.2982641421691257,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,33.78595,14.200415244532213,8,0.13518792247398012,0.044566260935016346,8,123.23125,55.65640084803493,8,0.8514626928123046,0.19615661890000347,8,0.5688769802491176,0.4477174580702773,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
208 −50,smallworld,2,1.0,none,federated,2.0,0.9695352664725668,0.03421235971771649,8,6.516759221549927,0.20381886503856075,8,14.858081428879958,0.0653770702400901,8,15.341686047140394,0.5473273496069332,8,27.96108440692686,0.8382038474888431,8,35.79164966102403,1.05508243259328,8,1.6932503104328367,0.05334619951272017,8,0.030464733527433188,0.03421235971771649,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,46.70845,1.641182910499097,8,0.10767560106210088,0.01008063528642534,8,51.4875,4.272148171587686,8,0.9741603938995441,0.031612221244653946,8,0.9648044991051961,0.04837307151243547,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
205 +50,smallworld,2,1.0,none,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,47.43232571551983,0.2615082809603604,8,1289.7911067389286,264.6849489994507,8,1622.480629610325,335.49185103337476,8,0.6374038524108154,0.11780151410655447,8,2.5687934557798604,0.19576192481978855,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.2719852987721783,0.00563914554417497,8,-0.08576000000000004,0.33843812010891616,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,47.091924997658474,0.6966999875653992,8
206 +50,smallworld,2,1.0,none,central,2.0,0.964002764996162,0.04125453315575348,8,8.0,0.0,8,47.43232571551983,0.2615082809603604,8,49.285711585791695,2.2183145105369055,8,61.98308297058612,2.5605202839588213,8,16.15602410670162,0.6253055106238267,8,1.7156173768798555,0.05112321510048041,8,0.03599723500383796,0.04125453315575349,8,0.0,0.0,8,0.2719852987721783,0.00563914554417497,8,45.364239999999995,1.8397377502552605,8,0.11036298445169451,0.009734078667177676,8,81.8625,2.7892331255331517,8,0.9674736697709595,0.041760152522168525,8,0.9604422564044777,0.04783242522452784,8,47.77422072569146,0.4773149087090336,8,47.091924997658474,0.6966999875653992,8
207 +50,smallworld,2,1.0,none,federated,0.5,0.06882722376598518,0.016843182022490754,8,6.516759221549927,0.20381886503856075,8,39.40103160977495,1.0062965963440191,8,605.935310643169,164.62387581866935,8,793.7723455327333,216.34329709050016,8,1.337815936095898,0.35148945051534386,8,2.4915443755335795,0.163300522903824,8,0.9311727762340148,0.016843182022490726,8,0.0,0.0,8,0.31438266780310364,0.007918951043738576,8,1.69241,0.8441954833195585,8,0.35706363885187253,0.09390166711180262,8,448.4154774202641,49.4905788819637,8,0.1298082399046519,0.022492432866817784,8,0.0075,0.021213203435596423,8,39.873019942349245,0.8605281844568308,8,38.92264190973268,1.3281611487726093,8
208 +50,smallworld,2,1.0,none,federated,2.0,0.9687991062841098,0.035944719357197015,8,6.516759221549927,0.20381886503856075,8,39.40103160977495,1.0062965963440191,8,40.73270282365484,2.1521212247149943,8,53.36287934980791,2.4593251842317247,8,18.774145023150695,0.8572440377890946,8,1.7021633863527514,0.05489971443871156,8,0.031200893715890198,0.03594471935719702,8,0.0,0.0,8,0.31438266780310364,0.007918951043738576,8,45.86741,1.6959049374638524,8,0.10801486619346874,0.010198275619273379,8,51.4875,4.272148171587686,8,0.9727069055274511,0.03340383374801379,8,0.9648044991051961,0.04837307151243547,8,39.873019942349245,0.8605281844568308,8,38.92264190973268,1.3281611487726093,8
209 209 50,smallworld,2,1.0,none,none,2.0,0.15419288009195442,0.034640089259348826,8,4.0,0.0,8,14.0,0.0,8,94.70087090892085,20.211046137619835,8,94.70087090892085,20.211046137619835,8,11.013777149425314,2.4742920899534875,8,2.630348509042542,0.08375053417273925,8,0.754127469360594,0.03881646835044919,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,8.67867,1.890467516326508,8,0.292032440665627,0.036312081592735516,8,0.0,0.0,8,0.25355727973433234,0.059292314924089026,8,0.059898521219287265,0.022032017231224194,8,14.0,0.0,8,14.0,0.0,8
210 210 50,smallworld,2,1.0,none,norms,2.0,0.16016762599843504,0.03538390003327988,8,4.0,0.0,8,12.846056604347796,0.09856853050766365,8,83.52108108106546,17.40278149299279,8,148.28611793356242,30.422205344766187,8,7.003858400780298,1.4701644276183072,8,2.635059415108358,0.08234033435160645,8,0.7956323876645666,0.039775703604953895,8,0.04419998633699844,0.00542155100562566,8,0.4372142799015929,0.006129987561615102,8,8.68496,1.937229528343431,8,0.28759575086672445,0.03184121823358357,8,0.0,0.0,8,0.26410013331924376,0.06120163406517634,8,0.06158552913657192,0.02154974094893033,8,12.82344471792554,0.15097453396158525,8,12.863860571725992,0.20854515859431166,8
211 211 50,smallworld,2,1.0,none,records,2.0,0.9795279577667535,0.009784693633833554,8,2.0,0.0,8,14.892635692863912,0.08231351735403471,8,15.204965398605736,0.14641992689918906,8,25.37762388675412,0.3461319017869837,8,39.411166423621765,0.5341418598108113,8,1.69294418139575,0.05878132817244996,8,0.020472042233246474,0.00978469363383357,8,0.0,0.0,8,0.5617346927045366,0.005342404604196651,8,58.0267,1.662377589151841,8,0.10572869202178928,0.011217606608650134,8,0.0,0.0,8,0.9899793939618541,0.011864792250748511,8,0.9694024007974925,0.01403888386347187,8,14.839880137541092,0.11944283751258479,8,14.937155700859083,0.19345120835955698,8
212 −50,smallworld,8,0.0,distribution,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,16.0,0.0,8,255.88139658273357,92.45812919112241,8,452.8756780530125,169.384045420653,8,2.410379358079796,0.6471154661014885,8,2.4348247485683006,0.42944986549234476,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,2.42858,0.9294566024142432,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
213 −50,smallworld,8,0.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.22811249379386,0.4195819232370116,8,35.432505076702064,0.5249989567006352,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,48.19358,1.6556887833164797,8,0.11076587185985272,0.010717043640139094,8,81.8625,2.7892331255331517,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
214 −50,smallworld,8,0.0,distribution,federated,0.5,0.7239171384688156,0.2979309753461834,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,27.047417480725706,14.395159471695955,8,47.54482477258193,24.88851880271353,8,25.57961669415769,10.40863170667495,8,1.9438639685977344,0.30615288134697105,8,0.27608286153118444,0.2979309753461834,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,34.40858,14.203311266996863,8,0.1388812771293176,0.04236063837510439,8,123.23125,55.65640084803493,8,0.8644506917787924,0.18925873905483734,8,0.5824839316903634,0.45102928700492334,8,16.0,0.0,8,16.0,0.0,8
215 −50,smallworld,8,0.0,distribution,federated,2.0,1.0,0.0,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,16.0,0.0,8,28.22811249379386,0.4195819232370116,8,35.432505076702064,0.5249989567006352,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,48.19358,1.6556887833164797,8,0.11076587185985272,0.010717043640139094,8,51.4875,4.272148171587686,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
212 +50,smallworld,8,0.0,distribution,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,52.0,0.0,8,1413.1636307200342,285.30131766779164,8,1745.8531535914308,356.17476486659416,8,0.5917896830345726,0.10762638709572797,8,2.521391846117763,0.20008299357751963,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,-0.23524000000000006,0.3323694660206577,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
213 +50,smallworld,8,0.0,distribution,central,2.0,0.9938785703728297,0.011795887446201789,8,8.0,0.0,8,52.0,0.0,8,52.32685134669521,0.6332860481049063,8,64.63006041000335,0.7233894365120057,8,15.474362980805768,0.17223782423045103,8,1.060184869687209,0.02153402788665096,8,0.006121429627170373,0.011795887446201777,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,46.70726,1.4817052451049202,8,0.11303279607499893,0.008938545110249501,8,81.8625,2.7892331255331517,8,0.9921504851737409,0.02127555537112047,8,0.9956377572992815,0.009514573146779198,8,52.0,0.0,8,52.0,0.0,8
214 +50,smallworld,8,0.0,distribution,federated,0.5,0.06897480345901943,0.016868473230112858,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,661.5203739551129,179.87182530775857,8,849.0158787900324,231.75960638685729,8,1.2513968018283461,0.331150933357516,8,2.4317428468723516,0.15189164842717115,8,0.9310251965409806,0.016868473230112847,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,1.57886,0.8488578924649285,8,0.357960502328704,0.09342424675827585,8,448.4154774202641,49.4905788819637,8,0.13010728296685287,0.022715885123212605,8,0.0075,0.021213203435596423,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
215 +50,smallworld,8,0.0,distribution,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,43.139135362749,1.2371950563218352,8,55.377727005133,1.3554503784688785,8,18.067454356671405,0.4507853981358672,8,1.0278605339074107,0.02252536407552757,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,47.26136,1.5806180369535403,8,0.11096172970289225,0.01069514796427726,8,51.4875,4.272148171587686,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
216 216 50,smallworld,8,0.0,distribution,none,2.0,0.9083203494525485,0.00797392399171785,8,4.0,0.0,8,14.0,0.0,8,15.41409918368908,0.13472240269699423,8,15.41409918368908,0.13472240269699423,8,64.88002496089632,0.56956599940842,8,1.0412593073283285,0.021981333240386185,8,0.0,0.0,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,54.07617,1.7966369540258902,8,0.1096576934442723,0.011199324208653431,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.9006169061492353,0.009464439969271344,8,14.0,0.0,8,14.0,0.0,8
217 217 50,smallworld,8,0.0,distribution,norms,2.0,0.9558000136630016,0.005421551005625657,8,4.0,0.0,8,14.0,0.0,8,14.647828921811438,0.08328406452289913,8,25.092444884798805,0.3590414625041595,8,39.85972536659133,0.5665190551955874,8,1.0422971297841188,0.021660121280997226,8,0.0,0.0,8,0.04419998633699844,0.00542155100562566,8,0.41617203893142823,0.00626910823668237,8,56.52617,1.6269972698194668,8,0.10712982047208833,0.01103063833205813,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9531504978240639,0.010709947169866917,8,14.0,0.0,8,14.0,0.0,8
218 218 50,smallworld,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.964185396719614,0.3030673726628406,8,38.519111123058074,0.44252085392719,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5377706665233031,0.0053102502471262915,8,59.2197,1.7419151290461883,8,0.10711925990971741,0.011752595858385418,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
219 −50,smallworld,8,0.0,network,central,0.5,0.06761900221465607,0.01777105915349715,8,8.0,0.0,8,16.0,0.0,8,257.8443836488894,96.6722931762886,8,454.83866511916835,173.57412496804704,8,2.40576636705251,0.651325829074352,8,2.4348247485683006,0.42944986549234476,8,0.9323809977853439,0.01777105915349718,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,2.42602,0.9328818623721105,8,0.31457136556626064,0.0641751358586998,8,706.0,50.25438857879553,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
220 −50,smallworld,8,0.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.165717335276803,0.3645639707619021,8,35.509348573469694,0.45856772098926907,8,1.0042522019633364,0.005217439581433814,8,0.0,0.0,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,48.43102,1.4560711905672745,8,0.1437429042074756,0.017389474149675555,8,82.2625,2.452950118880181,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
221 −50,smallworld,8,0.0,network,federated,0.5,0.6268638422940823,0.2564554811119316,8,6.536734375898634,0.2407761712098799,8,16.0,0.0,8,29.63508816184771,12.320022429945974,8,52.06930622038244,21.285630984919184,8,22.233422665040596,9.0696826153835,8,1.8343976509828654,0.2740373665267425,8,0.3731361577059177,0.25645548111193167,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,29.92852,12.553084149118781,8,0.17724642269760096,0.04241733399420508,8,133.125,55.198414832312,8,0.8644506917787924,0.18925873905483734,8,0.3909084771067818,0.38452626117454436,8,16.0,0.0,8,16.0,0.0,8
222 −50,smallworld,8,0.0,network,federated,2.0,1.0,0.0,8,6.536734375898634,0.2407761712098799,8,16.0,0.0,8,16.0,0.0,8,28.165717335276803,0.3645639707619021,8,35.509348573469694,0.45856772098926907,8,1.0042522019633364,0.005217439581433814,8,0.0,0.0,8,0.0,0.0,8,0.5738878171183637,0.005502812651871207,8,48.43102,1.4560711905672745,8,0.1437429042074756,0.017389474149675555,8,52.175,5.078315243689164,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
219 +50,smallworld,8,0.0,network,central,0.5,0.03785090635557065,0.007104755754294455,8,8.0,0.0,8,52.0,0.0,8,1421.6117762769848,295.15305511659835,8,1754.301299148381,366.20830512550566,8,0.5898599636510915,0.10997947706898584,8,2.521391846117763,0.20008299357751963,8,0.9621490936444294,0.007104755754294479,8,0.0,0.0,8,0.25191587642937674,0.0042459357919172516,8,-0.24356000000000005,0.3420246139847666,8,0.37026738007085075,0.05208712367093107,8,879.684375,52.19748717525313,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
220 +50,smallworld,8,0.0,network,central,2.0,0.9934357334424363,0.013435368981011398,8,8.0,0.0,8,52.0,0.0,8,52.35217412902206,0.7248085964074176,8,64.59874547593735,0.8369841709185721,8,15.48242310198878,0.1981519681736511,8,1.062394909824271,0.02816455902201181,8,0.006564266557563679,0.013435368981011374,8,0.0,0.0,8,0.25191587642937674,0.0042459357919172516,8,46.91644,1.3412034817389116,8,0.14516295040354066,0.02021571657236437,8,82.2625,2.452950118880181,8,0.9921504851737409,0.02127555537112047,8,0.9947112961309795,0.010452094471611993,8,52.0,0.0,8,52.0,0.0,8
221 +50,smallworld,8,0.0,network,federated,0.5,0.06818169841445143,0.01620120503484428,8,6.536734375898634,0.2407761712098799,8,43.22040625539181,1.4446570272592794,8,671.4135321949663,188.8141618855794,8,859.671580876157,239.6842240617716,8,1.235300513645332,0.3158368431614613,8,2.4314187657376864,0.15124183362139806,8,0.9318183015855486,0.016201205034844266,8,0.0,0.0,8,0.29202023127779486,0.008868296205612981,8,1.5379,0.8023384858916199,8,0.3569859340959087,0.09080827582286452,8,456.2217274202641,48.601107353832276,8,0.13010728296685287,0.022715885123212605,8,0.006361323155216285,0.017992538961489758,8,43.33969480657147,1.1053054400560234,8,43.09949180867869,1.8711285356187186,8
222 +50,smallworld,8,0.0,network,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.536734375898634,0.2407761712098799,8,43.22040625539181,1.4446570272592794,8,43.2595270129085,1.4718899581155862,8,55.43572349677544,1.5326909655634184,8,18.051132166092874,0.5053807345331365,8,1.032282067242996,0.030316041031546247,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.29202023127779486,0.008868296205612981,8,47.4904,1.3827578716670323,8,0.14408400475390098,0.017979271719079103,8,52.175,5.078315243689164,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,43.33969480657147,1.1053054400560234,8,43.09949180867869,1.8711285356187186,8
223 223 50,smallworld,8,0.0,network,none,2.0,0.9109537906661027,0.010009768552086322,8,4.0,0.0,8,14.0,0.0,8,15.370136131343024,0.1694116146337291,8,15.370136131343024,0.1694116146337291,8,65.06812790472162,0.7149834680061665,8,1.0502391239081983,0.024453728879124698,8,0.0,0.0,8,0.08904620933389734,0.010009768552086323,8,0.0,0.0,8,53.24632,2.255609094400637,8,0.13878908527645742,0.01538089503587238,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.905531113233678,0.01231452908672841,8,14.0,0.0,8,14.0,0.0,8
224 224 50,smallworld,8,0.0,network,norms,2.0,0.9593097969041526,0.006123019221470169,8,4.0,0.0,8,14.0,0.0,8,14.594346632448264,0.09327054766356858,8,25.201722806607027,0.49610240057444965,8,39.69326958142851,0.7807106142295935,8,1.0501481191833708,0.024617652769303982,8,0.0,0.0,8,0.04069020309584741,0.00612301922147017,8,0.4207358553774762,0.009964367887698814,8,55.70382,2.396109749072441,8,0.13849904425740386,0.015066419872223574,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9598695694698693,0.010819642690403398,8,14.0,0.0,8,14.0,0.0,8
225 225 50,smallworld,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.106163987875377,0.3612733228871194,8,38.311597763430534,0.5341816191450617,8,1.0015642468174113,0.002911792656806439,8,0.0,0.0,8,0.0,0.0,8,0.5402608268388336,0.006410179429740731,8,58.4035,2.1449392696297944,8,0.1441037562411285,0.017862767188052006,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
226 −50,smallworld,8,0.0,none,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,16.0,0.0,8,255.88139658273357,92.45812919112241,8,452.8756780530125,169.384045420653,8,2.410379358079796,0.6471154661014885,8,2.4348247485683006,0.42944986549234476,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,2.42858,0.9294566024142432,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
227 −50,smallworld,8,0.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,16.0,0.0,8,16.0,0.0,8,28.22811249379386,0.4195819232370116,8,35.432505076702064,0.5249989567006352,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,48.19358,1.6556887833164797,8,0.11076587185985272,0.010717043640139094,8,81.8625,2.7892331255331517,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
228 −50,smallworld,8,0.0,none,federated,0.5,0.7239171384688156,0.2979309753461834,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,27.047417480725706,14.395159471695955,8,47.54482477258193,24.88851880271353,8,25.57961669415769,10.40863170667495,8,1.9438639685977344,0.30615288134697105,8,0.27608286153118444,0.2979309753461834,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,34.40858,14.203311266996863,8,0.1388812771293176,0.04236063837510439,8,123.23125,55.65640084803493,8,0.8644506917787924,0.18925873905483734,8,0.5824839316903634,0.45102928700492334,8,16.0,0.0,8,16.0,0.0,8
229 −50,smallworld,8,0.0,none,federated,2.0,1.0,0.0,8,6.516759221549927,0.20381886503856075,8,16.0,0.0,8,16.0,0.0,8,28.22811249379386,0.4195819232370116,8,35.432505076702064,0.5249989567006352,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5748099390795752,0.006299987480407614,8,48.19358,1.6556887833164797,8,0.11076587185985272,0.010717043640139094,8,51.4875,4.272148171587686,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
226 +50,smallworld,8,0.0,none,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,52.0,0.0,8,1413.1636307200342,285.30131766779164,8,1745.8531535914308,356.17476486659416,8,0.5917896830345726,0.10762638709572797,8,2.521391846117763,0.20008299357751963,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,-0.23524000000000006,0.3323694660206577,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,52.0,0.0,8,52.0,0.0,8
227 +50,smallworld,8,0.0,none,central,2.0,0.9938785703728297,0.011795887446201789,8,8.0,0.0,8,52.0,0.0,8,52.32685134669521,0.6332860481049063,8,64.63006041000335,0.7233894365120057,8,15.474362980805768,0.17223782423045103,8,1.060184869687209,0.02153402788665096,8,0.006121429627170373,0.011795887446201777,8,0.0,0.0,8,0.25263583122845357,0.004875373213169951,8,46.70726,1.4817052451049202,8,0.11303279607499893,0.008938545110249501,8,81.8625,2.7892331255331517,8,0.9921504851737409,0.02127555537112047,8,0.9956377572992815,0.009514573146779198,8,52.0,0.0,8,52.0,0.0,8
228 +50,smallworld,8,0.0,none,federated,0.5,0.06897480345901943,0.016868473230112858,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,661.5203739551129,179.87182530775857,8,849.0158787900324,231.75960638685729,8,1.2513968018283461,0.331150933357516,8,2.4317428468723516,0.15189164842717115,8,0.9310251965409806,0.016868473230112847,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,1.57886,0.8488578924649285,8,0.357960502328704,0.09342424675827585,8,448.4154774202641,49.4905788819637,8,0.13010728296685287,0.022715885123212605,8,0.0075,0.021213203435596423,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
229 +50,smallworld,8,0.0,none,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.516759221549927,0.20381886503856075,8,43.10055532929957,1.222913190231365,8,43.139135362749,1.2371950563218352,8,55.377727005133,1.3554503784688785,8,18.067454356671405,0.4507853981358672,8,1.0278605339074107,0.02252536407552757,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.2933869772292154,0.007828921281756092,8,47.26136,1.5806180369535403,8,0.11096172970289225,0.01069514796427726,8,51.4875,4.272148171587686,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,43.33969480657147,1.1053054400560234,8,42.85328440423344,1.4194707102236204,8
230 230 50,smallworld,8,0.0,none,none,2.0,0.9083203494525485,0.00797392399171785,8,4.0,0.0,8,14.0,0.0,8,15.41409918368908,0.13472240269699423,8,15.41409918368908,0.13472240269699423,8,64.88002496089632,0.56956599940842,8,1.0412593073283285,0.021981333240386185,8,0.0,0.0,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,54.07617,1.7966369540258902,8,0.1096576934442723,0.011199324208653431,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.9006169061492353,0.009464439969271344,8,14.0,0.0,8,14.0,0.0,8
231 231 50,smallworld,8,0.0,none,norms,2.0,0.9558000136630016,0.005421551005625657,8,4.0,0.0,8,14.0,0.0,8,14.647828921811438,0.08328406452289913,8,25.092444884798805,0.3590414625041595,8,39.85972536659133,0.5665190551955874,8,1.0422971297841188,0.021660121280997226,8,0.0,0.0,8,0.04419998633699844,0.00542155100562566,8,0.41617203893142823,0.00626910823668237,8,56.52617,1.6269972698194668,8,0.10712982047208833,0.01103063833205813,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9531504978240639,0.010709947169866917,8,14.0,0.0,8,14.0,0.0,8
232 232 50,smallworld,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.964185396719614,0.3030673726628406,8,38.519111123058074,0.44252085392719,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5377706665233031,0.0053102502471262915,8,59.2197,1.7419151290461883,8,0.10711925990971741,0.011752595858385418,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
233 −50,smallworld,8,1.0,distribution,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,15.396801089786099,0.0749803781625169,8,246.19410637983515,89.08012817241749,8,443.1883878501141,165.9954477239154,8,2.462599749275004,0.658718037435031,8,2.4348247485683006,0.42944986549234476,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,2.4483,0.9290907055826142,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
234 −50,smallworld,8,1.0,distribution,central,2.0,1.0,0.0,8,8.0,0.0,8,15.396801089786099,0.0749803781625169,8,15.396801089786099,0.0749803781625169,8,27.62491358357996,0.39401465977418815,8,36.20561355616331,0.5132538220464822,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,48.213300000000004,1.655271733169084,8,0.11076587185985272,0.010717043640139094,8,81.8625,2.7892331255331517,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
235 −50,smallworld,8,1.0,distribution,federated,0.5,0.7239171384688156,0.2979309753461834,8,6.516759221549927,0.20381886503856075,8,15.396801089786099,0.0749803781625169,8,26.023216587806136,13.842531902298234,8,46.52062387966236,24.33404165379121,8,26.132587604302035,10.618103462425003,8,1.9438639685977344,0.30615288134697105,8,0.27608286153118444,0.2979309753461834,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,34.4283,14.20256457914958,8,0.1388812771293176,0.04236063837510439,8,123.23125,55.65640084803493,8,0.8644506917787924,0.18925873905483734,8,0.5824839316903634,0.45102928700492334,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
236 −50,smallworld,8,1.0,distribution,federated,2.0,1.0,0.0,8,6.516759221549927,0.20381886503856075,8,15.396801089786099,0.0749803781625169,8,15.396801089786099,0.0749803781625169,8,27.62491358357996,0.39401465977418815,8,36.20561355616331,0.5132538220464822,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5873630022446954,0.007076018460565791,8,48.213300000000004,1.655271733169084,8,0.11076587185985272,0.010717043640139094,8,51.4875,4.272148171587686,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,15.855572723799224,0.17277742722563227,8
233 +50,smallworld,8,1.0,distribution,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,49.587204359144394,0.2999215126500676,8,1347.5272653408065,271.32679064358956,8,1680.216788212203,342.1288661150131,8,0.614897647946034,0.11208874886961878,8,2.521391846117763,0.20008299357751963,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.26250727766745763,0.005648685656125993,8,-0.15636000000000005,0.3325747891828242,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,51.422290895196895,0.691109708902529,8
234 +50,smallworld,8,1.0,distribution,central,2.0,0.9938785703728297,0.011795887446201789,8,8.0,0.0,8,49.587204359144394,0.2999215126500676,8,49.8997166234116,0.7439311843773095,8,62.20292568671974,0.7696795339885674,8,16.078544062701237,0.1967310585747713,8,1.060184869687209,0.02153402788665096,8,0.006121429627170373,0.011795887446201777,8,0.0,0.0,8,0.26250727766745763,0.005648685656125993,8,46.78614,1.480548543749916,8,0.11303279607499893,0.008938545110249501,8,81.8625,2.7892331255331517,8,0.9921504851737409,0.02127555537112047,8,0.9956377572992815,0.009514573146779198,8,47.77422072569146,0.4773149087090336,8,51.422290895196895,0.691109708902529,8
235 +50,smallworld,8,1.0,distribution,federated,0.5,0.06897480345901943,0.016868473230112858,8,6.516759221549927,0.20381886503856075,8,41.134239421525045,1.1038871178128227,8,631.4217556341723,171.96762753970313,8,818.9172604690918,223.84791588226054,8,1.297495344890779,0.34329468720431694,8,2.4317428468723516,0.15189164842717115,8,0.9310251965409806,0.016868473230112847,8,0.0,0.0,8,0.3041855734738087,0.008038874987999491,8,1.64316,0.8483660514525218,8,0.357960502328704,0.09342424675827585,8,448.4154774202641,49.4905788819637,8,0.13010728296685287,0.022715885123212605,8,0.0075,0.021213203435596423,8,39.873019942349245,0.8605281844568308,8,42.40453485616273,1.4946011987016474,8
236 +50,smallworld,8,1.0,distribution,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.516759221549927,0.20381886503856075,8,41.134239421525045,1.1038871178128227,8,41.17120147443217,1.1243792298480721,8,53.40979311681617,1.2256156023026723,8,18.731968653863902,0.4388640318527336,8,1.0278605339074107,0.02252536407552757,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.3041855734738087,0.008038874987999491,8,47.32566,1.5798391555019606,8,0.11096172970289225,0.01069514796427726,8,51.4875,4.272148171587686,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,39.873019942349245,0.8605281844568308,8,42.40453485616273,1.4946011987016474,8
237 237 50,smallworld,8,1.0,distribution,none,2.0,0.9083203494525485,0.00797392399171785,8,4.0,0.0,8,14.0,0.0,8,15.41409918368908,0.13472240269699423,8,15.41409918368908,0.13472240269699423,8,64.88002496089632,0.56956599940842,8,1.0412593073283285,0.021981333240386185,8,0.0,0.0,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,54.07617,1.7966369540258902,8,0.1096576934442723,0.011199324208653431,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.9006169061492353,0.009464439969271344,8,14.0,0.0,8,14.0,0.0,8
238 238 50,smallworld,8,1.0,distribution,norms,2.0,0.9558000136630016,0.005421551005625657,8,4.0,0.0,8,13.420538834805557,0.09521283918337121,8,14.041517483242327,0.12265804631607173,8,24.48613344622969,0.34724434073142085,8,40.84656512741918,0.574184018513157,8,1.0422971297841188,0.021660121280997226,8,0.0,0.0,8,0.04419998633699844,0.00542155100562566,8,0.42648405532352957,0.006982574370485228,8,56.54938,1.6265692901845359,8,0.10712982047208833,0.01103063833205813,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9531504978240639,0.010709947169866917,8,12.82344471792554,0.15097453396158525,8,13.990611707702962,0.17688692620331536,8
239 239 50,smallworld,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.403188270617406,0.11271086820255534,8,15.403188270617406,0.11271086820255534,8,25.367373667337024,0.3442663348762986,8,39.426969063052105,0.5267247777501655,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5504335248005443,0.005354442678150979,8,59.243700000000004,1.7434655048576577,8,0.10711925990971741,0.011752595858385418,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.839880137541092,0.11944283751258479,8,15.936977955465947,0.20665641684855032,8
240 −50,smallworld,8,1.0,network,central,0.5,0.06761900221465607,0.01777105915349715,8,8.0,0.0,8,14.925413772479686,0.14665924377891568,8,240.39373652744666,89.70376366737925,8,437.38801799772557,166.58784460262748,8,2.500803258788225,0.6756344649317513,8,2.4348247485683006,0.42944986549234476,8,0.9323809977853439,0.01777105915349718,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,2.46137,0.9326914648325182,8,0.31457136556626064,0.0641751358586998,8,706.0,50.25438857879553,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
241 −50,smallworld,8,1.0,network,central,2.0,1.0,0.0,8,8.0,0.0,8,14.925413772479686,0.14665924377891568,8,14.925413772479686,0.14665924377891568,8,27.09113110775649,0.38090327809932645,8,36.918841101520265,0.5195831694305499,8,1.0042522019633364,0.005217439581433814,8,0.0,0.0,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,48.46637,1.456844142070701,8,0.1437429042074756,0.017389474149675555,8,82.2625,2.452950118880181,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
242 −50,smallworld,8,1.0,network,federated,0.5,0.6268638422940823,0.2564554811119316,8,6.536734375898634,0.2407761712098799,8,14.925413772479686,0.14665924377891568,8,27.635168061938394,11.517372640691942,8,50.06938612047312,20.4790901737141,8,23.10252271046724,9.371483986199248,8,1.8343976509828654,0.2740373665267425,8,0.3731361577059177,0.25645548111193167,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,29.96387,12.551583581251524,8,0.17724642269760096,0.04241733399420508,8,133.125,55.198414832312,8,0.8644506917787924,0.18925873905483734,8,0.3909084771067818,0.38452626117454436,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
243 −50,smallworld,8,1.0,network,federated,2.0,1.0,0.0,8,6.536734375898634,0.2407761712098799,8,14.925413772479686,0.14665924377891568,8,14.925413772479686,0.14665924377891568,8,27.09113110775649,0.38090327809932645,8,36.918841101520265,0.5195831694305499,8,1.0042522019633364,0.005217439581433814,8,0.0,0.0,8,0.0,0.0,8,0.596666434495648,0.006527962432582033,8,48.46637,1.456844142070701,8,0.1437429042074756,0.017389474149675555,8,52.175,5.078315243689164,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.907711185843556,0.19981533276267305,8
240 +50,smallworld,8,1.0,network,central,0.5,0.03785090635557065,0.007104755754294455,8,8.0,0.0,8,47.701655089918745,0.5866369751156627,8,1305.3971571127847,278.345677825862,8,1638.0866799841813,349.35352015410075,8,0.6327660385964238,0.12123991088842707,8,2.521391846117763,0.20008299357751963,8,0.9621490936444294,0.007104755754294479,8,0.0,0.0,8,0.2700265769661805,0.005397601731028327,8,-0.10216000000000003,0.35142859595818726,8,0.37026738007085075,0.05208712367093107,8,879.684375,52.19748717525313,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,47.630844743374226,0.7992613310506922,8
241 +50,smallworld,8,1.0,network,central,2.0,0.9934357334424363,0.013435368981011398,8,8.0,0.0,8,47.701655089918745,0.5866369751156627,8,48.02773660105578,1.0613593501734655,8,60.27430794797107,1.1594444373546613,8,16.596126960477406,0.3155149891509989,8,1.062394909824271,0.02816455902201181,8,0.006564266557563679,0.013435368981011374,8,0.0,0.0,8,0.2700265769661805,0.005397601731028327,8,47.05784,1.3479144952958118,8,0.14516295040354066,0.02021571657236437,8,82.2625,2.452950118880181,8,0.9921504851737409,0.02127555537112047,8,0.9947112961309795,0.010452094471611993,8,47.77422072569146,0.4773149087090336,8,47.630844743374226,0.7992613310506922,8
242 +50,smallworld,8,1.0,network,federated,0.5,0.06818169841445143,0.01620120503484428,8,6.536734375898634,0.2407761712098799,8,39.692134234924005,1.0860100526741117,8,616.2645965801507,172.21135202940215,8,804.5226452613414,223.0976823433512,8,1.3180309073495404,0.32940141827121017,8,2.4314187657376864,0.15124183362139806,8,0.9318183015855486,0.016201205034844266,8,0.0,0.0,8,0.3118216219224089,0.008074416104754787,8,1.65395,0.793909546700918,8,0.3569859340959087,0.09080827582286452,8,456.2217274202641,48.601107353832276,8,0.13010728296685287,0.022715885123212605,8,0.006361323155216285,0.017992538961489758,8,39.873019942349245,0.8605281844568308,8,39.51069000538663,1.4495621954337943,8
243 +50,smallworld,8,1.0,network,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.536734375898634,0.2407761712098799,8,39.692134234924005,1.0860100526741117,8,39.728274722581666,1.125465497542894,8,51.904471206448605,1.1872052702217166,8,19.27508836128084,0.44598434301427325,8,1.032282067242996,0.030316041031546247,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.3118216219224089,0.008074416104754787,8,47.60645,1.384466156961386,8,0.14408400475390098,0.017979271719079103,8,52.175,5.078315243689164,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,39.873019942349245,0.8605281844568308,8,39.51069000538663,1.4495621954337943,8
244 244 50,smallworld,8,1.0,network,none,2.0,0.9109537906661027,0.010009768552086322,8,4.0,0.0,8,14.0,0.0,8,15.370136131343024,0.1694116146337291,8,15.370136131343024,0.1694116146337291,8,65.06812790472162,0.7149834680061665,8,1.0502391239081983,0.024453728879124698,8,0.0,0.0,8,0.08904620933389734,0.010009768552086323,8,0.0,0.0,8,53.24632,2.255609094400637,8,0.13878908527645742,0.01538089503587238,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.905531113233678,0.01231452908672841,8,14.0,0.0,8,14.0,0.0,8
245 245 50,smallworld,8,1.0,network,norms,2.0,0.9593097969041526,0.006123019221470169,8,4.0,0.0,8,12.870791924033938,0.12924827389441815,8,13.417222280985744,0.16208368060662973,8,24.024598455144506,0.4822578132373067,8,41.63886601381836,0.8463073712933025,8,1.0501481191833708,0.024617652769303982,8,0.0,0.0,8,0.04069020309584741,0.00612301922147017,8,0.4413629971931894,0.01093378219737578,8,55.748239999999996,2.397160400521535,8,0.13849904425740386,0.015066419872223574,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9598695694698693,0.010819642690403398,8,12.82344471792554,0.15097453396158525,8,12.916943103035662,0.23886038856902267,8
246 246 50,smallworld,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.87511654988965,0.08179784797128754,8,14.87511654988965,0.08179784797128754,8,24.981280537765027,0.34361909715322764,8,40.03664065284205,0.5539671764721934,8,1.0015642468174113,0.002911792656806439,8,0.0,0.0,8,0.0,0.0,8,0.5645926331435526,0.007164252570798935,8,58.44804,2.145494007821974,8,0.1441037562411285,0.017862767188052006,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.839880137541092,0.11944283751258479,8,14.909346987526465,0.13382324624235536,8
247 −50,smallworld,8,1.0,none,central,0.5,0.06785323916337932,0.017564527043625947,8,8.0,0.0,8,14.858081428879958,0.0653770702400901,8,237.6868008438121,86.33741543365677,8,434.68108231409104,163.24479134939153,8,2.5123842660093283,0.6753530288558863,8,2.4348247485683006,0.42944986549234476,8,0.9321467608366207,0.017564527043625943,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,2.46595,0.9305760903870247,8,0.31457136556626064,0.0641751358586998,8,701.7375,67.00590992058619,8,0.1351777807893936,0.03554134967730394,8,0.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
248 −50,smallworld,8,1.0,none,central,2.0,1.0,0.0,8,8.0,0.0,8,14.858081428879958,0.0653770702400901,8,14.858081428879958,0.0653770702400901,8,27.086193922673818,0.401794148076041,8,36.92625820685666,0.5455488568777924,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,48.23095,1.656221958037544,8,0.11076587185985272,0.010717043640139094,8,81.8625,2.7892331255331517,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
249 −50,smallworld,8,1.0,none,federated,0.5,0.7239171384688156,0.2979309753461834,8,6.516759221549927,0.20381886503856075,8,14.858081428879958,0.0653770702400901,8,25.108138197469586,13.339603526382755,8,45.605545489325806,23.83158688693214,8,26.650814811541412,10.830334590265654,8,1.9438639685977344,0.30615288134697105,8,0.27608286153118444,0.2979309753461834,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,34.44595,14.20230512386734,8,0.1388812771293176,0.04236063837510439,8,123.23125,55.65640084803493,8,0.8644506917787924,0.18925873905483734,8,0.5824839316903634,0.45102928700492334,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
250 −50,smallworld,8,1.0,none,federated,2.0,1.0,0.0,8,6.516759221549927,0.20381886503856075,8,14.858081428879958,0.0653770702400901,8,14.858081428879958,0.0653770702400901,8,27.086193922673818,0.401794148076041,8,36.92625820685666,0.5455488568777924,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5990454603641953,0.0068271368353154446,8,48.23095,1.656221958037544,8,0.11076587185985272,0.010717043640139094,8,51.4875,4.272148171587686,8,1.0,0.0,8,1.0,0.0,8,14.943555181422864,0.1193287271772584,8,14.772981249414618,0.1741749968913498,8
247 +50,smallworld,8,1.0,none,central,0.5,0.03800527205928656,0.006921300450001462,8,8.0,0.0,8,47.43232571551983,0.2615082809603604,8,1289.7911067389286,264.6849489994507,8,1622.480629610325,335.49185103337476,8,0.6374038524108154,0.11780151410655447,8,2.521391846117763,0.20008299357751963,8,0.9619947279407135,0.006921300450001461,8,0.0,0.0,8,0.2719852987721783,0.00563914554417497,8,-0.08576000000000004,0.33843812010891616,8,0.37026738007085075,0.05208712367093107,8,875.421875,68.09853868463067,8,0.07576395940855468,0.014783332864628764,8,0.0,0.0,8,47.77422072569146,0.4773149087090336,8,47.091924997658474,0.6966999875653992,8
248 +50,smallworld,8,1.0,none,central,2.0,0.9938785703728297,0.011795887446201789,8,8.0,0.0,8,47.43232571551983,0.2615082809603604,8,47.730782950379954,0.6608866948443738,8,60.03399201368809,0.7033585064774169,8,16.659219705125423,0.19411834726955887,8,1.060184869687209,0.02153402788665096,8,0.006121429627170373,0.011795887446201777,8,0.0,0.0,8,0.2719852987721783,0.00563914554417497,8,46.85674,1.4835935392533504,8,0.11303279607499893,0.008938545110249501,8,81.8625,2.7892331255331517,8,0.9921504851737409,0.02127555537112047,8,0.9956377572992815,0.009514573146779198,8,47.77422072569146,0.4773149087090336,8,47.091924997658474,0.6966999875653992,8
249 +50,smallworld,8,1.0,none,federated,0.5,0.06897480345901943,0.016868473230112858,8,6.516759221549927,0.20381886503856075,8,39.40103160977495,1.0062965963440191,8,604.8234937032782,165.1422055610855,8,792.3189985381978,217.03030461862772,8,1.3407533802844585,0.3522759398571064,8,2.4317428468723516,0.15189164842717115,8,0.9310251965409806,0.016868473230112847,8,0.0,0.0,8,0.31438266780310364,0.007918951043738576,8,1.69991,0.8465445476760216,8,0.357960502328704,0.09342424675827585,8,448.4154774202641,49.4905788819637,8,0.13010728296685287,0.022715885123212605,8,0.0075,0.021213203435596423,8,39.873019942349245,0.8605281844568308,8,38.92264190973268,1.3281611487726093,8
250 +50,smallworld,8,1.0,none,federated,2.0,0.9991166077738516,0.002498610534228102,8,6.516759221549927,0.20381886503856075,8,39.40103160977495,1.0062965963440191,8,39.43635053218314,1.0230464533238979,8,51.674942174567136,1.1303678638713481,8,19.359994985816307,0.43137371469765967,8,1.0278605339074107,0.02252536407552757,8,0.0008833922261484099,0.0024986105342280833,8,0.0,0.0,8,0.31438266780310364,0.007918951043738576,8,47.38241,1.5815274216673292,8,0.11096172970289225,0.01069514796427726,8,51.4875,4.272148171587686,8,0.9982558139534884,0.0049333031245572785,8,1.0,0.0,8,39.873019942349245,0.8605281844568308,8,38.92264190973268,1.3281611487726093,8
251 251 50,smallworld,8,1.0,none,none,2.0,0.9083203494525485,0.00797392399171785,8,4.0,0.0,8,14.0,0.0,8,15.41409918368908,0.13472240269699423,8,15.41409918368908,0.13472240269699423,8,64.88002496089632,0.56956599940842,8,1.0412593073283285,0.021981333240386185,8,0.0,0.0,8,0.0916796505474515,0.007973923991717867,8,0.0,0.0,8,54.07617,1.7966369540258902,8,0.1096576934442723,0.011199324208653431,8,0.0,0.0,8,0.9162281143899711,0.01200555477164139,8,0.9006169061492353,0.009464439969271344,8,14.0,0.0,8,14.0,0.0,8
252 252 50,smallworld,8,1.0,none,norms,2.0,0.9558000136630016,0.005421551005625657,8,4.0,0.0,8,12.846056604347796,0.09856853050766365,8,13.440703254858072,0.15187066642113217,8,23.88531921784544,0.4034167658566992,8,41.877061847375494,0.699788293541876,8,1.0422971297841188,0.021660121280997226,8,0.0,0.0,8,0.04419998633699844,0.00542155100562566,8,0.4372142799015929,0.006129987561615102,8,56.57246,1.62934248431691,8,0.10712982047208833,0.01103063833205813,8,0.0,0.0,8,0.9586687003061669,0.004664051193524072,8,0.9531504978240639,0.010709947169866917,8,12.82344471792554,0.15097453396158525,8,12.863860571725992,0.20854515859431166,8
253 253 50,smallworld,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.892635692863912,0.08231351735403471,8,14.892635692863912,0.08231351735403471,8,24.856821089583526,0.3236674042201362,8,40.23630916197553,0.5181680471902749,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5617346927045366,0.005342404604196651,8,59.2642,1.7437036094146614,8,0.10711925990971741,0.011752595858385418,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.839880137541092,0.11944283751258479,8,14.937155700859083,0.19345120835955698,8
254 −200,lattice,2,0.0,distribution,central,0.5,0.0794378010811781,0.013237439342451267,8,12.0,0.0,8,16.0,0.0,8,206.5363848926264,35.75868327599199,8,377.42040466468,64.3472248874666,8,2.715404794209534,0.44885047761789715,8,2.5871552566583533,0.15592358550613042,8,0.920562198918822,0.013237439342451286,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,2.71307,0.5907709801364897,8,0.25616224622479594,0.02188008787395417,8,2310.6625,105.85844911956725,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
255 −200,lattice,2,0.0,distribution,central,2.0,0.9643862984150744,0.017208384356615525,8,12.0,0.0,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,301.9875,4.13605661055482,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
256 −200,lattice,2,0.0,distribution,federated,0.5,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
257 −200,lattice,2,0.0,distribution,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
254 +200,lattice,2,0.0,distribution,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,76.0,0.0,8,2709.059246317618,266.7003008639692,8,3181.045611224471,310.3438978479409,8,0.3173658668741372,0.0354043657545955,8,2.624037824146033,0.05587864067209144,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,-1.412605,0.14988075631743294,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
255 +200,lattice,2,0.0,distribution,central,2.0,0.9613587602597989,0.018960288205704758,8,12.0,0.0,8,76.0,0.0,8,79.082190202958,1.5888540098522577,8,92.86808953310519,1.923785352010869,8,10.771939483262594,0.21950519749562808,8,1.6990909288053389,0.033826493047791756,8,0.03864123974020102,0.018960288205704758,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,40.85552,1.156675211407986,8,0.11333281924383402,0.010720288254270802,8,301.9875,4.13605661055482,8,0.959408482639685,0.019333834551603514,8,0.9633965141373997,0.02645925741500667,8,76.0,0.0,8,76.0,0.0,8
256 +200,lattice,2,0.0,distribution,federated,0.5,0.2871945283823952,0.03306427603326184,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,154.13834363443235,20.45405363902743,8,200.79061308704087,25.631795977936765,8,5.048682748123518,0.6162961615198529,8,2.3596561589607394,0.08402240902717159,8,0.7128054716176048,0.03306427603326185,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,11.28185,1.4554162334829561,8,0.40593399644573047,0.03916048051485832,8,118.80006295385483,92.95442665796608,8,0.44372752552732186,0.055562618070148576,8,0.12718012660192057,0.03521788883924247,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
257 +200,lattice,2,0.0,distribution,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,45.30935862119621,1.0229241812353538,8,59.051076673988824,1.1968452401187823,8,16.94061141600079,0.3451063931643056,8,1.6748566954404889,0.027321117685114193,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,41.9681,1.0874224956815477,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
258 258 200,lattice,2,0.0,distribution,none,2.0,0.15438841662974462,0.018667710682494187,8,4.0,0.0,8,14.0,0.0,8,91.86321707669818,11.239128170410037,8,91.86321707669818,11.239128170410037,8,11.027744044981757,1.3334079058924424,8,2.6192420794531754,0.03186295902548205,8,0.763401311672992,0.020447585008836196,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,8.775755,1.026943042557446,8,0.30509929825305165,0.02631246479011088,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.053553674614283814,0.013701530303695269,8,14.0,0.0,8,14.0,0.0,8
259 259 200,lattice,2,0.0,distribution,norms,2.0,0.16255651877576915,0.020811100054917275,8,4.0,0.0,8,14.0,0.0,8,87.36499212380708,11.150833657445698,8,149.0850974859646,18.17126345365211,8,6.7960348389832745,0.8347215578940652,8,2.6179189342596896,0.03287811007894051,8,0.7977862955946566,0.02207859965211839,8,0.039657185629574265,0.00256255614853112,8,0.4143367128531453,0.0044375435375196455,8,8.86888,1.1462316403639483,8,0.3037794164040373,0.025050691201233554,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.05686983095672269,0.015460347951279433,8,14.0,0.0,8,14.0,0.0,8
260 260 200,lattice,2,0.0,distribution,records,2.0,0.9786930131024358,0.007195655727172022,8,2.0,0.0,8,16.0,0.0,8,16.34911074546539,0.12078341334767473,8,26.51803533698858,0.20136460929272174,8,37.712071410075445,0.2840308491580158,8,1.657414743183941,0.02215544740325509,8,0.021306986897564183,0.007195655727171979,8,0.0,0.0,8,0.5375983627207575,0.002309869014693632,8,57.968695000000004,0.7518880819263299,8,0.09615853704185413,0.0063089921666101365,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.9784695827828812,0.009944287631402576,8,16.0,0.0,8,16.0,0.0,8
261 −200,lattice,2,0.0,network,central,0.5,0.07936924603652888,0.013426451893636695,8,12.0,0.0,8,16.0,0.0,8,206.84900025520213,36.17107172843337,8,377.73302002725575,64.7479963882714,8,2.7140709948511215,0.45221377857675954,8,2.5871552566583533,0.15592358550613042,8,0.9206307539634712,0.013426451893636704,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,2.7124699999999997,0.5918024352771794,8,0.25616224622479594,0.02188008787395417,8,2320.8625,105.32363643958143,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
262 −200,lattice,2,0.0,network,central,2.0,0.8652040837617074,0.02808216997508359,8,12.0,0.0,8,16.0,0.0,8,18.50969961716833,0.59703446209075,8,33.82015763100428,1.2072789706587197,8,29.601286176654014,1.0607278128308306,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,38.36372,1.6177199191101364,8,0.14608824827113337,0.00848830784396587,8,302.3625,4.94250876146343,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,16.0,0.0,8,16.0,0.0,8
263 −200,lattice,2,0.0,network,federated,0.5,0.8652040837617074,0.02808216997508359,8,6.708221497010747,0.10800238075547619,8,16.0,0.0,8,18.50969961716833,0.59703446209075,8,33.82015763100428,1.2072789706587197,8,29.601286176654014,1.0607278128308306,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,38.36372,1.6177199191101364,8,0.14608824827113337,0.00848830784396587,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,16.0,0.0,8,16.0,0.0,8
264 −200,lattice,2,0.0,network,federated,2.0,0.8652040837617074,0.02808216997508359,8,6.708221497010747,0.10800238075547619,8,16.0,0.0,8,18.50969961716833,0.59703446209075,8,33.82015763100428,1.2072789706587197,8,29.601286176654014,1.0607278128308306,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,38.36372,1.6177199191101364,8,0.14608824827113337,0.00848830784396587,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,16.0,0.0,8,16.0,0.0,8
261 +200,lattice,2,0.0,network,central,0.5,0.028285506976509008,0.003095497406257245,8,12.0,0.0,8,76.0,0.0,8,2711.804880195269,261.80038505232983,8,3183.791245102122,305.2299527689493,8,0.3169757521782667,0.034592707843607365,8,2.624037824146033,0.05587864067209144,8,0.971714493023491,0.003095497406257244,8,0.0,0.0,8,0.19311281144188114,0.001967798369490141,8,-1.415455,0.14533325634554534,8,0.41846845324609866,0.030040831203785458,8,3295.8625,105.32363643958143,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
262 +200,lattice,2,0.0,network,central,2.0,0.8618290426026689,0.032738852247006206,8,12.0,0.0,8,76.0,0.0,8,88.29639570385484,3.3665034229551734,8,103.67189756676369,4.028725170324742,8,9.658535806720405,0.3742460885023389,8,1.7497115970347987,0.029647984855165763,8,0.13817095739733104,0.03273885224700619,8,0.0,0.0,8,0.19311281144188114,0.001967798369490141,8,36.395795,1.7564312717959834,8,0.14702556168870995,0.009369369732053316,8,302.3625,4.94250876146343,8,0.959408482639685,0.019333834551603514,8,0.7622362376680465,0.05784110390154169,8,76.0,0.0,8,76.0,0.0,8
263 +200,lattice,2,0.0,network,federated,0.5,0.276738323432918,0.036230643315147325,8,6.708221497010747,0.10800238075547619,8,44.24932898206448,0.6480142845328555,8,162.64832087109625,24.3465465857245,8,211.22261333641205,31.062648173111697,8,4.817537035175821,0.6492005149358177,8,2.362375234473658,0.08029851744558163,8,0.723261676567082,0.03623064331514728,8,0.0,0.0,8,0.29980780961060954,0.003610561504839363,8,10.807775,1.6094725538777332,8,0.3992174034993501,0.0453685212422016,8,159.13654082499897,72.62000264273955,8,0.44372752552732186,0.055562618070148576,8,0.10642402994748543,0.04567840281107099,8,43.52373915495143,0.798112559640892,8,44.97970069893627,1.2236923512980926,8
264 +200,lattice,2,0.0,network,federated,2.0,0.86483631651751,0.027972341451315927,8,6.708221497010747,0.10800238075547619,8,44.24932898206448,0.6480142845328555,8,51.222894419044934,2.138381510379432,8,66.53967188364479,2.720127335222083,8,15.050853369402525,0.6216887881779908,8,1.7268789763003078,0.026708299788546542,8,0.13516368348248994,0.027972341451315913,8,0.0,0.0,8,0.29980780961060954,0.003610561504839363,8,37.492775,1.6095787431055193,8,0.14629259332887348,0.008782061755901724,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7637258101668287,0.05505378845528353,8,43.52373915495143,0.798112559640892,8,44.97970069893627,1.2236923512980926,8
265 265 200,lattice,2,0.0,network,none,2.0,0.15032186570694886,0.021701060502887327,8,4.0,0.0,8,14.0,0.0,8,94.68278850901093,12.381002211252959,8,94.68278850901093,12.381002211252959,8,10.737276121924918,1.5500757502062372,8,2.6093341106824504,0.028204015864264537,8,0.7672258285279839,0.020909323284945956,8,0.08245230576506725,0.0068406199464400895,8,0.0,0.0,8,8.5258725,1.109255395913983,8,0.304914535168413,0.03254973533549626,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.045270952039398245,0.01736184469278935,8,14.0,0.0,8,14.0,0.0,8
266 266 200,lattice,2,0.0,network,norms,2.0,0.15790421447808606,0.023657424497377608,8,4.0,0.0,8,14.0,0.0,8,90.22432834495619,12.041329005371852,8,153.86007423235932,19.390045472795066,8,6.600138081008726,0.9212793821382,8,2.607525863964128,0.029125877767709623,8,0.8022170738971359,0.022453168084654425,8,0.039878711624778046,0.003770450229813001,8,0.41414197032270506,0.00556327884648867,8,8.5833725,1.2123856077732504,8,0.30356926688018615,0.033362322638362966,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.047397795631334436,0.018304996620030302,8,14.0,0.0,8,14.0,0.0,8
267 267 200,lattice,2,0.0,network,records,2.0,0.905097439624506,0.01842982919421345,8,2.0,0.0,8,16.0,0.0,8,17.684113936726952,0.362610029156492,8,28.709142519617238,0.5226241062486956,8,34.842203484925065,0.63380862213811,8,1.7103368211445908,0.027554908563037203,8,0.094902560375494,0.018429829194213456,8,0.0,0.0,8,0.5380321009590402,0.0021262457201633132,8,53.3934,0.9177849971690393,8,0.12582620083751353,0.009015504717954554,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.8318682388398666,0.03245831788287032,8,16.0,0.0,8,16.0,0.0,8
268 −200,lattice,2,0.0,none,central,0.5,0.0794378010811781,0.013237439342451267,8,12.0,0.0,8,16.0,0.0,8,206.5363848926264,35.75868327599199,8,377.42040466468,64.3472248874666,8,2.715404794209534,0.44885047761789715,8,2.5871552566583533,0.15592358550613042,8,0.920562198918822,0.013237439342451286,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,2.71307,0.5907709801364897,8,0.25616224622479594,0.02188008787395417,8,2310.6625,105.85844911956725,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
269 −200,lattice,2,0.0,none,central,2.0,0.9643862984150744,0.017208384356615525,8,12.0,0.0,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,301.9875,4.13605661055482,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
270 −200,lattice,2,0.0,none,federated,0.5,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
271 −200,lattice,2,0.0,none,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.595617200012494,0.30459852676399285,8,30.33733525280511,0.6325289230127271,8,32.97499253919051,0.6748480601628238,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,42.80432,1.1055217357041347,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,16.0,0.0,8,16.0,0.0,8
268 +200,lattice,2,0.0,none,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,76.0,0.0,8,2709.059246317618,266.7003008639692,8,3181.045611224471,310.3438978479409,8,0.3173658668741372,0.0354043657545955,8,2.624037824146033,0.05587864067209144,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,-1.412605,0.14988075631743294,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
269 +200,lattice,2,0.0,none,central,2.0,0.9613587602597989,0.018960288205704758,8,12.0,0.0,8,76.0,0.0,8,79.082190202958,1.5888540098522577,8,92.86808953310519,1.923785352010869,8,10.771939483262594,0.21950519749562808,8,1.6990909288053389,0.033826493047791756,8,0.03864123974020102,0.018960288205704758,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,40.85552,1.156675211407986,8,0.11333281924383402,0.010720288254270802,8,301.9875,4.13605661055482,8,0.959408482639685,0.019333834551603514,8,0.9633965141373997,0.02645925741500667,8,76.0,0.0,8,76.0,0.0,8
270 +200,lattice,2,0.0,none,federated,0.5,0.2871945283823952,0.03306427603326184,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,154.13834363443235,20.45405363902743,8,200.79061308704087,25.631795977936765,8,5.048682748123518,0.6162961615198529,8,2.3596561589607394,0.08402240902717159,8,0.7128054716176048,0.03306427603326185,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,11.28185,1.4554162334829561,8,0.40593399644573047,0.03916048051485832,8,118.80006295385483,92.95442665796608,8,0.44372752552732186,0.055562618070148576,8,0.12718012660192057,0.03521788883924247,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
271 +200,lattice,2,0.0,none,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,45.30935862119621,1.0229241812353538,8,59.051076673988824,1.1968452401187823,8,16.94061141600079,0.3451063931643056,8,1.6748566954404889,0.027321117685114193,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,41.9681,1.0874224956815477,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
272 272 200,lattice,2,0.0,none,none,2.0,0.15438841662974462,0.018667710682494187,8,4.0,0.0,8,14.0,0.0,8,91.86321707669818,11.239128170410037,8,91.86321707669818,11.239128170410037,8,11.027744044981757,1.3334079058924424,8,2.6192420794531754,0.03186295902548205,8,0.763401311672992,0.020447585008836196,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,8.775755,1.026943042557446,8,0.30509929825305165,0.02631246479011088,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.053553674614283814,0.013701530303695269,8,14.0,0.0,8,14.0,0.0,8
273 273 200,lattice,2,0.0,none,norms,2.0,0.16255651877576915,0.020811100054917275,8,4.0,0.0,8,14.0,0.0,8,87.36499212380708,11.150833657445698,8,149.0850974859646,18.17126345365211,8,6.7960348389832745,0.8347215578940652,8,2.6179189342596896,0.03287811007894051,8,0.7977862955946566,0.02207859965211839,8,0.039657185629574265,0.00256255614853112,8,0.4143367128531453,0.0044375435375196455,8,8.86888,1.1462316403639483,8,0.3037794164040373,0.025050691201233554,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.05686983095672269,0.015460347951279433,8,14.0,0.0,8,14.0,0.0,8
274 274 200,lattice,2,0.0,none,records,2.0,0.9786930131024358,0.007195655727172022,8,2.0,0.0,8,16.0,0.0,8,16.34911074546539,0.12078341334767473,8,26.51803533698858,0.20136460929272174,8,37.712071410075445,0.2840308491580158,8,1.657414743183941,0.02215544740325509,8,0.021306986897564183,0.007195655727171979,8,0.0,0.0,8,0.5375983627207575,0.002309869014693632,8,57.968695000000004,0.7518880819263299,8,0.09615853704185413,0.0063089921666101365,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.9784695827828812,0.009944287631402576,8,16.0,0.0,8,16.0,0.0,8
275 −200,lattice,2,1.0,distribution,central,0.5,0.0794378010811781,0.013237439342451267,8,12.0,0.0,8,15.384715815550239,0.05071663264268987,8,198.56968129949317,34.15475748135556,8,369.4537010715468,62.73697253099295,8,2.7736289907615106,0.45805109201505584,8,2.5871552566583533,0.15592358550613042,8,0.920562198918822,0.013237439342451286,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,2.7316475000000002,0.5904412610376364,8,0.25616224622479594,0.02188008787395417,8,2310.6625,105.85844911956725,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
276 −200,lattice,2,1.0,distribution,central,2.0,0.9643862984150744,0.017208384356615525,8,12.0,0.0,8,15.384715815550239,0.05071663264268987,8,15.957776292997387,0.31856070538780895,8,29.69949434579,0.6396684450185689,8,33.684021100666925,0.7119985021455716,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,42.822897499999996,1.1060158568451257,8,0.11280373358592666,0.010634451763888957,8,301.9875,4.13605661055482,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
277 −200,lattice,2,1.0,distribution,federated,0.5,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,15.384715815550239,0.05071663264268987,8,15.957776292997387,0.31856070538780895,8,29.69949434579,0.6396684450185689,8,33.684021100666925,0.7119985021455716,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,42.822897499999996,1.1060158568451257,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
278 −200,lattice,2,1.0,distribution,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,15.384715815550239,0.05071663264268987,8,15.957776292997387,0.31856070538780895,8,29.69949434579,0.6396684450185689,8,33.684021100666925,0.7119985021455716,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,42.822897499999996,1.1060158568451257,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
275 +200,lattice,2,1.0,distribution,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,72.30829489330142,0.3042997958561383,8,2577.0785564041544,249.9612253644414,8,3049.0649213110078,293.5029305095126,8,0.33101335299259166,0.03634779319735843,8,2.624037824146033,0.05587864067209144,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.20159580381034428,0.0019601807505335005,8,-1.30114,0.14583193771304995,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,75.40981993549124,0.3809573667913943,8
276 +200,lattice,2,1.0,distribution,central,2.0,0.9613587602597989,0.018960288205704758,8,12.0,0.0,8,72.30829489330142,0.3042997958561383,8,75.2439845702076,1.7165249016982926,8,89.02988390035478,2.037972530064254,8,11.237249333271926,0.25295845963783187,8,1.6990909288053389,0.033826493047791756,8,0.03864123974020102,0.018960288205704758,8,0.0,0.0,8,0.20159580381034428,0.0019601807505335005,8,40.966985,1.1609425821534585,8,0.11333281924383402,0.010720288254270802,8,301.9875,4.13605661055482,8,0.959408482639685,0.019333834551603514,8,0.9633965141373997,0.02645925741500667,8,69.26885575583613,0.618817647006284,8,75.40981993549124,0.3809573667913943,8
277 +200,lattice,2,1.0,distribution,federated,0.5,0.2871945283823952,0.03306427603326184,8,6.614643882345542,0.15046375959975164,8,41.6638853593752,0.878307073194327,8,146.9799507668658,19.33428922602135,8,193.63222021947433,24.502815859856472,8,5.2342952953678665,0.6353579187539957,8,2.3596561589607394,0.08402240902717159,8,0.7128054716176048,0.03306427603326185,8,0.0,0.0,8,0.31416917532909644,0.006089023691458245,8,11.3429575,1.4528882297169319,8,0.40593399644573047,0.03916048051485832,8,118.80006295385483,92.95442665796608,8,0.44372752552732186,0.055562618070148576,8,0.12718012660192057,0.03521788883924247,8,39.8384013107683,0.753646258640554,8,43.52660463390482,1.0227547133228019,8
278 +200,lattice,2,1.0,distribution,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,41.6638853593752,0.878307073194327,8,43.21087496140409,1.021464493573233,8,56.9525930141967,1.1904920572142415,8,17.56521309658692,0.3691412138392015,8,1.6748566954404889,0.027321117685114193,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.31416917532909644,0.006089023691458245,8,42.0292075,1.0885120779138295,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,39.8384013107683,0.753646258640554,8,43.52660463390482,1.0227547133228019,8
279 279 200,lattice,2,1.0,distribution,none,2.0,0.15438841662974462,0.018667710682494187,8,4.0,0.0,8,14.0,0.0,8,91.86321707669818,11.239128170410037,8,91.86321707669818,11.239128170410037,8,11.027744044981757,1.3334079058924424,8,2.6192420794531754,0.03186295902548205,8,0.763401311672992,0.020447585008836196,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,8.775755,1.026943042557446,8,0.30509929825305165,0.02631246479011088,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.053553674614283814,0.013701530303695269,8,14.0,0.0,8,14.0,0.0,8
280 280 200,lattice,2,1.0,distribution,norms,2.0,0.16255651877576915,0.020811100054917275,8,4.0,0.0,8,13.391197987761192,0.05336822191128174,8,83.56536413655857,10.684012992511017,8,145.2854694987161,17.691645986974198,8,6.973353854302692,0.8532696662970104,8,2.6179189342596896,0.03287811007894051,8,0.7977862955946566,0.02207859965211839,8,0.039657185629574265,0.00256255614853112,8,0.4251671112458994,0.004994922310702045,8,8.893455,1.1456548687852848,8,0.3037794164040373,0.025050691201233554,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.05686983095672269,0.015460347951279433,8,12.859998404354839,0.07383783971798052,8,13.926584595406855,0.09164608982813274,8
281 281 200,lattice,2,1.0,distribution,records,2.0,0.9786930131024358,0.007195655727172022,8,2.0,0.0,8,15.398526120527789,0.06860606526125122,8,15.734670983695233,0.15558691387923862,8,25.903595575218425,0.2575045618767948,8,38.60799077215204,0.3807369045295442,8,1.657414743183941,0.02215544740325509,8,0.021306986897564183,0.007195655727171979,8,0.0,0.0,8,0.5503579802288624,0.0016745635730404597,8,57.992895,0.7546025165040843,8,0.09615853704185413,0.0063089921666101365,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.9784695827828812,0.009944287631402576,8,14.837345822423629,0.06960276138473194,8,15.953220330573192,0.09817242209572853,8
282 −200,lattice,2,1.0,network,central,0.5,0.07936924603652888,0.013426451893636695,8,12.0,0.0,8,14.859377527392377,0.08282449165806947,8,192.16737074845713,34.01020846981886,8,363.0513905205107,62.56075677834742,8,2.824708382104427,0.4740790673942395,8,2.5871552566583533,0.15592358550613042,8,0.9206307539634712,0.013426451893636704,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,2.7469324999999998,0.5925687572823451,8,0.25616224622479594,0.02188008787395417,8,2320.8625,105.32363643958143,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
283 −200,lattice,2,1.0,network,central,2.0,0.8652040837617074,0.02808216997508359,8,12.0,0.0,8,14.859377527392377,0.08282449165806947,8,17.189332198143774,0.532804628461321,8,32.49979021197973,1.1276177623914516,8,30.80199052190008,1.072826540639053,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,38.3981825,1.6168006138557351,8,0.14608824827113337,0.00848830784396587,8,302.3625,4.94250876146343,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
284 −200,lattice,2,1.0,network,federated,0.5,0.8652040837617074,0.02808216997508359,8,6.708221497010747,0.10800238075547619,8,14.859377527392377,0.08282449165806947,8,17.189332198143774,0.532804628461321,8,32.49979021197973,1.1276177623914516,8,30.80199052190008,1.072826540639053,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,38.3981825,1.6168006138557351,8,0.14608824827113337,0.00848830784396587,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
285 −200,lattice,2,1.0,network,federated,2.0,0.8652040837617074,0.02808216997508359,8,6.708221497010747,0.10800238075547619,8,14.859377527392377,0.08282449165806947,8,17.189332198143774,0.532804628461321,8,32.49979021197973,1.1276177623914516,8,30.80199052190008,1.072826540639053,8,1.7256912747155695,0.02722118908816303,8,0.1347959162382925,0.028082169975083573,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,38.3981825,1.6168006138557351,8,0.14608824827113337,0.00848830784396587,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7644713370057948,0.05547752866632413,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
282 +200,lattice,2,1.0,network,central,0.5,0.028285506976509008,0.003095497406257245,8,12.0,0.0,8,69.15626516435427,0.49694694994840877,8,2467.4734514970505,238.35525367083736,8,2939.459816403904,281.3355396065062,8,0.34328053467880437,0.03702091788342785,8,2.624037824146033,0.05587864067209144,8,0.971714493023491,0.003095497406257244,8,0.0,0.0,8,0.2091662363512263,0.0031243493377536126,8,-1.20868,0.14402455346224824,8,0.41846845324609866,0.030040831203785458,8,3295.8625,105.32363643958143,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,69.03844048765264,0.5203313215994667,8
283 +200,lattice,2,1.0,network,central,2.0,0.8618290426026689,0.032738852247006206,8,12.0,0.0,8,69.15626516435427,0.49694694994840877,8,80.34263841852224,3.0421071416731102,8,95.71814028143109,3.6687115770472873,8,10.460667044552714,0.3975726327374184,8,1.7497115970347987,0.029647984855165763,8,0.13817095739733104,0.03273885224700619,8,0.0,0.0,8,0.2091662363512263,0.0031243493377536126,8,36.60257,1.752784731465088,8,0.14702556168870995,0.009369369732053316,8,302.3625,4.94250876146343,8,0.959408482639685,0.019333834551603514,8,0.7622362376680465,0.05784110390154169,8,69.26885575583613,0.618817647006284,8,69.03844048765264,0.5203313215994667,8
284 +200,lattice,2,1.0,network,federated,0.5,0.276738323432918,0.036230643315147325,8,6.708221497010747,0.10800238075547619,8,40.38372565293174,0.532235159575134,8,148.44082579243297,22.166146933026223,8,197.01511825774875,28.869876392452607,8,5.164694599560032,0.6967731605934802,8,2.362375234473658,0.08029851744558163,8,0.723261676567082,0.03623064331514728,8,0.0,0.0,8,0.32141999412215655,0.004271911985648363,8,10.924565,1.608028267048987,8,0.3992174034993501,0.0453685212422016,8,159.13654082499897,72.62000264273955,8,0.44372752552732186,0.055562618070148576,8,0.10642402994748543,0.04567840281107099,8,39.8384013107683,0.753646258640554,8,40.92862181258232,1.0761218804326598,8
285 +200,lattice,2,1.0,network,federated,2.0,0.86483631651751,0.027972341451315927,8,6.708221497010747,0.10800238075547619,8,40.38372565293174,0.532235159575134,8,46.74643778055174,1.8822963748590094,8,62.06321524515158,2.4463541548544647,8,16.134765384379076,0.642861069710965,8,1.7268789763003078,0.026708299788546542,8,0.13516368348248994,0.027972341451315913,8,0.0,0.0,8,0.32141999412215655,0.004271911985648363,8,37.609565,1.6064820284175512,8,0.14629259332887348,0.008782061755901724,8,46.06875,4.55991365049822,8,0.963910774715651,0.012852482464694915,8,0.7637258101668287,0.05505378845528353,8,39.8384013107683,0.753646258640554,8,40.92862181258232,1.0761218804326598,8
286 286 200,lattice,2,1.0,network,none,2.0,0.15032186570694886,0.021701060502887327,8,4.0,0.0,8,14.0,0.0,8,94.68278850901093,12.381002211252959,8,94.68278850901093,12.381002211252959,8,10.737276121924918,1.5500757502062372,8,2.6093341106824504,0.028204015864264537,8,0.7672258285279839,0.020909323284945956,8,0.08245230576506725,0.0068406199464400895,8,0.0,0.0,8,8.5258725,1.109255395913983,8,0.304914535168413,0.03254973533549626,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.045270952039398245,0.01736184469278935,8,14.0,0.0,8,14.0,0.0,8
287 287 200,lattice,2,1.0,network,norms,2.0,0.15790421447808606,0.023657424497377608,8,4.0,0.0,8,12.876451744637317,0.043590446472084377,8,82.97999911850538,11.042225220639885,8,146.6157450059085,18.38291587922083,8,6.925245359761927,0.9625660707256462,8,2.607525863964128,0.029125877767709623,8,0.8022170738971359,0.022453168084654425,8,0.039878711624778046,0.003770450229813001,8,0.4345740177516867,0.005892160490916965,8,8.6287875,1.2112269887980769,8,0.30356926688018615,0.033362322638362966,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.047397795631334436,0.018304996620030302,8,12.859998404354839,0.07383783971798052,8,12.891359319611208,0.0870989370695853,8
288 288 200,lattice,2,1.0,network,records,2.0,0.905097439624506,0.01842982919421345,8,2.0,0.0,8,14.878166997284872,0.027165142999095695,8,16.443983209175425,0.3263176539271445,8,27.469011792065707,0.4863663704403901,8,36.414635732924204,0.6440894054070683,8,1.7103368211445908,0.027554908563037203,8,0.094902560375494,0.018429829194213456,8,0.0,0.0,8,0.5623175216358699,0.002087193948558991,8,53.4383875,0.917385179109626,8,0.12582620083751353,0.009015504717954554,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.8318682388398666,0.03245831788287032,8,14.837345822423629,0.06960276138473194,8,14.918115211908397,0.055711009616709224,8
289 −200,lattice,2,1.0,none,central,0.5,0.0794378010811781,0.013237439342451267,8,12.0,0.0,8,14.885130911597454,0.046025690937507656,8,192.18227539246703,33.469658009858755,8,363.0662951645206,62.063806466825234,8,2.8233428015833364,0.4693272254481917,8,2.5871552566583533,0.15592358550613042,8,0.920562198918822,0.013237439342451286,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,2.7467375,0.5913784990958475,8,0.25616224622479594,0.02188008787395417,8,2310.6625,105.85844911956725,8,0.15716727993501534,0.02626013436802473,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
290 −200,lattice,2,1.0,none,central,2.0,0.9643862984150744,0.017208384356615525,8,12.0,0.0,8,14.885130911597454,0.046025690937507656,8,15.439223491948031,0.28559235716342085,8,29.180941544740644,0.6125344815445124,8,34.28193329841575,0.7074871822520782,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,42.8379875,1.1058257195643453,8,0.11280373358592666,0.010634451763888957,8,301.9875,4.13605661055482,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
291 −200,lattice,2,1.0,none,federated,0.5,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,14.885130911597454,0.046025690937507656,8,15.439223491948031,0.28559235716342085,8,29.180941544740644,0.6125344815445124,8,34.28193329841575,0.7074871822520782,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,42.8379875,1.1058257195643453,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
292 −200,lattice,2,1.0,none,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,14.885130911597454,0.046025690937507656,8,15.439223491948031,0.28559235716342085,8,29.180941544740644,0.6125344815445124,8,34.28193329841575,0.7074871822520782,8,1.6745185541794918,0.02707069817616062,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,42.8379875,1.1058257195643453,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
289 +200,lattice,2,1.0,none,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,69.31078546958473,0.27615414562504986,8,2470.5837297639064,243.1668101781563,8,2942.5700946707598,286.77632666547214,8,0.3430757252897957,0.03818685988290193,8,2.624037824146033,0.05587864067209144,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.20891419710889886,0.00187603528906317,8,-1.2106000000000001,0.1485174552511782,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,69.3473419241664,0.49866789444972004,8
290 +200,lattice,2,1.0,none,central,2.0,0.9613587602597989,0.018960288205704758,8,12.0,0.0,8,69.31078546958473,0.27615414562504986,8,72.12181242406544,1.4817103553597604,8,85.90771175421261,1.8120660431882227,8,11.644874558670825,0.24255970975622734,8,1.6990909288053389,0.033826493047791756,8,0.03864123974020102,0.018960288205704758,8,0.0,0.0,8,0.20891419710889886,0.00187603528906317,8,41.057525,1.158750935681543,8,0.11333281924383402,0.010720288254270802,8,301.9875,4.13605661055482,8,0.959408482639685,0.019333834551603514,8,0.9633965141373997,0.02645925741500667,8,69.26885575583613,0.618817647006284,8,69.3473419241664,0.49866789444972004,8
291 +200,lattice,2,1.0,none,federated,0.5,0.2871945283823952,0.03306427603326184,8,6.614643882345542,0.15046375959975164,8,40.0219519626148,0.870814781214706,8,141.21083420700788,18.789747610146726,8,187.8631036596164,23.96727935573634,8,5.3963275499672125,0.6612359920222637,8,2.3596561589607394,0.08402240902717159,8,0.7128054716176048,0.03306427603326185,8,0.0,0.0,8,0.3238549042553741,0.006250946029007679,8,11.3925625,1.4544084486017972,8,0.40593399644573047,0.03916048051485832,8,118.80006295385483,92.95442665796608,8,0.44372752552732186,0.055562618070148576,8,0.12718012660192057,0.03521788883924247,8,39.8384013107683,0.753646258640554,8,40.20543835090291,1.023774561808476,8
292 +200,lattice,2,1.0,none,federated,2.0,0.9643862984150744,0.017208384356615525,8,6.614643882345542,0.15046375959975164,8,40.0219519626148,0.870814781214706,8,41.507361659285735,0.9762628337825836,8,55.249079712078355,1.1470835337594318,8,18.106740184684224,0.37941293292694,8,1.6748566954404889,0.027321117685114193,8,0.03561370158492564,0.01720838435661552,8,0.0,0.0,8,0.3238549042553741,0.006250946029007679,8,42.0788125,1.0893234727212242,8,0.11280373358592666,0.010634451763888957,8,41.75,7.043335248912367,8,0.963910774715651,0.012852482464694915,8,0.9649096277890473,0.026604094004439863,8,39.8384013107683,0.753646258640554,8,40.20543835090291,1.023774561808476,8
293 293 200,lattice,2,1.0,none,none,2.0,0.15438841662974462,0.018667710682494187,8,4.0,0.0,8,14.0,0.0,8,91.86321707669818,11.239128170410037,8,91.86321707669818,11.239128170410037,8,11.027744044981757,1.3334079058924424,8,2.6192420794531754,0.03186295902548205,8,0.763401311672992,0.020447585008836196,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,8.775755,1.026943042557446,8,0.30509929825305165,0.02631246479011088,8,0.0,0.0,8,0.2546331887389363,0.032783894892996976,8,0.053553674614283814,0.013701530303695269,8,14.0,0.0,8,14.0,0.0,8
294 294 200,lattice,2,1.0,none,norms,2.0,0.16255651877576915,0.020811100054917275,8,4.0,0.0,8,12.883098883980201,0.023847967098784856,8,80.40329073605224,10.341866528606039,8,142.12339609820978,17.359581890503442,8,7.129261438131944,0.8769414083118977,8,2.6179189342596896,0.03287811007894051,8,0.7977862955946566,0.02207859965211839,8,0.039657185629574265,0.00256255614853112,8,0.4346443580979885,0.004782082079823859,8,8.913985,1.1460977603652687,8,0.3037794164040373,0.025050691201233554,8,0.0,0.0,8,0.26765808059285273,0.03638783022410117,8,0.05686983095672269,0.015460347951279433,8,12.859998404354839,0.07383783971798052,8,12.905637608096038,0.06530905110644361,8
295 295 200,lattice,2,1.0,none,records,2.0,0.9786930131024358,0.007195655727172022,8,2.0,0.0,8,14.856965324744465,0.07547630284423544,8,15.181461928327773,0.17297854514438352,8,25.350386519850964,0.2639425346472606,8,39.450848533801604,0.4081825300038597,8,1.657414743183941,0.02215544740325509,8,0.021306986897564183,0.007195655727171979,8,0.0,0.0,8,0.5623726018195733,0.0023603132074916672,8,58.014655,0.7545449818835975,8,0.09615853704185413,0.0063089921666101365,8,0.0,0.0,8,0.9789019767704061,0.009384732007093987,8,0.9784695827828812,0.009944287631402576,8,14.837345822423629,0.06960276138473194,8,14.876926664663673,0.1268749705657153,8
296 −200,lattice,8,0.0,distribution,central,0.5,0.08010193428345819,0.013122963793378099,8,12.0,0.0,8,16.0,0.0,8,204.76530579163312,35.65752307722745,8,374.17644900041324,64.09157603733001,8,2.7380829060070506,0.44485138203396646,8,2.565761278132555,0.16427190710260103,8,0.9198980657165419,0.01312296379337812,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,2.74307,0.5854837873563562,8,0.2568861675492087,0.024018273394466667,8,2310.6625,105.85844911956725,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
297 −200,lattice,8,0.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,301.9875,4.13605661055482,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
298 −200,lattice,8,0.0,distribution,federated,0.5,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
299 −200,lattice,8,0.0,distribution,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
296 +200,lattice,8,0.0,distribution,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,76.0,0.0,8,2709.059246317618,266.7003008639692,8,3181.045611224471,310.3438978479409,8,0.3173658668741372,0.0354043657545955,8,2.619553437798902,0.058221372646547996,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,-1.412605,0.14988075631743294,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
297 +200,lattice,8,0.0,distribution,central,2.0,0.9969724618447247,0.00856317103958494,8,12.0,0.0,8,76.0,0.0,8,76.23580414824889,0.6669548490348487,8,89.52473831892496,0.8134422667612093,8,11.170890077549792,0.09976932113544568,8,1.08841207238343,0.022847284494624125,8,0.0030275381552753817,0.008563171039584932,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,42.466145,0.7231477509373275,8,0.11414355728053371,0.009381430468093746,8,301.9875,4.13605661055482,8,0.995497707924034,0.012734405031191914,8,0.9984868863483524,0.004279731695143854,8,76.0,0.0,8,76.0,0.0,8
298 +200,lattice,8,0.0,distribution,federated,0.5,0.2934959213271106,0.03678369633077626,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,151.13393562790213,21.28894946869884,8,196.87555918675534,26.7718715621459,8,5.159317775725106,0.6775432353066568,8,2.274099236079863,0.10120988088592334,8,0.7065040786728894,0.036783696330776244,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,11.56685,1.624583889088438,8,0.4096195513742529,0.038231839674894484,8,118.80006295385483,92.95442665796608,8,0.452231275872201,0.06010843699555321,8,0.1311808440961875,0.03463077169391119,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
299 +200,lattice,8,0.0,distribution,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,43.68786329407325,0.9027825575985076,8,56.93562047521821,0.8768082587835327,8,17.56735507994893,0.27146535342209877,8,1.002108453841615,0.002066216168777593,8,0.0,0.0,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,43.578725000000006,0.59597491124088,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
300 300 200,lattice,8,0.0,distribution,none,2.0,0.9177897283027365,0.006582107602747537,8,4.0,0.0,8,14.0,0.0,8,15.254723116920271,0.10907432321037078,8,15.254723116920271,0.10907432321037078,8,65.55640916448118,0.47015054305339676,8,1.0328081086319907,0.004212182345453842,8,0.0,0.0,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,55.043255,1.1373261806661135,8,0.10095033622527681,0.005268141646814916,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9216352240804515,0.007203123323300676,8,14.0,0.0,8,14.0,0.0,8
301 301 200,lattice,8,0.0,distribution,norms,2.0,0.9603428143704258,0.0025625561485311055,8,4.0,0.0,8,14.0,0.0,8,14.578218216502018,0.03884994683082013,8,24.89322169802114,0.22188461180685617,8,40.174368130576575,0.35774532011191534,8,1.033008471660103,0.0043678329168437315,8,0.0,0.0,8,0.039657185629574265,0.00256255614853112,8,0.4143367128531453,0.0044375435375196455,8,57.22138,1.1166040872471956,8,0.09880739573606122,0.005052167576973884,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.9634413636898187,0.0023467324275071493,8,14.0,0.0,8,14.0,0.0,8
302 302 200,lattice,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.952033441080015,0.1300048338409279,8,38.53346977327021,0.1924890845577991,8,1.0005855522682445,0.0016561919184596334,8,0.0,0.0,8,0.0,0.0,8,0.5375983627207575,0.002309869014693632,8,59.254945,0.7737335656412953,8,0.09764443976417148,0.006304537592732664,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
303 −200,lattice,8,0.0,network,central,0.5,0.08003577570341636,0.013335399985197616,8,12.0,0.0,8,16.0,0.0,8,205.0833735583717,36.11875283981616,8,374.4945167671518,64.54257647256645,8,2.736794065428193,0.44866299817536814,8,2.565761278132555,0.16427190710260103,8,0.9199642242965836,0.013335399985197621,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,2.74247,0.5866624798443675,8,0.2568861675492087,0.024018273394466667,8,2320.8625,105.32363643958143,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
304 −200,lattice,8,0.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.232269541500283,0.21785002770813308,8,34.210427543717984,0.2541169600116732,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,44.470595,0.7334683002011739,8,0.15102821615830755,0.008701837637415413,8,302.3625,4.94250876146343,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
305 −200,lattice,8,0.0,network,federated,0.5,1.0,0.0,8,6.708221497010747,0.10800238075547619,8,16.0,0.0,8,16.0,0.0,8,29.232269541500283,0.21785002770813308,8,34.210427543717984,0.2541169600116732,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,44.470595,0.7334683002011739,8,0.15102821615830755,0.008701837637415413,8,46.06875,4.55991365049822,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
306 −200,lattice,8,0.0,network,federated,2.0,1.0,0.0,8,6.708221497010747,0.10800238075547619,8,16.0,0.0,8,16.0,0.0,8,29.232269541500283,0.21785002770813308,8,34.210427543717984,0.2541169600116732,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.5894748694753842,0.003049403520140047,8,44.470595,0.7334683002011739,8,0.15102821615830755,0.008701837637415413,8,46.06875,4.55991365049822,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
303 +200,lattice,8,0.0,network,central,0.5,0.028285506976509008,0.003095497406257245,8,12.0,0.0,8,76.0,0.0,8,2711.804880195269,261.80038505232983,8,3183.791245102122,305.2299527689493,8,0.3169757521782667,0.034592707843607365,8,2.619553437798902,0.058221372646547996,8,0.971714493023491,0.003095497406257244,8,0.0,0.0,8,0.19311281144188114,0.001967798369490141,8,-1.415455,0.14533325634554534,8,0.41846845324609866,0.030040831203785458,8,3295.8625,105.32363643958143,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
304 +200,lattice,8,0.0,network,central,2.0,0.9962523290060407,0.010329525474827166,8,12.0,0.0,8,76.0,0.0,8,76.2932322181686,0.8088089788474453,8,89.57634900881017,0.9517416242781986,8,11.164742268582941,0.11630060316067328,8,1.098132745680411,0.024104998931495644,8,0.0037476709939593335,0.010329525474827165,8,0.0,0.0,8,0.19311281144188114,0.001967798369490141,8,42.485795,0.8075744360030936,8,0.15204252935902865,0.009127138107693736,8,302.3625,4.94250876146343,8,0.995497707924034,0.012734405031191914,8,0.9970159389381524,0.007906569564942092,8,76.0,0.0,8,76.0,0.0,8
305 +200,lattice,8,0.0,network,federated,0.5,0.2947027888263352,0.04141063411628347,8,6.708221497010747,0.10800238075547619,8,44.24932898206448,0.6480142845328555,8,153.02222240450357,23.731019286136867,8,198.7206741708205,30.30506554267967,8,5.1300492595001,0.7369574447422994,8,2.259267059193188,0.09048612340684149,8,0.7052972111736648,0.041410634116283464,8,0.0,0.0,8,0.29980780961060954,0.003610561504839363,8,11.621525,1.8390894762587584,8,0.4165773009536032,0.04476991382295565,8,159.13654082499897,72.62000264273955,8,0.452231275872201,0.06010843699555321,8,0.134126414511381,0.05375620139979579,8,43.52373915495143,0.798112559640892,8,44.97970069893627,1.2236923512980926,8
306 +200,lattice,8,0.0,network,federated,2.0,0.9992644655116051,0.0020804056981624567,8,6.708221497010747,0.10800238075547619,8,44.24932898206448,0.6480142845328555,8,44.28142934219662,0.603969399801041,8,57.52337378653669,0.6848683728329571,8,17.386403712554042,0.20794040720465448,8,1.007775829228748,0.009993286411337426,8,0.0007355344883949003,0.0020804056981624476,8,0.0,0.0,8,0.29980780961060954,0.003610561504839363,8,43.582775,0.7026582701020849,8,0.15116070959302003,0.008767995332487961,8,46.06875,4.55991365049822,8,1.0,0.0,8,0.9985089463220675,0.004217336667116611,8,43.52373915495143,0.798112559640892,8,44.97970069893627,1.2236923512980926,8
307 307 200,lattice,8,0.0,network,none,2.0,0.9175476942349328,0.006840619946440122,8,4.0,0.0,8,14.0,0.0,8,15.258806246238406,0.1140267460166688,8,15.258806246238406,0.1140267460166688,8,65.53912101678091,0.4886157104600019,8,1.036596356566714,0.005200286211436545,8,0.0,0.0,8,0.08245230576506725,0.0068406199464400895,8,0.0,0.0,8,55.074622500000004,1.19470558737588,8,0.12839222475423406,0.006654177909924219,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9211683875155253,0.010778186634359721,8,14.0,0.0,8,14.0,0.0,8
308 308 200,lattice,8,0.0,network,norms,2.0,0.9601212883752219,0.003770450229812989,8,4.0,0.0,8,14.0,0.0,8,14.581687821317669,0.05725699079111275,8,24.89103649637431,0.20832664809566842,8,40.17754673499792,0.3334573565948792,8,1.0363221405408636,0.00539549485644305,8,0.0,0.0,8,0.039878711624778046,0.003770450229813001,8,0.41414197032270506,0.00556327884648867,8,57.2564975,1.205716116999711,8,0.12591440470116327,0.0067901957877172445,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.962911954134438,0.005698178564257575,8,14.0,0.0,8,14.0,0.0,8
309 309 200,lattice,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.97631382767596,0.11993080446452034,8,38.49732492007998,0.17718714334693914,8,1.0019973266633684,0.001258028571002984,8,0.0,0.0,8,0.0,0.0,8,0.5380321009590402,0.0021262457201633132,8,59.1084,0.7097537105221725,8,0.1277004365606195,0.007289107766525225,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
310 −200,lattice,8,0.0,none,central,0.5,0.08010193428345819,0.013122963793378099,8,12.0,0.0,8,16.0,0.0,8,204.76530579163312,35.65752307722745,8,374.17644900041324,64.09157603733001,8,2.7380829060070506,0.44485138203396646,8,2.565761278132555,0.16427190710260103,8,0.9198980657165419,0.01312296379337812,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,2.74307,0.5854837873563562,8,0.2568861675492087,0.024018273394466667,8,2310.6625,105.85844911956725,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
311 −200,lattice,8,0.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,301.9875,4.13605661055482,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
312 −200,lattice,8,0.0,none,federated,0.5,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
313 −200,lattice,8,0.0,none,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,16.0,0.0,8,16.0,0.0,8,29.247757181144955,0.18158075143709362,8,34.191808464349236,0.21218344705295936,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.5896982984278092,0.0025462013646355315,8,44.414945,0.6137908010063358,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
310 +200,lattice,8,0.0,none,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,76.0,0.0,8,2709.059246317618,266.7003008639692,8,3181.045611224471,310.3438978479409,8,0.3173658668741372,0.0354043657545955,8,2.619553437798902,0.058221372646547996,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,-1.412605,0.14988075631743294,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
311 +200,lattice,8,0.0,none,central,2.0,0.9969724618447247,0.00856317103958494,8,12.0,0.0,8,76.0,0.0,8,76.23580414824889,0.6669548490348487,8,89.52473831892496,0.8134422667612093,8,11.170890077549792,0.09976932113544568,8,1.08841207238343,0.022847284494624125,8,0.0030275381552753817,0.008563171039584932,8,0.0,0.0,8,0.19325411618253752,0.001641121200925287,8,42.466145,0.7231477509373275,8,0.11414355728053371,0.009381430468093746,8,301.9875,4.13605661055482,8,0.995497707924034,0.012734405031191914,8,0.9984868863483524,0.004279731695143854,8,76.0,0.0,8,76.0,0.0,8
312 +200,lattice,8,0.0,none,federated,0.5,0.2934959213271106,0.03678369633077626,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,151.13393562790213,21.28894946869884,8,196.87555918675534,26.7718715621459,8,5.159317775725106,0.6775432353066568,8,2.274099236079863,0.10120988088592334,8,0.7065040786728894,0.036783696330776244,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,11.56685,1.624583889088438,8,0.4096195513742529,0.038231839674894484,8,118.80006295385483,92.95442665796608,8,0.452231275872201,0.06010843699555321,8,0.1311808440961875,0.03463077169391119,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
313 +200,lattice,8,0.0,none,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,43.68786329407325,0.9027825575985076,8,43.68786329407325,0.9027825575985076,8,56.93562047521821,0.8768082587835327,8,17.56735507994893,0.27146535342209877,8,1.002108453841615,0.002066216168777593,8,0.0,0.0,8,0.0,0.0,8,0.30299921854385825,0.005754579608098597,8,43.578725000000006,0.59597491124088,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,43.52373915495143,0.798112559640892,8,43.85556821079294,1.0475918153630077,8
314 314 200,lattice,8,0.0,none,none,2.0,0.9177897283027365,0.006582107602747537,8,4.0,0.0,8,14.0,0.0,8,15.254723116920271,0.10907432321037078,8,15.254723116920271,0.10907432321037078,8,65.55640916448118,0.47015054305339676,8,1.0328081086319907,0.004212182345453842,8,0.0,0.0,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,55.043255,1.1373261806661135,8,0.10095033622527681,0.005268141646814916,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9216352240804515,0.007203123323300676,8,14.0,0.0,8,14.0,0.0,8
315 315 200,lattice,8,0.0,none,norms,2.0,0.9603428143704258,0.0025625561485311055,8,4.0,0.0,8,14.0,0.0,8,14.578218216502018,0.03884994683082013,8,24.89322169802114,0.22188461180685617,8,40.174368130576575,0.35774532011191534,8,1.033008471660103,0.0043678329168437315,8,0.0,0.0,8,0.039657185629574265,0.00256255614853112,8,0.4143367128531453,0.0044375435375196455,8,57.22138,1.1166040872471956,8,0.09880739573606122,0.005052167576973884,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.9634413636898187,0.0023467324275071493,8,14.0,0.0,8,14.0,0.0,8
316 316 200,lattice,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.952033441080015,0.1300048338409279,8,38.53346977327021,0.1924890845577991,8,1.0005855522682445,0.0016561919184596334,8,0.0,0.0,8,0.0,0.0,8,0.5375983627207575,0.002309869014693632,8,59.254945,0.7737335656412953,8,0.09764443976417148,0.006304537592732664,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
317 −200,lattice,8,1.0,distribution,central,0.5,0.08010193428345819,0.013122963793378099,8,12.0,0.0,8,15.384715815550239,0.05071663264268987,8,196.86761181614406,34.06307327003074,8,366.2787550249242,62.49106199731864,8,2.7967983634241196,0.45398505382437954,8,2.565761278132555,0.16427190710260103,8,0.9198980657165419,0.01312296379337812,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,2.7616475,0.5851571680387609,8,0.2568861675492087,0.024018273394466667,8,2310.6625,105.85844911956725,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
318 −200,lattice,8,1.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,15.384715815550239,0.05071663264268987,8,15.384715815550239,0.05071663264268987,8,28.632472996695192,0.17916087559304925,8,34.92657939606494,0.2190671109543772,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,44.433522499999995,0.6137808391030128,8,0.11354111511026244,0.009312237908220696,8,301.9875,4.13605661055482,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
319 −200,lattice,8,1.0,distribution,federated,0.5,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,15.384715815550239,0.05071663264268987,8,15.384715815550239,0.05071663264268987,8,28.632472996695192,0.17916087559304925,8,34.92657939606494,0.2190671109543772,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,44.433522499999995,0.6137808391030128,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
320 −200,lattice,8,1.0,distribution,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,15.384715815550239,0.05071663264268987,8,15.384715815550239,0.05071663264268987,8,28.632472996695192,0.17916087559304925,8,34.92657939606494,0.2190671109543772,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6023717605578003,0.002911252013404064,8,44.433522499999995,0.6137808391030128,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,15.901636655915208,0.0634928944652326,8
317 +200,lattice,8,1.0,distribution,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,72.30829489330142,0.3042997958561383,8,2577.0785564041544,249.9612253644414,8,3049.0649213110078,293.5029305095126,8,0.33101335299259166,0.03634779319735843,8,2.619553437798902,0.058221372646547996,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.20159580381034428,0.0019601807505335005,8,-1.30114,0.14583193771304995,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,75.40981993549124,0.3809573667913943,8
318 +200,lattice,8,1.0,distribution,central,2.0,0.9969724618447247,0.00856317103958494,8,12.0,0.0,8,72.30829489330142,0.3042997958561383,8,72.53369773399477,0.8209049408252181,8,85.82263190467083,0.9458319484495681,8,11.65315364949511,0.12605146943244752,8,1.08841207238343,0.022847284494624125,8,0.0030275381552753817,0.008563171039584932,8,0.0,0.0,8,0.20159580381034428,0.0019601807505335005,8,42.57761,0.7253983908761544,8,0.11414355728053371,0.009381430468093746,8,301.9875,4.13605661055482,8,0.995497707924034,0.012734405031191914,8,0.9984868863483524,0.004279731695143854,8,69.26885575583613,0.618817647006284,8,75.40981993549124,0.3809573667913943,8
319 +200,lattice,8,1.0,distribution,federated,0.5,0.2934959213271106,0.03678369633077626,8,6.614643882345542,0.15046375959975164,8,41.6638853593752,0.878307073194327,8,144.11299054266675,20.127895930203213,8,189.85461410151996,25.602658624463107,8,5.348932708874089,0.6984166926344683,8,2.274099236079863,0.10120988088592334,8,0.7065040786728894,0.036783696330776244,8,0.0,0.0,8,0.31416917532909644,0.006089023691458245,8,11.6279575,1.622073842618499,8,0.4096195513742529,0.038231839674894484,8,118.80006295385483,92.95442665796608,8,0.452231275872201,0.06010843699555321,8,0.1311808440961875,0.03463077169391119,8,39.8384013107683,0.753646258640554,8,43.52660463390482,1.0227547133228019,8
320 +200,lattice,8,1.0,distribution,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,41.6638853593752,0.878307073194327,8,41.6638853593752,0.878307073194327,8,54.911642540520155,0.8429560957375376,8,18.214840146121027,0.28038393602772305,8,1.002108453841615,0.002066216168777593,8,0.0,0.0,8,0.0,0.0,8,0.31416917532909644,0.006089023691458245,8,43.6398325,0.5956259620109134,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,39.8384013107683,0.753646258640554,8,43.52660463390482,1.0227547133228019,8
321 321 200,lattice,8,1.0,distribution,none,2.0,0.9177897283027365,0.006582107602747537,8,4.0,0.0,8,14.0,0.0,8,15.254723116920271,0.10907432321037078,8,15.254723116920271,0.10907432321037078,8,65.55640916448118,0.47015054305339676,8,1.0328081086319907,0.004212182345453842,8,0.0,0.0,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,55.043255,1.1373261806661135,8,0.10095033622527681,0.005268141646814916,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9216352240804515,0.007203123323300676,8,14.0,0.0,8,14.0,0.0,8
322 322 200,lattice,8,1.0,distribution,norms,2.0,0.9603428143704258,0.0025625561485311055,8,4.0,0.0,8,13.391197987761192,0.05336822191128174,8,13.94428049878461,0.06891627992644377,8,24.25928398030373,0.2065804371780283,8,41.223940916040384,0.35014318413603496,8,1.033008471660103,0.0043678329168437315,8,0.0,0.0,8,0.039657185629574265,0.00256255614853112,8,0.4251671112458994,0.004994922310702045,8,57.245955,1.116116951667701,8,0.09880739573606122,0.005052167576973884,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.9634413636898187,0.0023467324275071493,8,12.859998404354839,0.07383783971798052,8,13.926584595406855,0.09164608982813274,8
323 323 200,lattice,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.398526120527789,0.06860606526125122,8,15.398526120527789,0.06860606526125122,8,25.350559561607803,0.18401803302942996,8,39.44867402364167,0.2854449782896226,8,1.0005855522682445,0.0016561919184596334,8,0.0,0.0,8,0.0,0.0,8,0.5503579802288624,0.0016745635730404597,8,59.279145,0.7759310449297135,8,0.09764443976417148,0.006304537592732664,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.837345822423629,0.06960276138473194,8,15.953220330573192,0.09817242209572853,8
324 −200,lattice,8,1.0,network,central,0.5,0.08003577570341636,0.013335399985197616,8,12.0,0.0,8,14.859377527392377,0.08282449165806947,8,190.5272430721626,33.963733464799205,8,359.9383862809427,62.362395912270124,8,2.8483470706317977,0.4703390050574403,8,2.565761278132555,0.16427190710260103,8,0.9199642242965836,0.013335399985197621,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,2.7769325,0.5874123794539186,8,0.2568861675492087,0.024018273394466667,8,2320.8625,105.32363643958143,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
325 −200,lattice,8,1.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,14.859377527392377,0.08282449165806947,8,14.859377527392377,0.08282449165806947,8,28.09164706889266,0.16883884164530133,8,35.5988921293304,0.2133168861420903,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,44.5050575,0.7322520423568066,8,0.15102821615830755,0.008701837637415413,8,302.3625,4.94250876146343,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
326 −200,lattice,8,1.0,network,federated,0.5,1.0,0.0,8,6.708221497010747,0.10800238075547619,8,14.859377527392377,0.08282449165806947,8,14.859377527392377,0.08282449165806947,8,28.09164706889266,0.16883884164530133,8,35.5988921293304,0.2133168861420903,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,44.5050575,0.7322520423568066,8,0.15102821615830755,0.008701837637415413,8,46.06875,4.55991365049822,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
327 −200,lattice,8,1.0,network,federated,2.0,1.0,0.0,8,6.708221497010747,0.10800238075547619,8,14.859377527392377,0.08282449165806947,8,14.859377527392377,0.08282449165806947,8,28.09164706889266,0.16883884164530133,8,35.5988921293304,0.2133168861420903,8,1.0039009333458202,0.003828116476217781,8,0.0,0.0,8,0.0,0.0,8,0.613411504942949,0.004465150548462104,8,44.5050575,0.7322520423568066,8,0.15102821615830755,0.008701837637415413,8,46.06875,4.55991365049822,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.83974008127544,0.08672188693324474,8
324 +200,lattice,8,1.0,network,central,0.5,0.028285506976509008,0.003095497406257245,8,12.0,0.0,8,69.15626516435427,0.49694694994840877,8,2467.4734514970505,238.35525367083736,8,2939.459816403904,281.3355396065062,8,0.34328053467880437,0.03702091788342785,8,2.619553437798902,0.058221372646547996,8,0.971714493023491,0.003095497406257244,8,0.0,0.0,8,0.2091662363512263,0.0031243493377536126,8,-1.20868,0.14402455346224824,8,0.41846845324609866,0.030040831203785458,8,3295.8625,105.32363643958143,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,69.03844048765264,0.5203313215994667,8
325 +200,lattice,8,1.0,network,central,2.0,0.9962523290060407,0.010329525474827166,8,12.0,0.0,8,69.15626516435427,0.49694694994840877,8,69.42476138989686,1.0302983194468165,8,82.70787818053842,1.0919782174275177,8,12.09255031569137,0.15613857922308755,8,1.098132745680411,0.024104998931495644,8,0.0037476709939593335,0.010329525474827165,8,0.0,0.0,8,0.2091662363512263,0.0031243493377536126,8,42.69257,0.8042426609638943,8,0.15204252935902865,0.009127138107693736,8,302.3625,4.94250876146343,8,0.995497707924034,0.012734405031191914,8,0.9970159389381524,0.007906569564942092,8,69.26885575583613,0.618817647006284,8,69.03844048765264,0.5203313215994667,8
326 +200,lattice,8,1.0,network,federated,0.5,0.2947027888263352,0.04141063411628347,8,6.708221497010747,0.10800238075547619,8,40.38372565293174,0.532235159575134,8,139.65178456775342,21.58700627307452,8,185.35023633407036,28.149891887180246,8,5.499582726383041,0.7894189310218831,8,2.259267059193188,0.09048612340684149,8,0.7052972111736648,0.041410634116283464,8,0.0,0.0,8,0.32141999412215655,0.004271911985648363,8,11.738315,1.8373670584911908,8,0.4165773009536032,0.04476991382295565,8,159.13654082499897,72.62000264273955,8,0.452231275872201,0.06010843699555321,8,0.134126414511381,0.05375620139979579,8,39.8384013107683,0.753646258640554,8,40.92862181258232,1.0761218804326598,8
327 +200,lattice,8,1.0,network,federated,2.0,0.9992644655116051,0.0020804056981624567,8,6.708221497010747,0.10800238075547619,8,40.38372565293174,0.532235159575134,8,40.41327522493016,0.5100460600887885,8,53.65521966927023,0.5309830271413457,8,18.639116750562977,0.18490627606833004,8,1.007775829228748,0.009993286411337426,8,0.0007355344883949003,0.0020804056981624476,8,0.0,0.0,8,0.32141999412215655,0.004271911985648363,8,43.699565,0.6986567881503539,8,0.15116070959302003,0.008767995332487961,8,46.06875,4.55991365049822,8,1.0,0.0,8,0.9985089463220675,0.004217336667116611,8,39.8384013107683,0.753646258640554,8,40.92862181258232,1.0761218804326598,8
328 328 200,lattice,8,1.0,network,none,2.0,0.9175476942349328,0.006840619946440122,8,4.0,0.0,8,14.0,0.0,8,15.258806246238406,0.1140267460166688,8,15.258806246238406,0.1140267460166688,8,65.53912101678091,0.4886157104600019,8,1.036596356566714,0.005200286211436545,8,0.0,0.0,8,0.08245230576506725,0.0068406199464400895,8,0.0,0.0,8,55.074622500000004,1.19470558737588,8,0.12839222475423406,0.006654177909924219,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9211683875155253,0.010778186634359721,8,14.0,0.0,8,14.0,0.0,8
329 329 200,lattice,8,1.0,network,norms,2.0,0.9601212883752219,0.003770450229812989,8,4.0,0.0,8,12.876451744637317,0.043590446472084377,8,13.411559730778805,0.08930081001557871,8,23.720908405835445,0.2141508170079606,8,42.15988977007115,0.378302668802638,8,1.0363221405408636,0.00539549485644305,8,0.0,0.0,8,0.039878711624778046,0.003770450229813001,8,0.4345740177516867,0.005892160490916965,8,57.3019125,1.2064852511531166,8,0.12591440470116327,0.0067901957877172445,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.962911954134438,0.005698178564257575,8,12.859998404354839,0.07383783971798052,8,12.891359319611208,0.0870989370695853,8
330 330 200,lattice,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.878166997284872,0.027165142999095695,8,14.878166997284872,0.027165142999095695,8,24.85448082496083,0.12751037939199428,8,40.23511788435624,0.20584366171398757,8,1.0019973266633684,0.001258028571002984,8,0.0,0.0,8,0.0,0.0,8,0.5623175216358699,0.002087193948558991,8,59.1533875,0.7104820263082947,8,0.1277004365606195,0.007289107766525225,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.837345822423629,0.06960276138473194,8,14.918115211908397,0.055711009616709224,8
331 −200,lattice,8,1.0,none,central,0.5,0.08010193428345819,0.013122963793378099,8,12.0,0.0,8,14.885130911597454,0.046025690937507656,8,190.5309403235023,33.35221664643165,8,359.94208353228237,61.79142275923326,8,2.846892484353491,0.4650119842860657,8,2.565761278132555,0.16427190710260103,8,0.9198980657165419,0.01312296379337812,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,2.7767375,0.5860371153957986,8,0.2568861675492087,0.024018273394466667,8,2310.6625,105.85844911956725,8,0.1584677149531424,0.02595097813523643,8,0.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
332 −200,lattice,8,1.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,14.885130911597454,0.046025690937507656,8,14.885130911597454,0.046025690937507656,8,28.13288809274241,0.18725530701683096,8,35.546959756019874,0.23584079003930236,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,44.448612499999996,0.6142302097922497,8,0.11354111511026244,0.009312237908220696,8,301.9875,4.13605661055482,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
333 −200,lattice,8,1.0,none,federated,0.5,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,14.885130911597454,0.046025690937507656,8,14.885130911597454,0.046025690937507656,8,28.13288809274241,0.18725530701683096,8,35.546959756019874,0.23584079003930236,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,44.448612499999996,0.6142302097922497,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
334 −200,lattice,8,1.0,none,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,14.885130911597454,0.046025690937507656,8,14.885130911597454,0.046025690937507656,8,28.13288809274241,0.18725530701683096,8,35.546959756019874,0.23584079003930236,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6130689792181245,0.0026969622115790622,8,44.448612499999996,0.6142302097922497,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,14.878142625972687,0.10313627450104769,8,14.891223654027733,0.08311131574162016,8
331 +200,lattice,8,1.0,none,central,0.5,0.028326091345032122,0.0031787166929351397,8,12.0,0.0,8,69.31078546958473,0.27615414562504986,8,2470.5837297639064,243.1668101781563,8,2942.5700946707598,286.77632666547214,8,0.3430757252897957,0.03818685988290193,8,2.619553437798902,0.058221372646547996,8,0.9716739086549679,0.003178716692935135,8,0.0,0.0,8,0.20891419710889886,0.00187603528906317,8,-1.2106000000000001,0.1485174552511782,8,0.41846845324609866,0.030040831203785458,8,3285.6625,105.85844911956725,8,0.05603738667966941,0.006195624927773243,8,0.0,0.0,8,69.26885575583613,0.618817647006284,8,69.3473419241664,0.49866789444972004,8
332 +200,lattice,8,1.0,none,central,2.0,0.9969724618447247,0.00856317103958494,8,12.0,0.0,8,69.31078546958473,0.27615414562504986,8,69.52607112395026,0.6960459260652168,8,82.81500529462633,0.8328987171347014,8,12.076159180768835,0.11963713827039027,8,1.08841207238343,0.022847284494624125,8,0.0030275381552753817,0.008563171039584932,8,0.0,0.0,8,0.20891419710889886,0.00187603528906317,8,42.668150000000004,0.7259154163242024,8,0.11414355728053371,0.009381430468093746,8,301.9875,4.13605661055482,8,0.995497707924034,0.012734405031191914,8,0.9984868863483524,0.004279731695143854,8,69.26885575583613,0.618817647006284,8,69.3473419241664,0.49866789444972004,8
333 +200,lattice,8,1.0,none,federated,0.5,0.2934959213271106,0.03678369633077626,8,6.614643882345542,0.15046375959975164,8,40.0219519626148,0.870814781214706,8,138.45917205960544,19.555506976662254,8,184.20079561845864,25.038561469731963,8,5.514608366821595,0.7268695115578376,8,2.274099236079863,0.10120988088592334,8,0.7065040786728894,0.036783696330776244,8,0.0,0.0,8,0.3238549042553741,0.006250946029007679,8,11.6775625,1.6237358224411298,8,0.4096195513742529,0.038231839674894484,8,118.80006295385483,92.95442665796608,8,0.452231275872201,0.06010843699555321,8,0.1311808440961875,0.03463077169391119,8,39.8384013107683,0.753646258640554,8,40.20543835090291,1.023774561808476,8
334 +200,lattice,8,1.0,none,federated,2.0,1.0,0.0,8,6.614643882345542,0.15046375959975164,8,40.0219519626148,0.870814781214706,8,40.0219519626148,0.870814781214706,8,53.269709143759755,0.8477541908975529,8,18.776577533725717,0.30040448026867916,8,1.002108453841615,0.002066216168777593,8,0.0,0.0,8,0.0,0.0,8,0.3238549042553741,0.006250946029007679,8,43.689437500000004,0.5979969359154663,8,0.11354111511026244,0.009312237908220696,8,41.75,7.043335248912367,8,1.0,0.0,8,1.0,0.0,8,39.8384013107683,0.753646258640554,8,40.20543835090291,1.023774561808476,8
335 335 200,lattice,8,1.0,none,none,2.0,0.9177897283027365,0.006582107602747537,8,4.0,0.0,8,14.0,0.0,8,15.254723116920271,0.10907432321037078,8,15.254723116920271,0.10907432321037078,8,65.55640916448118,0.47015054305339676,8,1.0328081086319907,0.004212182345453842,8,0.0,0.0,8,0.08221027169726346,0.006582107602747541,8,0.0,0.0,8,55.043255,1.1373261806661135,8,0.10095033622527681,0.005268141646814916,8,0.0,0.0,8,0.913935617489652,0.007181793545283254,8,0.9216352240804515,0.007203123323300676,8,14.0,0.0,8,14.0,0.0,8
336 336 200,lattice,8,1.0,none,norms,2.0,0.9603428143704258,0.0025625561485311055,8,4.0,0.0,8,12.883098883980201,0.023847967098784856,8,13.415187880780087,0.04362628923097326,8,23.73019136229921,0.20832314965305354,8,42.143244411664604,0.36897727964485777,8,1.033008471660103,0.0043678329168437315,8,0.0,0.0,8,0.039657185629574265,0.00256255614853112,8,0.4346443580979885,0.004782082079823859,8,57.266485,1.1168553643537362,8,0.09880739573606122,0.005052167576973884,8,0.0,0.0,8,0.9573088512929115,0.004505145173044419,8,0.9634413636898187,0.0023467324275071493,8,12.859998404354839,0.07383783971798052,8,12.905637608096038,0.06530905110644361,8
337 337 200,lattice,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.856965324744465,0.07547630284423544,8,14.856965324744465,0.07547630284423544,8,24.80899876582448,0.17061706462019532,8,40.30962054636648,0.276824628674717,8,1.0005855522682445,0.0016561919184596334,8,0.0,0.0,8,0.0,0.0,8,0.5623726018195733,0.0023603132074916672,8,59.300905,0.7753359555518063,8,0.09764443976417148,0.006304537592732664,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.837345822423629,0.06960276138473194,8,14.876926664663673,0.1268749705657153,8
338 −200,random,2,0.0,distribution,central,0.5,0.08246746486286122,0.007109507741658788,8,12.0,0.0,8,16.0,0.0,8,195.28377263562854,16.811598432318583,8,358.99611180735303,31.160801424795622,8,2.804034490412132,0.24345740124986887,8,2.601727415214806,0.10365517697222666,8,0.9175325351371388,0.007109507741658791,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,2.81276,0.3236292693808765,8,0.31470066777616446,0.027167566498399322,8,2230.2625,99.83818246828928,8,0.164128555597055,0.013393069288268729,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
339 −200,random,2,0.0,distribution,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,16.0,0.0,8,20.56021310772099,0.5675947348498527,8,37.796908123414156,1.1394760619082176,8,26.47834124537539,0.802094791638432,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,33.96776,1.189101757510384,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,16.0,0.0,8,16.0,0.0,8
340 −200,random,2,0.0,distribution,federated,0.5,0.6835065634899513,0.15642043042614392,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,24.92442177424265,7.696598420726485,8,45.8301829474231,14.205710998184903,8,23.245401318579425,5.347965267805504,8,2.3127704726223666,0.13158114032025198,8,0.3164934365100487,0.1564204304261439,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,29.720885,7.089685947134753,8,0.2185149242224218,0.013004932803033008,8,415.425,134.7628525542979,8,0.806415545578978,0.04655079426961006,8,0.5596707976377198,0.287327693300721,8,16.0,0.0,8,16.0,0.0,8
341 −200,random,2,0.0,distribution,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,20.56021310772099,0.5675947348498527,8,37.796908123414156,1.1394760619082176,8,26.47834124537539,0.802094791638432,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,33.96776,1.189101757510384,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,16.0,0.0,8,16.0,0.0,8
338 +200,random,2,0.0,distribution,central,0.5,0.027781656958066055,0.002720497077636852,8,12.0,0.0,8,76.0,0.0,8,2758.8275379702727,272.8614622494348,8,3245.779197669416,322.4434134517126,8,0.31072054191727205,0.030452319770341293,8,2.6883995827654337,0.09852555980590054,8,0.972218343041934,0.00272049707763683,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,-1.4237650000000002,0.11992447802084209,8,0.45264753503858024,0.029655990803245238,8,3205.2625,99.83818246828928,8,0.0552576568941438,0.004751202486483877,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
339 +200,random,2,0.0,distribution,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,76.0,0.0,8,97.66101226167471,2.6960749905368004,8,114.89770727736787,3.2577469864589723,8,8.709556031158955,0.2484581698760694,8,1.8004380421798336,0.03017510122240282,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,32.178110000000004,1.1749713788611427,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,76.0,0.0,8,76.0,0.0,8
340 +200,random,2,0.0,distribution,federated,0.5,0.037842105744302516,0.0037191741072632924,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,1812.2325578356301,182.1681938867691,8,2169.478543608128,215.44925788712897,8,0.4652190820617599,0.04953118594064206,8,2.6371918853331495,0.0904111708538638,8,0.9621578942556974,0.0037191741072632543,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,-0.7348600000000001,0.1840307961805772,8,0.4030787616203517,0.022024030649988882,8,2006.4676124824255,128.66573258901258,8,0.07526477567137477,0.006397602679459932,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
341 +200,random,2,0.0,distribution,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,87.38122043037018,2.9992546888691516,8,104.61791544606334,3.535245959858787,8,9.568329571510265,0.32940305481707743,8,1.7956911765160708,0.0301761264778154,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,32.417015,1.1872990724810184,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
342 342 200,random,2,0.0,distribution,none,2.0,0.11141168571551739,0.007614174932450858,8,4.0,0.0,8,14.0,0.0,8,126.16762544077731,8.494079462647855,8,126.16762544077731,8.494079462647855,8,7.957977551108385,0.5438696380322042,8,2.589770320901408,0.06854936712162439,8,0.7802271569681687,0.007676520531400679,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,6.1312975000000005,0.46963639399463686,8,0.33530342180952627,0.024482994306989265,8,0.0,0.0,8,0.19242818522086752,0.01529370330237019,8,0.03141534079108622,0.007061866235339674,8,14.0,0.0,8,14.0,0.0,8
343 343 200,random,2,0.0,distribution,norms,2.0,0.1206804603829138,0.007047052151530745,8,4.0,0.0,8,14.0,0.0,8,116.35130238240458,6.710379614469132,8,199.38637105521988,11.548885859425464,8,5.030491821947272,0.2984101485332838,8,2.584753600523899,0.07083962716655909,8,0.8419098052713124,0.006468079254271297,8,0.037409734345773764,0.0032912817435017776,8,0.4164331720896448,0.0028385665671044795,8,6.2881725,0.44282488443917845,8,0.32487173940296576,0.02549269460027856,8,0.0,0.0,8,0.20898905643020058,0.015156198795385075,8,0.03346023679835262,0.007376781127585377,8,14.0,0.0,8,14.0,0.0,8
344 344 200,random,2,0.0,distribution,records,2.0,0.8587433505358729,0.03594378075735561,8,2.0,0.0,8,16.0,0.0,8,18.661337621897246,0.8050647098302305,8,30.22096479940685,1.1944187558329329,8,33.13373077841307,1.2765726421829073,8,1.7817162741567878,0.026857229897936916,8,0.14125664946412703,0.03594378075735559,8,0.0,0.0,8,0.5369327820999495,0.0018670358541575214,8,50.91067,1.7383387822696863,8,0.17734682764744142,0.011739916811504008,8,0.0,0.0,8,0.8912882376376864,0.03735710932188045,8,0.8259876354602201,0.041091777719328225,8,16.0,0.0,8,16.0,0.0,8
345 −200,random,2,0.0,network,central,0.5,0.08236806438679146,0.006949148195613126,8,12.0,0.0,8,16.0,0.0,8,195.47552619396942,16.615005403135694,8,359.18786536569394,30.73894052126544,8,2.801967599938709,0.23923758671323628,8,2.601727415214806,0.10365517697222666,8,0.9176319356132085,0.00694914819561313,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,2.81216,0.32205329390379744,8,0.31470066777616446,0.027167566498399322,8,2261.5625,132.7963955782364,8,0.164128555597055,0.013393069288268729,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
346 −200,random,2,0.0,network,central,2.0,0.7339653532225782,0.022846573763508637,8,12.0,0.0,8,16.0,0.0,8,21.817940359651768,0.6810708687337044,8,40.09163087768276,1.3671921310477724,8,24.968084734932606,0.845695009942443,8,1.8177701761609215,0.029538168066421407,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,32.004035,1.321664185995391,8,0.21049395621249312,0.008460078544561513,8,298.65,6.912514531113638,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,16.0,0.0,8,16.0,0.0,8
347 −200,random,2,0.0,network,federated,0.5,0.6260408494694607,0.1361119452037692,8,10.67778876217059,0.15474619547923307,8,16.0,0.0,8,26.921151333106856,7.327493151017049,8,49.41220723723959,13.136261090587439,8,21.279582406555893,4.57567781333814,8,2.3338180025578947,0.09173423800948383,8,0.37395915053053924,0.13611194520376915,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,27.11966,5.962559103855611,8,0.21864178172260398,0.01674801397779773,8,460.77500000000003,151.95980201543904,8,0.806415545578978,0.04655079426961006,8,0.4452031144645728,0.2481252299746061,8,16.0,0.0,8,16.0,0.0,8
348 −200,random,2,0.0,network,federated,2.0,0.7339653532225782,0.022846573763508637,8,10.67778876217059,0.15474619547923307,8,16.0,0.0,8,21.817940359651768,0.6810708687337044,8,40.09163087768276,1.3671921310477724,8,24.968084734932606,0.845695009942443,8,1.8177701761609215,0.029538168066421407,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,32.004035,1.321664185995391,8,0.21049395621249312,0.008460078544561513,8,211.9625,9.56167013205778,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,16.0,0.0,8,16.0,0.0,8
345 +200,random,2,0.0,network,central,0.5,0.027727701482698687,0.0024402016875126457,8,12.0,0.0,8,76.0,0.0,8,2759.294824753777,239.88696732235402,8,3246.2464844529204,288.90420416247946,8,0.31019484102294553,0.02774908088112648,8,2.6883995827654337,0.09852555980590054,8,0.9722722985173013,0.002440201687512634,8,0.0,0.0,8,0.19462159515968114,0.0028077959257927134,8,-1.426615,0.09959535258807439,8,0.45264753503858024,0.029655990803245238,8,3236.5625,132.7963955782364,8,0.0552576568941438,0.004751202486483877,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
346 +200,random,2,0.0,network,central,2.0,0.7339653532225782,0.022846573763508637,8,12.0,0.0,8,76.0,0.0,8,103.6352167083459,3.2350866264851033,8,121.90890722637688,3.8758812165939784,8,8.210082433074723,0.2601912633444249,8,1.8240916208965887,0.02684068798152335,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.19462159515968114,0.0028077959257927134,8,30.212135,1.295689327831768,8,0.21049395621249312,0.008460078544561513,8,298.65,6.912514531113638,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,76.0,0.0,8,76.0,0.0,8
347 +200,random,2,0.0,network,federated,0.5,0.03778648600351013,0.003530423889491638,8,10.67778876217059,0.15474619547923307,8,68.06673257302354,0.9284771728754002,8,1815.5299748214957,176.35270972897666,8,2172.7759605939937,208.6661381911752,8,0.46419007713127586,0.047217045962993934,8,2.6371918853331495,0.0904111708538638,8,0.9622135139964898,0.0035304238894916223,8,0.0,0.0,8,0.21359806907164222,0.003901849153248489,8,-0.7397050000000001,0.17686638435351615,8,0.4030787616203517,0.022024030649988882,8,2052.5363624824254,141.54161195020987,8,0.07526477567137477,0.006397602679459932,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,68.12695542874499,1.1797592697250234,8
348 +200,random,2,0.0,network,federated,2.0,0.7339653532225782,0.022846573763508637,8,10.67778876217059,0.15474619547923307,8,68.06673257302354,0.9284771728754002,8,92.82622359933632,3.4407701785186546,8,111.0999141173673,4.041612746694315,8,9.011367879252301,0.3288022354012345,8,1.819512932364855,0.02795548107139,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.21359806907164222,0.003901849153248489,8,30.449044999999998,1.3044307256095604,8,0.21049395621249312,0.008460078544561513,8,211.9625,9.56167013205778,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,68.00780572060123,0.7519499331103919,8,68.12695542874499,1.1797592697250234,8
349 349 200,random,2,0.0,network,none,2.0,0.11294699947162923,0.010649267058398176,8,4.0,0.0,8,14.0,0.0,8,124.90274401505911,11.593307049802563,8,124.90274401505911,11.593307049802563,8,8.067642819402087,0.7606619327427268,8,2.5667778981928846,0.059527074945903126,8,0.7773279737694236,0.007488410637873251,8,0.10972502675894713,0.00614502127853697,8,0.0,0.0,8,6.2109925,0.6301746982215103,8,0.3424428039181302,0.020673481986157746,8,0.0,0.0,8,0.19242818522086752,0.01529370330237019,8,0.03431981845396688,0.011207662865865218,8,14.0,0.0,8,14.0,0.0,8
350 350 200,random,2,0.0,network,norms,2.0,0.12288253306985022,0.010380990511295787,8,4.0,0.0,8,14.0,0.0,8,114.61522105703868,9.31883875834393,8,196.52882348412254,15.66562906697953,8,5.1181887952718075,0.43042965907722447,8,2.5651614793197774,0.05880158359088926,8,0.8389939305774978,0.010648146038628504,8,0.03812353635265199,0.003596285550517028,8,0.41684503029513076,0.002982542572796169,8,6.4072425,0.6192526258033028,8,0.3316557043731143,0.0211430881516001,8,0.0,0.0,8,0.20898905643020058,0.015156198795385075,8,0.03769279921952414,0.011464655186730463,8,14.0,0.0,8,14.0,0.0,8
351 351 200,random,2,0.0,network,records,2.0,0.7835255132258188,0.029613040882757492,8,2.0,0.0,8,16.0,0.0,8,20.44694071169933,0.7993104172918817,8,33.0109699957139,1.124992650522568,8,30.322837931876748,1.0022065148705588,8,1.8211405915449441,0.03662648237482634,8,0.2164744867741813,0.029613040882757503,8,0.0,0.0,8,0.5355147754637631,0.0030624511339999603,8,46.73541,1.2873830284062961,8,0.18576325294164237,0.009455497484216275,8,0.0,0.0,8,0.8912882376376864,0.03735710932188045,8,0.6762598192743331,0.02959119718803844,8,16.0,0.0,8,16.0,0.0,8
352 −200,random,2,0.0,none,central,0.5,0.08246746486286122,0.007109507741658788,8,12.0,0.0,8,16.0,0.0,8,195.28377263562854,16.811598432318583,8,358.99611180735303,31.160801424795622,8,2.804034490412132,0.24345740124986887,8,2.601727415214806,0.10365517697222666,8,0.9175325351371388,0.007109507741658791,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,2.81276,0.3236292693808765,8,0.31470066777616446,0.027167566498399322,8,2230.2625,99.83818246828928,8,0.164128555597055,0.013393069288268729,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
353 −200,random,2,0.0,none,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,16.0,0.0,8,20.56021310772099,0.5675947348498527,8,37.796908123414156,1.1394760619082176,8,26.47834124537539,0.802094791638432,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,33.96776,1.189101757510384,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,16.0,0.0,8,16.0,0.0,8
354 −200,random,2,0.0,none,federated,0.5,0.6835065634899513,0.15642043042614392,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,24.92442177424265,7.696598420726485,8,45.8301829474231,14.205710998184903,8,23.245401318579425,5.347965267805504,8,2.3127704726223666,0.13158114032025198,8,0.3164934365100487,0.1564204304261439,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,29.720885,7.089685947134753,8,0.2185149242224218,0.013004932803033008,8,415.425,134.7628525542979,8,0.806415545578978,0.04655079426961006,8,0.5596707976377198,0.287327693300721,8,16.0,0.0,8,16.0,0.0,8
355 −200,random,2,0.0,none,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,20.56021310772099,0.5675947348498527,8,37.796908123414156,1.1394760619082176,8,26.47834124537539,0.802094791638432,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,33.96776,1.189101757510384,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,16.0,0.0,8,16.0,0.0,8
352 +200,random,2,0.0,none,central,0.5,0.027781656958066055,0.002720497077636852,8,12.0,0.0,8,76.0,0.0,8,2758.8275379702727,272.8614622494348,8,3245.779197669416,322.4434134517126,8,0.31072054191727205,0.030452319770341293,8,2.6883995827654337,0.09852555980590054,8,0.972218343041934,0.00272049707763683,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,-1.4237650000000002,0.11992447802084209,8,0.45264753503858024,0.029655990803245238,8,3205.2625,99.83818246828928,8,0.0552576568941438,0.004751202486483877,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
353 +200,random,2,0.0,none,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,76.0,0.0,8,97.66101226167471,2.6960749905368004,8,114.89770727736787,3.2577469864589723,8,8.709556031158955,0.2484581698760694,8,1.8004380421798336,0.03017510122240282,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,32.178110000000004,1.1749713788611427,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,76.0,0.0,8,76.0,0.0,8
354 +200,random,2,0.0,none,federated,0.5,0.037842105744302516,0.0037191741072632924,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,1812.2325578356301,182.1681938867691,8,2169.478543608128,215.44925788712897,8,0.4652190820617599,0.04953118594064206,8,2.6371918853331495,0.0904111708538638,8,0.9621578942556974,0.0037191741072632543,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,-0.7348600000000001,0.1840307961805772,8,0.4030787616203517,0.022024030649988882,8,2006.4676124824255,128.66573258901258,8,0.07526477567137477,0.006397602679459932,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
355 +200,random,2,0.0,none,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,87.38122043037018,2.9992546888691516,8,104.61791544606334,3.535245959858787,8,9.568329571510265,0.32940305481707743,8,1.7956911765160708,0.0301761264778154,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,32.417015,1.1872990724810184,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
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362 −200,random,2,1.0,distribution,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,15.399526132941947,0.07849080519145875,8,19.787137132781396,0.4921212536453951,8,37.023832148474554,1.0557868907580201,8,27.02897761976041,0.7756546621675597,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.6043350249624233,0.003387353632703255,8,33.9856575,1.1876819419566838,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,14.840353888580504,0.07904637914231666,8,15.964515076775704,0.1289498201964286,8
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367 −200,random,2,1.0,network,central,2.0,0.7339653532225782,0.022846573763508637,8,12.0,0.0,8,14.82307669410393,0.06363397290341483,8,20.2127958724762,0.6276071546353102,8,38.486486390507196,1.3050026574213296,8,26.00902660599532,0.8726872883154473,8,1.8177701761609215,0.029538168066421407,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,32.03917,1.321584230924601,8,0.21049395621249312,0.008460078544561513,8,298.65,6.912514531113638,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
368 −200,random,2,1.0,network,federated,0.5,0.6260408494694607,0.1361119452037692,8,10.67778876217059,0.15474619547923307,8,14.82307669410393,0.06363397290341483,8,24.94482284805245,6.819470787236045,8,47.43587875218519,12.627162033319129,8,22.166946791603408,4.7636241233805885,8,2.3338180025578947,0.09173423800948383,8,0.37395915053053924,0.13611194520376915,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,27.154795,5.962403582101531,8,0.21864178172260398,0.01674801397779773,8,460.77500000000003,151.95980201543904,8,0.806415545578978,0.04655079426961006,8,0.4452031144645728,0.2481252299746061,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
369 −200,random,2,1.0,network,federated,2.0,0.7339653532225782,0.022846573763508637,8,10.67778876217059,0.15474619547923307,8,14.82307669410393,0.06363397290341483,8,20.2127958724762,0.6276071546353102,8,38.486486390507196,1.3050026574213296,8,26.00902660599532,0.8726872883154473,8,1.8177701761609215,0.029538168066421407,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,32.03917,1.321584230924601,8,0.21049395621249312,0.008460078544561513,8,211.9625,9.56167013205778,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
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367 +200,random,2,1.0,network,central,2.0,0.7339653532225782,0.022846573763508637,8,12.0,0.0,8,68.93846016462358,0.3818038374204867,8,94.00434978529249,2.9243209699885244,8,112.27804030332348,3.5399193863694265,8,8.914156315865547,0.27901012727380126,8,1.8240916208965887,0.02684068798152335,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.21131935901014684,0.003457395912743658,8,30.422945,1.2952114013329463,8,0.21049395621249312,0.008460078544561513,8,298.65,6.912514531113638,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,69.04212333148303,0.47427827485389984,8,68.83259307113111,0.7171809214513083,8
368 +200,random,2,1.0,network,federated,0.5,0.03778648600351013,0.003530423889491638,8,10.67778876217059,0.15474619547923307,8,61.79603363110332,0.9568348506348846,8,1648.5116264872752,163.16920960039502,8,2005.757612259773,195.37387251994267,8,0.5029714684885316,0.05196225766459034,8,2.6371918853331495,0.0904111708538638,8,0.9622135139964898,0.0035304238894916223,8,0.0,0.0,8,0.23141842768367465,0.004569490139060358,8,-0.5524825,0.17887197478723632,8,0.4030787616203517,0.022024030649988882,8,2052.5363624824254,141.54161195020987,8,0.07526477567137477,0.006397602679459932,8,0.0,0.0,8,61.79344713609999,0.6979019637005683,8,61.79767076080679,1.432578979735608,8
369 +200,random,2,1.0,network,federated,2.0,0.7339653532225782,0.022846573763508637,8,10.67778876217059,0.15474619547923307,8,61.79603363110332,0.9568348506348846,8,84.2727811713333,3.1380280567241887,8,102.5464716893643,3.7180959478761006,8,9.762848912364014,0.35232675610418634,8,1.819512932364855,0.02795548107139,8,0.26603464677742183,0.022846573763508644,8,0.0,0.0,8,0.23141842768367465,0.004569490139060358,8,30.6362675,1.3038171285854687,8,0.21049395621249312,0.008460078544561513,8,211.9625,9.56167013205778,8,0.8197587020950226,0.020191119605923027,8,0.6474427114951996,0.05030765346302166,8,61.79344713609999,0.6979019637005683,8,61.79767076080679,1.432578979735608,8
370 370 200,random,2,1.0,network,none,2.0,0.11294699947162923,0.010649267058398176,8,4.0,0.0,8,14.0,0.0,8,124.90274401505911,11.593307049802563,8,124.90274401505911,11.593307049802563,8,8.067642819402087,0.7606619327427268,8,2.5667778981928846,0.059527074945903126,8,0.7773279737694236,0.007488410637873251,8,0.10972502675894713,0.00614502127853697,8,0.0,0.0,8,6.2109925,0.6301746982215103,8,0.3424428039181302,0.020673481986157746,8,0.0,0.0,8,0.19242818522086752,0.01529370330237019,8,0.03431981845396688,0.011207662865865218,8,14.0,0.0,8,14.0,0.0,8
371 371 200,random,2,1.0,network,norms,2.0,0.12288253306985022,0.010380990511295787,8,4.0,0.0,8,12.900281457871964,0.03656969674589852,8,105.60938783613715,8.570141861839012,8,187.52299026322098,14.911211932657537,8,5.36375562275114,0.44875607595247674,8,2.5651614793197774,0.05880158359088926,8,0.8389939305774978,0.010648146038628504,8,0.03812353635265199,0.003596285550517028,8,0.4368569857753942,0.0033040801106791634,8,6.4511975,0.618883464538011,8,0.3316557043731143,0.0211430881516001,8,0.0,0.0,8,0.20898905643020058,0.015156198795385075,8,0.03769279921952414,0.011464655186730463,8,12.89453580833704,0.067879147773365,8,12.905876139743595,0.11917750569732224,8
372 372 200,random,2,1.0,network,records,2.0,0.7835255132258188,0.029613040882757492,8,2.0,0.0,8,14.86579882094449,0.03062046476079543,8,18.997042764699938,0.7286275382622207,8,31.56107204871451,1.0530257480509593,8,31.714623157553376,1.0286173266654983,8,1.8211405915449441,0.03662648237482634,8,0.2164744867741813,0.029613040882757503,8,0.0,0.0,8,0.560104237573404,0.003081410948379614,8,46.7815475,1.286437246304137,8,0.18576325294164237,0.009455497484216275,8,0.0,0.0,8,0.8912882376376864,0.03735710932188045,8,0.6762598192743331,0.02959119718803844,8,14.851321799020733,0.06535041077168782,8,14.880531543376176,0.04157713937901546,8
373 −200,random,2,1.0,none,central,0.5,0.08246746486286122,0.007109507741658788,8,12.0,0.0,8,14.870275700696185,0.08016982333113745,8,181.47023629190818,15.328066688826363,8,345.1825754636327,29.62871837080373,8,2.915810982882615,0.2502584495122954,8,2.601727415214806,0.10365517697222666,8,0.9175325351371388,0.007109507741658791,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,2.8464425,0.3227631569410788,8,0.31470066777616446,0.027167566498399322,8,2230.2625,99.83818246828928,8,0.164128555597055,0.013393069288268729,8,0.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
374 −200,random,2,1.0,none,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,14.870275700696185,0.08016982333113745,8,19.106757142667824,0.46049884175526523,8,36.34345215836098,1.0244850879253717,8,27.534560251202397,0.7822107114578719,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,34.001442499999996,1.187559742157361,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
375 −200,random,2,1.0,none,federated,0.5,0.6835065634899513,0.15642043042614392,8,10.66538004133776,0.14437795545085327,8,14.870275700696185,0.08016982333113745,8,23.179946972403492,7.2461991489327495,8,44.085708145583936,13.75388826270834,8,24.17876497042999,5.5733438337406636,8,2.3127704726223666,0.13158114032025198,8,0.3164934365100487,0.1564204304261439,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,29.7545675,7.090542511365301,8,0.2185149242224218,0.013004932803033008,8,415.425,134.7628525542979,8,0.806415545578978,0.04655079426961006,8,0.5596707976377198,0.287327693300721,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
376 −200,random,2,1.0,none,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,14.870275700696185,0.08016982333113745,8,19.106757142667824,0.46049884175526523,8,36.34345215836098,1.0244850879253717,8,27.534560251202397,0.7822107114578719,8,1.7941076281388297,0.030675469482574467,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,34.001442499999996,1.187559742157361,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
373 +200,random,2,1.0,none,central,0.5,0.027781656958066055,0.002720497077636852,8,12.0,0.0,8,69.22165420417711,0.4810189399868255,8,2511.791512619645,236.61057777334725,8,2998.743172318788,285.97427933701033,8,0.3361139781449599,0.03188106570350334,8,2.6883995827654337,0.09852555980590054,8,0.972218343041934,0.00272049707763683,8,0.0,0.0,8,0.21072140041592702,0.0024509900382651694,8,-1.22167,0.11257020514201026,8,0.45264753503858024,0.029655990803245238,8,3205.2625,99.83818246828928,8,0.0552576568941438,0.004751202486483877,8,0.0,0.0,8,69.04212333148303,0.47427827485389984,8,69.40315687163051,0.6228774245492044,8
374 +200,random,2,1.0,none,central,2.0,0.7787248989478104,0.02165103006700556,8,12.0,0.0,8,69.22165420417711,0.4810189399868255,8,88.9402764713557,2.066069606295378,8,106.17697148704886,2.6039105760735364,8,9.42325852126472,0.2340022685043936,8,1.8004380421798336,0.03017510122240282,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.21072140041592702,0.0024509900382651694,8,32.380205,1.1657443564766448,8,0.21335686573236556,0.008606227738480878,8,298.275,3.5991070321082996,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,69.04212333148303,0.47427827485389984,8,69.40315687163051,0.6228774245492044,8
375 +200,random,2,1.0,none,federated,0.5,0.037842105744302516,0.0037191741072632924,8,10.66538004133776,0.14437795545085327,8,61.95852456668276,0.9333308354830189,8,1651.102599930359,162.7941840183716,8,2008.348585702857,195.79102549014803,8,0.5023950878489634,0.05273514720270028,8,2.6371918853331495,0.0904111708538638,8,0.9621578942556974,0.0037191741072632543,8,0.0,0.0,8,0.23104883106182345,0.00340812275080968,8,-0.5549675000000001,0.1795601543255869,8,0.4030787616203517,0.022024030649988882,8,2006.4676124824255,128.66573258901258,8,0.07526477567137477,0.006397602679459932,8,0.0,0.0,8,61.79344713609999,0.6979019637005683,8,62.125446239266225,1.2397738163742789,8
376 +200,random,2,1.0,none,federated,2.0,0.7787248989478104,0.02165103006700556,8,10.66538004133776,0.14437795545085327,8,61.95852456668276,0.9333308354830189,8,79.61825218186675,2.512139401057586,8,96.85494719755991,3.0103383729191164,8,10.33364125894247,0.3281758140236967,8,1.7956911765160708,0.0301761264778154,8,0.22127510105218962,0.021651030067005573,8,0.0,0.0,8,0.23104883106182345,0.00340812275080968,8,32.5969075,1.1788674373040062,8,0.21335686573236556,0.008606227738480878,8,209.4125,7.325530209967249,8,0.8197587020950226,0.020191119605923027,8,0.7375738840271865,0.028555332461857378,8,61.79344713609999,0.6979019637005683,8,62.125446239266225,1.2397738163742789,8
377 377 200,random,2,1.0,none,none,2.0,0.11141168571551739,0.007614174932450858,8,4.0,0.0,8,14.0,0.0,8,126.16762544077731,8.494079462647855,8,126.16762544077731,8.494079462647855,8,7.957977551108385,0.5438696380322042,8,2.589770320901408,0.06854936712162439,8,0.7802271569681687,0.007676520531400679,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,6.1312975000000005,0.46963639399463686,8,0.33530342180952627,0.024482994306989265,8,0.0,0.0,8,0.19242818522086752,0.01529370330237019,8,0.03141534079108622,0.007061866235339674,8,14.0,0.0,8,14.0,0.0,8
378 378 200,random,2,1.0,none,norms,2.0,0.1206804603829138,0.007047052151530745,8,4.0,0.0,8,12.913296450741639,0.08144117682462865,8,107.33413374343081,6.48204736599487,8,190.3692024162461,11.337784670855035,8,5.269769991603851,0.32326620270585527,8,2.584753600523899,0.07083962716655909,8,0.8419098052713124,0.006468079254271297,8,0.037409734345773764,0.0032912817435017776,8,0.43619459566599517,0.002341551670116611,8,6.3317049999999995,0.4447492714841864,8,0.32487173940296576,0.02549269460027856,8,0.0,0.0,8,0.20898905643020058,0.015156198795385075,8,0.03346023679835262,0.007376781127585377,8,12.89453580833704,0.067879147773365,8,12.93305819865866,0.13581267479677706,8
379 379 200,random,2,1.0,none,records,2.0,0.8587433505358729,0.03594378075735561,8,2.0,0.0,8,14.865827362293148,0.0483293027417188,8,17.337434107762064,0.719171372413861,8,28.89706128527167,1.1097092200070744,8,34.649299317207024,1.3013676233353628,8,1.7817162741567878,0.026857229897936916,8,0.14125664946412703,0.03594378075735559,8,0.0,0.0,8,0.561510214838975,0.0013449345019382586,8,50.956445,1.7371477973390763,8,0.17734682764744142,0.011739916811504008,8,0.0,0.0,8,0.8912882376376864,0.03735710932188045,8,0.8259876354602201,0.041091777719328225,8,14.851321799020733,0.06535041077168782,8,14.88014208798244,0.04371581112326838,8
380 −200,random,8,0.0,distribution,central,0.5,0.08786355191519378,0.009533427313188979,8,12.0,0.0,8,16.0,0.0,8,184.0157180512927,20.19915085063826,8,338.2919290520884,37.36114377022398,8,2.987656866324876,0.3277155109904029,8,2.540388790715479,0.09740993195470178,8,0.9121364480848062,0.009533427313188975,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,3.0546349999999998,0.436906757460085,8,0.3177517784240324,0.028189423758612282,8,2230.2625,99.83818246828928,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
381 −200,random,8,0.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.41213540183328,0.1602677721840574,8,34.0004586985349,0.18608357436791245,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,43.86401,0.534107483564871,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
382 −200,random,8,0.0,distribution,federated,0.5,0.8680669718667651,0.206666328666041,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,19.757730952291773,6.4565700050188815,8,36.32907232248475,11.910809671060548,8,29.521176062572447,7.057044607235679,8,2.0948731912486602,0.1905430919270457,8,0.131933028133235,0.206666328666041,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,37.98026,9.341770879289584,8,0.21610174231585808,0.012657852449281203,8,415.425,134.7628525542979,8,0.9825638506876229,0.04931687766625231,8,0.7525739222276058,0.38046845771596205,8,16.0,0.0,8,16.0,0.0,8
383 −200,random,8,0.0,distribution,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,16.0,0.0,8,29.41213540183328,0.1602677721840574,8,34.0004586985349,0.18608357436791245,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,43.86401,0.534107483564871,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
380 +200,random,8,0.0,distribution,central,0.5,0.02853391415952857,0.0030885420137259116,8,12.0,0.0,8,76.0,0.0,8,2691.338186046321,296.8124189055594,8,3166.4191629773695,350.969415735849,8,0.31913739188629564,0.03459303605915802,8,2.649320590805888,0.07174033843869129,8,0.9714660858404714,0.003088542013725915,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,-1.390015,0.135543858479197,8,0.45102614805468627,0.03270697651295235,8,3205.2625,99.83818246828928,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
381 +200,random,8,0.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,76.0,0.0,8,76.0,0.0,8,89.41213540183328,0.1602677721840594,8,11.184195644568913,0.020075949065178733,8,1.0273723590713733,0.007859401498035726,8,0.0,0.0,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,42.07436,0.5125128413722215,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,76.0,0.0,8,76.0,0.0,8
382 +200,random,8,0.0,distribution,federated,0.5,0.039348778107455996,0.004478392697018349,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,1747.7118192808039,201.2216523805903,8,2092.242428599845,238.7791432551529,8,0.4837717114197865,0.05879489123782696,8,2.5840857875813583,0.06487552155481374,8,0.960651221892544,0.004478392697018346,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,-0.6673600000000001,0.21634910201537036,8,0.40364674025208636,0.024434143216794716,8,2006.4676124824255,128.66573258901258,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
383 +200,random,8,0.0,distribution,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,67.99228024802656,0.8662677327051179,8,81.40441564985984,0.911189411728004,8,12.285688225484048,0.13705615875864932,8,1.0121594993411682,0.006360810659674758,8,0.0,0.0,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,42.313265,0.5213866693183249,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
384 384 200,random,8,0.0,distribution,none,2.0,0.8916388426836861,0.0076348683789600625,8,4.0,0.0,8,14.0,0.0,8,15.702435117926743,0.13488553303791487,8,15.702435117926743,0.13488553303791487,8,63.68848876312044,0.5453477413542921,8,1.0396033170293695,0.00759889813599142,8,0.0,0.0,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,52.9912975,0.6336399380844889,8,0.18486346508326912,0.0076516097698975565,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8926953773179206,0.009105794738482987,8,14.0,0.0,8,14.0,0.0,8
385 385 200,random,8,0.0,distribution,norms,2.0,0.9625902656542262,0.0032912817435018053,8,4.0,0.0,8,14.0,0.0,8,14.54423964306906,0.04982943086679241,8,24.92329984166422,0.09648536640356968,8,40.1236271726976,0.15624394207315906,8,1.0395546578477282,0.007113730166393638,8,0.0,0.0,8,0.037409734345773764,0.0032912817435017776,8,0.4164331720896448,0.0028385665671044795,8,56.8531725,0.5746623540268782,8,0.18314972898305573,0.007857436918810053,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9649321104384179,0.0029379538606213863,8,14.0,0.0,8,14.0,0.0,8
386 386 200,random,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.914531700279525,0.10412166776687776,8,38.5889348250042,0.15558632117978968,8,1.000400061773407,0.0007426342452209913,8,0.0,0.0,8,0.0,0.0,8,0.5369327820999495,0.0018670358541575214,8,59.477545,0.634656355676046,8,0.18040142971162085,0.00896019858188879,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
387 −200,random,8,0.0,network,central,0.5,0.08776674584484546,0.009451353761602868,8,12.0,0.0,8,16.0,0.0,8,184.22405976623685,20.44634806960995,8,338.50027076703253,37.440694950404094,8,2.9856233364349802,0.32513098881998054,8,2.540388790715479,0.09740993195470178,8,0.9122332541551545,0.009451353761602868,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,3.054035,0.43616987906090005,8,0.3177517784240324,0.028189423758612282,8,2261.5625,132.7963955782364,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
388 −200,random,8,0.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.39992183024108,0.31196353354329887,8,34.01703792873962,0.35996374101213735,8,1.006598651123801,0.0025376421423165705,8,0.0,0.0,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,43.91966,1.0258171564172631,8,0.21653078254893385,0.009229108991018975,8,298.65,6.912514531113638,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
389 −200,random,8,0.0,network,federated,0.5,0.8326068096282859,0.2079988377308991,8,10.67778876217059,0.15474619547923307,8,16.0,0.0,8,20.592733875785015,6.4313104642232295,8,37.79026587105109,11.559190583719124,8,28.29832810103663,7.008356380058964,8,2.1090130443918937,0.12253175487021314,8,0.1673931903717141,0.2079988377308991,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,36.350285,9.150776263276402,8,0.22353663024441606,0.015325629761558627,8,460.77500000000003,151.95980201543904,8,0.9825638506876229,0.04931687766625231,8,0.6831697150396647,0.38193989335010403,8,16.0,0.0,8,16.0,0.0,8
390 −200,random,8,0.0,network,federated,2.0,1.0,0.0,8,10.67778876217059,0.15474619547923307,8,16.0,0.0,8,16.0,0.0,8,29.39992183024108,0.31196353354329887,8,34.01703792873962,0.35996374101213735,8,1.006598651123801,0.0025376421423165705,8,0.0,0.0,8,0.0,0.0,8,0.5917955448551246,0.004319564892145637,8,43.91966,1.0258171564172631,8,0.21653078254893385,0.009229108991018975,8,211.9625,9.56167013205778,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
387 +200,random,8,0.0,network,central,0.5,0.028479874272924838,0.0028496658717666675,8,12.0,0.0,8,76.0,0.0,8,2691.8772155697025,268.6262942402331,8,3166.958192500751,322.217357439535,8,0.3186108097676543,0.03228749331005524,8,2.649320590805888,0.07174033843869129,8,0.9715201257270751,0.0028496658717666536,8,0.0,0.0,8,0.19462159515968114,0.0028077959257927134,8,-1.392865,0.11872984929783122,8,0.45102614805468627,0.03270697651295235,8,3236.5625,132.7963955782364,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
388 +200,random,8,0.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,76.0,0.0,8,76.0,0.0,8,89.39992183024108,0.3119635335432979,8,11.185811178337762,0.038997165636010356,8,1.030659816613232,0.006663097441219674,8,0.0,0.0,8,0.0,0.0,8,0.19462159515968114,0.0028077959257927134,8,42.12776,0.984342069230582,8,0.21653078254893385,0.009229108991018975,8,298.65,6.912514531113638,8,1.0,0.0,8,1.0,0.0,8,76.0,0.0,8,76.0,0.0,8
389 +200,random,8,0.0,network,federated,0.5,0.03928954906913474,0.004297889676140948,8,10.67778876217059,0.15474619547923307,8,68.06673257302354,0.9284771728754002,8,1750.7410436636746,194.64540141991583,8,2095.2716529827158,231.3907907247669,8,0.4826703413193038,0.05636977434869115,8,2.5840857875813583,0.06487552155481374,8,0.9607104509308653,0.004297889676140937,8,0.0,0.0,8,0.21359806907164222,0.003901849153248489,8,-0.672205,0.208396402971425,8,0.40364674025208636,0.024434143216794716,8,2052.5363624824254,141.54161195020987,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,68.12695542874499,1.1797592697250234,8
390 +200,random,8,0.0,network,federated,2.0,1.0,0.0,8,10.67778876217059,0.15474619547923307,8,68.06673257302354,0.9284771728754002,8,68.06673257302354,0.9284771728754002,8,81.46665440326463,0.9712933240318553,8,12.276491815428129,0.14674963086351864,8,1.0143979016131488,0.003910672816725282,8,0.0,0.0,8,0.0,0.0,8,0.21359806907164222,0.003901849153248489,8,42.36467,0.9893101817789131,8,0.21653078254893385,0.009229108991018975,8,211.9625,9.56167013205778,8,1.0,0.0,8,1.0,0.0,8,68.00780572060123,0.7519499331103919,8,68.12695542874499,1.1797592697250234,8
391 391 200,random,8,0.0,network,none,2.0,0.8902749732410529,0.0061450212785369475,8,4.0,0.0,8,14.0,0.0,8,15.726134569270153,0.10862109160826823,8,15.726134569270153,0.10862109160826823,8,63.59106951721806,0.43893009132406813,8,1.0511475428069723,0.007115570401432177,8,0.0,0.0,8,0.10972502675894713,0.00614502127853697,8,0.0,0.0,8,52.8216175,0.7331696550838102,8,0.19716169575601075,0.00459211425254337,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8900035992281763,0.0074685041909548664,8,14.0,0.0,8,14.0,0.0,8
392 392 200,random,8,0.0,network,norms,2.0,0.961876463647348,0.003596285550517004,8,4.0,0.0,8,14.0,0.0,8,14.555061688359874,0.054426257418191515,8,24.959784633644627,0.16638046112457136,8,40.066012478380905,0.2681850485654705,8,1.0510925970354479,0.007645413586232506,8,0.0,0.0,8,0.03812353635265199,0.003596285550517028,8,0.41684503029513076,0.002982542572796169,8,56.7153675,0.7633236770812609,8,0.19550479557395622,0.0050972400871290525,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9635730909877037,0.004657629459290991,8,14.0,0.0,8,14.0,0.0,8
393 393 200,random,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.836032199865404,0.16988558801646786,8,38.70710204468641,0.25520426116666134,8,1.0045898313626185,0.0036400825852258467,8,0.0,0.0,8,0.0,0.0,8,0.5355147754637631,0.0030624511339999603,8,59.96541,1.0504776486913,8,0.19734740371813622,0.006722345975985712,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
394 −200,random,8,0.0,none,central,0.5,0.08786355191519378,0.009533427313188979,8,12.0,0.0,8,16.0,0.0,8,184.0157180512927,20.19915085063826,8,338.2919290520884,37.36114377022398,8,2.987656866324876,0.3277155109904029,8,2.540388790715479,0.09740993195470178,8,0.9121364480848062,0.009533427313188975,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,3.0546349999999998,0.436906757460085,8,0.3177517784240324,0.028189423758612282,8,2230.2625,99.83818246828928,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
395 −200,random,8,0.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.41213540183328,0.1602677721840574,8,34.0004586985349,0.18608357436791245,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,43.86401,0.534107483564871,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
396 −200,random,8,0.0,none,federated,0.5,0.8680669718667651,0.206666328666041,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,19.757730952291773,6.4565700050188815,8,36.32907232248475,11.910809671060548,8,29.521176062572447,7.057044607235679,8,2.0948731912486602,0.1905430919270457,8,0.131933028133235,0.206666328666041,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,37.98026,9.341770879289584,8,0.21610174231585808,0.012657852449281203,8,415.425,134.7628525542979,8,0.9825638506876229,0.04931687766625231,8,0.7525739222276058,0.38046845771596205,8,16.0,0.0,8,16.0,0.0,8
397 −200,random,8,0.0,none,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,16.0,0.0,8,16.0,0.0,8,29.41213540183328,0.1602677721840574,8,34.0004586985349,0.18608357436791245,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.5919944956175812,0.0022330028924149197,8,43.86401,0.534107483564871,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
394 +200,random,8,0.0,none,central,0.5,0.02853391415952857,0.0030885420137259116,8,12.0,0.0,8,76.0,0.0,8,2691.338186046321,296.8124189055594,8,3166.4191629773695,350.969415735849,8,0.31913739188629564,0.03459303605915802,8,2.649320590805888,0.07174033843869129,8,0.9714660858404714,0.003088542013725915,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,-1.390015,0.135543858479197,8,0.45102614805468627,0.03270697651295235,8,3205.2625,99.83818246828928,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
395 +200,random,8,0.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,76.0,0.0,8,76.0,0.0,8,89.41213540183328,0.1602677721840594,8,11.184195644568913,0.020075949065178733,8,1.0273723590713733,0.007859401498035726,8,0.0,0.0,8,0.0,0.0,8,0.1947379135910383,0.0014454683326929362,8,42.07436,0.5125128413722215,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,76.0,0.0,8,76.0,0.0,8
396 +200,random,8,0.0,none,federated,0.5,0.039348778107455996,0.004478392697018349,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,1747.7118192808039,201.2216523805903,8,2092.242428599845,238.7791432551529,8,0.4837717114197865,0.05879489123782696,8,2.5840857875813583,0.06487552155481374,8,0.960651221892544,0.004478392697018346,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,-0.6673600000000001,0.21634910201537036,8,0.40364674025208636,0.024434143216794716,8,2006.4676124824255,128.66573258901258,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
397 +200,random,8,0.0,none,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,67.99228024802656,0.8662677327051179,8,67.99228024802656,0.8662677327051179,8,81.40441564985984,0.911189411728004,8,12.285688225484048,0.13705615875864932,8,1.0121594993411682,0.006360810659674758,8,0.0,0.0,8,0.0,0.0,8,0.2139130600999329,0.002488199257172246,8,42.313265,0.5213866693183249,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,68.00780572060123,0.7519499331103919,8,67.97602331503064,0.9875641562684645,8
398 398 200,random,8,0.0,none,none,2.0,0.8916388426836861,0.0076348683789600625,8,4.0,0.0,8,14.0,0.0,8,15.702435117926743,0.13488553303791487,8,15.702435117926743,0.13488553303791487,8,63.68848876312044,0.5453477413542921,8,1.0396033170293695,0.00759889813599142,8,0.0,0.0,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,52.9912975,0.6336399380844889,8,0.18486346508326912,0.0076516097698975565,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8926953773179206,0.009105794738482987,8,14.0,0.0,8,14.0,0.0,8
399 399 200,random,8,0.0,none,norms,2.0,0.9625902656542262,0.0032912817435018053,8,4.0,0.0,8,14.0,0.0,8,14.54423964306906,0.04982943086679241,8,24.92329984166422,0.09648536640356968,8,40.1236271726976,0.15624394207315906,8,1.0395546578477282,0.007113730166393638,8,0.0,0.0,8,0.037409734345773764,0.0032912817435017776,8,0.4164331720896448,0.0028385665671044795,8,56.8531725,0.5746623540268782,8,0.18314972898305573,0.007857436918810053,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9649321104384179,0.0029379538606213863,8,14.0,0.0,8,14.0,0.0,8
400 400 200,random,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.914531700279525,0.10412166776687776,8,38.5889348250042,0.15558632117978968,8,1.000400061773407,0.0007426342452209913,8,0.0,0.0,8,0.0,0.0,8,0.5369327820999495,0.0018670358541575214,8,59.477545,0.634656355676046,8,0.18040142971162085,0.00896019858188879,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
401 −200,random,8,1.0,distribution,central,0.5,0.08786355191519378,0.009533427313188979,8,12.0,0.0,8,15.399526132941947,0.07849080519145875,8,177.09094157875924,19.297803994978807,8,331.36715257955495,36.42712567498554,8,3.049709708854485,0.33214229913817467,8,2.540388790715479,0.09740993195470178,8,0.9121364480848062,0.009533427313188975,8,0.0,0.0,8,0.6043350249624233,0.003387353632703255,8,3.0725325,0.4362721163857647,8,0.3177517784240324,0.028189423758612282,8,2230.2625,99.83818246828928,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,14.840353888580504,0.07904637914231666,8,15.964515076775704,0.1289498201964286,8
402 −200,random,8,1.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,15.399526132941947,0.07849080519145875,8,15.399526132941947,0.07849080519145875,8,28.811661534775226,0.13587063447113645,8,34.70884515697588,0.16401395313032957,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.6043350249624233,0.003387353632703255,8,43.881907500000004,0.5330725381824564,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,15.964515076775704,0.1289498201964286,8
403 −200,random,8,1.0,distribution,federated,0.5,0.8680669718667651,0.206666328666041,8,10.66538004133776,0.14437795545085327,8,15.399526132941947,0.07849080519145875,8,19.030703448586145,6.2922108957007366,8,35.60204481877912,11.745587179835626,8,30.144353659682835,7.229185379387639,8,2.0948731912486602,0.1905430919270457,8,0.131933028133235,0.206666328666041,8,0.0,0.0,8,0.6043350249624233,0.003387353632703255,8,37.998157500000005,9.342830461809054,8,0.21610174231585808,0.012657852449281203,8,415.425,134.7628525542979,8,0.9825638506876229,0.04931687766625231,8,0.7525739222276058,0.38046845771596205,8,14.840353888580504,0.07904637914231666,8,15.964515076775704,0.1289498201964286,8
404 −200,random,8,1.0,distribution,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,15.399526132941947,0.07849080519145875,8,15.399526132941947,0.07849080519145875,8,28.811661534775226,0.13587063447113645,8,34.70884515697588,0.16401395313032957,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.6043350249624233,0.003387353632703255,8,43.881907500000004,0.5330725381824564,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,15.964515076775704,0.1289498201964286,8
401 +200,random,8,1.0,distribution,central,0.5,0.02853391415952857,0.0030885420137259116,8,12.0,0.0,8,72.39715679765168,0.4709448311487525,8,2563.166073176604,276.58433858169616,8,3038.2470501076527,330.55483911591244,8,0.33248395823912996,0.03550820536868786,8,2.649320590805888,0.07174033843869129,8,0.9714660858404714,0.003088542013725915,8,0.0,0.0,8,0.20292242070617544,0.002285393329581585,8,-1.2826300000000002,0.13204415495258712,8,0.45102614805468627,0.03270697651295235,8,3205.2625,99.83818246828928,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,69.04212333148303,0.47427827485389984,8,75.78709046065424,0.7736989211785783,8
402 +200,random,8,1.0,distribution,central,2.0,1.0,0.0,8,12.0,0.0,8,72.39715679765168,0.4709448311487525,8,72.39715679765168,0.4709448311487525,8,85.80929219948496,0.4088525123482008,8,11.65398090372995,0.055494534456676424,8,1.0273723590713733,0.007859401498035726,8,0.0,0.0,8,0.0,0.0,8,0.20292242070617544,0.002285393329581585,8,42.181745,0.5064200948111847,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,69.04212333148303,0.47427827485389984,8,75.78709046065424,0.7736989211785783,8
403 +200,random,8,1.0,distribution,federated,0.5,0.039348778107455996,0.004478392697018349,8,10.66538004133776,0.14437795545085327,8,64.7790720186553,0.9783512463083598,8,1664.9169991567312,190.00003234378266,8,2009.4476084757725,227.3644563831087,8,0.5036178561807163,0.06086823230828174,8,2.5840857875813583,0.06487552155481374,8,0.960651221892544,0.004478392697018346,8,0.0,0.0,8,0.22271466932052109,0.003274748958952307,8,-0.5715875,0.21419009205776604,8,0.40364674025208636,0.024434143216794716,8,2006.4676124824255,128.66573258901258,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,61.79344713609999,0.6979019637005683,8,67.79569756588664,1.3854964200064903,8
404 +200,random,8,1.0,distribution,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,64.7790720186553,0.9783512463083598,8,64.7790720186553,0.9783512463083598,8,78.19120742048858,0.9830557065138734,8,12.790913023119945,0.1591973218502175,8,1.0121594993411682,0.006360810659674758,8,0.0,0.0,8,0.0,0.0,8,0.22271466932052109,0.003274748958952307,8,42.4090375,0.5160953011038066,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,61.79344713609999,0.6979019637005683,8,67.79569756588664,1.3854964200064903,8
405 405 200,random,8,1.0,distribution,none,2.0,0.8916388426836861,0.0076348683789600625,8,4.0,0.0,8,14.0,0.0,8,15.702435117926743,0.13488553303791487,8,15.702435117926743,0.13488553303791487,8,63.68848876312044,0.5453477413542921,8,1.0396033170293695,0.00759889813599142,8,0.0,0.0,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,52.9912975,0.6336399380844889,8,0.18486346508326912,0.0076516097698975565,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8926953773179206,0.009105794738482987,8,14.0,0.0,8,14.0,0.0,8
406 406 200,random,8,1.0,distribution,norms,2.0,0.9625902656542262,0.0032912817435018053,8,4.0,0.0,8,13.401654665920171,0.06787012837310287,8,13.922651556132301,0.0882102974760195,8,24.301711754727464,0.1488900355885888,8,41.15072405939348,0.25357425220660257,8,1.0395546578477282,0.007113730166393638,8,0.0,0.0,8,0.037409734345773764,0.0032912817435017776,8,0.42708716763726134,0.0026079334573418356,8,56.8771425,0.5763430145755203,8,0.18314972898305573,0.007857436918810053,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9649321104384179,0.0029379538606213863,8,12.89453580833704,0.067879147773365,8,13.90346991770411,0.12116648879960942,8
407 407 200,random,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.379970645744482,0.046655798851913434,8,15.379970645744482,0.046655798851913434,8,25.294502346024007,0.13116031746521475,8,39.535217926794644,0.20618548099150572,8,1.000400061773407,0.0007426342452209913,8,0.0,0.0,8,0.0,0.0,8,0.5500962537800747,0.0016880121040325098,8,59.50257,0.6357575645749587,8,0.18040142971162085,0.00896019858188879,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851321799020733,0.06535041077168782,8,15.914532849052803,0.0837536976168214,8
408 −200,random,8,1.0,network,central,0.5,0.08776674584484546,0.009451353761602868,8,12.0,0.0,8,14.82307669410393,0.06363397290341483,8,170.64151565010332,18.630462787153625,8,324.917726650899,35.60528427134767,8,3.1098119007659886,0.3353857664068195,8,2.540388790715479,0.09740993195470178,8,0.9122332541551545,0.009451353761602868,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,3.08917,0.43532830894788876,8,0.3177517784240324,0.028189423758612282,8,2261.5625,132.7963955782364,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
409 −200,random,8,1.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,14.82307669410393,0.06363397290341483,8,14.82307669410393,0.06363397290341483,8,28.222998524345012,0.2953036753937321,8,35.43547987329941,0.3695956962917531,8,1.006598651123801,0.0025376421423165705,8,0.0,0.0,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,43.954795,1.0259501332214678,8,0.21653078254893385,0.009229108991018975,8,298.65,6.912514531113638,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
410 −200,random,8,1.0,network,federated,0.5,0.8326068096282859,0.2079988377308991,8,10.67778876217059,0.15474619547923307,8,14.82307669410393,0.06363397290341483,8,19.08167381407959,5.98179732849569,8,36.27920580934566,11.108885981854721,8,29.478980871473297,7.301885805592829,8,2.1090130443918937,0.12253175487021314,8,0.1673931903717141,0.2079988377308991,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,36.385419999999996,9.150707870011244,8,0.22353663024441606,0.015325629761558627,8,460.77500000000003,151.95980201543904,8,0.9825638506876229,0.04931687766625231,8,0.6831697150396647,0.38193989335010403,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
411 −200,random,8,1.0,network,federated,2.0,1.0,0.0,8,10.67778876217059,0.15474619547923307,8,14.82307669410393,0.06363397290341483,8,14.82307669410393,0.06363397290341483,8,28.222998524345012,0.2953036753937321,8,35.43547987329941,0.3695956962917531,8,1.006598651123801,0.0025376421423165705,8,0.0,0.0,8,0.0,0.0,8,0.6164757499196103,0.004899059861962315,8,43.954795,1.0259501332214678,8,0.21653078254893385,0.009229108991018975,8,211.9625,9.56167013205778,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.805432178521853,0.11953015357521761,8
408 +200,random,8,1.0,network,central,0.5,0.028479874272924838,0.0028496658717666675,8,12.0,0.0,8,68.93846016462358,0.3818038374204867,8,2441.7279192096335,243.7794096450348,8,2916.808896140682,297.17793798462856,8,0.34593831936091013,0.035070408159546415,8,2.649320590805888,0.07174033843869129,8,0.9715201257270751,0.0028496658717666536,8,0.0,0.0,8,0.21131935901014684,0.003457395912743658,8,-1.182055,0.12057008572373402,8,0.45102614805468627,0.03270697651295235,8,3236.5625,132.7963955782364,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,69.04212333148303,0.47427827485389984,8,68.83259307113111,0.7171809214513083,8
409 +200,random,8,1.0,network,central,2.0,1.0,0.0,8,12.0,0.0,8,68.93846016462358,0.3818038374204867,8,68.93846016462358,0.3818038374204867,8,82.33838199486466,0.39761515077565834,8,12.145251442470402,0.05849991100162586,8,1.030659816613232,0.006663097441219674,8,0.0,0.0,8,0.0,0.0,8,0.21131935901014684,0.003457395912743658,8,42.33857,0.9851883680654312,8,0.21653078254893385,0.009229108991018975,8,298.65,6.912514531113638,8,1.0,0.0,8,1.0,0.0,8,69.04212333148303,0.47427827485389984,8,68.83259307113111,0.7171809214513083,8
410 +200,random,8,1.0,network,federated,0.5,0.03928954906913474,0.004297889676140948,8,10.67778876217059,0.15474619547923307,8,61.79603363110332,0.9568348506348846,8,1589.6187467644,178.70356997370706,8,1934.1493560834415,215.3423372066368,8,0.5229779889043215,0.061630596591308144,8,2.5840857875813583,0.06487552155481374,8,0.9607104509308653,0.004297889676140937,8,0.0,0.0,8,0.23141842768367465,0.004569490139060358,8,-0.48498250000000004,0.20952735366942973,8,0.40364674025208636,0.024434143216794716,8,2052.5363624824254,141.54161195020987,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,61.79344713609999,0.6979019637005683,8,61.79767076080679,1.432578979735608,8
411 +200,random,8,1.0,network,federated,2.0,1.0,0.0,8,10.67778876217059,0.15474619547923307,8,61.79603363110332,0.9568348506348846,8,61.79603363110332,0.9568348506348846,8,75.1959554613444,0.9713378473889762,8,13.300530957672294,0.17194706136063512,8,1.0143979016131488,0.003910672816725282,8,0.0,0.0,8,0.0,0.0,8,0.23141842768367465,0.004569490139060358,8,42.5518925,0.9911016766025001,8,0.21653078254893385,0.009229108991018975,8,211.9625,9.56167013205778,8,1.0,0.0,8,1.0,0.0,8,61.79344713609999,0.6979019637005683,8,61.79767076080679,1.432578979735608,8
412 412 200,random,8,1.0,network,none,2.0,0.8902749732410529,0.0061450212785369475,8,4.0,0.0,8,14.0,0.0,8,15.726134569270153,0.10862109160826823,8,15.726134569270153,0.10862109160826823,8,63.59106951721806,0.43893009132406813,8,1.0511475428069723,0.007115570401432177,8,0.0,0.0,8,0.10972502675894713,0.00614502127853697,8,0.0,0.0,8,52.8216175,0.7331696550838102,8,0.19716169575601075,0.00459211425254337,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8900035992281763,0.0074685041909548664,8,14.0,0.0,8,14.0,0.0,8
413 413 200,random,8,1.0,network,norms,2.0,0.961876463647348,0.003596285550517004,8,4.0,0.0,8,12.900281457871964,0.03656969674589852,8,13.411769207155515,0.06915711358842701,8,23.81649215244027,0.16320823240009735,8,41.98944591597349,0.2892694264746064,8,1.0510925970354479,0.007645413586232506,8,0.0,0.0,8,0.03812353635265199,0.003596285550517028,8,0.4368569857753942,0.0033040801106791634,8,56.7593225,0.7635224197989933,8,0.19550479557395622,0.0050972400871290525,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9635730909877037,0.004657629459290991,8,12.89453580833704,0.067879147773365,8,12.905876139743595,0.11917750569732224,8
414 414 200,random,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.86579882094449,0.03062046476079543,8,14.86579882094449,0.03062046476079543,8,24.701831020809895,0.17374620267121907,8,40.48459225633742,0.2865147115120345,8,1.0045898313626185,0.0036400825852258467,8,0.0,0.0,8,0.0,0.0,8,0.560104237573404,0.003081410948379614,8,60.0115475,1.0513706646054282,8,0.19734740371813622,0.006722345975985712,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851321799020733,0.06535041077168782,8,14.880531543376176,0.04157713937901546,8
415 −200,random,8,1.0,none,central,0.5,0.08786355191519378,0.009533427313188979,8,12.0,0.0,8,14.870275700696185,0.08016982333113745,8,170.99683953621238,18.562659971716336,8,325.2730505370081,35.68853481346203,8,3.1067058699308134,0.33755826004110434,8,2.540388790715479,0.09740993195470178,8,0.9121364480848062,0.009533427313188975,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,3.0883175,0.43610935528177525,8,0.3177517784240324,0.028189423758612282,8,2230.2625,99.83818246828928,8,0.17487634941302754,0.018392843136421137,8,0.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
416 −200,random,8,1.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,14.870275700696185,0.08016982333113745,8,14.870275700696185,0.08016982333113745,8,28.282411102529466,0.13209644914587212,8,35.358340712979256,0.16549102996931356,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,43.897692500000005,0.5331501314089913,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
417 −200,random,8,1.0,none,federated,0.5,0.8680669718667651,0.206666328666041,8,10.66538004133776,0.14437795545085327,8,14.870275700696185,0.08016982333113745,8,18.376904411926827,6.078584457639869,8,34.948245782119805,11.531830191777305,8,30.708235148355996,7.361915758309484,8,2.0948731912486602,0.1905430919270457,8,0.131933028133235,0.206666328666041,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,38.0139425,9.34281157505101,8,0.21610174231585808,0.012657852449281203,8,415.425,134.7628525542979,8,0.9825638506876229,0.04931687766625231,8,0.7525739222276058,0.38046845771596205,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
418 −200,random,8,1.0,none,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,14.870275700696185,0.08016982333113745,8,14.870275700696185,0.08016982333113745,8,28.282411102529466,0.13209644914587212,8,35.358340712979256,0.16549102996931356,8,1.0026487992637836,0.002191286230857286,8,0.0,0.0,8,0.0,0.0,8,0.6156440636042501,0.003491836215123053,8,43.897692500000005,0.5331501314089913,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,14.840353888580504,0.07904637914231666,8,14.900526145271751,0.10381290409153361,8
415 +200,random,8,1.0,none,central,0.5,0.02853391415952857,0.0030885420137259116,8,12.0,0.0,8,69.22165420417711,0.4810189399868255,8,2450.268641891908,258.87128075580426,8,2925.3496188229565,312.84287973693836,8,0.34521228527461534,0.036390423298050284,8,2.649320590805888,0.07174033843869129,8,0.9714660858404714,0.003088542013725915,8,0.0,0.0,8,0.21072140041592702,0.0024509900382651694,8,-1.18792,0.12849705810973702,8,0.45102614805468627,0.03270697651295235,8,3205.2625,99.83818246828928,8,0.05675368227850265,0.005526530608740486,8,0.0,0.0,8,69.04212333148303,0.47427827485389984,8,69.40315687163051,0.6228774245492044,8
416 +200,random,8,1.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,69.22165420417711,0.4810189399868255,8,69.22165420417711,0.4810189399868255,8,82.6337896060104,0.41119831522740485,8,12.101849179652296,0.06019813950302922,8,1.0273723590713733,0.007859401498035726,8,0.0,0.0,8,0.0,0.0,8,0.21072140041592702,0.0024509900382651694,8,42.276455,0.5068828453823003,8,0.20992595256649624,0.006829108912085393,8,298.275,3.5991070321082996,8,1.0,0.0,8,1.0,0.0,8,69.04212333148303,0.47427827485389984,8,69.40315687163051,0.6228774245492044,8
417 +200,random,8,1.0,none,federated,0.5,0.039348778107455996,0.004478392697018349,8,10.66538004133776,0.14437795545085327,8,61.95852456668276,0.9333308354830189,8,1592.2190531936217,179.5356729196598,8,1936.749662512663,216.85566052544874,8,0.5224064117359927,0.06260619537759456,8,2.5840857875813583,0.06487552155481374,8,0.960651221892544,0.004478392697018346,8,0.0,0.0,8,0.23104883106182345,0.00340812275080968,8,-0.48746750000000005,0.21138186270011777,8,0.40364674025208636,0.024434143216794716,8,2006.4676124824255,128.66573258901258,8,0.07824976907732754,0.007893482232112767,8,0.0,0.0,8,61.79344713609999,0.6979019637005683,8,62.125446239266225,1.2397738163742789,8
418 +200,random,8,1.0,none,federated,2.0,1.0,0.0,8,10.66538004133776,0.14437795545085327,8,61.95852456668276,0.9333308354830189,8,61.95852456668276,0.9333308354830189,8,75.37065996851604,0.9328289785414803,8,13.269520649015506,0.16237163687552503,8,1.0121594993411682,0.006360810659674758,8,0.0,0.0,8,0.0,0.0,8,0.23104883106182345,0.00340812275080968,8,42.493157499999995,0.5160993804007132,8,0.20992595256649624,0.006829108912085393,8,209.4125,7.325530209967249,8,1.0,0.0,8,1.0,0.0,8,61.79344713609999,0.6979019637005683,8,62.125446239266225,1.2397738163742789,8
419 419 200,random,8,1.0,none,none,2.0,0.8916388426836861,0.0076348683789600625,8,4.0,0.0,8,14.0,0.0,8,15.702435117926743,0.13488553303791487,8,15.702435117926743,0.13488553303791487,8,63.68848876312044,0.5453477413542921,8,1.0396033170293695,0.00759889813599142,8,0.0,0.0,8,0.10836115731631388,0.007634868378960078,8,0.0,0.0,8,52.9912975,0.6336399380844889,8,0.18486346508326912,0.0076516097698975565,8,0.0,0.0,8,0.8906219234841318,0.008633168121682305,8,0.8926953773179206,0.009105794738482987,8,14.0,0.0,8,14.0,0.0,8
420 420 200,random,8,1.0,none,norms,2.0,0.9625902656542262,0.0032912817435018053,8,4.0,0.0,8,12.913296450741639,0.08144117682462865,8,13.41531005010316,0.09915503604035236,8,23.79437024869832,0.17093722507257023,8,42.02866701219,0.30530730648857957,8,1.0395546578477282,0.007113730166393638,8,0.0,0.0,8,0.037409734345773764,0.0032912817435017776,8,0.43619459566599517,0.002341551670116611,8,56.896705,0.5775022821723589,8,0.18314972898305573,0.007857436918810053,8,0.0,0.0,8,0.9602174319336612,0.005976798179017841,8,0.9649321104384179,0.0029379538606213863,8,12.89453580833704,0.067879147773365,8,12.93305819865866,0.13581267479677706,8
421 421 200,random,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.865827362293148,0.0483293027417188,8,14.865827362293148,0.0483293027417188,8,24.78035906257267,0.141946201820089,8,40.35570524128738,0.2324152181503917,8,1.000400061773407,0.0007426342452209913,8,0.0,0.0,8,0.0,0.0,8,0.561510214838975,0.0013449345019382586,8,59.52332,0.6365116779985815,8,0.18040142971162085,0.00896019858188879,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.851321799020733,0.06535041077168782,8,14.88014208798244,0.04371581112326838,8
422 −200,smallworld,2,0.0,distribution,central,0.5,0.0895347941844359,0.017695799231708564,8,12.0,0.0,8,16.0,0.0,8,186.1630557063092,44.39773114246612,8,341.09766407380323,82.01504584197905,8,3.0537852769838825,0.596654849034384,8,2.6409836325217393,0.10942534650015748,8,0.9104652058155641,0.017695799231708546,8,0.0,0.0,8,0.590605611339914,0.005400141459317633,8,3.15402,0.7821780400906179,8,0.2543552274377894,0.029974148264199446,8,2277.2125,216.32495026497253,8,0.17889433480435826,0.03644970631607306,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
423 −200,smallworld,2,0.0,distribution,central,2.0,0.947367692847476,0.029425350468638985,8,12.0,0.0,8,16.0,0.0,8,16.903293036729846,0.5296782809496974,8,30.97199641213502,1.0803426942472334,8,32.32161217730639,1.1270891655131865,8,1.6912697984253784,0.03605690480702977,8,0.052632307152524,0.02942535046863902,8,0.0,0.0,8,0.590605611339914,0.005400141459317633,8,41.840895,1.9146420956035497,8,0.12572928805886782,0.013143275826487418,8,300.6125,8.828110540443268,8,0.962419336455963,0.021721344930615498,8,0.9321473393755286,0.03938319306976831,8,16.0,0.0,8,16.0,0.0,8
424 −200,smallworld,2,0.0,distribution,federated,0.5,0.947367692847476,0.029425350468638985,8,6.851775663586763,0.15810510278360573,8,16.0,0.0,8,16.903293036729846,0.5296782809496974,8,30.97199641213502,1.0803426942472334,8,32.32161217730639,1.1270891655131865,8,1.6912697984253784,0.03605690480702977,8,0.052632307152524,0.02942535046863902,8,0.0,0.0,8,0.590605611339914,0.005400141459317633,8,41.840895,1.9146420956035497,8,0.12572928805886782,0.013143275826487418,8,51.43125,7.071670720962219,8,0.962419336455963,0.021721344930615498,8,0.9321473393755286,0.03938319306976831,8,16.0,0.0,8,16.0,0.0,8
425 −200,smallworld,2,0.0,distribution,federated,2.0,0.947367692847476,0.029425350468638985,8,6.851775663586763,0.15810510278360573,8,16.0,0.0,8,16.903293036729846,0.5296782809496974,8,30.97199641213502,1.0803426942472334,8,32.32161217730639,1.1270891655131865,8,1.6912697984253784,0.03605690480702977,8,0.052632307152524,0.02942535046863902,8,0.0,0.0,8,0.590605611339914,0.005400141459317633,8,41.840895,1.9146420956035497,8,0.12572928805886782,0.013143275826487418,8,51.43125,7.071670720962219,8,0.962419336455963,0.021721344930615498,8,0.9321473393755286,0.03938319306976831,8,16.0,0.0,8,16.0,0.0,8
422 +200,smallworld,2,0.0,distribution,central,0.5,0.026905941222606894,0.0030522171076500584,8,12.0,0.0,8,76.0,0.0,8,2856.806916427797,326.1329369704015,8,3357.440341785078,385.6736513429414,8,0.30124733393086345,0.034088983665647964,8,2.6549723146981186,0.04719404113562564,8,0.9730940587773931,0.003052217107650039,8,0.0,0.0,8,0.19386052773835505,0.003470035710338278,8,-1.47153,0.14060508058286614,8,0.41956158335867527,0.0326643398466116,8,3252.2125,216.32495026497259,8,0.05369861218093946,0.006084037526834548,8,0.0,0.0,8,76.0,0.0,8,76.0,0.0,8
423 +200,smallworld,2,0.0,distribution,central,2.0,0.9403204577774735,0.03148126642909763,8,12.0,0.0,8,76.0,0.0,8,80.90286887214116,2.709710379293704,8,95.0767395910728,3.172417858870255,8,10.52804943629319,0.35046205984990747,8,1.7171003009664094,0.04736121825201635,8,0.0596795422225265,0.03148126642909768,8,0.0,0.0,8,0.19386052773835505,0.003470035710338278,8,39.712845,1.765444820345772,8,0.12786651091291254,0.013230592917005544,8,300.6125,8.828110540443268,8,0.9572558721763335,0.021105754135010823,8,0.9233652241704966,0.04428051462673147,8,76.0,0.0,8,76.0,0.0,8
424 +200,smallworld,2,0.0,distribution,federated,0.5,0.2387400099972969,0.03416025072737224,8,6.851775663586763,0.15810510278360573,8,45.11065398152058,0.9486306167016375,8,192.54292612522795,28.947211798328173,8,249.2163748366983,36.12398267165199,8,4.087485852193694,0.5914671903899525,8,2.3779247245378983,0.03958837213148404,8,0.7612599900027031,0.034160250727372235,8,0.0,0.0,8,0.29640743931652236,0.0061381498468487,8,8.985899999999999,1.4074970439349823,8,0.382347497553135,0.04693773429031633,8,191.9245784968336,104.40195482435222,8,0.3977203376467534,0.0598936523483902,8,0.07951277576337054,0.022587808927793957,8,44.941781811418174,0.9127611248758375,8,45.27800099890113,1.0037809734953824,8
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498 498 200,smallworld,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.898557903991874,0.060047566064233095,8,14.898557903991874,0.060047566064233095,8,24.96200567217781,0.12502425121898914,8,40.06176291548328,0.20067787120168962,8,1.0014491946806956,0.0017076480136750975,8,0.0,0.0,8,0.0,0.0,8,0.5633807513928458,0.0037869045612012064,8,58.6420425,0.9162993097041426,8,0.134355267465443,0.004317558040893569,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.87415567951314,0.09111876216022757,8,14.922934224381542,0.08148482278324869,8
499 −200,smallworld,8,1.0,none,central,0.5,0.09020781090955172,0.017814136677703988,8,12.0,0.0,8,14.856661611539877,0.06711019677933287,8,171.43719222028727,40.09686342303841,8,325.0405535155603,76.3795170812783,8,3.20189826852262,0.6269698974191315,8,2.6130683659993292,0.1090209328121203,8,0.9097921890904482,0.01781413667770399,8,0.0,0.0,8,0.6145769954694815,0.005878207447495607,8,3.218375,0.7866294787800124,8,0.25768192014716484,0.031535558637264774,8,2277.2125,216.32495026497253,8,0.1802422902645702,0.036693966710616754,8,0.0,0.0,8,14.879986900145823,0.08333910265396102,8,14.834671491607414,0.14139104388948717,8
500 −200,smallworld,8,1.0,none,central,2.0,1.0,0.0,8,12.0,0.0,8,14.856661611539877,0.06711019677933287,8,14.856661611539877,0.06711019677933287,8,28.17267533022059,0.37114718294100385,8,35.50078827420089,0.46866148352110637,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6145769954694815,0.005878207447495607,8,44.24525,1.3104479922748327,8,0.126249599671675,0.012192718379437754,8,300.6125,8.828110540443268,8,1.0,0.0,8,1.0,0.0,8,14.879986900145823,0.08333910265396102,8,14.834671491607414,0.14139104388948717,8
501 −200,smallworld,8,1.0,none,federated,0.5,1.0,0.0,8,6.851775663586763,0.15810510278360573,8,14.856661611539877,0.06711019677933287,8,14.856661611539877,0.06711019677933287,8,28.17267533022059,0.37114718294100385,8,35.50078827420089,0.46866148352110637,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6145769954694815,0.005878207447495607,8,44.24525,1.3104479922748327,8,0.126249599671675,0.012192718379437754,8,51.43125,7.071670720962219,8,1.0,0.0,8,1.0,0.0,8,14.879986900145823,0.08333910265396102,8,14.834671491607414,0.14139104388948717,8
502 −200,smallworld,8,1.0,none,federated,2.0,1.0,0.0,8,6.851775663586763,0.15810510278360573,8,14.856661611539877,0.06711019677933287,8,14.856661611539877,0.06711019677933287,8,28.17267533022059,0.37114718294100385,8,35.50078827420089,0.46866148352110637,8,1.0,0.0,8,0.0,0.0,8,0.0,0.0,8,0.6145769954694815,0.005878207447495607,8,44.24525,1.3104479922748327,8,0.126249599671675,0.012192718379437754,8,51.43125,7.071670720962219,8,1.0,0.0,8,1.0,0.0,8,14.879986900145823,0.08333910265396102,8,14.834671491607414,0.14139104388948717,8
499 +200,smallworld,8,1.0,none,central,0.5,0.026905941222606894,0.0030522171076500584,8,12.0,0.0,8,69.13996966923926,0.40266118067599665,8,2599.855083746444,306.1977115517517,8,3100.488509103725,365.5330760686301,8,0.32640998002458066,0.037903805178253695,8,2.643013945352109,0.03976692640762357,8,0.9730940587773931,0.003052217107650039,8,0.0,0.0,8,0.2099957044574537,0.004066954132733942,8,-1.2654,0.14727310451771472,8,0.41956158335867527,0.0326643398466116,8,3252.2125,216.32495026497259,8,0.05369861218093946,0.006084037526834548,8,0.0,0.0,8,69.27992140087494,0.5000346159237701,8,69.00802894964448,0.8483462633369228,8
500 +200,smallworld,8,1.0,none,central,2.0,0.9927039212071844,0.014667062139801354,8,12.0,0.0,8,69.13996966923926,0.40266118067599665,8,69.66024986516702,1.0137783483589249,8,83.07477659060739,1.064455814587113,8,12.039054600463846,0.1522236682803302,8,1.0881761294100059,0.04364225069060894,8,0.007296078792815562,0.014667062139801353,8,0.0,0.0,8,0.2099957044574537,0.004066954132733942,8,42.277725000000004,1.1596288597280988,8,0.12864025043732633,0.011531375427730261,8,300.6125,8.828110540443268,8,0.9947515595137084,0.009774479460922747,8,0.9908115955649046,0.021182559396814623,8,69.27992140087494,0.5000346159237701,8,69.00802894964448,0.8483462633369228,8
501 +200,smallworld,8,1.0,none,federated,0.5,0.24373228054518997,0.03323960525199283,8,6.851775663586763,0.15810510278360573,8,41.18866233231586,0.9475403895272178,8,171.9918621473393,25.485643866826265,8,227.40878559088776,32.02939666697696,8,4.474699926842226,0.6290640206833438,8,2.27501627644781,0.07341364848977941,8,0.75626771945481,0.03323960525199285,8,0.0,0.0,8,0.3177505552577907,0.007153920370344736,8,9.3287175,1.3654104262272209,8,0.3875165428352406,0.0463508320445427,8,191.9245784968336,104.40195482435222,8,0.4040056282665098,0.061908747735342454,8,0.08326706803232324,0.02129833335079412,8,41.1090170393292,0.7987217624425824,8,41.27145120494099,1.198090174050205,8
502 +200,smallworld,8,1.0,none,federated,2.0,1.0,0.0,8,6.851775663586763,0.15810510278360573,8,41.18866233231586,0.9475403895272178,8,41.18866233231586,0.9475403895272178,8,54.504676050996565,1.0395014171280592,8,18.35286959151451,0.3488138188098085,8,1.0012808806919749,0.0016816864120375893,8,0.0,0.0,8,0.0,0.0,8,0.3177505552577907,0.007153920370344736,8,43.453717499999996,1.288740748856915,8,0.126249599671675,0.012192718379437754,8,51.43125,7.071670720962219,8,1.0,0.0,8,1.0,0.0,8,41.1090170393292,0.7987217624425824,8,41.27145120494099,1.198090174050205,8
503 503 200,smallworld,8,1.0,none,none,2.0,0.913077295736973,0.006418364120199545,8,4.0,0.0,8,14.0,0.0,8,15.333428477760405,0.10780028545495428,8,15.333428477760405,0.10780028545495428,8,65.21980683835523,0.4584545800142551,8,1.0296540627793431,0.008402582280127116,8,0.0,0.0,8,0.08692270426302694,0.006418364120199588,8,0.0,0.0,8,53.98252,1.3141412530296284,8,0.10602784831689693,0.0059235138062992635,8,0.0,0.0,8,0.9112471231151941,0.009227131833680964,8,0.9149235115800318,0.006405935734785668,8,14.0,0.0,8,14.0,0.0,8
504 504 200,smallworld,8,1.0,none,norms,2.0,0.9615739213302099,0.0024251717739572454,8,4.0,0.0,8,12.887455824234724,0.049433034546355864,8,13.402555139578153,0.0664109774238553,8,23.853520338362376,0.2051985199129796,8,41.925241520554664,0.35980338795284905,8,1.0297414833646183,0.009001264296755606,8,0.0,0.0,8,0.03842607866979008,0.0024251717739572336,8,0.43808997626381163,0.0060784518617459,8,56.521792500000004,1.2392963463393247,8,0.10548190769290743,0.005824569904615587,8,0.0,0.0,8,0.9579892914145531,0.004399293508755985,8,0.9651996421764212,0.002983019254758164,8,12.886433375782671,0.07096897064176676,8,12.887918024617163,0.10042797859428454,8
505 505 200,smallworld,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.881988533386037,0.04620932814205159,8,14.881988533386037,0.04620932814205159,8,24.89869155791773,0.1450177638670076,8,40.16394392393235,0.23368160795865278,8,1.0002848101265822,0.0008055646874276984,8,0.0,0.0,8,0.0,0.0,8,0.5629442530961278,0.001445787299837708,8,58.9119125,0.652213768631773,8,0.10592898182548235,0.006064212548687235,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.87415567951314,0.09111876216022757,8,14.890455138736238,0.05488063032305588,8
506 −800,lattice,2,0.0,distribution,central,0.5,0.0944046833485211,0.007729073518599652,8,16.0,0.0,8,16.0,0.0,8,170.67697060017846,16.682297357415067,8,313.39966690259405,30.41149945667571,8,3.2129601016503733,0.26105358638756493,8,2.6307731842876505,0.11983941213206012,8,0.9055953166514789,0.007729073518599639,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,3.3544925,0.3425343259441308,8,0.24884990865340578,0.00902859811836467,8,8835.275,209.4461045574389,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
507 −800,lattice,2,0.0,distribution,central,2.0,0.9696537612561946,0.007557403225740521,8,16.0,0.0,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,1195.8,11.732981596459549,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
508 −800,lattice,2,0.0,distribution,federated,0.5,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
509 −800,lattice,2,0.0,distribution,federated,2.0,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
506 +800,lattice,2,0.0,distribution,central,0.5,0.02915633232499347,0.0014062567605623757,8,16.0,0.0,8,100.0,0.0,8,3436.6893046777323,163.68679914365862,8,3896.5313275340186,184.98870620513893,8,0.257150930323208,0.012344811065332311,8,2.6498997721072164,0.045362495538867564,8,0.9708436676750065,0.0014062567605623742,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,-2.08215625,0.06775190264856026,8,0.40756103295504637,0.014750800429007685,8,12735.275,209.4461045574389,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
507 +800,lattice,2,0.0,distribution,central,2.0,0.9643546269646364,0.011033792535635722,8,16.0,0.0,8,100.0,0.0,8,103.70816644876412,1.1860540460918365,8,117.5852045565517,1.3066328642098288,8,8.505390062389644,0.09449494887387394,8,1.6870825117324342,0.02550243434587255,8,0.035645373035363685,0.011033792535635733,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,39.853156250000005,0.5180603063609366,8,0.11616399392829659,0.004940215974378109,8,1195.8,11.732981596459549,8,0.9719279079198864,0.008881595636444055,8,0.9568711707813868,0.015787328115812738,8,100.0,0.0,8,100.0,0.0,8
508 +800,lattice,2,0.0,distribution,federated,0.5,0.7224956763253296,0.03410869561440973,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,63.74266209139368,3.4486060323262655,8,82.2958378624907,4.227423131094132,8,12.179337216357531,0.6247181388528472,8,2.0478556317093166,0.03862217337843621,8,0.27750432367467043,0.034108695614409684,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,30.61778375,1.397447869786075,8,0.24619058333027544,0.021652251677764685,8,50.64088166726085,20.77687236081255,8,0.8190761553291747,0.027372313680635814,8,0.6268315114968838,0.051859294230497316,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
509 +800,lattice,2,0.0,distribution,federated,2.0,0.9690019530139742,0.007650574656366667,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,47.42648934483319,0.7545446533745953,8,61.235906212539064,0.7731872433297269,8,16.332583744994288,0.2077798863882165,8,1.66299878550077,0.021268294270231296,8,0.030998046986025755,0.0076505746563666896,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,41.67653375,0.28522619880356076,8,0.1131583405911671,0.003659003869805649,8,35.075,3.083249677114813,8,0.975528061069161,0.004183142890947775,8,0.9625478236932624,0.01293206148006039,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
510 510 800,lattice,2,0.0,distribution,none,2.0,0.1658897928447522,0.008572255743329309,8,4.0,0.0,8,14.0,0.0,8,84.59560439220563,4.475548989597808,8,84.59560439220563,4.475548989597808,8,11.849270917482299,0.6123039816663796,8,2.6015491609685744,0.014648534961420797,8,0.7521947316637914,0.010060159145488178,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,9.34502125,0.4420739188089156,8,0.2984394111348943,0.019626934091519586,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.06774562609194863,0.008991592742427997,8,14.0,0.0,8,14.0,0.0,8
511 511 800,lattice,2,0.0,distribution,norms,2.0,0.174023839621537,0.008964332229375814,8,4.0,0.0,8,14.0,0.0,8,80.64039799291186,4.255125473213993,8,138.50135121948432,6.878923856436973,8,7.2353607467170376,0.35031938237812676,8,2.6027100089522817,0.013829714672038595,8,0.7872129689179643,0.009534773386389457,8,0.038763191460498586,0.0016977152229343895,8,0.41784140339711556,0.0021168301915512784,8,9.43064625,0.46363719233862455,8,0.29586663725438916,0.019294256357696785,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.0710900764746382,0.009557126292455434,8,14.0,0.0,8,14.0,0.0,8
512 512 800,lattice,2,0.0,distribution,records,2.0,0.9839119367683841,0.0030581758317644544,8,2.0,0.0,8,16.0,0.0,8,16.261755765799627,0.050678699385275625,8,26.389423247457803,0.10880365523085368,8,37.89453246435502,0.1560458585505202,8,1.634307724049556,0.007022760660264037,8,0.01608806323161591,0.0030581758317644826,8,0.0,0.0,8,0.5378297629667207,0.0014194074690494754,8,58.2048825,0.4849187986736988,8,0.09213916710413216,0.0018332120267886738,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.981716470497159,0.0037489364422353174,8,16.0,0.0,8,16.0,0.0,8
513 −800,lattice,2,0.0,network,central,0.5,0.09452535924733738,0.007835126250104664,8,16.0,0.0,8,16.0,0.0,8,170.49776976302044,16.98545739641753,8,313.22046606543597,30.73729952876769,8,3.215235631168164,0.2633541349949175,8,2.6307731842876505,0.11983941213206012,8,0.9054746407526626,0.00783512625010465,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,3.3550675,0.3433607512203039,8,0.24884990865340578,0.00902859811836467,8,8867.5375,178.5284206065956,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
514 −800,lattice,2,0.0,network,central,2.0,0.8822175945412374,0.011062232848187002,8,16.0,0.0,8,16.0,0.0,8,18.13863635660363,0.22980095322576474,8,33.32586805237986,0.4158109585424384,8,30.010780444258586,0.37193083368445334,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,38.6350675,0.5167421798910656,8,0.140883649841435,0.0042598328586503425,8,1194.3625,7.632437824368865,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,16.0,0.0,8,16.0,0.0,8
515 −800,lattice,2,0.0,network,federated,0.5,0.8822175945412374,0.011062232848187002,8,7.105901253413512,0.08980220300974619,8,16.0,0.0,8,18.13863635660363,0.22980095322576474,8,33.32586805237986,0.4158109585424384,8,30.010780444258586,0.37193083368445334,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,38.6350675,0.5167421798910656,8,0.140883649841435,0.0042598328586503425,8,44.3125,6.010630463722469,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,16.0,0.0,8,16.0,0.0,8
516 −800,lattice,2,0.0,network,federated,2.0,0.8822175945412374,0.011062232848187002,8,7.105901253413512,0.08980220300974619,8,16.0,0.0,8,18.13863635660363,0.22980095322576474,8,33.32586805237986,0.4158109585424384,8,30.010780444258586,0.37193083368445334,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,38.6350675,0.5167421798910656,8,0.140883649841435,0.0042598328586503425,8,44.3125,6.010630463722469,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,16.0,0.0,8,16.0,0.0,8
513 +800,lattice,2,0.0,network,central,0.5,0.029192333041577777,0.0014384723451618872,8,16.0,0.0,8,100.0,0.0,8,3432.867051956339,169.7014499713639,8,3892.709074812625,191.25457674027533,8,0.2574322366809214,0.012612599126032959,8,2.6498997721072164,0.045362495538867564,8,0.9708076669584222,0.001438472345161921,8,0.0,0.0,8,0.15341444470888652,0.0006395122416701969,8,-2.0785625,0.0693543888301236,8,0.40756103295504637,0.014750800429007685,8,12767.5375,178.5284206065956,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
514 +800,lattice,2,0.0,network,central,2.0,0.8785177838626155,0.009800669065640191,8,16.0,0.0,8,100.0,0.0,8,113.84052423482427,1.2741330513678246,8,129.0911785067454,1.4199545329172176,8,7.747280216841386,0.0849488421799077,8,1.7426804111300283,0.021172214237601145,8,0.12148221613738458,0.009800669065640196,8,0.0,0.0,8,0.15341444470888652,0.0006395122416701969,8,35.96096875,0.4342640827040461,8,0.14295859090053506,0.004653059175733659,8,1194.3625,7.632437824368865,8,0.9719279079198864,0.008881595636444055,8,0.7856825555299908,0.021245642321376428,8,100.0,0.0,8,100.0,0.0,8
515 +800,lattice,2,0.0,network,federated,0.5,0.6502102751800889,0.029697475264104798,8,7.105901253413512,0.08980220300974619,8,46.635407520481074,0.5388132180584787,8,71.86165324511978,3.542140881175674,8,92.49821303591388,4.34785280485984,8,10.832348346334733,0.519075593793101,8,2.098761321804772,0.03437581376507385,8,0.34978972481991116,0.029697475264104798,8,0.0,0.0,8,0.2898111622493143,0.0030754254995275674,8,27.32342125,1.190974644415685,8,0.2590854980670837,0.02329691878449302,8,138.9895368812412,52.869947081770576,8,0.8190761553291747,0.027372313680635814,8,0.4824107035971377,0.04863679644507758,8,45.922472592137936,0.476526305924238,8,47.3442789252706,0.8453221303435515,8
516 +800,lattice,2,0.0,network,federated,2.0,0.881698491551204,0.010569181311016208,8,7.105901253413512,0.08980220300974619,8,46.635407520481074,0.5388132180584787,8,52.90099885570919,0.9885819634324591,8,68.09692107217136,1.11124340179506,8,14.68835736769074,0.23854268180905808,8,1.7205430453585304,0.017672210450746538,8,0.11830150844879589,0.010569181311016185,8,0.0,0.0,8,0.2898111622493143,0.0030754254995275674,8,37.69685875,0.47814414674828404,8,0.14107204549084218,0.004347244160703852,8,44.3125,6.010630463722469,8,0.975528061069161,0.004183142890947775,8,0.7884452219980616,0.02207009985925236,8,45.922472592137936,0.476526305924238,8,47.3442789252706,0.8453221303435515,8
517 517 800,lattice,2,0.0,network,none,2.0,0.1564601145351216,0.007162792011880835,8,4.0,0.0,8,14.0,0.0,8,89.64490129320194,4.126560964109244,8,89.64490129320194,4.126560964109244,8,11.1757224667944,0.5116280008486315,8,2.587175521585245,0.014272298574552289,8,0.760604182518237,0.0091232298965969,8,0.0829357029466414,0.002466641410141614,8,0.0,0.0,8,8.79715875,0.39989669923931603,8,0.296457693639732,0.017390426473091004,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.04921144339641478,0.003869751084097022,8,14.0,0.0,8,14.0,0.0,8
518 518 800,lattice,2,0.0,network,norms,2.0,0.16418809843052112,0.0075384262123757454,8,4.0,0.0,8,14.0,0.0,8,85.42717374908594,3.96249320892436,8,146.6436040597833,6.628953225356234,8,6.831289364365069,0.30438847845713285,8,2.5885822505652905,0.014372159377164117,8,0.7963495832959053,0.008662579872825649,8,0.03946231827357353,0.0014104398995515937,8,0.4174766497179214,0.0018418446768394187,8,8.85934625,0.4236739527948178,8,0.2936714062603141,0.017663444763671297,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.05176221513695401,0.004047332847611743,8,14.0,0.0,8,14.0,0.0,8
519 519 800,lattice,2,0.0,network,records,2.0,0.9201541893208837,0.004363286659197122,8,2.0,0.0,8,16.0,0.0,8,17.388732225393323,0.08245623833850874,8,28.23420659931771,0.11337091227003286,8,35.41853101384056,0.14236140481179696,8,1.6918959428866014,0.009026089535126456,8,0.07984581067911631,0.004363286659197154,8,0.0,0.0,8,0.5380944446620055,0.0009461708160718619,8,54.282415,0.2658860076907286,8,0.12162789669700097,0.0032785071333155764,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.8543840254594569,0.01078016736835261,8,16.0,0.0,8,16.0,0.0,8
520 −800,lattice,2,0.0,none,central,0.5,0.0944046833485211,0.007729073518599652,8,16.0,0.0,8,16.0,0.0,8,170.67697060017846,16.682297357415067,8,313.39966690259405,30.41149945667571,8,3.2129601016503733,0.26105358638756493,8,2.6307731842876505,0.11983941213206012,8,0.9055953166514789,0.007729073518599639,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,3.3544925,0.3425343259441308,8,0.24884990865340578,0.00902859811836467,8,8835.275,209.4461045574389,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
521 −800,lattice,2,0.0,none,central,2.0,0.9696537612561946,0.007557403225740521,8,16.0,0.0,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,1195.8,11.732981596459549,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
522 −800,lattice,2,0.0,none,federated,0.5,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
523 −800,lattice,2,0.0,none,federated,2.0,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.501612641640826,0.12866214743685142,8,30.301676047413572,0.15152866258827904,8,33.002200275065974,0.16579116763249235,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,42.601055,0.2526387263606737,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,16.0,0.0,8,16.0,0.0,8
520 +800,lattice,2,0.0,none,central,0.5,0.02915633232499347,0.0014062567605623757,8,16.0,0.0,8,100.0,0.0,8,3436.6893046777323,163.68679914365862,8,3896.5313275340186,184.98870620513893,8,0.257150930323208,0.012344811065332311,8,2.6498997721072164,0.045362495538867564,8,0.9708436676750065,0.0014062567605623742,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,-2.08215625,0.06775190264856026,8,0.40756103295504637,0.014750800429007685,8,12735.275,209.4461045574389,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
521 +800,lattice,2,0.0,none,central,2.0,0.9643546269646364,0.011033792535635722,8,16.0,0.0,8,100.0,0.0,8,103.70816644876412,1.1860540460918365,8,117.5852045565517,1.3066328642098288,8,8.505390062389644,0.09449494887387394,8,1.6870825117324342,0.02550243434587255,8,0.035645373035363685,0.011033792535635733,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,39.853156250000005,0.5180603063609366,8,0.11616399392829659,0.004940215974378109,8,1195.8,11.732981596459549,8,0.9719279079198864,0.008881595636444055,8,0.9568711707813868,0.015787328115812738,8,100.0,0.0,8,100.0,0.0,8
522 +800,lattice,2,0.0,none,federated,0.5,0.7224956763253296,0.03410869561440973,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,63.74266209139368,3.4486060323262655,8,82.2958378624907,4.227423131094132,8,12.179337216357531,0.6247181388528472,8,2.0478556317093166,0.03862217337843621,8,0.27750432367467043,0.034108695614409684,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,30.61778375,1.397447869786075,8,0.24619058333027544,0.021652251677764685,8,50.64088166726085,20.77687236081255,8,0.8190761553291747,0.027372313680635814,8,0.6268315114968838,0.051859294230497316,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
523 +800,lattice,2,0.0,none,federated,2.0,0.9690019530139742,0.007650574656366667,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,47.42648934483319,0.7545446533745953,8,61.235906212539064,0.7731872433297269,8,16.332583744994288,0.2077798863882165,8,1.66299878550077,0.021268294270231296,8,0.030998046986025755,0.0076505746563666896,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,41.67653375,0.28522619880356076,8,0.1131583405911671,0.003659003869805649,8,35.075,3.083249677114813,8,0.975528061069161,0.004183142890947775,8,0.9625478236932624,0.01293206148006039,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
524 524 800,lattice,2,0.0,none,none,2.0,0.1658897928447522,0.008572255743329309,8,4.0,0.0,8,14.0,0.0,8,84.59560439220563,4.475548989597808,8,84.59560439220563,4.475548989597808,8,11.849270917482299,0.6123039816663796,8,2.6015491609685744,0.014648534961420797,8,0.7521947316637914,0.010060159145488178,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,9.34502125,0.4420739188089156,8,0.2984394111348943,0.019626934091519586,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.06774562609194863,0.008991592742427997,8,14.0,0.0,8,14.0,0.0,8
525 525 800,lattice,2,0.0,none,norms,2.0,0.174023839621537,0.008964332229375814,8,4.0,0.0,8,14.0,0.0,8,80.64039799291186,4.255125473213993,8,138.50135121948432,6.878923856436973,8,7.2353607467170376,0.35031938237812676,8,2.6027100089522817,0.013829714672038595,8,0.7872129689179643,0.009534773386389457,8,0.038763191460498586,0.0016977152229343895,8,0.41784140339711556,0.0021168301915512784,8,9.43064625,0.46363719233862455,8,0.29586663725438916,0.019294256357696785,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.0710900764746382,0.009557126292455434,8,14.0,0.0,8,14.0,0.0,8
526 526 800,lattice,2,0.0,none,records,2.0,0.9839119367683841,0.0030581758317644544,8,2.0,0.0,8,16.0,0.0,8,16.261755765799627,0.050678699385275625,8,26.389423247457803,0.10880365523085368,8,37.89453246435502,0.1560458585505202,8,1.634307724049556,0.007022760660264037,8,0.01608806323161591,0.0030581758317644826,8,0.0,0.0,8,0.5378297629667207,0.0014194074690494754,8,58.2048825,0.4849187986736988,8,0.09213916710413216,0.0018332120267886738,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.981716470497159,0.0037489364422353174,8,16.0,0.0,8,16.0,0.0,8
527 −800,lattice,2,1.0,distribution,central,0.5,0.0944046833485211,0.007729073518599652,8,16.0,0.0,8,15.41789509125625,0.04161482918724218,8,164.44275880178003,15.719876318957631,8,307.1654551041956,29.442515149788374,8,3.277688050804232,0.2639159262461108,8,2.6307731842876505,0.11983941213206012,8,0.9055953166514789,0.007729073518599639,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,3.3718925,0.34171109798441474,8,0.24884990865340578,0.00902859811836467,8,8835.275,209.4461045574389,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
528 −800,lattice,2,1.0,distribution,central,2.0,0.9696537612561946,0.007557403225740521,8,16.0,0.0,8,15.41789509125625,0.04161482918724218,8,15.901218045590662,0.12566225660608554,8,29.701281451363407,0.13689711447718694,8,33.66920934241976,0.15580597448757927,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,42.618455,0.25211670416977094,8,0.1127312684212503,0.0038059302357284137,8,1195.8,11.732981596459549,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
529 −800,lattice,2,1.0,distribution,federated,0.5,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,15.41789509125625,0.04161482918724218,8,15.901218045590662,0.12566225660608554,8,29.701281451363407,0.13689711447718694,8,33.66920934241976,0.15580597448757927,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,42.618455,0.25211670416977094,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
530 −800,lattice,2,1.0,distribution,federated,2.0,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,15.41789509125625,0.04161482918724218,8,15.901218045590662,0.12566225660608554,8,29.701281451363407,0.13689711447718694,8,33.66920934241976,0.15580597448757927,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,42.618455,0.25211670416977094,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
527 +800,lattice,2,1.0,distribution,central,0.5,0.02915633232499347,0.0014062567605623757,8,16.0,0.0,8,95.34316073005,0.33291863349793743,8,3276.6511995252527,156.31172261683605,8,3736.493222381539,177.50224638363034,8,0.2681678851476018,0.012934443392501603,8,2.6498997721072164,0.045362495538867564,8,0.9708436676750065,0.0014062567605623742,8,0.0,0.0,8,0.15986613677685438,0.0012006282027334223,8,-1.94295625,0.06867270760384253,8,0.40756103295504637,0.014750800429007685,8,12735.275,209.4461045574389,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,99.56315075641412,0.24541443530693274,8
528 +800,lattice,2,1.0,distribution,central,2.0,0.9643546269646364,0.011033792535635722,8,16.0,0.0,8,95.34316073005,0.33291863349793743,8,98.877411101133,1.0583714720254733,8,112.75444920892059,1.162217077488839,8,8.869654130066479,0.09142159312617898,8,1.6870825117324342,0.02550243434587255,8,0.035645373035363685,0.011033792535635733,8,0.0,0.0,8,0.15986613677685438,0.0012006282027334223,8,39.99235625,0.5139465523055738,8,0.11616399392829659,0.004940215974378109,8,1195.8,11.732981596459549,8,0.9719279079198864,0.008881595636444055,8,0.9568711707813868,0.015787328115812738,8,91.08963874498211,0.5573382782969911,8,99.56315075641412,0.24541443530693274,8
529 +800,lattice,2,1.0,distribution,federated,0.5,0.7224956763253296,0.03410869561440973,8,6.991991489025692,0.07556758343253887,8,43.897772276646656,0.3305727381046536,8,60.889970769225386,3.205098619735277,8,79.4431465403224,3.9845694869591397,8,12.61526451367362,0.6305078873431573,8,2.0478556317093166,0.03862217337843621,8,0.27750432367467043,0.034108695614409684,8,0.0,0.0,8,0.3034572560179424,0.00291950359052441,8,30.679195,1.3949441387535395,8,0.24619058333027544,0.021652251677764685,8,50.64088166726085,20.77687236081255,8,0.8190761553291747,0.027372313680635814,8,0.6268315114968838,0.051859294230497316,8,42.028105587832215,0.44031488618970216,8,45.75358884941491,0.37187690391157224,8
530 +800,lattice,2,1.0,distribution,federated,2.0,0.9690019530139742,0.007650574656366667,8,6.991991489025692,0.07556758343253887,8,43.897772276646656,0.3305727381046536,8,45.30607072688089,0.6346985820085237,8,59.11548759458676,0.6478805341850657,8,16.917834483455987,0.18704927059006277,8,1.66299878550077,0.021268294270231296,8,0.030998046986025755,0.0076505746563666896,8,0.0,0.0,8,0.3034572560179424,0.00291950359052441,8,41.737944999999996,0.2835840771522373,8,0.1131583405911671,0.003659003869805649,8,35.075,3.083249677114813,8,0.975528061069161,0.004183142890947775,8,0.9625478236932624,0.01293206148006039,8,42.028105587832215,0.44031488618970216,8,45.75358884941491,0.37187690391157224,8
531 531 800,lattice,2,1.0,distribution,none,2.0,0.1658897928447522,0.008572255743329309,8,4.0,0.0,8,14.0,0.0,8,84.59560439220563,4.475548989597808,8,84.59560439220563,4.475548989597808,8,11.849270917482299,0.6123039816663796,8,2.6015491609685744,0.014648534961420797,8,0.7521947316637914,0.010060159145488178,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,9.34502125,0.4420739188089156,8,0.2984394111348943,0.019626934091519586,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.06774562609194863,0.008991592742427997,8,14.0,0.0,8,14.0,0.0,8
532 532 800,lattice,2,1.0,distribution,norms,2.0,0.174023839621537,0.008964332229375814,8,4.0,0.0,8,13.434854346145102,0.023881642162604758,8,77.38130384854914,3.9991411566319015,8,135.2422570751216,6.621113563500746,8,7.409284500455811,0.35377939677266657,8,2.6027100089522817,0.013829714672038595,8,0.7872129689179643,0.009534773386389457,8,0.038763191460498586,0.0016977152229343895,8,0.4278971550277752,0.0019969992301025682,8,9.453146875,0.46288666109640936,8,0.29586663725438916,0.019294256357696785,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.0710900764746382,0.009557126292455434,8,12.917125918019126,0.059012421029730526,8,13.952272549285015,0.03676533070426737,8
533 533 800,lattice,2,1.0,distribution,records,2.0,0.9839119367683841,0.0030581758317644544,8,2.0,0.0,8,15.426448948651746,0.030600444591404218,8,15.67885059957777,0.06632438162817263,8,25.806518081235946,0.10572678933709663,8,38.75046776401598,0.15832830022303648,8,1.634307724049556,0.007022760660264037,8,0.01608806323161591,0.0030581758317644826,8,0.0,0.0,8,0.5499791248474717,0.0018935585625528013,8,58.227901875,0.484514632640139,8,0.09213916710413216,0.0018332120267886738,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.981716470497159,0.0037489364422353174,8,14.899296894345234,0.0427524299901656,8,15.950132900007453,0.033908941693931764,8
534 −800,lattice,2,1.0,network,central,0.5,0.09452535924733738,0.007835126250104664,8,16.0,0.0,8,14.886084499768833,0.04138918238589281,8,158.61289551479283,15.595409757923528,8,301.3355918172084,29.35176116826645,8,3.3417487082117687,0.27230892182584165,8,2.6307731842876505,0.11983941213206012,8,0.9054746407526626,0.00783512625010465,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,3.3883324999999997,0.3428695484853846,8,0.24884990865340578,0.00902859811836467,8,8867.5375,178.5284206065956,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
535 −800,lattice,2,1.0,network,central,2.0,0.8822175945412374,0.011062232848187002,8,16.0,0.0,8,14.886084499768833,0.04138918238589281,8,16.87595402193551,0.2293671415971145,8,32.06318571771174,0.42102281459197366,8,31.19310373863762,0.4079625555673088,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,38.6683325,0.5174972986057853,8,0.140883649841435,0.0042598328586503425,8,1194.3625,7.632437824368865,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
536 −800,lattice,2,1.0,network,federated,0.5,0.8822175945412374,0.011062232848187002,8,7.105901253413512,0.08980220300974619,8,14.886084499768833,0.04138918238589281,8,16.87595402193551,0.2293671415971145,8,32.06318571771174,0.42102281459197366,8,31.19310373863762,0.4079625555673088,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,38.6683325,0.5174972986057853,8,0.140883649841435,0.0042598328586503425,8,44.3125,6.010630463722469,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
537 −800,lattice,2,1.0,network,federated,2.0,0.8822175945412374,0.011062232848187002,8,7.105901253413512,0.08980220300974619,8,14.886084499768833,0.04138918238589281,8,16.87595402193551,0.2293671415971145,8,32.06318571771174,0.42102281459197366,8,31.19310373863762,0.4079625555673088,8,1.7202436676189858,0.017444860582676216,8,0.11778240545876267,0.011062232848186962,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,38.6683325,0.5174972986057853,8,0.140883649841435,0.0042598328586503425,8,44.3125,6.010630463722469,8,0.9757370562204735,0.004084036007655936,8,0.7892704406810125,0.022916489538953488,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
534 +800,lattice,2,1.0,network,central,0.5,0.029192333041577777,0.0014384723451618872,8,16.0,0.0,8,91.08867599815066,0.33111345908714246,8,3126.6856069057767,148.46817095466784,8,3586.527629762063,170.06754007297835,8,0.2793709286576293,0.013259522904417146,8,2.6498997721072164,0.045362495538867564,8,0.9708076669584222,0.001438472345161921,8,0.0,0.0,8,0.16649925349607034,0.0005231121822121174,8,-1.8124425000000002,0.06326632273854024,8,0.40756103295504637,0.014750800429007685,8,12767.5375,178.5284206065956,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,91.08688201241439,0.434587254346682,8
535 +800,lattice,2,1.0,network,central,2.0,0.8785177838626155,0.009800669065640191,8,16.0,0.0,8,91.08867599815066,0.33111345908714246,8,103.69567399561687,1.204745329750768,8,118.94632826753798,1.3617802296252255,8,8.408115958313322,0.09611815429161309,8,1.7426804111300283,0.021172214237601145,8,0.12148221613738458,0.009800669065640196,8,0.0,0.0,8,0.16649925349607034,0.0005231121822121174,8,36.22708875,0.43787909764609456,8,0.14295859090053506,0.004653059175733659,8,1194.3625,7.632437824368865,8,0.9719279079198864,0.008881595636444055,8,0.7856825555299908,0.021245642321376428,8,91.08963874498211,0.5573382782969911,8,91.08688201241439,0.434587254346682,8
536 +800,lattice,2,1.0,network,federated,0.5,0.6502102751800889,0.029697475264104798,8,7.105901253413512,0.08980220300974619,8,42.66457748284962,0.4903014747762259,8,65.74110587347478,3.2000513363528778,8,86.37766566426887,4.007534752628699,8,11.599287059668224,0.5478531838093984,8,2.098761321804772,0.03437581376507385,8,0.34978972481991116,0.029697475264104798,8,0.0,0.0,8,0.3103364657481237,0.0030628932562706624,8,27.44200125,1.1893647033838517,8,0.2590854980670837,0.02329691878449302,8,138.9895368812412,52.869947081770576,8,0.8190761553291747,0.027372313680635814,8,0.4824107035971377,0.04863679644507758,8,42.028105587832215,0.44031488618970216,8,43.29733127903862,0.7752934271125036,8
537 +800,lattice,2,1.0,network,federated,2.0,0.881698491551204,0.010569181311016208,8,7.105901253413512,0.08980220300974619,8,42.66457748284962,0.4903014747762259,8,48.39699344155015,0.9209725803628698,8,63.59291565801233,1.0554355877743793,8,15.728802471719098,0.2603572061861431,8,1.7205430453585304,0.017672210450746538,8,0.11830150844879589,0.010569181311016185,8,0.0,0.0,8,0.3103364657481237,0.0030628932562706624,8,37.81543875,0.4800949732809567,8,0.14107204549084218,0.004347244160703852,8,44.3125,6.010630463722469,8,0.975528061069161,0.004183142890947775,8,0.7884452219980616,0.02207009985925236,8,42.028105587832215,0.44031488618970216,8,43.29733127903862,0.7752934271125036,8
538 538 800,lattice,2,1.0,network,none,2.0,0.1564601145351216,0.007162792011880835,8,4.0,0.0,8,14.0,0.0,8,89.64490129320194,4.126560964109244,8,89.64490129320194,4.126560964109244,8,11.1757224667944,0.5116280008486315,8,2.587175521585245,0.014272298574552289,8,0.760604182518237,0.0091232298965969,8,0.0829357029466414,0.002466641410141614,8,0.0,0.0,8,8.79715875,0.39989669923931603,8,0.296457693639732,0.017390426473091004,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.04921144339641478,0.003869751084097022,8,14.0,0.0,8,14.0,0.0,8
539 539 800,lattice,2,1.0,network,norms,2.0,0.16418809843052112,0.0075384262123757454,8,4.0,0.0,8,12.903046249248302,0.03940023002448591,8,78.72674940193933,3.481692413609912,8,139.94317971263672,6.142170867379034,8,7.157664788962188,0.3101608639508092,8,2.5885822505652905,0.014372159377164117,8,0.7963495832959053,0.008662579872825649,8,0.03946231827357353,0.0014104398995515937,8,0.4374436985058895,0.0019908548048892874,8,8.90308,0.4224329174132688,8,0.2936714062603141,0.017663444763671297,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.05176221513695401,0.004047332847611743,8,12.917125918019126,0.059012421029730526,8,12.88931046322176,0.04087113450910117,8
540 540 800,lattice,2,1.0,network,records,2.0,0.9201541893208837,0.004363286659197122,8,2.0,0.0,8,14.88577687662718,0.03196972141960075,8,16.177744697791386,0.07122191065043187,8,27.023219071715772,0.09976504088230305,8,37.00565620680007,0.13694583624333267,8,1.6918959428866014,0.009026089535126456,8,0.07984581067911631,0.004363286659197154,8,0.0,0.0,8,0.5622076032275756,0.0011232744350329177,8,54.3270775,0.26568639082841333,8,0.12162789669700097,0.0032785071333155764,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.8543840254594569,0.01078016736835261,8,14.899296894345234,0.0427524299901656,8,14.87218066698978,0.032892577250508676,8
541 −800,lattice,2,1.0,none,central,0.5,0.0944046833485211,0.007729073518599652,8,16.0,0.0,8,14.887149877157169,0.047399790220638574,8,158.7778645716914,15.124836644142492,8,301.50056087410695,28.844054455018295,8,3.3391847417570184,0.2683333193338853,8,2.6307731842876505,0.11983941213206012,8,0.9055953166514789,0.007729073518599639,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,3.3877575,0.34156125452524194,8,0.24884990865340578,0.00902859811836467,8,8835.275,209.4461045574389,8,0.18961371178360245,0.01547812822054627,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
542 −800,lattice,2,1.0,none,central,2.0,0.9696537612561946,0.007557403225740521,8,16.0,0.0,8,14.887149877157169,0.047399790220638574,8,15.353931065188602,0.1371088529547555,8,29.15399447096135,0.15184820074202549,8,34.30143400193915,0.17925937740084247,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,42.63432,0.2524493274189606,8,0.1127312684212503,0.0038059302357284137,8,1195.8,11.732981596459549,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
543 −800,lattice,2,1.0,none,federated,0.5,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,14.887149877157169,0.047399790220638574,8,15.353931065188602,0.1371088529547555,8,29.15399447096135,0.15184820074202549,8,34.30143400193915,0.17925937740084247,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,42.63432,0.2524493274189606,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
544 −800,lattice,2,1.0,none,federated,2.0,0.9696537612561946,0.007557403225740521,8,6.991991489025692,0.07556758343253887,8,14.887149877157169,0.047399790220638574,8,15.353931065188602,0.1371088529547555,8,29.15399447096135,0.15184820074202549,8,34.30143400193915,0.17925937740084247,8,1.6625599641807132,0.021546183393582993,8,0.030346238743805404,0.007557403225740523,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,42.63432,0.2524493274189606,8,0.1127312684212503,0.0038059302357284137,8,35.075,3.083249677114813,8,0.9757370562204735,0.004084036007655936,8,0.9636478406165997,0.012900021839664039,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
541 +800,lattice,2,1.0,none,central,0.5,0.02915633232499347,0.0014062567605623757,8,16.0,0.0,8,91.09719901725735,0.3791983217651086,8,3130.7567324676793,150.16561721162006,8,3590.5987553239656,171.29293738871803,8,0.2790686081288881,0.01350934324505488,8,2.6498997721072164,0.045362495538867564,8,0.9708436676750065,0.0014062567605623742,8,0.0,0.0,8,0.16636390275184804,0.001347718840020438,8,-1.81603625,0.06917254594490513,8,0.40756103295504637,0.014750800429007685,8,12735.275,209.4461045574389,8,0.05856632491993215,0.0029345800378366193,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,91.10666108435153,0.44549369551014106,8
542 +800,lattice,2,1.0,none,central,2.0,0.9643546269646364,0.011033792535635722,8,16.0,0.0,8,91.09719901725735,0.3791983217651086,8,94.47511061503569,1.1387113838624876,8,108.35214872282327,1.2395266772274385,8,9.230223160946212,0.10558733254717906,8,1.6870825117324342,0.02550243434587255,8,0.035645373035363685,0.011033792535635733,8,0.0,0.0,8,0.16636390275184804,0.001347718840020438,8,40.11927625,0.5164381878083625,8,0.11616399392829659,0.004940215974378109,8,1195.8,11.732981596459549,8,0.9719279079198864,0.008881595636444055,8,0.9568711707813868,0.015787328115812738,8,91.08963874498211,0.5573382782969911,8,91.10666108435153,0.44549369551014106,8
543 +800,lattice,2,1.0,none,federated,0.5,0.7224956763253296,0.03410869561440973,8,6.991991489025692,0.07556758343253887,8,42.02173395332279,0.3484453149158725,8,58.28840063113264,3.089468268962962,8,76.84157640222966,3.866377853294142,8,13.042545562509227,0.6537446122348762,8,2.0478556317093166,0.03862217337843621,8,0.27750432367467043,0.034108695614409684,8,0.0,0.0,8,0.3137347588286199,0.0031821376943710834,8,30.735273125,1.3946607126131785,8,0.24619058333027544,0.021652251677764685,8,50.64088166726085,20.77687236081255,8,0.8190761553291747,0.027372313680635814,8,0.6268315114968838,0.051859294230497316,8,42.028105587832215,0.44031488618970216,8,42.017177455715576,0.3959776219705884,8
544 +800,lattice,2,1.0,none,federated,2.0,0.9690019530139742,0.007650574656366667,8,6.991991489025692,0.07556758343253887,8,42.02173395332279,0.3484453149158725,8,43.3702316088318,0.6557040690459652,8,57.17964847653767,0.670838846502007,8,17.49086409506251,0.2069296348232734,8,1.66299878550077,0.021268294270231296,8,0.030998046986025755,0.0076505746563666896,8,0.0,0.0,8,0.3137347588286199,0.0031821376943710834,8,41.794023124999995,0.28449458585028586,8,0.1131583405911671,0.003659003869805649,8,35.075,3.083249677114813,8,0.975528061069161,0.004183142890947775,8,0.9625478236932624,0.01293206148006039,8,42.028105587832215,0.44031488618970216,8,42.017177455715576,0.3959776219705884,8
545 545 800,lattice,2,1.0,none,none,2.0,0.1658897928447522,0.008572255743329309,8,4.0,0.0,8,14.0,0.0,8,84.59560439220563,4.475548989597808,8,84.59560439220563,4.475548989597808,8,11.849270917482299,0.6123039816663796,8,2.6015491609685744,0.014648534961420797,8,0.7521947316637914,0.010060159145488178,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,9.34502125,0.4420739188089156,8,0.2984394111348943,0.019626934091519586,8,0.0,0.0,8,0.26415378515504256,0.013209499795523357,8,0.06774562609194863,0.008991592742427997,8,14.0,0.0,8,14.0,0.0,8
546 546 800,lattice,2,1.0,none,norms,2.0,0.174023839621537,0.008964332229375814,8,4.0,0.0,8,12.908027534666642,0.03221176941348962,8,74.34500892491482,3.7992272045180866,8,132.2059621514873,6.41860906223049,8,7.579205977041235,0.35921150835638366,8,2.6027100089522817,0.013829714672038595,8,0.7872129689179643,0.009534773386389457,8,0.038763191460498586,0.0016977152229343895,8,0.437717162944049,0.0020342458554319753,8,9.474119375,0.4624487073444508,8,0.29586663725438916,0.019294256357696785,8,0.0,0.0,8,0.2770837806882257,0.014090390291473512,8,0.0710900764746382,0.009557126292455434,8,12.917125918019126,0.059012421029730526,8,12.899074612553303,0.03440807698279977,8
547 547 800,lattice,2,1.0,none,records,2.0,0.9839119367683841,0.0030581758317644544,8,2.0,0.0,8,14.890307099872258,0.03209619798672195,8,15.133966609495518,0.07285321348336024,8,25.261634091153695,0.11152716079224362,8,39.58639404960559,0.17422164153541228,8,1.634307724049556,0.007022760660264037,8,0.01608806323161591,0.0030581758317644826,8,0.0,0.0,8,0.5618426674019015,0.001946270153132875,8,58.249424375,0.48477809031878283,8,0.09213916710413216,0.0018332120267886738,8,0.0,0.0,8,0.9861495985291526,0.004665774916309891,8,0.981716470497159,0.0037489364422353174,8,14.899296894345234,0.0427524299901656,8,14.881392861327614,0.033071001151019214,8
548 −800,lattice,8,0.0,distribution,central,0.5,0.0951355410698737,0.007757837300124804,8,16.0,0.0,8,16.0,0.0,8,169.3441228031446,16.32692955736158,8,310.95383762743324,29.777922816128196,8,3.2378490166370875,0.2622015032467624,8,2.6091952293193703,0.12199997486944864,8,0.9048644589301262,0.007757837300124811,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,3.387305,0.3442599168402519,8,0.24919707805255806,0.008739795461949263,8,8835.275,209.4461045574389,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
549 −800,lattice,8,0.0,distribution,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,1195.8,11.732981596459549,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
550 −800,lattice,8,0.0,distribution,federated,0.5,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
551 −800,lattice,8,0.0,distribution,federated,2.0,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
548 +800,lattice,8,0.0,distribution,central,0.5,0.029280951083439227,0.0014259588221836748,8,16.0,0.0,8,100.0,0.0,8,3422.269157100057,166.266314545098,8,3880.1941801532166,188.21080422465437,8,0.2582508964192619,0.012540017178325634,8,2.6423162313640267,0.043231917640004974,8,0.9707190489165608,0.0014259588221836124,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,-2.07653125,0.06754501640440556,8,0.4081772593575944,0.015437381155064473,8,12735.275,209.4461045574389,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
549 +800,lattice,8,0.0,distribution,central,2.0,0.9938487120178598,0.0093107960835834,8,16.0,0.0,8,100.0,0.0,8,100.626769800697,0.9556692146567993,8,114.09227611339799,1.133152093578523,8,8.76558148685348,0.08587520820253652,8,1.0851809217796697,0.018108877030821827,8,0.006151287982140142,0.009310796083583412,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,41.1783125,0.6700849592988739,8,0.11786960123232468,0.005065636184391194,8,1195.8,11.732981596459549,8,0.9953966701244255,0.009198473447877374,8,0.9923179619226926,0.009872422866303103,8,100.0,0.0,8,100.0,0.0,8
550 +800,lattice,8,0.0,distribution,federated,0.5,0.7412801682773499,0.0349043969510854,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,62.12705976211625,3.3645559147049577,8,80.21124391315735,4.151722336065242,8,12.496076706082237,0.6408156618736429,8,1.8153130462330027,0.04033195315383826,8,0.2587198317226501,0.03490439695108539,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,31.4620025,1.4796332939979229,8,0.24804515910762046,0.02155599736460051,8,50.64088166726085,20.77687236081255,8,0.8357251717984561,0.030723005921898455,8,0.647734433853223,0.050733101188452,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
551 +800,lattice,8,0.0,distribution,federated,2.0,0.9993481917577797,0.0018435921124291873,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,45.9822559233429,0.48360276155681814,8,59.37235813112013,0.47110154215808187,8,16.84378184735337,0.1335441245664516,8,1.000871468421422,0.0012129876270110496,8,0.0006518082422203533,0.001843592112429182,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,43.03965875,0.44878830976745676,8,0.11512169599678973,0.00395063598309143,8,35.075,3.083249677114813,8,0.9997910048486875,0.0005911275549126775,8,0.9988999830766627,0.0031113177036470106,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
552 552 800,lattice,8,0.0,distribution,none,2.0,0.9180845245085435,0.0029222736178657017,8,4.0,0.0,8,14.0,0.0,8,15.249276040898145,0.048628862682952835,8,15.249276040898145,0.048628862682952835,8,65.57746603632454,0.20873382984755182,8,1.031285190166279,0.004019235668418848,8,0.0,0.0,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,54.264865,0.5597786033207355,8,0.09742853508732571,0.0031517134368634334,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9206068877060626,0.004527619210264743,8,14.0,0.0,8,14.0,0.0,8
553 553 800,lattice,8,0.0,distribution,norms,2.0,0.9612368085395014,0.0016977152229343802,8,4.0,0.0,8,14.0,0.0,8,14.564608959879944,0.02573829457563751,8,25.018570615573214,0.10044012145317141,8,39.97087203625679,0.1602627635196919,8,1.0312506655558262,0.0041203924392229545,8,0.0,0.0,8,0.038763191460498586,0.0016977152229343895,8,0.41784140339711556,0.0021168301915512784,8,56.441114999999996,0.5023398366857134,8,0.0954669931723031,0.0027070355385424008,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9620871070603839,0.0019471197111463141,8,14.0,0.0,8,14.0,0.0,8
554 554 800,lattice,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.96467256648006,0.07961066692600388,8,38.514186419439945,0.11828395575412017,8,1.0000707413695529,0.000200086808485126,8,0.0,0.0,8,0.0,0.0,8,0.5378297629667207,0.0014194074690494754,8,59.17378875,0.4780327133288065,8,0.09389750756863016,0.0020598813445465206,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
555 −800,lattice,8,0.0,network,central,0.5,0.09525644757912216,0.00785509233353148,8,16.0,0.0,8,16.0,0.0,8,169.16504470557118,16.616339188561465,8,310.7747595298598,30.089829651859322,8,3.2401290850285074,0.26433804386078813,8,2.6091952293193703,0.12199997486944864,8,0.9047435524208779,0.007855092333531478,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,3.38788,0.3450383507876851,8,0.24919707805255806,0.008739795461949263,8,8867.5375,178.5284206065956,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
556 −800,lattice,8,0.0,network,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.396746893459486,0.08566709675741191,8,34.01762216056444,0.09910240032056962,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,43.91084875,0.28316344328408555,8,0.14880222411889,0.003944972101354507,8,1194.3625,7.632437824368865,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
557 −800,lattice,8,0.0,network,federated,0.5,1.0,0.0,8,7.105901253413512,0.08980220300974619,8,16.0,0.0,8,16.0,0.0,8,29.396746893459486,0.08566709675741191,8,34.01762216056444,0.09910240032056962,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,43.91084875,0.28316344328408555,8,0.14880222411889,0.003944972101354507,8,44.3125,6.010630463722469,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
558 −800,lattice,8,0.0,network,federated,2.0,1.0,0.0,8,7.105901253413512,0.08980220300974619,8,16.0,0.0,8,16.0,0.0,8,29.396746893459486,0.08566709675741191,8,34.01762216056444,0.09910240032056962,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.5917885340732266,0.0011892288038467987,8,43.91084875,0.28316344328408555,8,0.14880222411889,0.003944972101354507,8,44.3125,6.010630463722469,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
555 +800,lattice,8,0.0,network,central,0.5,0.029317914885842053,0.0014764702494008194,8,16.0,0.0,8,100.0,0.0,8,3418.557782362964,174.29047456615203,8,3876.4828054161235,196.47980933356627,8,0.2585397043590206,0.012950474014047053,8,2.6423162313640267,0.043231917640004974,8,0.970682085114158,0.0014764702494007645,8,0.0,0.0,8,0.15341444470888652,0.0006395122416701969,8,-2.0729375,0.07095229156673832,8,0.4081772593575944,0.015437381155064473,8,12767.5375,178.5284206065956,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
556 +800,lattice,8,0.0,network,central,2.0,0.9952971727697528,0.007488534216243706,8,16.0,0.0,8,100.0,0.0,8,100.47753278211619,0.7637414185494897,8,113.93815952154608,0.8556150008093867,8,8.77712020593524,0.06534712190805045,8,1.0873606105308267,0.014079214781524187,8,0.00470282723024716,0.007488534216243697,8,0.0,0.0,8,0.15341444470888652,0.0006395122416701969,8,41.19175,0.3935927236914543,8,0.15073564137044274,0.0037658806853174158,8,1194.3625,7.632437824368865,8,0.9953966701244255,0.009198473447877374,8,0.9952001431937231,0.006558424176544491,8,100.0,0.0,8,100.0,0.0,8
557 +800,lattice,8,0.0,network,federated,0.5,0.7169684829520372,0.03678248002270341,8,7.105901253413512,0.08980220300974619,8,46.635407520481074,0.5388132180584787,8,65.19645632370784,3.4384243549652376,8,83.91905506420892,4.252295764159893,8,11.944138902286305,0.6294932799273717,8,1.847066548703003,0.05030573704162969,8,0.28303151704796276,0.03678248002270344,8,0.0,0.0,8,0.2898111622493143,0.0030754254995275674,8,30.3117025,1.4831131345705608,8,0.2729609948692813,0.021448835504055536,8,138.9895368812412,52.869947081770576,8,0.8357251717984561,0.030723005921898455,8,0.5990052504928234,0.05917831730986001,8,45.922472592137936,0.476526305924238,8,47.3442789252706,0.8453221303435515,8
558 +800,lattice,8,0.0,network,federated,2.0,0.9993147840531562,0.0019380833703618217,8,7.105901253413512,0.08980220300974619,8,46.635407520481074,0.5388132180584787,8,46.667050374017,0.4970298258324104,8,60.07295331821099,0.455075574863318,8,16.64726655707641,0.12674227854455464,8,1.003379820480874,0.0014692634905870087,8,0.0006852159468438538,0.0019380833703617996,8,0.0,0.0,8,0.2898111622493143,0.0030754254995275674,8,42.96514,0.23649480386922336,8,0.14894632865612623,0.003905957859912569,8,44.3125,6.010630463722469,8,0.9997910048486875,0.0005911275549126775,8,0.9988446938438686,0.0032676992693882623,8,45.922472592137936,0.476526305924238,8,47.3442789252706,0.8453221303435515,8
559 559 800,lattice,8,0.0,network,none,2.0,0.9170642970533586,0.002466641410141636,8,4.0,0.0,8,14.0,0.0,8,15.266201589195028,0.040971559236902134,8,15.266201589195028,0.040971559236902134,8,65.50459264666847,0.17618867215297349,8,1.0403753145120431,0.005415315193258364,8,0.0,0.0,8,0.0829357029466414,0.002466641410141614,8,0.0,0.0,8,54.28465875,0.4851510851473396,8,0.13175395620983052,0.0030897688881929585,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9185811978962584,0.0034721097683091564,8,14.0,0.0,8,14.0,0.0,8
560 560 800,lattice,8,0.0,network,norms,2.0,0.9605376817264265,0.0014104398995515653,8,4.0,0.0,8,14.0,0.0,8,14.575197494775415,0.021401510791285615,8,25.02105899586847,0.10090340596041687,8,39.966902160047226,0.16102462535126907,8,1.0404058108176375,0.005437415795457785,8,0.0,0.0,8,0.03946231827357353,0.0014104398995515937,8,0.4174766497179214,0.0018418446768394187,8,56.48434625,0.47400380543039866,8,0.12996039045465047,0.003200198732767655,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9606949507993272,0.0008238798285098161,8,14.0,0.0,8,14.0,0.0,8
561 561 800,lattice,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.979432261545234,0.05325065416727495,8,38.49212961149954,0.07884756800598883,8,1.0014413382664151,0.0007934169044503457,8,0.0,0.0,8,0.0,0.0,8,0.5380944446620055,0.0009461708160718619,8,59.08382125,0.3168828846948051,8,0.1250870388305539,0.0020544992957504484,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
562 −800,lattice,8,0.0,none,central,0.5,0.0951355410698737,0.007757837300124804,8,16.0,0.0,8,16.0,0.0,8,169.3441228031446,16.32692955736158,8,310.95383762743324,29.777922816128196,8,3.2378490166370875,0.2622015032467624,8,2.6091952293193703,0.12199997486944864,8,0.9048644589301262,0.007757837300124811,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,3.387305,0.3442599168402519,8,0.24919707805255806,0.008739795461949263,8,8835.275,209.4461045574389,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
563 −800,lattice,8,0.0,none,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,1195.8,11.732981596459549,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
564 −800,lattice,8,0.0,none,federated,0.5,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
565 −800,lattice,8,0.0,none,federated,2.0,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,16.0,0.0,8,16.0,0.0,8,29.381285051981223,0.13059412803149797,8,34.03586080965248,0.15164629192037107,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.5915696702841702,0.0018197555030444621,8,43.96418,0.43529361722864635,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
562 +800,lattice,8,0.0,none,central,0.5,0.029280951083439227,0.0014259588221836748,8,16.0,0.0,8,100.0,0.0,8,3422.269157100057,166.266314545098,8,3880.1941801532166,188.21080422465437,8,0.2582508964192619,0.012540017178325634,8,2.6423162313640267,0.043231917640004974,8,0.9707190489165608,0.0014259588221836124,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,-2.07653125,0.06754501640440556,8,0.4081772593575944,0.015437381155064473,8,12735.275,209.4461045574389,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
563 +800,lattice,8,0.0,none,central,2.0,0.9938487120178598,0.0093107960835834,8,16.0,0.0,8,100.0,0.0,8,100.626769800697,0.9556692146567993,8,114.09227611339799,1.133152093578523,8,8.76558148685348,0.08587520820253652,8,1.0851809217796697,0.018108877030821827,8,0.006151287982140142,0.009310796083583412,8,0.0,0.0,8,0.15329843487480893,0.0009758433777312313,8,41.1783125,0.6700849592988739,8,0.11786960123232468,0.005065636184391194,8,1195.8,11.732981596459549,8,0.9953966701244255,0.009198473447877374,8,0.9923179619226926,0.009872422866303103,8,100.0,0.0,8,100.0,0.0,8
564 +800,lattice,8,0.0,none,federated,0.5,0.7412801682773499,0.0349043969510854,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,62.12705976211625,3.3645559147049577,8,80.21124391315735,4.151722336065242,8,12.496076706082237,0.6408156618736429,8,1.8153130462330027,0.04033195315383826,8,0.2587198317226501,0.03490439695108539,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,31.4620025,1.4796332939979229,8,0.24804515910762046,0.02155599736460051,8,50.64088166726085,20.77687236081255,8,0.8357251717984561,0.030723005921898455,8,0.647734433853223,0.050733101188452,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
565 +800,lattice,8,0.0,none,federated,2.0,0.9993481917577797,0.0018435921124291873,8,6.991991489025692,0.07556758343253887,8,45.95194893415415,0.4534055005952333,8,45.9822559233429,0.48360276155681814,8,59.37235813112013,0.47110154215808187,8,16.84378184735337,0.1335441245664516,8,1.000871468421422,0.0012129876270110496,8,0.0006518082422203533,0.001843592112429182,8,0.0,0.0,8,0.292957897398725,0.0032021188023141816,8,43.03965875,0.44878830976745676,8,0.11512169599678973,0.00395063598309143,8,35.075,3.083249677114813,8,0.9997910048486875,0.0005911275549126775,8,0.9988999830766627,0.0031113177036470106,8,45.922472592137936,0.476526305924238,8,45.98210404376252,0.47393622231457316,8
566 566 800,lattice,8,0.0,none,none,2.0,0.9180845245085435,0.0029222736178657017,8,4.0,0.0,8,14.0,0.0,8,15.249276040898145,0.048628862682952835,8,15.249276040898145,0.048628862682952835,8,65.57746603632454,0.20873382984755182,8,1.031285190166279,0.004019235668418848,8,0.0,0.0,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,54.264865,0.5597786033207355,8,0.09742853508732571,0.0031517134368634334,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9206068877060626,0.004527619210264743,8,14.0,0.0,8,14.0,0.0,8
567 567 800,lattice,8,0.0,none,norms,2.0,0.9612368085395014,0.0016977152229343802,8,4.0,0.0,8,14.0,0.0,8,14.564608959879944,0.02573829457563751,8,25.018570615573214,0.10044012145317141,8,39.97087203625679,0.1602627635196919,8,1.0312506655558262,0.0041203924392229545,8,0.0,0.0,8,0.038763191460498586,0.0016977152229343895,8,0.41784140339711556,0.0021168301915512784,8,56.441114999999996,0.5023398366857134,8,0.0954669931723031,0.0027070355385424008,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9620871070603839,0.0019471197111463141,8,14.0,0.0,8,14.0,0.0,8
568 568 800,lattice,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.96467256648006,0.07961066692600388,8,38.514186419439945,0.11828395575412017,8,1.0000707413695529,0.000200086808485126,8,0.0,0.0,8,0.0,0.0,8,0.5378297629667207,0.0014194074690494754,8,59.17378875,0.4780327133288065,8,0.09389750756863016,0.0020598813445465206,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
569 −800,lattice,8,1.0,distribution,central,0.5,0.0951355410698737,0.007757837300124804,8,16.0,0.0,8,15.41789509125625,0.04161482918724218,8,163.15994022286586,15.393675614251963,8,304.76965504715446,28.83832704531265,8,3.3030919365406124,0.2652412032973773,8,2.6091952293193703,0.12199997486944864,8,0.9048644589301262,0.007757837300124811,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,3.404705,0.34348558976843757,8,0.24919707805255806,0.008739795461949263,8,8835.275,209.4461045574389,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
570 −800,lattice,8,1.0,distribution,central,2.0,1.0,0.0,8,16.0,0.0,8,15.41789509125625,0.04161482918724218,8,15.41789509125625,0.04161482918724218,8,28.79918014323747,0.12947933179990365,8,34.723825291598075,0.1562301205674313,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,43.98158,0.4352241791225027,8,0.11473771800493204,0.003960961204357504,8,1195.8,11.732981596459549,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
571 −800,lattice,8,1.0,distribution,federated,0.5,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,15.41789509125625,0.04161482918724218,8,15.41789509125625,0.04161482918724218,8,28.79918014323747,0.12947933179990365,8,34.723825291598075,0.1562301205674313,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,43.98158,0.4352241791225027,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
572 −800,lattice,8,1.0,distribution,federated,2.0,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,15.41789509125625,0.04161482918724218,8,15.41789509125625,0.04161482918724218,8,28.79918014323747,0.12947933179990365,8,34.723825291598075,0.1562301205674313,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6035277587484899,0.0021453979183597618,8,43.98158,0.4352241791225027,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,15.945393844551765,0.030676804413366593,8
569 +800,lattice,8,1.0,distribution,central,0.5,0.029280951083439227,0.0014259588221836748,8,16.0,0.0,8,95.34316073005,0.33291863349793743,8,3262.8706929783366,158.0074116587452,8,3720.7957160314963,179.8424291096507,8,0.2693127276535215,0.013085289162624624,8,2.6423162313640267,0.043231917640004974,8,0.9707190489165608,0.0014259588221836124,8,0.0,0.0,8,0.15986613677685438,0.0012006282027334223,8,-1.93733125,0.06794078081840299,8,0.4081772593575944,0.015437381155064473,8,12735.275,209.4461045574389,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,99.56315075641412,0.24541443530693274,8
570 +800,lattice,8,1.0,distribution,central,2.0,0.9938487120178598,0.0093107960835834,8,16.0,0.0,8,95.34316073005,0.33291863349793743,8,95.93968105528076,0.8395018100727344,8,109.40518736798175,1.0051104353049998,8,9.141004719816326,0.08338873092582785,8,1.0851809217796697,0.018108877030821827,8,0.006151287982140142,0.009310796083583412,8,0.0,0.0,8,0.15986613677685438,0.0012006282027334223,8,41.3175125,0.6677540299873058,8,0.11786960123232468,0.005065636184391194,8,1195.8,11.732981596459549,8,0.9953966701244255,0.009198473447877374,8,0.9923179619226926,0.009872422866303103,8,91.08963874498211,0.5573382782969911,8,99.56315075641412,0.24541443530693274,8
571 +800,lattice,8,1.0,distribution,federated,0.5,0.7412801682773499,0.0349043969510854,8,6.991991489025692,0.07556758343253887,8,43.897772276646656,0.3305727381046536,8,59.34637557283437,3.1196407236199786,8,77.43055972387548,3.907889557604108,8,12.943306554364565,0.6461493939009699,8,1.8153130462330027,0.04033195315383826,8,0.2587198317226501,0.03490439695108539,8,0.0,0.0,8,0.3034572560179424,0.00291950359052441,8,31.52341375,1.4771692508156784,8,0.24804515910762046,0.02155599736460051,8,50.64088166726085,20.77687236081255,8,0.8357251717984561,0.030723005921898455,8,0.647734433853223,0.050733101188452,8,42.028105587832215,0.44031488618970216,8,45.75358884941491,0.37187690391157224,8
572 +800,lattice,8,1.0,distribution,federated,2.0,0.9993481917577797,0.0018435921124291873,8,6.991991489025692,0.07556758343253887,8,43.897772276646656,0.3305727381046536,8,43.92665419302987,0.3576892374047177,8,57.3167564008071,0.33915189816205776,8,17.447438901949564,0.10313339572258384,8,1.000871468421422,0.0012129876270110496,8,0.0006518082422203533,0.001843592112429182,8,0.0,0.0,8,0.3034572560179424,0.00291950359052441,8,43.10107,0.4491770334575383,8,0.11512169599678973,0.00395063598309143,8,35.075,3.083249677114813,8,0.9997910048486875,0.0005911275549126775,8,0.9988999830766627,0.0031113177036470106,8,42.028105587832215,0.44031488618970216,8,45.75358884941491,0.37187690391157224,8
573 573 800,lattice,8,1.0,distribution,none,2.0,0.9180845245085435,0.0029222736178657017,8,4.0,0.0,8,14.0,0.0,8,15.249276040898145,0.048628862682952835,8,15.249276040898145,0.048628862682952835,8,65.57746603632454,0.20873382984755182,8,1.031285190166279,0.004019235668418848,8,0.0,0.0,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,54.264865,0.5597786033207355,8,0.09742853508732571,0.0031517134368634334,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9206068877060626,0.004527619210264743,8,14.0,0.0,8,14.0,0.0,8
574 574 800,lattice,8,1.0,distribution,norms,2.0,0.9612368085395014,0.0016977152229343802,8,4.0,0.0,8,13.434854346145102,0.023881642162604758,8,13.976677505846679,0.037670518895208165,8,24.430639161539947,0.11291822251827068,8,40.9329731855245,0.1892434305701911,8,1.0312506655558262,0.0041203924392229545,8,0.0,0.0,8,0.038763191460498586,0.0016977152229343895,8,0.4278971550277752,0.0019969992301025682,8,56.463615624999996,0.502936451221632,8,0.0954669931723031,0.0027070355385424008,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9620871070603839,0.0019471197111463141,8,12.917125918019126,0.059012421029730526,8,13.952272549285015,0.03676533070426737,8
575 575 800,lattice,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.426448948651746,0.030600444591404218,8,15.426448948651746,0.030600444591404218,8,25.391121515131807,0.06552646949417947,8,39.384074613271736,0.10158243446356054,8,1.0000707413695529,0.000200086808485126,8,0.0,0.0,8,0.0,0.0,8,0.5499791248474717,0.0018935585625528013,8,59.196808125000004,0.47745851049322724,8,0.09389750756863016,0.0020598813445465206,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.899296894345234,0.0427524299901656,8,15.950132900007453,0.033908941693931764,8
576 −800,lattice,8,1.0,network,central,0.5,0.09525644757912216,0.00785509233353148,8,16.0,0.0,8,14.886084499768833,0.04138918238589281,8,157.37435459144416,15.2666688269854,8,298.9840694157328,28.745020401651207,8,3.367636737605394,0.27352417672437324,8,2.6091952293193703,0.12199997486944864,8,0.9047435524208779,0.007855092333531478,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,3.4211449999999997,0.3446037211058523,8,0.24919707805255806,0.008739795461949263,8,8867.5375,178.5284206065956,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
577 −800,lattice,8,1.0,network,central,2.0,1.0,0.0,8,16.0,0.0,8,14.886084499768833,0.04138918238589281,8,14.886084499768833,0.04138918238589281,8,28.282831393228317,0.11698019306105957,8,35.357668612778355,0.14634883718914354,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,43.94411375,0.28418908805519244,8,0.14880222411889,0.003944972101354507,8,1194.3625,7.632437824368865,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
578 −800,lattice,8,1.0,network,federated,0.5,1.0,0.0,8,7.105901253413512,0.08980220300974619,8,14.886084499768833,0.04138918238589281,8,14.886084499768833,0.04138918238589281,8,28.282831393228317,0.11698019306105957,8,35.357668612778355,0.14634883718914354,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,43.94411375,0.28418908805519244,8,0.14880222411889,0.003944972101354507,8,44.3125,6.010630463722469,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
579 −800,lattice,8,1.0,network,federated,2.0,1.0,0.0,8,7.105901253413512,0.08980220300974619,8,14.886084499768833,0.04138918238589281,8,14.886084499768833,0.04138918238589281,8,28.282831393228317,0.11698019306105957,8,35.357668612778355,0.14634883718914354,8,1.0028129370761911,0.0010019942237202602,8,0.0,0.0,8,0.0,0.0,8,0.6150978456154129,0.0008918372585129862,8,43.94411375,0.28418908805519244,8,0.14880222411889,0.003944972101354507,8,44.3125,6.010630463722469,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.885860251551799,0.05432340679333525,8
576 +800,lattice,8,1.0,network,central,0.5,0.029317914885842053,0.0014764702494008194,8,16.0,0.0,8,91.08867599815066,0.33111345908714246,8,3113.6164748556016,151.98770176016458,8,3571.541497908761,174.22253495697407,8,0.2805700537123689,0.013572681160525632,8,2.6423162313640267,0.043231917640004974,8,0.970682085114158,0.0014764702494007645,8,0.0,0.0,8,0.16649925349607034,0.0005231121822121174,8,-1.8068175000000002,0.06428815504096708,8,0.4081772593575944,0.015437381155064473,8,12767.5375,178.5284206065956,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,91.08688201241439,0.434587254346682,8
577 +800,lattice,8,1.0,network,central,2.0,0.9952971727697528,0.007488534216243706,8,16.0,0.0,8,91.08867599815066,0.33111345908714246,8,91.52255171610804,0.6010267612193843,8,104.98317845553794,0.708125983326416,8,9.525714160412885,0.0641537170370013,8,1.0873606105308267,0.014079214781524187,8,0.00470282723024716,0.007488534216243697,8,0.0,0.0,8,0.16649925349607034,0.0005231121822121174,8,41.45787,0.3948156711682045,8,0.15073564137044274,0.0037658806853174158,8,1194.3625,7.632437824368865,8,0.9953966701244255,0.009198473447877374,8,0.9952001431937231,0.006558424176544491,8,91.08963874498211,0.5573382782969911,8,91.08688201241439,0.434587254346682,8
578 +800,lattice,8,1.0,network,federated,0.5,0.7169684829520372,0.03678248002270341,8,7.105901253413512,0.08980220300974619,8,42.66457748284962,0.4903014747762259,8,59.64262315490627,3.0896172469475487,8,78.36522189540734,3.9043661135073413,8,12.789638202189781,0.6627175991393731,8,1.847066548703003,0.05030573704162969,8,0.28303151704796276,0.03678248002270344,8,0.0,0.0,8,0.3103364657481237,0.0030628932562706624,8,30.430282499999997,1.4811882831096888,8,0.2729609948692813,0.021448835504055536,8,138.9895368812412,52.869947081770576,8,0.8357251717984561,0.030723005921898455,8,0.5990052504928234,0.05917831730986001,8,42.028105587832215,0.44031488618970216,8,43.29733127903862,0.7752934271125036,8
579 +800,lattice,8,1.0,network,federated,2.0,0.9993147840531562,0.0019380833703618217,8,7.105901253413512,0.08980220300974619,8,42.66457748284962,0.4903014747762259,8,42.693452805600415,0.44410365490366976,8,56.09935574979441,0.4143803322201131,8,17.82636922951444,0.1319155304696602,8,1.003379820480874,0.0014692634905870087,8,0.0006852159468438538,0.0019380833703617996,8,0.0,0.0,8,0.3103364657481237,0.0030628932562706624,8,43.08372,0.240002129127459,8,0.14894632865612623,0.003905957859912569,8,44.3125,6.010630463722469,8,0.9997910048486875,0.0005911275549126775,8,0.9988446938438686,0.0032676992693882623,8,42.028105587832215,0.44031488618970216,8,43.29733127903862,0.7752934271125036,8
580 580 800,lattice,8,1.0,network,none,2.0,0.9170642970533586,0.002466641410141636,8,4.0,0.0,8,14.0,0.0,8,15.266201589195028,0.040971559236902134,8,15.266201589195028,0.040971559236902134,8,65.50459264666847,0.17618867215297349,8,1.0403753145120431,0.005415315193258364,8,0.0,0.0,8,0.0829357029466414,0.002466641410141614,8,0.0,0.0,8,54.28465875,0.4851510851473396,8,0.13175395620983052,0.0030897688881929585,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9185811978962584,0.0034721097683091564,8,14.0,0.0,8,14.0,0.0,8
581 581 800,lattice,8,1.0,network,norms,2.0,0.9605376817264265,0.0014104398995515653,8,4.0,0.0,8,12.903046249248302,0.03940023002448591,8,13.433204822174837,0.054688738996110785,8,23.879066323267892,0.11597220266210709,8,41.878547094059826,0.20304152704212397,8,1.0404058108176375,0.005437415795457785,8,0.0,0.0,8,0.03946231827357353,0.0014104398995515937,8,0.4374436985058895,0.0019908548048892874,8,56.52808,0.47452289956785587,8,0.12996039045465047,0.003200198732767655,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9606949507993272,0.0008238798285098161,8,12.917125918019126,0.059012421029730526,8,12.88931046322176,0.04087113450910117,8
582 582 800,lattice,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.88577687662718,0.03196972141960075,8,14.88577687662718,0.03196972141960075,8,24.865209138172414,0.0648744926272265,8,40.217073865853116,0.10486365689932406,8,1.0014413382664151,0.0007934169044503457,8,0.0,0.0,8,0.0,0.0,8,0.5622076032275756,0.0011232744350329177,8,59.12848375,0.31725152118007427,8,0.1250870388305539,0.0020544992957504484,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.899296894345234,0.0427524299901656,8,14.87218066698978,0.032892577250508676,8
583 −800,lattice,8,1.0,none,central,0.5,0.0951355410698737,0.007757837300124804,8,16.0,0.0,8,14.887149877157169,0.047399790220638574,8,157.53914387636524,14.80895565579427,8,299.1488587006539,28.250189859998336,8,3.365063867397099,0.2696527460473159,8,2.6091952293193703,0.12199997486944864,8,0.9048644589301262,0.007757837300124811,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,3.4205699999999997,0.34333068511692494,8,0.24919707805255806,0.008739795461949263,8,8835.275,209.4461045574389,8,0.19107901553187517,0.01549530604901413,8,0.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
584 −800,lattice,8,1.0,none,central,2.0,1.0,0.0,8,16.0,0.0,8,14.887149877157169,0.047399790220638574,8,14.887149877157169,0.047399790220638574,8,28.26843492913839,0.12513598285383679,8,35.375751707155274,0.15649564948284667,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,43.997445,0.4351854186764197,8,0.11473771800493204,0.003960961204357504,8,1195.8,11.732981596459549,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
585 −800,lattice,8,1.0,none,federated,0.5,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,14.887149877157169,0.047399790220638574,8,14.887149877157169,0.047399790220638574,8,28.26843492913839,0.12513598285383679,8,35.375751707155274,0.15649564948284667,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,43.997445,0.4351854186764197,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
586 −800,lattice,8,1.0,none,federated,2.0,1.0,0.0,8,6.991991489025692,0.07556758343253887,8,14.887149877157169,0.047399790220638574,8,14.887149877157169,0.047399790220638574,8,28.26843492913839,0.12513598285383679,8,35.375751707155274,0.15649564948284667,8,1.0001654308644066,0.0003193471669389389,8,0.0,0.0,8,0.0,0.0,8,0.6148593421103727,0.0023115648486297337,8,43.997445,0.4351854186764197,8,0.11473771800493204,0.003960961204357504,8,35.075,3.083249677114813,8,1.0,0.0,8,1.0,0.0,8,14.886204843122764,0.06966728478712389,8,14.888332635543941,0.05568671193876763,8
583 +800,lattice,8,1.0,none,central,0.5,0.029280951083439227,0.0014259588221836748,8,16.0,0.0,8,91.09719901725735,0.3791983217651086,8,3117.6033550752722,152.0816238002517,8,3575.528378128432,173.85364345513125,8,0.2802611231971142,0.013693272709570783,8,2.6423162313640267,0.043231917640004974,8,0.9707190489165608,0.0014259588221836124,8,0.0,0.0,8,0.16636390275184804,0.001347718840020438,8,-1.81041125,0.06881782398633574,8,0.4081772593575944,0.015437381155064473,8,12735.275,209.4461045574389,8,0.05881819089881701,0.003008181002286985,8,0.0,0.0,8,91.08963874498211,0.5573382782969911,8,91.10666108435153,0.44549369551014106,8
584 +800,lattice,8,1.0,none,central,2.0,0.9938487120178598,0.0093107960835834,8,16.0,0.0,8,91.09719901725735,0.3791983217651086,8,91.66740625335643,0.8594085748176095,8,105.13291256605741,1.0130296864014747,8,9.512538037829998,0.0911932348466181,8,1.0851809217796697,0.018108877030821827,8,0.006151287982140142,0.009310796083583412,8,0.0,0.0,8,0.16636390275184804,0.001347718840020438,8,41.4444325,0.6685127217883418,8,0.11786960123232468,0.005065636184391194,8,1195.8,11.732981596459549,8,0.9953966701244255,0.009198473447877374,8,0.9923179619226926,0.009872422866303103,8,91.08963874498211,0.5573382782969911,8,91.10666108435153,0.44549369551014106,8
585 +800,lattice,8,1.0,none,federated,0.5,0.7412801682773499,0.0349043969510854,8,6.991991489025692,0.07556758343253887,8,42.02173395332279,0.3484453149158725,8,56.809994753187,2.990447186131256,8,74.8941789042281,3.7754588640719677,8,13.381571229781226,0.6670842942530547,8,1.8153130462330027,0.04033195315383826,8,0.2587198317226501,0.03490439695108539,8,0.0,0.0,8,0.3137347588286199,0.0031821376943710834,8,31.579491875000002,1.476564696923083,8,0.24804515910762046,0.02155599736460051,8,50.64088166726085,20.77687236081255,8,0.8357251717984561,0.030723005921898455,8,0.647734433853223,0.050733101188452,8,42.028105587832215,0.44031488618970216,8,42.017177455715576,0.3959776219705884,8
586 +800,lattice,8,1.0,none,federated,2.0,0.9993481917577797,0.0018435921124291873,8,6.991991489025692,0.07556758343253887,8,42.02173395332279,0.3484453149158725,8,42.04937265073876,0.37101226161729856,8,55.439474858516,0.3434028117853763,8,18.038294291289628,0.11169940441737349,8,1.000871468421422,0.0012129876270110496,8,0.0006518082422203533,0.001843592112429182,8,0.0,0.0,8,0.3137347588286199,0.0031821376943710834,8,43.157148125,0.4489916447515458,8,0.11512169599678973,0.00395063598309143,8,35.075,3.083249677114813,8,0.9997910048486875,0.0005911275549126775,8,0.9988999830766627,0.0031113177036470106,8,42.028105587832215,0.44031488618970216,8,42.017177455715576,0.3959776219705884,8
587 587 800,lattice,8,1.0,none,none,2.0,0.9180845245085435,0.0029222736178657017,8,4.0,0.0,8,14.0,0.0,8,15.249276040898145,0.048628862682952835,8,15.249276040898145,0.048628862682952835,8,65.57746603632454,0.20873382984755182,8,1.031285190166279,0.004019235668418848,8,0.0,0.0,8,0.08191547549145646,0.002922273617865711,8,0.0,0.0,8,54.264865,0.5597786033207355,8,0.09742853508732571,0.0031517134368634334,8,0.0,0.0,8,0.9155525216785947,0.00332560612840977,8,0.9206068877060626,0.004527619210264743,8,14.0,0.0,8,14.0,0.0,8
588 588 800,lattice,8,1.0,none,norms,2.0,0.9612368085395014,0.0016977152229343802,8,4.0,0.0,8,12.908027534666642,0.03221176941348962,8,13.428608942403693,0.04488664032641235,8,23.88257059809696,0.1163178445372904,8,41.87241023541513,0.20430524855978044,8,1.0312506655558262,0.0041203924392229545,8,0.0,0.0,8,0.038763191460498586,0.0016977152229343895,8,0.437717162944049,0.0020342458554319753,8,56.484588124999995,0.5031657417004667,8,0.0954669931723031,0.0027070355385424008,8,0.0,0.0,8,0.9603853377933571,0.0028114573777001006,8,0.9620871070603839,0.0019471197111463141,8,12.917125918019126,0.059012421029730526,8,12.899074612553303,0.03440807698279977,8
589 589 800,lattice,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.890307099872258,0.03209619798672195,8,14.890307099872258,0.03209619798672195,8,24.85497966635232,0.06443448278077808,8,40.23362298456568,0.10431325160862957,8,1.0000707413695529,0.000200086808485126,8,0.0,0.0,8,0.0,0.0,8,0.5618426674019015,0.001946270153132875,8,59.218330625,0.4775730997482224,8,0.09389750756863016,0.0020598813445465206,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.899296894345234,0.0427524299901656,8,14.881392861327614,0.033071001151019214,8
590 −800,random,2,0.0,distribution,central,0.5,0.07710566236843022,0.008305664129783619,8,16.0,0.0,8,16.0,0.0,8,209.43525790695233,20.475241852920743,8,384.08849742796957,37.55451800104743,8,2.627764646193337,0.28312862930761584,8,2.5605637803399093,0.11809596928669815,8,0.9228943376315697,0.008305664129783587,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,2.58767875,0.37376939630272027,8,0.31784130755175627,0.011053217992497562,8,9003.55,148.1488730008722,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
591 −800,random,2,0.0,distribution,central,2.0,0.7673293840774398,0.01328249472183437,8,16.0,0.0,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
592 −800,random,2,0.0,distribution,federated,0.5,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
593 −800,random,2,0.0,distribution,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
590 +800,random,2,0.0,distribution,central,0.5,0.028343824690074414,0.0030790995629685763,8,16.0,0.0,8,100.0,0.0,8,3563.592691074603,375.2017249077232,8,4039.056277619098,425.0635654592888,8,0.2500705786803575,0.027153006433730767,8,2.6663296117781234,0.06407108801426584,8,0.9716561753099255,0.003079099562968565,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,-2.1233750000000002,0.13924913439074388,8,0.4418290263444909,0.01495741893059061,8,12903.55,148.1488730008722,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
591 +800,random,2,0.0,distribution,central,2.0,0.7671201265232421,0.013468126206029735,8,16.0,0.0,8,100.0,0.0,8,130.3926382476078,2.2760386603042395,8,147.79059804250264,2.577379206962472,8,6.768142582169855,0.11878753337296943,8,1.8094359172401335,0.01756819727813584,8,0.2328798734767579,0.013468126206029715,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,31.09834375,0.6118883817667015,8,0.21520763939475399,0.0018747958308512668,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7250567329208722,0.018502987810699912,8,100.0,0.0,8,100.0,0.0,8
592 +800,random,2,0.0,distribution,federated,0.5,0.04258153703253892,0.004008534369301334,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,2010.9315755034327,192.78654298251462,8,2326.712670026521,222.37909131308774,8,0.4332467067423959,0.04144625574688264,8,2.6149158171588516,0.05335541912981798,8,0.957418462967461,0.004008534369301318,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,-1.0320575,0.1851850054675054,8,0.3855457072262125,0.016641223452860895,8,4886.087115301919,265.0410870882797,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
593 +800,random,2,0.0,distribution,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,110.74961619850691,2.26565630894794,8,128.1426834857097,2.5537272496751413,8,7.806512944471889,0.15554997418639058,8,1.8027370848700153,0.017546973293459764,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,31.55872375,0.6082740368320262,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
594 594 800,random,2,0.0,distribution,none,2.0,0.11260578388440388,0.006235457973761192,8,4.0,0.0,8,14.0,0.0,8,124.65821735272607,6.833152217179915,8,124.65821735272607,6.833152217179915,8,8.04327027745742,0.44538985526865604,8,2.5961901060924615,0.023954485167036285,8,0.7744724727958325,0.007143261745739609,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,6.172789375,0.3502312488958188,8,0.32902629767010455,0.01237898260189349,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.030655071006859724,0.0029949007965485784,8,14.0,0.0,8,14.0,0.0,8
595 595 800,random,2,0.0,distribution,norms,2.0,0.122347070519684,0.006301190485193563,8,4.0,0.0,8,14.0,0.0,8,114.69259030704117,5.865595241722335,8,196.8973678699145,9.686708385609792,8,5.089655565572358,0.25270866044417667,8,2.595703126225237,0.023393246659961113,8,0.8384713301855844,0.0075177572742705255,8,0.03918159929473162,0.0018959002266889396,8,0.4175471357130617,0.001834407447322674,8,6.354976875,0.34800470225617747,8,0.3226435759749427,0.012078192369792141,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.033275786752229364,0.0033036357207255856,8,14.0,0.0,8,14.0,0.0,8
596 596 800,random,2,0.0,distribution,records,2.0,0.8534194424668988,0.020309807665819125,8,2.0,0.0,8,16.0,0.0,8,18.757414557595062,0.44701133368487095,8,30.503637679719684,0.717114781358148,8,32.79879022544458,0.7689877541710487,8,1.783878565824731,0.013605948646844085,8,0.14658055753310123,0.02030980766581914,8,0.0,0.0,8,0.538807905878512,0.001582236116802351,8,50.0671575,1.221449690195453,8,0.18016442327388524,0.007491038042815952,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.8136207394968509,0.030704647750392215,8,16.0,0.0,8,16.0,0.0,8
597 −800,random,2,0.0,network,central,0.5,0.07718282866676009,0.008285453673472486,8,16.0,0.0,8,16.0,0.0,8,209.21819849525667,20.445624591959945,8,383.87143801627394,37.50930164216624,8,2.629183374066977,0.28269942349055766,8,2.5605637803399093,0.11809596928669815,8,0.9228171713332399,0.008285453673472498,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,2.58816375,0.3736072006012083,8,0.31784130755175627,0.011053217992497562,8,9019.2625,126.16805048935996,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
598 −800,random,2,0.0,network,central,2.0,0.7218159486690802,0.013151988746747924,8,16.0,0.0,8,16.0,0.0,8,22.172783510803622,0.40571660694949974,8,40.68155914790413,0.7020268604729953,8,24.58754823276783,0.4229617617672789,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,31.54566375,0.5374203073662593,8,0.20969357837018043,0.004581404139203314,8,1197.95,7.471087126860632,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,16.0,0.0,8,16.0,0.0,8
599 −800,random,2,0.0,network,federated,0.5,0.7218159486690802,0.013151988746747924,8,13.496811423676224,0.07930425993739193,8,16.0,0.0,8,22.172783510803622,0.40571660694949974,8,40.68155914790413,0.7020268604729953,8,24.58754823276783,0.4229617617672789,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,31.54566375,0.5374203073662593,8,0.20969357837018043,0.004581404139203314,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,16.0,0.0,8,16.0,0.0,8
600 −800,random,2,0.0,network,federated,2.0,0.7218159486690802,0.013151988746747924,8,13.496811423676224,0.07930425993739193,8,16.0,0.0,8,22.172783510803622,0.40571660694949974,8,40.68155914790413,0.7020268604729953,8,24.58754823276783,0.4229617617672789,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,31.54566375,0.5374203073662593,8,0.20969357837018043,0.004581404139203314,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,16.0,0.0,8,16.0,0.0,8
597 +800,random,2,0.0,network,central,0.5,0.028372245029580953,0.003071755074232917,8,16.0,0.0,8,100.0,0.0,8,3559.9056316172273,374.66132789711116,8,4035.3692181617225,424.46371171276814,8,0.25029116607332663,0.02709302012559219,8,2.6663296117781234,0.06407108801426584,8,0.9716277549704191,0.0030717550742329364,8,0.0,0.0,8,0.153114695669218,0.0006273377779848768,8,-2.12034375,0.13911338755926503,8,0.4418290263444909,0.01495741893059061,8,12919.2625,126.16805048935996,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
598 +800,random,2,0.0,network,central,2.0,0.7213487559780503,0.013383789933832019,8,16.0,0.0,8,100.0,0.0,8,138.67107463602008,2.579524513413286,8,157.19196691013022,2.8728037299501272,8,6.363503458125717,0.11601898710453501,8,1.8304479552431232,0.01673857150465421,8,0.27865124402194974,0.013383789933831962,8,0.0,0.0,8,0.153114695669218,0.0006273377779848768,8,29.008875,0.5440853399448065,8,0.2097288985446994,0.004594639252762459,8,1197.95,7.471087126860632,8,0.8088928864540205,0.016622070518517655,8,0.6330540264548865,0.02124886049555155,8,100.0,0.0,8,100.0,0.0,8
599 +800,random,2,0.0,network,federated,0.5,0.04262752343467055,0.004042510533231012,8,13.496811423676224,0.07930425993739193,8,84.98086854205734,0.4758255596243595,8,2009.5077521157295,193.08669282099666,8,2325.288846638818,222.58523262655615,8,0.43352694140136516,0.04157244945588256,8,2.6149158171588516,0.05335541912981798,8,0.9573724765653294,0.004042510533230981,8,0.0,0.0,8,0.1765047623923906,0.0013617641916068262,8,-1.0302675,0.18624787084113772,8,0.3855457072262125,0.016641223452860895,8,4895.830865301919,289.8665940430292,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.96149585828681,0.60620652532386,8
600 +800,random,2,0.0,network,federated,2.0,0.7215252509946616,0.013281252159002287,8,13.496811423676224,0.07930425993739193,8,84.98086854205734,0.4758255596243595,8,117.82251405347726,2.7073466504256265,8,136.33881405072734,2.990983397050215,8,7.337747530132795,0.1604173698625185,8,1.8230284263250007,0.01690133153799049,8,0.2784747490053384,0.013281252159002303,8,0.0,0.0,8,0.1765047623923906,0.0013617641916068262,8,29.4666075,0.5504005049247589,8,0.20966178004909003,0.004571323834900495,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6334022158699283,0.02127004962721599,8,85.00252198437005,0.48976935998698723,8,84.96149585828681,0.60620652532386,8
601 601 800,random,2,0.0,network,none,2.0,0.11289846324201654,0.0051764219842922775,8,4.0,0.0,8,14.0,0.0,8,124.23505425262383,5.732504982955891,8,124.23505425262383,5.732504982955891,8,8.064175945858324,0.3697444274494486,8,2.583789913813681,0.02217231249774681,8,0.7741386686952108,0.006595438392108592,8,0.11296286806277271,0.0032792332520534865,8,0.0,0.0,8,6.2181693749999996,0.3023243830065117,8,0.32680420622812667,0.017011011183758154,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.03197052155124351,0.0026392251597205335,8,14.0,0.0,8,14.0,0.0,8
602 602 800,random,2,0.0,network,norms,2.0,0.1225928642929433,0.005159862527561878,8,4.0,0.0,8,14.0,0.0,8,114.37810457048619,4.861849396609583,8,196.01280645162635,8.227364379659571,8,5.109511993448962,0.21259368290121378,8,2.5835364257485995,0.021493921590529465,8,0.8381398953557871,0.006475305454992417,8,0.03926724035126959,0.0016723088884256197,8,0.4164861544858456,0.00130909128418436,8,6.400356875,0.30299801238076907,8,0.3202170053442047,0.017287567626391623,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.03456815011200534,0.0031165556253243336,8,14.0,0.0,8,14.0,0.0,8
603 603 800,random,2,0.0,network,records,2.0,0.7901641155725515,0.016826884598814113,8,2.0,0.0,8,16.0,0.0,8,20.257135867402653,0.43897447416876123,8,32.926735890815486,0.7444809603459766,8,30.383786383712746,0.6739338426982021,8,1.806633410204753,0.011926593458256576,8,0.2098358844274485,0.01682688459881408,8,0.0,0.0,8,0.5385769997788596,0.0010088352950305033,8,46.34212375,1.1327061722004799,8,0.18710547112523485,0.0063228667260848545,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.6874376053069972,0.027297719642495822,8,16.0,0.0,8,16.0,0.0,8
604 −800,random,2,0.0,none,central,0.5,0.07710566236843022,0.008305664129783619,8,16.0,0.0,8,16.0,0.0,8,209.43525790695233,20.475241852920743,8,384.08849742796957,37.55451800104743,8,2.627764646193337,0.28312862930761584,8,2.5605637803399093,0.11809596928669815,8,0.9228943376315697,0.008305664129783587,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,2.58767875,0.37376939630272027,8,0.31784130755175627,0.011053217992497562,8,9003.55,148.1488730008722,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
605 −800,random,2,0.0,none,central,2.0,0.7673293840774398,0.01328249472183437,8,16.0,0.0,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
606 −800,random,2,0.0,none,federated,0.5,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
607 −800,random,2,0.0,none,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,20.85697704067762,0.3589824307342568,8,38.25004432788044,0.656664666186709,8,26.150557515047392,0.4525616078854351,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,33.62596,0.6026616856673634,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,16.0,0.0,8,16.0,0.0,8
604 +800,random,2,0.0,none,central,0.5,0.028343824690074414,0.0030790995629685763,8,16.0,0.0,8,100.0,0.0,8,3563.592691074603,375.2017249077232,8,4039.056277619098,425.0635654592888,8,0.2500705786803575,0.027153006433730767,8,2.6663296117781234,0.06407108801426584,8,0.9716561753099255,0.003079099562968565,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,-2.1233750000000002,0.13924913439074388,8,0.4418290263444909,0.01495741893059061,8,12903.55,148.1488730008722,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
605 +800,random,2,0.0,none,central,2.0,0.7671201265232421,0.013468126206029735,8,16.0,0.0,8,100.0,0.0,8,130.3926382476078,2.2760386603042395,8,147.79059804250264,2.577379206962472,8,6.768142582169855,0.11878753337296943,8,1.8094359172401335,0.01756819727813584,8,0.2328798734767579,0.013468126206029715,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,31.09834375,0.6118883817667015,8,0.21520763939475399,0.0018747958308512668,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7250567329208722,0.018502987810699912,8,100.0,0.0,8,100.0,0.0,8
606 +800,random,2,0.0,none,federated,0.5,0.04258153703253892,0.004008534369301334,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,2010.9315755034327,192.78654298251462,8,2326.712670026521,222.37909131308774,8,0.4332467067423959,0.04144625574688264,8,2.6149158171588516,0.05335541912981798,8,0.957418462967461,0.004008534369301318,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,-1.0320575,0.1851850054675054,8,0.3855457072262125,0.016641223452860895,8,4886.087115301919,265.0410870882797,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
607 +800,random,2,0.0,none,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,110.74961619850691,2.26565630894794,8,128.1426834857097,2.5537272496751413,8,7.806512944471889,0.15554997418639058,8,1.8027370848700153,0.017546973293459764,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,31.55872375,0.6082740368320262,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
608 608 800,random,2,0.0,none,none,2.0,0.11260578388440388,0.006235457973761192,8,4.0,0.0,8,14.0,0.0,8,124.65821735272607,6.833152217179915,8,124.65821735272607,6.833152217179915,8,8.04327027745742,0.44538985526865604,8,2.5961901060924615,0.023954485167036285,8,0.7744724727958325,0.007143261745739609,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,6.172789375,0.3502312488958188,8,0.32902629767010455,0.01237898260189349,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.030655071006859724,0.0029949007965485784,8,14.0,0.0,8,14.0,0.0,8
609 609 800,random,2,0.0,none,norms,2.0,0.122347070519684,0.006301190485193563,8,4.0,0.0,8,14.0,0.0,8,114.69259030704117,5.865595241722335,8,196.8973678699145,9.686708385609792,8,5.089655565572358,0.25270866044417667,8,2.595703126225237,0.023393246659961113,8,0.8384713301855844,0.0075177572742705255,8,0.03918159929473162,0.0018959002266889396,8,0.4175471357130617,0.001834407447322674,8,6.354976875,0.34800470225617747,8,0.3226435759749427,0.012078192369792141,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.033275786752229364,0.0033036357207255856,8,14.0,0.0,8,14.0,0.0,8
610 610 800,random,2,0.0,none,records,2.0,0.8534194424668988,0.020309807665819125,8,2.0,0.0,8,16.0,0.0,8,18.757414557595062,0.44701133368487095,8,30.503637679719684,0.717114781358148,8,32.79879022544458,0.7689877541710487,8,1.783878565824731,0.013605948646844085,8,0.14658055753310123,0.02030980766581914,8,0.0,0.0,8,0.538807905878512,0.001582236116802351,8,50.0671575,1.221449690195453,8,0.18016442327388524,0.007491038042815952,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.8136207394968509,0.030704647750392215,8,16.0,0.0,8,16.0,0.0,8
611 −800,random,2,1.0,distribution,central,0.5,0.07710566236843022,0.008305664129783619,8,16.0,0.0,8,15.431403805477565,0.024690443652187772,8,201.9941364306403,19.757622451097255,8,376.6473759516576,36.83619566156017,8,2.6797130281755375,0.2890292575279211,8,2.5605637803399093,0.11809596928669815,8,0.9228943376315697,0.008305664129783587,8,0.0,0.0,8,0.6027196660765695,0.000754363811930988,8,2.604725,0.37384118937247746,8,0.31784130755175627,0.011053217992497562,8,9003.55,148.1488730008722,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,14.907566784491742,0.030350012444820735,8,15.958232524747164,0.03360867517226504,8
612 −800,random,2,1.0,distribution,central,2.0,0.7673293840774398,0.01328249472183437,8,16.0,0.0,8,15.431403805477565,0.024690443652187772,8,20.115713120177002,0.34366006370767094,8,37.50878040737982,0.6410796561220594,8,26.66728759958162,0.45901718076529785,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6027196660765695,0.000754363811930988,8,33.64300625,0.6025848486535194,8,0.21519758710575185,0.0018543327530948686,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,15.958232524747164,0.03360867517226504,8
613 −800,random,2,1.0,distribution,federated,0.5,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,15.431403805477565,0.024690443652187772,8,20.115713120177002,0.34366006370767094,8,37.50878040737982,0.6410796561220594,8,26.66728759958162,0.45901718076529785,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6027196660765695,0.000754363811930988,8,33.64300625,0.6025848486535194,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,15.958232524747164,0.03360867517226504,8
614 −800,random,2,1.0,distribution,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,15.431403805477565,0.024690443652187772,8,20.115713120177002,0.34366006370767094,8,37.50878040737982,0.6410796561220594,8,26.66728759958162,0.45901718076529785,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6027196660765695,0.000754363811930988,8,33.64300625,0.6025848486535194,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,15.958232524747164,0.03360867517226504,8
611 +800,random,2,1.0,distribution,central,0.5,0.028343824690074414,0.0030790995629685763,8,16.0,0.0,8,95.45123044382052,0.19752354921750218,8,3401.8712131765906,362.50824470730544,8,3877.334799721086,412.36914106424825,8,0.2605511093153974,0.02853251751322165,8,2.6663296117781234,0.06407108801426584,8,0.9716561753099255,0.003079099562968565,8,0.0,0.0,8,0.15940957965656347,0.0004222151829937933,8,-1.987005,0.14240468551681454,8,0.4418290263444909,0.01495741893059061,8,12903.55,148.1488730008722,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,91.26053427593394,0.24280009955856588,8,99.66586019797731,0.2688694013781203,8
612 +800,random,2,1.0,distribution,central,2.0,0.7671201265232421,0.013468126206029735,8,16.0,0.0,8,95.45123044382052,0.19752354921750218,8,124.46089865704299,2.1579790190955572,8,141.8588584519378,2.4582687231792693,8,7.051120742688844,0.12272868219775185,8,1.8094359172401335,0.01756819727813584,8,0.2328798734767579,0.013468126206029715,8,0.0,0.0,8,0.15940957965656347,0.0004222151829937933,8,31.23471375,0.6113488924837199,8,0.21520763939475399,0.0018747958308512668,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7250567329208722,0.018502987810699912,8,91.26053427593394,0.24280009955856588,8,99.66586019797731,0.2688694013781203,8
613 +800,random,2,1.0,distribution,federated,0.5,0.04258153703253892,0.004008534369301334,8,13.49266506011445,0.08014296363880205,8,81.10691168827586,0.5621635126820425,8,1920.0337564475185,186.7512125629987,8,2235.814850970607,216.3340919951458,8,0.4509488831215134,0.04365125744996277,8,2.6149158171588516,0.05335541912981798,8,0.957418462967461,0.004008534369301318,8,0.0,0.0,8,0.18362472677164368,0.0011558273224095395,8,-0.9166643750000001,0.18829293533210995,8,0.3855457072262125,0.016641223452860895,8,4886.087115301919,265.0410870882797,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,77.6220329298436,0.5473820476794047,8,84.61218764383135,0.6008845401516543,8
614 +800,random,2,1.0,distribution,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,81.10691168827586,0.5621635126820425,8,105.73151422539551,2.183086611130047,8,123.12458151259833,2.4663530114263748,8,8.124703399511773,0.16253829737789438,8,1.8027370848700153,0.017546973293459764,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.18362472677164368,0.0011558273224095395,8,31.674116875000003,0.607545951036614,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,77.6220329298436,0.5473820476794047,8,84.61218764383135,0.6008845401516543,8
615 615 800,random,2,1.0,distribution,none,2.0,0.11260578388440388,0.006235457973761192,8,4.0,0.0,8,14.0,0.0,8,124.65821735272607,6.833152217179915,8,124.65821735272607,6.833152217179915,8,8.04327027745742,0.44538985526865604,8,2.5961901060924615,0.023954485167036285,8,0.7744724727958325,0.007143261745739609,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,6.172789375,0.3502312488958188,8,0.32902629767010455,0.01237898260189349,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.030655071006859724,0.0029949007965485784,8,14.0,0.0,8,14.0,0.0,8
616 616 800,random,2,1.0,distribution,norms,2.0,0.122347070519684,0.006301190485193563,8,4.0,0.0,8,13.40570918789407,0.015941792083908196,8,109.82492574344735,5.634378289358909,8,192.02970330632067,9.458419793080576,8,5.21871539112934,0.25984338133668045,8,2.595703126225237,0.023393246659961113,8,0.8384713301855844,0.0075177572742705255,8,0.03918159929473162,0.0018959002266889396,8,0.4281325742462445,0.0017922136166093406,8,6.378664375,0.3480733225243282,8,0.3226435759749427,0.012078192369792141,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.033275786752229364,0.0033036357207255856,8,12.891405965483425,0.04550624505054596,8,13.919743813038375,0.05818687558207409,8
617 617 800,random,2,1.0,distribution,records,2.0,0.8534194424668988,0.020309807665819125,8,2.0,0.0,8,15.416555587949402,0.02888357270434072,8,18.07286429737734,0.40441889035966017,8,29.81908741950196,0.6750840177901326,8,33.55057727244281,0.7578958567601163,8,1.783878565824731,0.013605948646844085,8,0.14658055753310123,0.02030980766581914,8,0.0,0.0,8,0.5511674841403554,0.0015804933339623494,8,50.0904525,1.2206728132088234,8,0.18016442327388524,0.007491038042815952,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.8136207394968509,0.030704647750392215,8,14.89392427153602,0.055195999164763844,8,15.938650803293532,0.03358121759864308,8
618 −800,random,2,1.0,network,central,0.5,0.07718282866676009,0.008285453673472486,8,16.0,0.0,8,14.899658959998911,0.03326965334998744,8,194.82823800103827,19.026449029121775,8,369.4814775220555,36.0802073647337,8,2.731548939130914,0.2935223062804827,8,2.5605637803399093,0.11809596928669815,8,0.9228171713332399,0.008285453673472498,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,2.621114375,0.37354757499105307,8,0.31784130755175627,0.011053217992497562,8,9019.2625,126.16805048935996,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
619 −800,random,2,1.0,network,central,2.0,0.7218159486690802,0.013151988746747924,8,16.0,0.0,8,14.899658959998911,0.03326965334998744,8,20.64838934344819,0.40836527119714605,8,39.1571649805487,0.7015583805144656,8,25.545252123248666,0.45559236889818316,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,31.578614375,0.5378557690326445,8,0.20969357837018043,0.004581404139203314,8,1197.95,7.471087126860632,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
620 −800,random,2,1.0,network,federated,0.5,0.7218159486690802,0.013151988746747924,8,13.496811423676224,0.07930425993739193,8,14.899658959998911,0.03326965334998744,8,20.64838934344819,0.40836527119714605,8,39.1571649805487,0.7015583805144656,8,25.545252123248666,0.45559236889818316,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,31.578614375,0.5378557690326445,8,0.20969357837018043,0.004581404139203314,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
621 −800,random,2,1.0,network,federated,2.0,0.7218159486690802,0.013151988746747924,8,13.496811423676224,0.07930425993739193,8,14.899658959998911,0.03326965334998744,8,20.64838934344819,0.40836527119714605,8,39.1571649805487,0.7015583805144656,8,25.545252123248666,0.45559236889818316,8,1.8206874737090293,0.01702586382616335,8,0.27818405133091983,0.013151988746747886,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,31.578614375,0.5378557690326445,8,0.20969357837018043,0.004581404139203314,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6339757043182324,0.02140391280071763,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
618 +800,random,2,1.0,network,central,0.5,0.028372245029580953,0.003071755074232917,8,16.0,0.0,8,91.19727167999129,0.2661572267998995,8,3246.6312076469976,342.9694501951872,8,3722.0947941914933,392.7128330703143,8,0.2713706571208964,0.02942549334466398,8,2.6663296117781234,0.06407108801426584,8,0.9716277549704191,0.0030717550742329364,8,0.0,0.0,8,0.16600753078469418,0.0009811273331577553,8,-1.8567387500000003,0.14014808325864253,8,0.4418290263444909,0.01495741893059061,8,12919.2625,126.16805048935996,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,91.26053427593394,0.24280009955856588,8,91.13407730531512,0.3584080492820421,8
619 +800,random,2,1.0,network,central,2.0,0.7213487559780503,0.013383789933832019,8,16.0,0.0,8,91.19727167999129,0.2661572267998995,8,126.46785161692821,2.594046076946792,8,144.98874389103835,2.8809941601424476,8,6.899459015825292,0.13642836349014212,8,1.8304479552431232,0.01673857150465421,8,0.27865124402194974,0.013383789933831962,8,0.0,0.0,8,0.16600753078469418,0.0009811273331577553,8,29.27248,0.5475212738202174,8,0.2097288985446994,0.004594639252762459,8,1197.95,7.471087126860632,8,0.8088928864540205,0.016622070518517655,8,0.6330540264548865,0.02124886049555155,8,91.26053427593394,0.24280009955856588,8,91.13407730531512,0.3584080492820421,8
620 +800,random,2,1.0,network,federated,0.5,0.04262752343467055,0.004042510533231012,8,13.496811423676224,0.07930425993739193,8,77.5532316320665,0.6256510061319692,8,1833.9588297475834,177.51230477068478,8,2149.739924270672,206.94585998398222,8,0.4689762740050689,0.04527278358585687,8,2.6149158171588516,0.05335541912981798,8,0.9573724765653294,0.004042510533230981,8,0.0,0.0,8,0.19093026469934865,0.0018267020908348563,8,-0.8078331250000002,0.1875778826616808,8,0.3855457072262125,0.016641223452860895,8,4895.830865301919,289.8665940430292,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,77.6220329298436,0.5473820476794047,8,77.48637287699711,0.8100085010797986,8
621 +800,random,2,1.0,network,federated,2.0,0.7215252509946616,0.013281252159002287,8,13.496811423676224,0.07930425993739193,8,77.5532316320665,0.6256510061319692,8,107.52730569721501,2.687586254766942,8,126.0436056944651,2.965881719568948,8,7.937585569224229,0.18571831798190042,8,1.8230284263250007,0.01690133153799049,8,0.2784747490053384,0.013281252159002303,8,0.0,0.0,8,0.19093026469934865,0.0018267020908348563,8,29.689041875,0.5526025943138624,8,0.20966178004909003,0.004571323834900495,8,552.05,17.43379312878129,8,0.8088928864540205,0.016622070518517655,8,0.6334022158699283,0.02127004962721599,8,77.6220329298436,0.5473820476794047,8,77.48637287699711,0.8100085010797986,8
622 622 800,random,2,1.0,network,none,2.0,0.11289846324201654,0.0051764219842922775,8,4.0,0.0,8,14.0,0.0,8,124.23505425262383,5.732504982955891,8,124.23505425262383,5.732504982955891,8,8.064175945858324,0.3697444274494486,8,2.583789913813681,0.02217231249774681,8,0.7741386686952108,0.006595438392108592,8,0.11296286806277271,0.0032792332520534865,8,0.0,0.0,8,6.2181693749999996,0.3023243830065117,8,0.32680420622812667,0.017011011183758154,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.03197052155124351,0.0026392251597205335,8,14.0,0.0,8,14.0,0.0,8
623 623 800,random,2,1.0,network,norms,2.0,0.1225928642929433,0.005159862527561878,8,4.0,0.0,8,12.893261871785773,0.039135218504017785,8,105.33331069344689,4.414465423910816,8,186.96801257458705,7.763731380761151,8,5.356504435459646,0.22016760272567767,8,2.5835364257485995,0.021493921590529465,8,0.8381398953557871,0.006475305454992417,8,0.03926724035126959,0.0016723088884256197,8,0.4366282948304441,0.0018636733190842524,8,6.444655624999999,0.3024500305887323,8,0.3202170053442047,0.017287567626391623,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.03456815011200534,0.0031165556253243336,8,12.891405965483425,0.04550624505054596,8,12.895204502126933,0.05249185062765809,8
624 624 800,random,2,1.0,network,records,2.0,0.7901641155725515,0.016826884598814113,8,2.0,0.0,8,14.889887153548402,0.04243200069625667,8,18.851371003971973,0.3966172692533955,8,31.520971027384807,0.698544045464385,8,31.738289949992605,0.6901007371255493,8,1.806633410204753,0.011926593458256576,8,0.2098358844274485,0.01682688459881408,8,0.0,0.0,8,0.5625928883237581,0.001716508414179318,8,46.386495625,1.1322134035231222,8,0.18710547112523485,0.0063228667260848545,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.6874376053069972,0.027297719642495822,8,14.89392427153602,0.055195999164763844,8,14.88587761523993,0.03852757033334005,8
625 −800,random,2,1.0,none,central,0.5,0.07710566236843022,0.008305664129783619,8,16.0,0.0,8,14.906714321864566,0.02476380975207242,8,195.12192895547528,19.040895664358967,8,369.7751684764925,36.11880941059951,8,2.7294508615785302,0.2940168448083994,8,2.5605637803399093,0.11809596928669815,8,0.9228943376315697,0.008305664129783587,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,2.620454375,0.37373028694728017,8,0.31784130755175627,0.011053217992497562,8,9003.55,148.1488730008722,8,0.15374761362011335,0.016262917005387702,8,0.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
626 −800,random,2,1.0,none,central,2.0,0.7673293840774398,0.01328249472183437,8,16.0,0.0,8,14.906714321864566,0.02476380975207242,8,19.43163302284566,0.32417791120596795,8,36.82470031004848,0.6212231753179779,8,27.162496371189476,0.4614559632211982,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,33.658735625,0.6023958020950142,8,0.21519758710575185,0.0018543327530948686,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
627 −800,random,2,1.0,none,federated,0.5,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,14.906714321864566,0.02476380975207242,8,19.43163302284566,0.32417791120596795,8,36.82470031004848,0.6212231753179779,8,27.162496371189476,0.4614559632211982,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,33.658735625,0.6023958020950142,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
628 −800,random,2,1.0,none,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,14.906714321864566,0.02476380975207242,8,19.43163302284566,0.32417791120596795,8,36.82470031004848,0.6212231753179779,8,27.162496371189476,0.4614559632211982,8,1.8005639043825514,0.018021554145427353,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,33.658735625,0.6023958020950142,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
625 +800,random,2,1.0,none,central,0.5,0.028343824690074414,0.0030790995629685763,8,16.0,0.0,8,91.25371457491653,0.19811047801657936,8,3252.2799672527626,346.83427376543676,8,3727.743553797258,396.69064736140797,8,0.2710064066871489,0.029657987053276984,8,2.6663296117781234,0.06407108801426584,8,0.9716561753099255,0.003079099562968565,8,0.0,0.0,8,0.165806882634668,0.00048085173928055097,8,-1.86117,0.14216726918869693,8,0.4418290263444909,0.01495741893059061,8,12903.55,148.1488730008722,8,0.05652722669044824,0.006127849150931322,8,0.0,0.0,8,91.26053427593394,0.24280009955856588,8,91.2463123823036,0.27767710050050076,8
626 +800,random,2,1.0,none,central,2.0,0.7671201265232421,0.013468126206029735,8,16.0,0.0,8,91.25371457491653,0.19811047801657936,8,118.98669472218464,1.9997072204535946,8,136.38465451707947,2.2990265046486993,8,7.334034138832595,0.12415355899235882,8,1.8094359172401335,0.01756819727813584,8,0.2328798734767579,0.013468126206029715,8,0.0,0.0,8,0.165806882634668,0.00048085173928055097,8,31.36054875,0.6098283929209104,8,0.21520763939475399,0.0018747958308512668,8,1199.1625,4.017439660850056,8,0.8088928864540205,0.016622070518517655,8,0.7250567329208722,0.018502987810699912,8,91.26053427593394,0.24280009955856588,8,91.2463123823036,0.27767710050050076,8
627 +800,random,2,1.0,none,federated,0.5,0.04258153703253892,0.004008534369301334,8,13.49266506011445,0.08014296363880205,8,77.5733579094438,0.5410715139945428,8,1836.4040641357785,178.95125897085035,8,2152.1851586588673,208.53150513650985,8,0.4684772680147997,0.04535050308127312,8,2.6149158171588516,0.05335541912981798,8,0.957418462967461,0.004008534369301318,8,0.0,0.0,8,0.1907616059282889,0.0012254011183519295,8,-0.810735,0.18811421591302305,8,0.3855457072262125,0.016641223452860895,8,4886.087115301919,265.0410870882797,8,0.08492128778628064,0.007981012900433057,8,0.0,0.0,8,77.6220329298436,0.5473820476794047,8,77.52427462617584,0.5666512194863028,8
628 +800,random,2,1.0,none,federated,2.0,0.7673293840774398,0.01328249472183437,8,13.49266506011445,0.08014296363880205,8,77.5733579094438,0.5410715139945428,8,101.1245146284883,2.0543413440183276,8,118.51758191569112,2.335310538039074,8,8.44042870714912,0.16602441782851343,8,1.8027370848700153,0.017546973293459764,8,0.2326706159225602,0.013282494721834346,8,0.0,0.0,8,0.1907616059282889,0.0012254011183519295,8,31.78004625,0.6061682963839908,8,0.21519758710575185,0.0018543327530948686,8,551.3625,14.380834219792028,8,0.8088928864540205,0.016622070518517655,8,0.7254727062985761,0.018288674056917694,8,77.6220329298436,0.5473820476794047,8,77.52427462617584,0.5666512194863028,8
629 629 800,random,2,1.0,none,none,2.0,0.11260578388440388,0.006235457973761192,8,4.0,0.0,8,14.0,0.0,8,124.65821735272607,6.833152217179915,8,124.65821735272607,6.833152217179915,8,8.04327027745742,0.44538985526865604,8,2.5961901060924615,0.023954485167036285,8,0.7744724727958325,0.007143261745739609,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,6.172789375,0.3502312488958188,8,0.32902629767010455,0.01237898260189349,8,0.0,0.0,8,0.19460503625396858,0.011620483920346219,8,0.030655071006859724,0.0029949007965485784,8,14.0,0.0,8,14.0,0.0,8
630 630 800,random,2,1.0,none,norms,2.0,0.122347070519684,0.006301190485193563,8,4.0,0.0,8,12.880790166523946,0.012347143383143919,8,105.52100539160548,5.339794840344645,8,187.7257829544788,9.15932786264265,8,5.338125790786432,0.2627660249523496,8,2.595703126225237,0.023393246659961113,8,0.8384713301855844,0.0075177572742705255,8,0.03918159929473162,0.0018959002266889396,8,0.4379388930036347,0.001851906518034234,8,6.399585,0.34751722402329527,8,0.3226435759749427,0.012078192369792141,8,0.0,0.0,8,0.2114689261765575,0.011743850640527138,8,0.033275786752229364,0.0033036357207255856,8,12.891405965483425,0.04550624505054596,8,12.870056910768316,0.043796967697774726,8
631 631 800,random,2,1.0,none,records,2.0,0.8534194424668988,0.020309807665819125,8,2.0,0.0,8,14.891771104173106,0.026541078517548958,8,17.457621678961914,0.3887278194664618,8,29.203844801086536,0.6603013857211422,8,34.25735114129929,0.7727398204015814,8,1.783878565824731,0.013605948646844085,8,0.14658055753310123,0.02030980766581914,8,0.0,0.0,8,0.5627783477751133,0.0014717707416538963,8,50.111405,1.2207359347570392,8,0.18016442327388524,0.007491038042815952,8,0.0,0.0,8,0.8933180658497178,0.014611716254389949,8,0.8136207394968509,0.030704647750392215,8,14.89392427153602,0.055195999164763844,8,14.889703031687706,0.040414751762627696,8
632 −800,random,8,0.0,distribution,central,0.5,0.08183736353937514,0.0090231148837507,8,16.0,0.0,8,16.0,0.0,8,197.41041196437163,19.721754614052575,8,362.03697809532724,36.18182136712798,8,2.789032905560614,0.30773778356046677,8,2.4995174412999437,0.13889687889574734,8,0.9181626364606248,0.009023114883750702,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,2.80049125,0.40645364896302394,8,0.32108781199051634,0.010062971104824726,8,9003.55,148.1488730008722,8,0.16318844478607167,0.017739368484327056,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
633 −800,random,8,0.0,distribution,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.342776378506006,0.04468508156113042,8,34.08000717632066,0.051907498715279846,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,44.08892875,0.14904701141753898,8,0.21117808376295744,0.003165127418818698,8,1199.1625,4.017439660850056,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
634 −800,random,8,0.0,distribution,federated,0.5,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,16.0,0.0,8,29.342776378506006,0.04468508156113042,8,34.08000717632066,0.051907498715279846,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,44.08892875,0.14904701141753898,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
635 −800,random,8,0.0,distribution,federated,2.0,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,16.0,0.0,8,29.342776378506006,0.04468508156113042,8,34.08000717632066,0.051907498715279846,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,44.08892875,0.14904701141753898,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
632 +800,random,8,0.0,distribution,central,0.5,0.028979743174426583,0.003070838297569936,8,16.0,0.0,8,100.0,0.0,8,3484.678019443841,368.64419603877525,8,3949.6124705875136,417.63636854870606,8,0.25568109915151765,0.027078764302363098,8,2.635648238239371,0.06240546333421778,8,0.9710202568255735,0.0030708382975699272,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,-2.09478125,0.13888371533023086,8,0.440263687606652,0.0147245563110749,8,12903.55,148.1488730008722,8,0.05779564865467718,0.006116082751850249,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
633 +800,random,8,0.0,distribution,central,2.0,0.9996128735247343,0.0010949590233490627,8,16.0,0.0,8,100.0,0.0,8,100.03883291351805,0.10983606592738013,8,113.38680998354737,0.15003784402998133,8,8.81938144779633,0.011641972061496978,8,1.0310036001549183,0.006277517494023419,8,0.0003871264752657571,0.0010949590233490525,8,0.0,0.0,8,0.15301163317070204,0.0003339364396313924,8,41.553343749999996,0.1684323167106013,8,0.21117728001404287,0.0031638699760820122,8,1199.1625,4.017439660850056,8,1.0,0.0,8,0.9992304492512479,0.0021766182116391207,8,100.0,0.0,8,100.0,0.0,8
634 +800,random,8,0.0,distribution,federated,0.5,0.04390563187856885,0.00413330482331146,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,1950.594928063815,190.46152284315346,8,2256.889925118783,219.61525413677006,8,0.4467333989943141,0.04293937232242715,8,2.5701563127865787,0.05376323035812799,8,0.9560943681214311,0.0041333048233114416,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,-0.97252625,0.19193337839227298,8,0.38615266885755634,0.01576448363867031,8,4886.087115301919,265.0410870882797,8,0.08756270931691873,0.008241761590159437,8,0.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
635 +800,random,8,0.0,distribution,federated,2.0,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,84.9559903606867,0.4808577818328057,8,98.2987667391927,0.48265812137371644,8,10.173282937910988,0.05011955848012836,8,1.0099351248323316,0.004257017029370852,8,0.0,0.0,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,42.0216925,0.1427307674059292,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
636 636 800,random,8,0.0,distribution,none,2.0,0.8870782566802364,0.00353233659062552,8,4.0,0.0,8,14.0,0.0,8,15.78236663582171,0.0628582043927675,8,15.78236663582171,0.0628582043927675,8,63.362732620016885,0.25230975647325266,8,1.0424813542815576,0.0036766694412212254,8,0.0,0.0,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,52.475914375,0.4573818739259184,8,0.18682909761696867,0.005497638850776969,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.888007275660468,0.005205529280951385,8,14.0,0.0,8,14.0,0.0,8
637 637 800,random,8,0.0,distribution,norms,2.0,0.9608184007052684,0.0018959002266889736,8,4.0,0.0,8,14.0,0.0,8,14.57096118915543,0.028709498386072098,8,25.016789506034115,0.09965185940594572,8,39.97370928192246,0.15907928867083707,8,1.0426387212359818,0.0036312372519192028,8,0.0,0.0,8,0.03918159929473162,0.0018959002266889396,8,0.4175471357130617,0.001834407447322674,8,56.484508125,0.46148874437549137,8,0.1847751155207207,0.005333403660344699,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9605716780194191,0.002491174681498148,8,14.0,0.0,8,14.0,0.0,8
638 638 800,random,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.019794716934125,0.08928756437681643,8,38.432674510123995,0.13185300973352887,8,1.0014884961569483,0.0014508667696375192,8,0.0,0.0,8,0.0,0.0,8,0.538807905878512,0.001582236116802351,8,58.846845,0.5276814787350452,8,0.1821361231414735,0.006271017075687046,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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640 −800,random,8,0.0,network,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.356608801389132,0.08406076119558839,8,34.064123392184335,0.09713530851992495,8,1.0083410820673793,0.002854800630129819,8,0.0,0.0,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,44.043945,0.27717733240652676,8,0.2186313802392822,0.003817253502799495,8,1197.95,7.471087126860632,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
641 −800,random,8,0.0,network,federated,0.5,1.0,0.0,8,13.496811423676224,0.07930425993739193,8,16.0,0.0,8,16.0,0.0,8,29.356608801389132,0.08406076119558839,8,34.064123392184335,0.09713530851992495,8,1.0083410820673793,0.002854800630129819,8,0.0,0.0,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,44.043945,0.27717733240652676,8,0.2186313802392822,0.003817253502799495,8,552.05,17.43379312878129,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
642 −800,random,8,0.0,network,federated,2.0,1.0,0.0,8,13.496811423676224,0.07930425993739193,8,16.0,0.0,8,16.0,0.0,8,29.356608801389132,0.08406076119558839,8,34.064123392184335,0.09713530851992495,8,1.0083410820673793,0.002854800630129819,8,0.0,0.0,8,0.0,0.0,8,0.591230519293788,0.0011656237022390663,8,44.043945,0.27717733240652676,8,0.2186313802392822,0.003817253502799495,8,552.05,17.43379312878129,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
639 +800,random,8,0.0,network,central,0.5,0.029008306180842353,0.0030578875932378313,8,16.0,0.0,8,100.0,0.0,8,3481.0085320852904,367.34812846950314,8,3945.9429832289634,416.28211873328183,8,0.2559027824614766,0.026974966253701414,8,2.635648238239371,0.06240546333421778,8,0.9709916938191576,0.0030578875932377792,8,0.0,0.0,8,0.153114695669218,0.0006273377779848768,8,-2.09175,0.13817341588432577,8,0.440263687606652,0.0147245563110749,8,12919.2625,126.16805048935996,8,0.05779564865467718,0.006116082751850249,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
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642 +800,random,8,0.0,network,federated,2.0,0.9994186046511628,0.0016444343748524327,8,13.496811423676224,0.07930425993739193,8,84.98086854205734,0.4758255596243595,8,85.03062402999474,0.5186714854414651,8,98.39499511908531,0.4856614675374264,8,10.163335981474097,0.05034559267892783,8,1.0160118459557286,0.004317165536005275,8,0.0005813953488372093,0.001644434374852436,8,0.0,0.0,8,0.1765047623923906,0.0013617641916068262,8,41.95176375,0.24329876084103952,8,0.21859359013456028,0.0038668566764541038,8,552.05,17.43379312878129,8,1.0,0.0,8,0.9988530231033917,0.0032441405658238834,8,85.00252198437005,0.48976935998698723,8,84.96149585828681,0.60620652532386,8
643 643 800,random,8,0.0,network,none,2.0,0.8870371319372273,0.0032792332520534826,8,4.0,0.0,8,14.0,0.0,8,15.783068312780381,0.058428373517451754,8,15.783068312780381,0.058428373517451754,8,63.35979513837338,0.2342309465752516,8,1.0538335157270025,0.004986090936597493,8,0.0,0.0,8,0.11296286806277271,0.0032792332520534865,8,0.0,0.0,8,52.701763125,0.2728752281713254,8,0.2009466364590173,0.006358937700598417,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.8879189900984183,0.004532668643747739,8,14.0,0.0,8,14.0,0.0,8
644 644 800,random,8,0.0,network,norms,2.0,0.9607327596487304,0.001672308888425643,8,4.0,0.0,8,14.0,0.0,8,14.572249168725138,0.025393933784077595,8,24.97338180401155,0.07140570869715081,8,40.04292099352559,0.11450952324336874,8,1.0538734339554425,0.005039483780989476,8,0.0,0.0,8,0.03926724035126959,0.0016723088884256197,8,0.4164861544858456,0.00130909128418436,8,56.727231875,0.32510817151414007,8,0.19867433374837074,0.006335789645941957,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9603996246146094,0.0011762805346854568,8,14.0,0.0,8,14.0,0.0,8
645 645 800,random,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.00661476823142,0.05688254615945443,8,38.45191668509503,0.08406960791920805,8,1.0053822064281535,0.0024176517968929273,8,0.0,0.0,8,0.0,0.0,8,0.5385769997788596,0.0010088352950305033,8,58.92243625,0.3368691528063968,8,0.19777324179112635,0.006239660379981306,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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648 −800,random,8,0.0,none,federated,0.5,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,16.0,0.0,8,16.0,0.0,8,29.342776378506006,0.04468508156113042,8,34.08000717632066,0.051907498715279846,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.591039913884152,0.0006228899845833583,8,44.08892875,0.14904701141753898,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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648 +800,random,8,0.0,none,federated,0.5,0.04390563187856885,0.00413330482331146,8,13.49266506011445,0.08014296363880205,8,84.9559903606867,0.4808577818328057,8,1950.594928063815,190.46152284315346,8,2256.889925118783,219.61525413677006,8,0.4467333989943141,0.04293937232242715,8,2.5701563127865787,0.05376323035812799,8,0.9560943681214311,0.0041333048233114416,8,0.0,0.0,8,0.17643280267021633,0.0009454423643958414,8,-0.97252625,0.19193337839227298,8,0.38615266885755634,0.01576448363867031,8,4886.087115301919,265.0410870882797,8,0.08756270931691873,0.008241761590159437,8,0.0,0.0,8,85.00252198437005,0.48976935998698723,8,84.9095509154839,0.4929811495214533,8
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650 650 800,random,8,0.0,none,none,2.0,0.8870782566802364,0.00353233659062552,8,4.0,0.0,8,14.0,0.0,8,15.78236663582171,0.0628582043927675,8,15.78236663582171,0.0628582043927675,8,63.362732620016885,0.25230975647325266,8,1.0424813542815576,0.0036766694412212254,8,0.0,0.0,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,52.475914375,0.4573818739259184,8,0.18682909761696867,0.005497638850776969,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.888007275660468,0.005205529280951385,8,14.0,0.0,8,14.0,0.0,8
651 651 800,random,8,0.0,none,norms,2.0,0.9608184007052684,0.0018959002266889736,8,4.0,0.0,8,14.0,0.0,8,14.57096118915543,0.028709498386072098,8,25.016789506034115,0.09965185940594572,8,39.97370928192246,0.15907928867083707,8,1.0426387212359818,0.0036312372519192028,8,0.0,0.0,8,0.03918159929473162,0.0018959002266889396,8,0.4175471357130617,0.001834407447322674,8,56.484508125,0.46148874437549137,8,0.1847751155207207,0.005333403660344699,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9605716780194191,0.002491174681498148,8,14.0,0.0,8,14.0,0.0,8
652 652 800,random,8,0.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,26.019794716934125,0.08928756437681643,8,38.432674510123995,0.13185300973352887,8,1.0014884961569483,0.0014508667696375192,8,0.0,0.0,8,0.0,0.0,8,0.538807905878512,0.001582236116802351,8,58.846845,0.5276814787350452,8,0.1821361231414735,0.006271017075687046,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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656 −800,random,8,1.0,distribution,federated,2.0,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,15.431403805477565,0.024690443652187772,8,15.431403805477565,0.024690443652187772,8,28.77418018398357,0.05365757266966419,8,34.753485144474205,0.06482529148456341,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.6027196660765695,0.000754363811930988,8,44.105975,0.14919809176297785,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,15.958232524747164,0.03360867517226504,8
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657 657 800,random,8,1.0,distribution,none,2.0,0.8870782566802364,0.00353233659062552,8,4.0,0.0,8,14.0,0.0,8,15.78236663582171,0.0628582043927675,8,15.78236663582171,0.0628582043927675,8,63.362732620016885,0.25230975647325266,8,1.0424813542815576,0.0036766694412212254,8,0.0,0.0,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,52.475914375,0.4573818739259184,8,0.18682909761696867,0.005497638850776969,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.888007275660468,0.005205529280951385,8,14.0,0.0,8,14.0,0.0,8
658 658 800,random,8,1.0,distribution,norms,2.0,0.9608184007052684,0.0018959002266889736,8,4.0,0.0,8,13.40570918789407,0.015941792083908196,8,13.952435857671286,0.03328764501691554,8,24.398264174549972,0.1042932324599616,8,40.98717728352216,0.17510257479208932,8,1.0426387212359818,0.0036312372519192028,8,0.0,0.0,8,0.03918159929473162,0.0018959002266889396,8,0.4281325742462445,0.0017922136166093406,8,56.508195625,0.4618335627028847,8,0.1847751155207207,0.005333403660344699,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9605716780194191,0.002491174681498148,8,12.891405965483425,0.04550624505054596,8,13.919743813038375,0.05818687558207409,8
659 659 800,random,8,1.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,15.416555587949402,0.02888357270434072,8,15.416555587949402,0.02888357270434072,8,25.43635030488353,0.09892568177706737,8,39.31433649061836,0.1529007909753895,8,1.0014884961569483,0.0014508667696375192,8,0.0,0.0,8,0.0,0.0,8,0.5511674841403554,0.0015804933339623494,8,58.87014,0.5281101785206783,8,0.1821361231414735,0.006271017075687046,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.89392427153602,0.055195999164763844,8,15.938650803293532,0.03358121759864308,8
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662 −800,random,8,1.0,network,federated,0.5,1.0,0.0,8,13.496811423676224,0.07930425993739193,8,14.899658959998911,0.03326965334998744,8,14.899658959998911,0.03326965334998744,8,28.256267761388045,0.06979394474567827,8,35.39056649643264,0.08716544982968294,8,1.0083410820673793,0.002854800630129819,8,0.0,0.0,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,44.076895625,0.2767996982017028,8,0.2186313802392822,0.003817253502799495,8,552.05,17.43379312878129,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
663 −800,random,8,1.0,network,federated,2.0,1.0,0.0,8,13.496811423676224,0.07930425993739193,8,14.899658959998911,0.03326965334998744,8,14.899658959998911,0.03326965334998744,8,28.256267761388045,0.06979394474567827,8,35.39056649643264,0.08716544982968294,8,1.0083410820673793,0.002854800630129819,8,0.0,0.0,8,0.0,0.0,8,0.6142543036508723,0.0016742286391691645,8,44.076895625,0.2767996982017028,8,0.2186313802392822,0.003817253502799495,8,552.05,17.43379312878129,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.89175966316439,0.044801006160255265,8
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663 +800,random,8,1.0,network,federated,2.0,0.9994186046511628,0.0016444343748524327,8,13.496811423676224,0.07930425993739193,8,77.5532316320665,0.6256510061319692,8,77.59861035408345,0.6495615096750744,8,90.96298144317402,0.610989108620116,8,10.993918086358859,0.07401160673249357,8,1.0160118459557286,0.004317165536005275,8,0.0005813953488372093,0.001644434374852436,8,0.0,0.0,8,0.19093026469934865,0.0018267020908348563,8,42.174198125000004,0.2418901841145744,8,0.21859359013456028,0.0038668566764541038,8,552.05,17.43379312878129,8,1.0,0.0,8,0.9988530231033917,0.0032441405658238834,8,77.6220329298436,0.5473820476794047,8,77.48637287699711,0.8100085010797986,8
664 664 800,random,8,1.0,network,none,2.0,0.8870371319372273,0.0032792332520534826,8,4.0,0.0,8,14.0,0.0,8,15.783068312780381,0.058428373517451754,8,15.783068312780381,0.058428373517451754,8,63.35979513837338,0.2342309465752516,8,1.0538335157270025,0.004986090936597493,8,0.0,0.0,8,0.11296286806277271,0.0032792332520534865,8,0.0,0.0,8,52.701763125,0.2728752281713254,8,0.2009466364590173,0.006358937700598417,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.8879189900984183,0.004532668643747739,8,14.0,0.0,8,14.0,0.0,8
665 665 800,random,8,1.0,network,norms,2.0,0.9607327596487304,0.001672308888425643,8,4.0,0.0,8,12.893261871785773,0.039135218504017785,8,13.420298230463073,0.054551976601388406,8,23.821430865749484,0.07261986645216295,8,41.97934769268109,0.1279284586391053,8,1.0538734339554425,0.005039483780989476,8,0.0,0.0,8,0.03926724035126959,0.0016723088884256197,8,0.4366282948304441,0.0018636733190842524,8,56.771530625,0.3246660516750497,8,0.19867433374837074,0.006335789645941957,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9603996246146094,0.0011762805346854568,8,12.891405965483425,0.04550624505054596,8,12.895204502126933,0.05249185062765809,8
666 666 800,random,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.889887153548402,0.04243200069625667,8,14.889887153548402,0.04243200069625667,8,24.896501921779823,0.049381139318481704,8,40.16642361201819,0.07967532966136066,8,1.0053822064281535,0.0024176517968929273,8,0.0,0.0,8,0.0,0.0,8,0.5625928883237581,0.001716508414179318,8,58.966808125,0.3362108242599461,8,0.19777324179112635,0.006239660379981306,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.89392427153602,0.055195999164763844,8,14.88587761523993,0.03852757033334005,8
667 −800,random,8,1.0,none,central,0.5,0.08183736353937514,0.0090231148837507,8,16.0,0.0,8,14.906714321864566,0.02476380975207242,8,183.91824780813448,18.33364904830308,8,348.5448139390901,34.79247455271567,8,2.8969553316734062,0.31953804680126013,8,2.4995174412999437,0.13889687889574734,8,0.9181626364606248,0.009023114883750702,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,2.833266875,0.40640398418794976,8,0.32108781199051634,0.010062971104824726,8,9003.55,148.1488730008722,8,0.16318844478607167,0.017739368484327056,8,0.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
668 −800,random,8,1.0,none,central,2.0,1.0,0.0,8,16.0,0.0,8,14.906714321864566,0.02476380975207242,8,14.906714321864566,0.02476380975207242,8,28.249490700370572,0.050534864177609086,8,35.39896741232181,0.06333888394836652,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,44.121704375,0.14914021646561523,8,0.21117808376295744,0.003165127418818698,8,1199.1625,4.017439660850056,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
669 −800,random,8,1.0,none,federated,0.5,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,14.906714321864566,0.02476380975207242,8,14.906714321864566,0.02476380975207242,8,28.249490700370572,0.050534864177609086,8,35.39896741232181,0.06333888394836652,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,44.121704375,0.14914021646561523,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
670 −800,random,8,1.0,none,federated,2.0,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,14.906714321864566,0.02476380975207242,8,14.906714321864566,0.02476380975207242,8,28.249490700370572,0.050534864177609086,8,35.39896741232181,0.06333888394836652,8,1.0029482225955881,0.0018265489693997312,8,0.0,0.0,8,0.0,0.0,8,0.6139142166694759,0.0008240856265643843,8,44.121704375,0.14914021646561523,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,14.907566784491742,0.030350012444820735,8,14.90578904778795,0.034709637562562595,8
667 +800,random,8,1.0,none,central,0.5,0.028979743174426583,0.003070838297569936,8,16.0,0.0,8,91.25371457491653,0.19811047801657936,8,3180.3109416740067,341.32970932384103,8,3645.245392817679,390.31770841422923,8,0.27709028499718336,0.029625170545231245,8,2.635648238239371,0.06240546333421778,8,0.9710202568255735,0.0030708382975699272,8,0.0,0.0,8,0.165806882634668,0.00048085173928055097,8,-1.8325762500000002,0.1423026925693959,8,0.440263687606652,0.0147245563110749,8,12903.55,148.1488730008722,8,0.05779564865467718,0.006116082751850249,8,0.0,0.0,8,91.26053427593394,0.24280009955856588,8,91.2463123823036,0.27767710050050076,8
668 +800,random,8,1.0,none,central,2.0,0.9996128735247343,0.0010949590233490627,8,16.0,0.0,8,91.25371457491653,0.19811047801657936,8,91.28915507735394,0.22391049885345807,8,104.63713214738324,0.24410857491951576,8,9.556882332770321,0.022283187500917716,8,1.0310036001549183,0.006277517494023419,8,0.0003871264752657571,0.0010949590233490525,8,0.0,0.0,8,0.165806882634668,0.00048085173928055097,8,41.81554875,0.169297690764564,8,0.21117728001404287,0.0031638699760820122,8,1199.1625,4.017439660850056,8,1.0,0.0,8,0.9992304492512479,0.0021766182116391207,8,91.26053427593394,0.24280009955856588,8,91.2463123823036,0.27767710050050076,8
669 +800,random,8,1.0,none,federated,0.5,0.04390563187856885,0.00413330482331146,8,13.49266506011445,0.08014296363880205,8,77.5733579094438,0.5410715139945428,8,1781.322390595384,176.89884546869584,8,2087.617387650352,206.0436264916597,8,0.4830648146645442,0.04702959910078388,8,2.5701563127865787,0.05376323035812799,8,0.9560943681214311,0.0041333048233114416,8,0.0,0.0,8,0.1907616059282889,0.0012254011183519295,8,-0.75120375,0.1950113823738429,8,0.38615266885755634,0.01576448363867031,8,4886.087115301919,265.0410870882797,8,0.08756270931691873,0.008241761590159437,8,0.0,0.0,8,77.6220329298436,0.5473820476794047,8,77.52427462617584,0.5666512194863028,8
670 +800,random,8,1.0,none,federated,2.0,1.0,0.0,8,13.49266506011445,0.08014296363880205,8,77.5733579094438,0.5410715139945428,8,77.5733579094438,0.5410715139945428,8,90.9161342879498,0.5408777590943528,8,10.999490301597948,0.0657931326077525,8,1.0099351248323316,0.004257017029370852,8,0.0,0.0,8,0.0,0.0,8,0.1907616059282889,0.0012254011183519295,8,42.243015,0.14301938310193185,8,0.21117808376295744,0.003165127418818698,8,551.3625,14.380834219792028,8,1.0,0.0,8,1.0,0.0,8,77.6220329298436,0.5473820476794047,8,77.52427462617584,0.5666512194863028,8
671 671 800,random,8,1.0,none,none,2.0,0.8870782566802364,0.00353233659062552,8,4.0,0.0,8,14.0,0.0,8,15.78236663582171,0.0628582043927675,8,15.78236663582171,0.0628582043927675,8,63.362732620016885,0.25230975647325266,8,1.0424813542815576,0.0036766694412212254,8,0.0,0.0,8,0.11292174331976357,0.003532336590625517,8,0.0,0.0,8,52.475914375,0.4573818739259184,8,0.18682909761696867,0.005497638850776969,8,0.0,0.0,8,0.8861436391497409,0.0026560732625466434,8,0.888007275660468,0.005205529280951385,8,14.0,0.0,8,14.0,0.0,8
672 672 800,random,8,1.0,none,norms,2.0,0.9608184007052684,0.0018959002266889736,8,4.0,0.0,8,12.880790166523946,0.012347143383143919,8,13.406111039311076,0.03155813210185537,8,23.851939356189764,0.10110601783184657,8,41.92597046213429,0.17752305423728418,8,1.0426387212359818,0.0036312372519192028,8,0.0,0.0,8,0.03918159929473162,0.0018959002266889396,8,0.4379388930036347,0.001851906518034234,8,56.52911625,0.4618765336935707,8,0.1847751155207207,0.005333403660344699,8,0.0,0.0,8,0.9610604474680594,0.0030336522452653605,8,0.9605716780194191,0.002491174681498148,8,12.891405965483425,0.04550624505054596,8,12.870056910768316,0.043796967697774726,8
673 673 800,random,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.891771104173106,0.026541078517548958,8,14.891771104173106,0.026541078517548958,8,24.91156582110723,0.10156888480833809,8,40.14258040262896,0.16353783496271315,8,1.0014884961569483,0.0014508667696375192,8,0.0,0.0,8,0.0,0.0,8,0.5627783477751133,0.0014717707416538963,8,58.8910925,0.5284403247968821,8,0.1821361231414735,0.006271017075687046,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.89392427153602,0.055195999164763844,8,14.889703031687706,0.040414751762627696,8
674 −800,smallworld,2,0.0,distribution,central,0.5,0.08607271959518326,0.015697763218167873,8,16.0,0.0,8,16.0,0.0,8,190.77944678583546,30.809949217888107,8,349.92330240633993,56.27378567462215,8,2.931995985407314,0.5300788250209446,8,2.6086881515485265,0.11056236530004275,8,0.9139272804048167,0.015697763218167893,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,2.9873287499999996,0.6933259138475208,8,0.26781729069428656,0.018709707934957878,8,8967.0625,229.9957511253507,8,0.1729321383764817,0.03188064307851213,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
675 −800,smallworld,2,0.0,distribution,central,2.0,0.9543094057151147,0.00840148078407903,8,16.0,0.0,8,16.0,0.0,8,16.767194373095005,0.14845681527244878,8,30.758162833033687,0.2673745260814799,8,32.51384664829323,0.2829244636633051,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,42.00936,0.43809446225345683,8,0.12456561715954151,0.00513333435991668,8,1198.475,9.218575966880248,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,16.0,0.0,8,16.0,0.0,8
676 −800,smallworld,2,0.0,distribution,federated,0.5,0.9543094057151147,0.00840148078407903,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.767194373095005,0.14845681527244878,8,30.758162833033687,0.2673745260814799,8,32.51384664829323,0.2829244636633051,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,42.00936,0.43809446225345683,8,0.12456561715954151,0.00513333435991668,8,73.21875,6.980326307354325,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,16.0,0.0,8,16.0,0.0,8
677 −800,smallworld,2,0.0,distribution,federated,2.0,0.9543094057151147,0.00840148078407903,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.767194373095005,0.14845681527244878,8,30.758162833033687,0.2673745260814799,8,32.51384664829323,0.2829244636633051,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,42.00936,0.43809446225345683,8,0.12456561715954151,0.00513333435991668,8,73.21875,6.980326307354325,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,16.0,0.0,8,16.0,0.0,8
674 +800,smallworld,2,0.0,distribution,central,0.5,0.02954505601877658,0.002316573559686836,8,16.0,0.0,8,100.0,0.0,8,3401.832226296763,250.88919071311147,8,3855.9075025361326,282.9927064950115,8,0.2606433460990436,0.020307377510646273,8,2.6119188453550226,0.02619380308405003,8,0.9704549439812235,0.0023165735596868296,8,0.0,0.0,8,0.15307252488336853,0.0007684381571248783,8,-2.0686875000000002,0.11016738482223967,8,0.41496199503302605,0.016083362788695394,8,12867.0625,229.9957511253507,8,0.0593590066428031,0.004845898692592136,8,0.0,0.0,8,100.0,0.0,8,100.0,0.0,8
675 +800,smallworld,2,0.0,distribution,central,2.0,0.9470292946559921,0.010358963573283846,8,16.0,0.0,8,100.0,0.0,8,105.60447355095482,1.1618031041908703,8,119.70382993613687,1.3323596681199743,8,8.354853293908784,0.09259123072199991,8,1.7147185765073358,0.013555367129540547,8,0.05297070534400795,0.010358963573283869,8,0.0,0.0,8,0.15307252488336853,0.0007684381571248783,8,39.166312500000004,0.583500348114721,8,0.12857922128586693,0.006588906310460379,8,1198.475,9.218575966880248,8,0.9634113778869043,0.007381632360249496,8,0.9308326085155403,0.016394445800059596,8,100.0,0.0,8,100.0,0.0,8
676 +800,smallworld,2,0.0,distribution,federated,0.5,0.5669394868154843,0.0471288686397541,8,7.4581631138072995,0.09498312430209727,8,48.7489786828438,0.5698987458125815,8,86.54306355619123,7.7152668251163465,8,110.23371755016306,9.667060054593865,8,9.134917477548964,0.8266858316164332,8,2.154539951054388,0.020557974568583347,8,0.4330605131845156,0.04712886863975409,8,0.0,0.0,8,0.2794204810614718,0.002294366216607825,8,23.62256625,2.179068648095442,8,0.3172575074772636,0.03952773502819802,8,105.22295590669636,52.71128982713653,8,0.704092346684065,0.06426587350508427,8,0.4310272361255006,0.03484564279146583,8,48.82936947293399,0.562278572319278,8,48.66944691779613,0.5846887630088651,8
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678 678 800,smallworld,2,0.0,distribution,none,2.0,0.15370256149809625,0.005326422000004553,8,4.0,0.0,8,14.0,0.0,8,91.18248326971805,3.215916727627203,8,91.18248326971805,3.215916727627203,8,10.978754392721159,0.38045871428603983,8,2.6141540717708227,0.0239669871506093,8,0.7623258311582332,0.006724898180931056,8,0.08397160734367057,0.002517546896223524,8,0.0,0.0,8,8.674043125,0.3071530184026183,8,0.2850840907904238,0.008754316909781339,8,0.0,0.0,8,0.2557306085946471,0.010543861546848858,8,0.051819577327744205,0.0046215638229493575,8,14.0,0.0,8,14.0,0.0,8
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706 706 800,smallworld,2,1.0,network,none,2.0,0.15098588319105916,0.0070074600756120774,8,4.0,0.0,8,14.0,0.0,8,92.89745914523014,4.279295313222468,8,92.89745914523014,4.279295313222468,8,10.78470594221851,0.5005328625437192,8,2.602174525866209,0.02556695071505645,8,0.765121722774544,0.008411706506320395,8,0.08389239403439683,0.0028727733737976837,8,0.0,0.0,8,8.487093125,0.38637341859858015,8,0.2910249068147707,0.007906575613402718,8,0.0,0.0,8,0.2557306085946471,0.010543861546848858,8,0.04588163342227997,0.009267443438583076,8,14.0,0.0,8,14.0,0.0,8
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708 708 800,smallworld,2,1.0,network,records,2.0,0.9051639822515549,0.007776918311943671,8,2.0,0.0,8,14.895305907166422,0.034607709032374284,8,16.45683764309735,0.1264450695546694,8,27.500477703403828,0.2370256038577062,8,36.36535519009261,0.31168343823500366,8,1.7203972326610941,0.009051650505948501,8,0.09483601774844505,0.007776918311943674,8,0.0,0.0,8,0.5622760226494586,0.0014768503288847162,8,53.340456875,0.6383130795471639,8,0.1317929408832064,0.00294534367469791,8,0.0,0.0,8,0.9779670377114733,0.002791176852826802,8,0.8320920155938419,0.015315730522323896,8,14.881998655399537,0.049846523848124207,8,14.908599206979003,0.03349764670881034,8
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710 −800,smallworld,2,1.0,none,central,2.0,0.9543094057151147,0.00840148078407903,8,16.0,0.0,8,14.894814814396085,0.031680844187260464,8,15.60897674361798,0.13704373689096797,8,29.599945203556665,0.2514506467574255,8,33.785983705932296,0.2875532712027367,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,42.042471875,0.43793839789353073,8,0.12456561715954151,0.00513333435991668,8,1198.475,9.218575966880248,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
711 −800,smallworld,2,1.0,none,federated,0.5,0.9543094057151147,0.00840148078407903,8,7.4581631138072995,0.09498312430209727,8,14.894814814396085,0.031680844187260464,8,15.60897674361798,0.13704373689096797,8,29.599945203556665,0.2514506467574255,8,33.785983705932296,0.2875532712027367,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,42.042471875,0.43793839789353073,8,0.12456561715954151,0.00513333435991668,8,73.21875,6.980326307354325,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
712 −800,smallworld,2,1.0,none,federated,2.0,0.9543094057151147,0.00840148078407903,8,7.4581631138072995,0.09498312430209727,8,14.894814814396085,0.031680844187260464,8,15.60897674361798,0.13704373689096797,8,29.599945203556665,0.2514506467574255,8,33.785983705932296,0.2875532712027367,8,1.6878265722812678,0.009376317174487331,8,0.04569059428488532,0.008401480784079008,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,42.042471875,0.43793839789353073,8,0.12456561715954151,0.00513333435991668,8,73.21875,6.980326307354325,8,0.9675679188721259,0.006725450704280318,8,0.9412002036117637,0.014305770392364811,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
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713 713 800,smallworld,2,1.0,none,none,2.0,0.15370256149809625,0.005326422000004553,8,4.0,0.0,8,14.0,0.0,8,91.18248326971805,3.215916727627203,8,91.18248326971805,3.215916727627203,8,10.978754392721159,0.38045871428603983,8,2.6141540717708227,0.0239669871506093,8,0.7623258311582332,0.006724898180931056,8,0.08397160734367057,0.002517546896223524,8,0.0,0.0,8,8.674043125,0.3071530184026183,8,0.2850840907904238,0.008754316909781339,8,0.0,0.0,8,0.2557306085946471,0.010543861546848858,8,0.051819577327744205,0.0046215638229493575,8,14.0,0.0,8,14.0,0.0,8
714 714 800,smallworld,2,1.0,none,norms,2.0,0.16116006594518423,0.005667884250396088,8,4.0,0.0,8,12.89556929059941,0.030872339979273102,8,80.10383634871923,2.8261901538740744,8,142.1308562386424,4.921892063729509,8,7.0431119348516535,0.24240283503927645,8,2.6138339031531412,0.02245714263591528,8,0.7989592704363405,0.005529101552631811,8,0.0398806636184753,0.001823806013131444,8,0.4364172277875623,0.0013022934078170368,8,8.7664075,0.3287393096577974,8,0.28138970387172857,0.008922550475247149,8,0.0,0.0,8,0.26826387871199553,0.011019092452543632,8,0.05420540159394472,0.004866538607628271,8,12.897143087237662,0.01953461499378298,8,12.893877173247855,0.046509841942535886,8
715 715 800,smallworld,2,1.0,none,records,2.0,0.9746058667950276,0.0036253884985001307,8,2.0,0.0,8,14.892026769176468,0.024060597856534506,8,15.280248957035411,0.06574411353326697,8,25.52365421445813,0.1076374963407408,8,39.179950509126655,0.16466954762440592,8,1.6662541865972444,0.013336162532370216,8,0.025394133204972406,0.003625388498500155,8,0.0,0.0,8,0.5621326429373054,0.0008166090597191612,8,57.579240625,0.331101055435147,8,0.10332213907000848,0.002527477942712157,8,0.0,0.0,8,0.9779670377114733,0.002791176852826802,8,0.9712507885209213,0.006306195400267443,8,14.881998655399537,0.049846523848124207,8,14.901976505827426,0.03767457187049087,8
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717 −800,smallworld,8,0.0,distribution,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,1198.475,9.218575966880248,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
718 −800,smallworld,8,0.0,distribution,federated,0.5,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
719 −800,smallworld,8,0.0,distribution,federated,2.0,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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720 720 800,smallworld,8,0.0,distribution,none,2.0,0.9160283926563294,0.002517546896223521,8,4.0,0.0,8,14.0,0.0,8,15.283469981842364,0.041964684065027395,8,15.283469981842364,0.041964684065027395,8,65.4305994754521,0.17982477830168273,8,1.0314097046857331,0.003243480372091473,8,0.0,0.0,8,0.08397160734367057,0.002517546896223524,8,0.0,0.0,8,54.479355625,0.2453320170479964,8,0.10742388593286593,0.0032225850796759477,8,0.0,0.0,8,0.9149343009764334,0.004284669974142995,8,0.9171098807770123,0.0038746118964100846,8,14.0,0.0,8,14.0,0.0,8
721 721 800,smallworld,8,0.0,distribution,norms,2.0,0.9601193363815247,0.001823806013131465,8,4.0,0.0,8,14.0,0.0,8,14.581566747916236,0.027690612806635373,8,24.98226633018761,0.0655187628845305,8,40.028634731544045,0.10489869758001584,8,1.0316554627551915,0.003403705981992892,8,0.0,0.0,8,0.0398806636184753,0.001823806013131444,8,0.41632167736288417,0.0010261947451309544,8,56.728730625,0.2677708999104285,8,0.10545937027520598,0.003120374355294802,8,0.0,0.0,8,0.9597297756069584,0.0031185830245196353,8,0.9605039856705965,0.001594118267476644,8,14.0,0.0,8,14.0,0.0,8
722 722 800,smallworld,8,0.0,distribution,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.983241264604068,0.06084652232837854,8,38.486529474428664,0.08979552944640076,8,1.0000711619963312,0.00020127652067419437,8,0.0,0.0,8,0.0,0.0,8,0.538161646306856,0.0010775463533567895,8,59.06156125,0.3589751955393278,8,0.10516129167968272,0.002992676529440573,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
723 −800,smallworld,8,0.0,network,central,0.5,0.08710707414227414,0.015652284958581193,8,16.0,0.0,8,16.0,0.0,8,188.30101936307716,29.559008016797794,8,345.8826479478839,54.57191133836674,8,2.964111601488658,0.5314165573414832,8,2.5846028230075486,0.12386457415331802,8,0.9128929258577259,0.0156522849585812,8,0.0,0.0,8,0.5916622113812665,0.0017322025414070823,8,3.02613875,0.6986130728284332,8,0.26885772089547366,0.019254944131772853,8,8913.3375,237.24508688274304,8,0.17461969952264308,0.032268255368011284,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
724 −800,smallworld,8,0.0,network,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.38789680704445,0.12456203931665173,8,34.02814905156112,0.14435021178391888,8,1.0033150367978696,0.0019133158607582388,8,0.0,0.0,8,0.0,0.0,8,0.5916622113812665,0.0017322025414070823,8,43.94192,0.41334223955458577,8,0.15800933094841574,0.0036302934954783993,8,1195.2,11.14130025753599,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
725 −800,smallworld,8,0.0,network,federated,0.5,1.0,0.0,8,7.592519714910821,0.1318077945634356,8,16.0,0.0,8,16.0,0.0,8,29.38789680704445,0.12456203931665173,8,34.02814905156112,0.14435021178391888,8,1.0033150367978696,0.0019133158607582388,8,0.0,0.0,8,0.0,0.0,8,0.5916622113812665,0.0017322025414070823,8,43.94192,0.41334223955458577,8,0.15800933094841574,0.0036302934954783993,8,83.85,10.832490809728714,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
726 −800,smallworld,8,0.0,network,federated,2.0,1.0,0.0,8,7.592519714910821,0.1318077945634356,8,16.0,0.0,8,16.0,0.0,8,29.38789680704445,0.12456203931665173,8,34.02814905156112,0.14435021178391888,8,1.0033150367978696,0.0019133158607582388,8,0.0,0.0,8,0.0,0.0,8,0.5916622113812665,0.0017322025414070823,8,43.94192,0.41334223955458577,8,0.15800933094841574,0.0036302934954783993,8,83.85,10.832490809728714,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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727 727 800,smallworld,8,0.0,network,none,2.0,0.9161076059656031,0.0028727733737976633,8,4.0,0.0,8,14.0,0.0,8,15.282179332658579,0.04802646826575125,8,15.282179332658579,0.04802646826575125,8,65.43625756897166,0.2051980981284104,8,1.040265359921571,0.004733727250644726,8,0.0,0.0,8,0.08389239403439683,0.0028727733737976837,8,0.0,0.0,8,54.340218125,0.537368879215714,8,0.13599761243978734,0.003125192984979739,8,0.0,0.0,8,0.9149343009764334,0.004284669974142995,8,0.9172840829571166,0.0029363607973697074,8,14.0,0.0,8,14.0,0.0,8
728 728 800,smallworld,8,0.0,network,norms,2.0,0.9602095212074544,0.0020321646724711564,8,4.0,0.0,8,14.0,0.0,8,14.580208345545435,0.030860651906870464,8,25.008124209533715,0.1210223194050744,8,39.98782423595342,0.19335802971586463,8,1.0404187791143709,0.004288492142431437,8,0.0,0.0,8,0.03979047879254562,0.0020321646724711425,8,0.4169733277400107,0.0019909691797924526,8,56.583030625,0.5383597163835286,8,0.13433672440117664,0.003098033277308402,8,0.0,0.0,8,0.9597297756069584,0.0031185830245196353,8,0.9606931630455794,0.001341987983008082,8,14.0,0.0,8,14.0,0.0,8
729 729 800,smallworld,8,0.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,16.0,0.0,8,16.0,0.0,8,25.995736441657932,0.09182971774420606,8,38.46826562369855,0.13558710006171887,8,1.001733896580523,0.0004863749152577806,8,0.0,0.0,8,0.0,0.0,8,0.5383808125156174,0.0016270452007406044,8,58.98968,0.5424906644358051,8,0.13617407852149668,0.002516808252366795,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
730 −800,smallworld,8,0.0,none,central,0.5,0.0869098689475028,0.01587204277794618,8,16.0,0.0,8,16.0,0.0,8,188.91029185015978,30.29232426501471,8,346.4919204349665,55.309571944365274,8,2.960475415318387,0.535633859611912,8,2.5846028230075486,0.12386457415331802,8,0.9130901310524973,0.015872042777946203,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,3.02482875,0.7001334933616488,8,0.26885772089547366,0.019254944131772853,8,8967.0625,229.9957511253507,8,0.17461969952264308,0.032268255368011284,8,0.0,0.0,8,16.0,0.0,8,16.0,0.0,8
731 −800,smallworld,8,0.0,none,central,2.0,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,1198.475,9.218575966880248,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
732 −800,smallworld,8,0.0,none,federated,0.5,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
733 −800,smallworld,8,0.0,none,federated,2.0,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,16.0,0.0,8,16.0,0.0,8,29.350991657569747,0.10286772174632672,8,34.07076500209325,0.1193146734587378,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.591150819974881,0.0014317760815048572,8,44.0634225,0.3420091683712577,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,16.0,0.0,8,16.0,0.0,8
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746 +800,smallworld,8,1.0,network,federated,0.5,0.5706861649796964,0.04800533821847556,8,7.592519714910821,0.1318077945634356,8,45.339188072678766,0.6661133185174875,8,79.98871612783348,7.416379355182517,8,103.58912922618964,9.33889462292155,8,9.725105394068201,0.908606212253615,8,1.9577963564356655,0.030948730584357275,8,0.4293138350203036,0.048005338218475545,8,0.0,0.0,8,0.2961065541558071,0.003007244142238633,8,23.823619375,2.1838389305605146,8,0.3324763293487555,0.03421540047143758,8,193.74696935847948,109.52735172202786,8,0.721418669603566,0.06561939211440408,8,0.4205850065020491,0.05040380928279326,8,44.74510971163049,0.46649686606150603,8,45.932685622166375,0.9371404839498836,8
747 +800,smallworld,8,1.0,network,federated,2.0,1.0,0.0,8,7.592519714910821,0.1318077945634356,8,45.339188072678766,0.6661133185174875,8,45.339188072678766,0.6661133185174875,8,58.727084879723215,0.7300580011251303,8,17.030242330191736,0.21367785311782864,8,1.00377621530084,0.0017680035172980436,8,0.0,0.0,8,0.0,0.0,8,0.2961065541558071,0.003007244142238633,8,43.065338125,0.41464170321183347,8,0.15800933094841574,0.0036302934954783993,8,83.85,10.832490809728714,8,1.0,0.0,8,1.0,0.0,8,44.74510971163049,0.46649686606150603,8,45.932685622166375,0.9371404839498836,8
748 748 800,smallworld,8,1.0,network,none,2.0,0.9161076059656031,0.0028727733737976633,8,4.0,0.0,8,14.0,0.0,8,15.282179332658579,0.04802646826575125,8,15.282179332658579,0.04802646826575125,8,65.43625756897166,0.2051980981284104,8,1.040265359921571,0.004733727250644726,8,0.0,0.0,8,0.08389239403439683,0.0028727733737976837,8,0.0,0.0,8,54.340218125,0.537368879215714,8,0.13599761243978734,0.003125192984979739,8,0.0,0.0,8,0.9149343009764334,0.004284669974142995,8,0.9172840829571166,0.0029363607973697074,8,14.0,0.0,8,14.0,0.0,8
749 749 800,smallworld,8,1.0,network,norms,2.0,0.9602095212074544,0.0020321646724711564,8,4.0,0.0,8,12.885244839350635,0.02258124242510157,8,13.41924905925664,0.03478863402110472,8,23.847164923244918,0.11562498588747834,8,41.93456828023476,0.20327817232643833,8,1.0404187791143709,0.004288492142431437,8,0.0,0.0,8,0.03979047879254562,0.0020321646724711425,8,0.43727335688090807,0.002172953167017274,8,56.627564375000006,0.5384833481603509,8,0.13433672440117664,0.003098033277308402,8,0.0,0.0,8,0.9597297756069584,0.0031185830245196353,8,0.9606931630455794,0.001341987983008082,8,12.897143087237662,0.01953461499378298,8,12.873343796195678,0.03859905049726136,8
750 750 800,smallworld,8,1.0,network,records,2.0,1.0,0.0,8,2.0,0.0,8,14.895305907166422,0.034607709032374284,8,14.895305907166422,0.034607709032374284,8,24.891042348824353,0.11054259067296826,8,40.17578686008053,0.17795162581628796,8,1.001733896580523,0.0004863749152577806,8,0.0,0.0,8,0.0,0.0,8,0.5622760226494586,0.0014768503288847162,8,59.033894375,0.5434589718082095,8,0.13617407852149668,0.002516808252366795,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.881998655399537,0.049846523848124207,8,14.908599206979003,0.03349764670881034,8
751 −800,smallworld,8,1.0,none,central,0.5,0.0869098689475028,0.01587204277794618,8,16.0,0.0,8,14.894814814396085,0.031680844187260464,8,175.85389710556254,28.127622360958146,8,333.4355256903693,53.14379701166643,8,3.0762510918262382,0.5564463155963828,8,2.5846028230075486,0.12386457415331802,8,0.9130901310524973,0.015872042777946203,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,3.057940625,0.6999718155623814,8,0.26885772089547366,0.019254944131772853,8,8967.0625,229.9957511253507,8,0.17461969952264308,0.032268255368011284,8,0.0,0.0,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
752 −800,smallworld,8,1.0,none,central,2.0,1.0,0.0,8,16.0,0.0,8,14.894814814396085,0.031680844187260464,8,14.894814814396085,0.031680844187260464,8,28.24580647196583,0.09990957274371895,8,35.403873527591244,0.1253715687233869,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,44.096534375,0.34203979077667745,8,0.12701746384490448,0.00460097953911085,8,1198.475,9.218575966880248,8,1.0,0.0,8,1.0,0.0,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
753 −800,smallworld,8,1.0,none,federated,0.5,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,14.894814814396085,0.031680844187260464,8,14.894814814396085,0.031680844187260464,8,28.24580647196583,0.09990957274371895,8,35.403873527591244,0.1253715687233869,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,44.096534375,0.34203979077667745,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
754 −800,smallworld,8,1.0,none,federated,2.0,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,14.894814814396085,0.031680844187260464,8,14.894814814396085,0.031680844187260464,8,28.24580647196583,0.09990957274371895,8,35.403873527591244,0.1253715687233869,8,1.0002588371921903,0.0003609279857688506,8,0.0,0.0,8,0.0,0.0,8,0.6142815824156258,0.0017072099687691054,8,44.096534375,0.34203979077667745,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,14.899935219363162,0.05363983854066269,8,14.889560121369662,0.03278278768418675,8
751 +800,smallworld,8,1.0,none,central,0.5,0.029639013181646412,0.0022264555651620916,8,16.0,0.0,8,91.15851851516868,0.2534467534980837,8,3089.8791950281657,217.05938172713448,8,3542.316201280641,247.359205180203,8,0.2835949863815528,0.021220058251771045,8,2.6008690071133715,0.025806678462879828,8,0.9703609868183536,0.0022264555651621176,8,0.0,0.0,8,0.16602357610934645,0.0009994742405033431,8,-1.79957375,0.10592824902296571,8,0.4139743374527998,0.014619482142222359,8,12867.0625,229.9957511253507,8,0.05954694200902302,0.004661759436227389,8,0.0,0.0,8,91.19948175490529,0.4291187083253015,8,91.1164809709573,0.262262301473494,8
752 +800,smallworld,8,1.0,none,central,2.0,0.9918323208696573,0.00786230784611702,8,16.0,0.0,8,91.15851851516868,0.2534467534980837,8,91.91358242441468,0.6736055694408949,8,105.37556401812563,0.8195323641510739,8,9.490367276812993,0.0736384598400204,8,1.0902167981306656,0.02235458770944285,8,0.008167679130342692,0.007862307846117016,8,0.0,0.0,8,0.16602357610934645,0.0009994742405033431,8,41.44542625,0.5635315788575125,8,0.13057393680666599,0.00624082554524666,8,1198.475,9.218575966880248,8,0.9951702261797829,0.005575237829562107,8,0.9885320738521407,0.010966919546472728,8,91.19948175490529,0.4291187083253015,8,91.1164809709573,0.262262301473494,8
753 +800,smallworld,8,1.0,none,federated,0.5,0.5865807673299254,0.049806388276430406,8,7.4581631138072995,0.09498312430209727,8,44.648648513422124,0.440925217533913,8,76.62347745669818,6.869997992689701,8,99.52609903925737,8.790075886945749,8,10.11857004516141,0.9207584694140608,8,1.95653456768214,0.03486541207542209,8,0.41341923267007463,0.049806388276430406,8,0.0,0.0,8,0.2991679488706976,0.0020320241664348276,8,24.62759625,2.2889822795478176,8,0.3190450636439406,0.03931965418257951,8,105.22295590669636,52.71128982713653,8,0.721418669603566,0.06561939211440408,8,0.4529498330727974,0.03908919163021831,8,44.74510971163049,0.46649686606150603,8,44.552673823435285,0.44539099270866755,8
754 +800,smallworld,8,1.0,none,federated,2.0,1.0,0.0,8,7.4581631138072995,0.09498312430209727,8,44.648648513422124,0.440925217533913,8,44.648648513422124,0.440925217533913,8,57.999640170991874,0.4966068742803894,8,17.242596815248994,0.1482344065480395,8,1.0010184598612812,0.0010296042782450574,8,0.0,0.0,8,0.0,0.0,8,0.2991679488706976,0.0020320241664348276,8,43.20509625,0.3417136949234176,8,0.12701746384490448,0.00460097953911085,8,73.21875,6.980326307354325,8,1.0,0.0,8,1.0,0.0,8,44.74510971163049,0.46649686606150603,8,44.552673823435285,0.44539099270866755,8
755 755 800,smallworld,8,1.0,none,none,2.0,0.9160283926563294,0.002517546896223521,8,4.0,0.0,8,14.0,0.0,8,15.283469981842364,0.041964684065027395,8,15.283469981842364,0.041964684065027395,8,65.4305994754521,0.17982477830168273,8,1.0314097046857331,0.003243480372091473,8,0.0,0.0,8,0.08397160734367057,0.002517546896223524,8,0.0,0.0,8,54.479355625,0.2453320170479964,8,0.10742388593286593,0.0032225850796759477,8,0.0,0.0,8,0.9149343009764334,0.004284669974142995,8,0.9171098807770123,0.0038746118964100846,8,14.0,0.0,8,14.0,0.0,8
756 756 800,smallworld,8,1.0,none,norms,2.0,0.9601193363815247,0.001823806013131465,8,4.0,0.0,8,12.89556929059941,0.030872339979273102,8,13.431291405844817,0.05222894505548592,8,23.83199098811619,0.07969743519971224,8,41.96081491896397,0.1400019190306086,8,1.0316554627551915,0.003403705981992892,8,0.0,0.0,8,0.0398806636184753,0.001823806013131444,8,0.4364172277875623,0.0013022934078170368,8,56.77297,0.26801529600538876,8,0.10545937027520598,0.003120374355294802,8,0.0,0.0,8,0.9597297756069584,0.0031185830245196353,8,0.9605039856705965,0.001594118267476644,8,12.897143087237662,0.01953461499378298,8,12.893877173247855,0.046509841942535886,8
757 757 800,smallworld,8,1.0,none,records,2.0,1.0,0.0,8,2.0,0.0,8,14.892026769176468,0.024060597856534506,8,14.892026769176468,0.024060597856534506,8,24.875268033780536,0.07887369990278023,8,40.200923778176815,0.12684609023593618,8,1.0000711619963312,0.00020127652067419437,8,0.0,0.0,8,0.0,0.0,8,0.5621326429373054,0.0008166090597191612,8,59.105959375,0.3598746830241015,8,0.10516129167968272,0.002992676529440573,8,0.0,0.0,8,1.0,0.0,8,1.0,0.0,8,14.881998655399537,0.049846523848124207,8,14.901976505827426,0.03767457187049087,8
modified results/simulated/institution_loss_shares.csv +3 −3
@@ -1,7 +1,7 @@
1 1 regime,admin_capacity_ratio,welfare_loss,bits_loss,success_loss,n_cells
2 2 central,0.5,1.0,1.0,1.0,108
3 −central,2.0,0.5,0.5,0.0,108
4 −federated,0.5,0.5555555555555556,0.5555555555555556,0.2222222222222222,108
5 −federated,2.0,0.5,0.5,0.0,108
3 +central,2.0,0.5,0.75,0.0,108
4 +federated,0.5,0.7962962962962963,0.9537037037037037,0.7777777777777778,108
5 +federated,2.0,0.5,0.5370370370370371,0.0,108
6 6 norms,2.0,0.06481481481481481,1.0,0.0,108
7 7 records,2.0,0.0,0.5,0.0,108
modified results/simulated/paired_vs_none.csv +4 −4
@@ -1,7 +1,7 @@
1 1 regime,admin_capacity_ratio,n_pairs,share_lower_bits_per_success,share_lower_bits_incl_setup,share_higher_success,share_higher_welfare,mean_d_bits_per_success,mean_d_success,mean_d_welfare,ci_d_bits,ci_d_success,ci_d_welfare
2 2 norms,2.0,864,0.9965277777777778,0.0,0.9930555555555556,0.9004629629629629,-5.453626571602955,0.03150570529237053,1.512692314814815,"(np.float64(-5.840198369172916), np.float64(-5.067054774032994))","(np.float64(0.02979567495840705), np.float64(0.033215735626334016))","(np.float64(1.4095988756153452), np.float64(1.6157857540142848))"
3 3 records,2.0,864,0.7118055555555556,0.5,1.0,1.0,-43.568315884029545,0.43430567686480614,25.67052300925926,"(np.float64(-46.71216614792117), np.float64(-40.42446562013792))","(np.float64(0.41152241162750325), np.float64(0.45708894210210904))","(np.float64(24.299082507371715), np.float64(27.041963511146804))"
4 −central,0.5,864,0.004629629629629629,0.0,0.006944444444444444,0.0,145.924417767732,-0.4423576747013016,-28.015212094907408,"(np.float64(140.6247596052974), np.float64(151.22407593016658))","(np.float64(-0.46784278110485705), np.float64(-0.41687256829774616))","(np.float64(-29.548051390515205), np.float64(-26.48237279929961))"
5 −central,2.0,864,0.7175925925925926,0.5,1.0,0.5,-43.09533516187988,0.41402048893703874,11.641107349537037,"(np.float64(-46.193939883471444), np.float64(-39.99673044028832))","(np.float64(0.3923990757854621), np.float64(0.43564190208861536))","(np.float64(10.285598724756067), np.float64(12.996615974318008))"
6 −federated,0.5,864,0.6134259259259259,0.4444444444444444,0.8333333333333334,0.4699074074074074,-28.558350401197146,0.2723000230279377,4.728190682870371,"(np.float64(-32.30285142162753), np.float64(-24.813849380766758))","(np.float64(0.24347682099906254), np.float64(0.3011232250568129))","(np.float64(3.1153619588384767), np.float64(6.341019406902264))"
7 −federated,2.0,864,0.7175925925925926,0.5,1.0,0.5,-43.09533516187988,0.41402048893703874,11.641107349537037,"(np.float64(-46.193939883471444), np.float64(-39.99673044028832))","(np.float64(0.3923990757854621), np.float64(0.43564190208861536))","(np.float64(10.285598724756067), np.float64(12.996615974318008))"
4 +central,0.5,864,0.0,0.0,0.0,0.0,2450.8579183687884,-0.4925942926805999,-32.08026469907407,"(np.float64(2397.411292425162), np.float64(2504.3045443124147))","(np.float64(-0.5181018142362752), np.float64(-0.46708677112492464))","(np.float64(-33.615253926164485), np.float64(-30.545275471983654))"
5 +central,2.0,864,0.3298611111111111,0.2465277777777778,1.0,0.5,19.546162223135273,0.4091179409227808,9.651280439814814,"(np.float64(16.425417225161592), np.float64(22.666907221108954))","(np.float64(0.38746170729279417), np.float64(0.43077417455276745))","(np.float64(8.291776827937936), np.float64(11.010784051691692))"
6 +federated,0.5,864,0.09259259259259259,0.041666666666666664,0.2222222222222222,0.17939814814814814,692.8940981101447,-0.2934618027368202,-22.414419618055557,"(np.float64(646.2677767128464), np.float64(739.520419507443))","(np.float64(-0.3229421939206829), np.float64(-0.2639814115529575))","(np.float64(-24.081551250055465), np.float64(-20.74728798605565))"
7 +federated,2.0,864,0.4988425925925926,0.46296296296296297,1.0,0.5,-4.6098883023281605,0.4124544506082041,10.491144618055555,"(np.float64(-7.532207342806911), np.float64(-1.6875692618494091))","(np.float64(0.39081456436798806), np.float64(0.4340943368484202))","(np.float64(9.133544330817575), np.float64(11.848744905293536))"
modified results/simulated/regime_by_N.csv +12 −12
@@ -1,16 +1,16 @@
1 1 regime,N,admin_capacity_ratio,success_rate,bits_per_task,bits_per_success,bits_per_success_incl_setup,msgs_per_task,welfare_per_agent,gini_benefit,fail_latency_share,fail_decode_share
2 −central,50,0.5,0.07000702092006846,15.523472506410773,247.3239277805108,443.46722424459506,8.0,2.5188816666666667,0.29957717974992903,0.9299929790799316,0.0
3 −central,50,2.0,0.938876193608848,15.523472506410773,16.7966014597402,30.08066353815938,8.0,44.99263166666667,0.1448994202920108,0.0611238063911521,0.0
4 −central,200,0.5,0.08486946710317224,15.51953948873745,187.8692058016899,349.0061529377101,12.0,2.9576837499999997,0.2762563345931926,0.9151305328968279,0.0
5 −central,200,2.0,0.9355619373004647,15.51953948873745,16.76141522774607,31.14796643359055,12.0,41.313725416666664,0.1572580746845818,0.06443806269953524,0.0
6 −central,800,0.5,0.0869548472329378,15.535296888900088,182.19553127738445,338.9184814413825,16.0,3.0378565625,0.27894185297299945,0.9130451527670621,0.0
7 −central,800,2.0,0.9365276952618871,15.535296888900088,16.77138938326324,31.200820207660904,16.0,41.17702322916667,0.15768025936019936,0.063472304738113,0.0
8 −federated,50,0.5,0.5542492637319347,15.523472506410773,59.0086873784882,105.45082484217043,6.809173313295386,26.071381666666667,0.1978285567640614,0.4457507362680653,0.0
9 −federated,50,2.0,0.938876193608848,15.523472506410773,16.7966014597402,30.08066353815938,6.809173313295386,44.99263166666667,0.1448994202920108,0.0611238063911521,0.0
10 −federated,200,0.5,0.8950274694500747,15.51953948873745,18.160283591046287,33.75080811926969,8.063519270023129,39.49622541666667,0.15935926188927232,0.10497253054992521,0.0
11 −federated,200,2.0,0.9355619373004647,15.51953948873745,16.76141522774607,31.14796643359055,8.063519270023129,41.313725416666664,0.1572580746845818,0.06443806269953524,0.0
12 −federated,800,0.5,0.9365276952618871,15.535296888900088,16.77138938326324,31.200820207660904,9.34231907976616,41.17702322916667,0.15768025936019936,0.063472304738113,0.0
13 −federated,800,2.0,0.9365276952618871,15.535296888900088,16.77138938326324,31.200820207660904,9.34231907976616,41.17702322916667,0.15768025936019936,0.063472304738113,0.0
2 +central,50,0.5,0.03417491423876221,50.0938900256431,1552.0069322889096,1932.2934784976533,8.0,-0.3632466666666667,0.38802326825973854,0.9658250857612377,0.0
3 +central,50,2.0,0.931504007465332,50.0938900256431,54.651425300606,68.04436406424446,8.0,43.50217,0.14875828109781464,0.06849599253466805,0.0
4 +central,200,0.5,0.027773130570076257,73.11723693242472,2660.4290351232503,3144.9744046496608,12.0,-1.3453808333333335,0.4299556260504691,0.9722268694299238,0.0
5 +central,200,2.0,0.9324548479595206,73.11723693242472,79.2197742674387,93.65187586333836,12.0,39.44066083333334,0.15809677618839657,0.06754515204047945,0.0
6 +central,800,0.5,0.029173436509445205,96.28237511120071,3319.753199250595,3780.5327602655047,16.0,-1.9721083333333336,0.4211278897916016,0.9708265634905549,0.0
7 +central,800,2.0,0.9322993267035735,96.28237511120071,104.38269865775028,118.87362755837908,16.0,38.57106875,0.15973233251578262,0.06770067329642653,0.0
8 +federated,50,0.5,0.05756628566949841,43.22987563086466,891.2131050183797,1138.8097718302731,6.809173313295386,1.000848888888889,0.3709867402161426,0.9424337143305015,0.0
9 +federated,50,2.0,0.9344995756591001,43.22987563086466,47.19346424334785,60.544102514510705,6.809173313295386,43.87293222222222,0.14711042292809134,0.06550042434089999,0.0
10 +federated,200,0.5,0.18919838057730387,50.44131768978432,682.2353678869305,833.433967644738,8.063519270023129,6.631863472222222,0.3993053091864096,0.8108016194226961,0.0
11 +federated,200,2.0,0.9355006427597652,50.44131768978432,55.051743520627625,69.4391833016723,8.063519270023129,40.263113472222216,0.1572767879341625,0.06449935724023481,0.0
12 +federated,800,0.5,0.4417542849028205,57.88279457015973,684.8492329815132,802.7146947058227,9.34231907976616,17.68408704861111,0.31993378169811043,0.5582457150971796,0.0
13 +federated,800,2.0,0.9362674927658305,57.88279457015973,63.540538885429214,77.97382940175629,9.34231907976616,39.897446423611115,0.15778498225377602,0.06373250723416936,0.0
14 14 none,50,2.0,0.5199555375849481,14.0,62.41417511219455,62.41417511219455,4.0,30.72036888888889,0.22379818710497038,0.3797637066366398,0.1002807557784122
15 15 none,200,2.0,0.5240970373268515,14.0,59.05614204018829,59.05614204018829,4.0,30.970076111111112,0.2239059555500283,0.38312742324830645,0.092775539424842
16 16 none,800,2.0,0.5248517844482838,14.0,58.14509440400632,58.14509440400632,4.0,30.869613263888887,0.22174709156980169,0.3821028136235392,0.09304540192817691
modified results/simulated/runs_ablation.parquet +0 −0

Binary file not shown.

modified results/simulated/runs_main.parquet +0 −0

Binary file not shown.

modified results/simulated/shock_effects.csv +11 −11
@@ -1,15 +1,15 @@
1 1 shock_type,regime,admin_capacity_ratio,d_success_mean,d_success_std,d_success_count,d_bits_mean,d_bits_std,d_bits_count,kl_q_p_bits_mean,kl_q_p_bits_std,kl_q_p_bits_count
2 −distribution,central,0.5,0.0,0.0,288,0.5232571714624147,0.5282680668608583,288,0.5148563881081156,0.5157525704888863,288
3 −distribution,central,2.0,0.0,0.0,288,0.5232571714624147,0.5282680668608583,288,0.5148563881081156,0.5157525704888863,288
4 −distribution,federated,0.5,0.0,0.0,288,0.5232571714624147,0.5282680668608583,288,0.5148563881081156,0.5157525704888863,288
5 −distribution,federated,2.0,0.0,0.0,288,0.5232571714624147,0.5282680668608583,288,0.5148563881081156,0.5157525704888863,288
6 −distribution,none,2.0,0.0,0.0,288,0.0,0.0,288,0.5148563881081156,0.5157525704888863,288
7 −distribution,norms,2.0,0.0,0.0,288,0.5155114378841161,0.523009335396282,288,0.5148563881081156,0.5157525704888863,288
8 −distribution,records,2.0,0.0,0.0,288,0.524492569471788,0.5303186772879632,288,0.5148563881081156,0.5157525704888863,288
9 −network,central,0.5,0.0,0.0,288,0.011572783198084684,0.1395470194057579,288,0.0,0.0,288
10 −network,central,2.0,-0.0756749433792543,0.09888391512611222,288,0.011572783198084684,0.1395470194057579,288,0.0,0.0,288
11 −network,federated,0.5,-0.07993736644708548,0.19877719517631348,288,0.011572783198084684,0.1395470194057579,288,0.0,0.0,288
12 −network,federated,2.0,-0.0756749433792543,0.09888391512611222,288,0.011572783198084684,0.1395470194057579,288,0.0,0.0,288
2 +distribution,central,0.5,0.0,0.0,144,6.285696556467703,1.7988428564238275,144,1.0297127762162313,0.0,144
3 +distribution,central,2.0,0.0,0.0,144,6.285696556467703,1.7988428564238275,144,1.0297127762162313,0.0,144
4 +distribution,federated,0.5,0.0,0.0,144,4.2239943673475855,1.2649447359222943,144,1.0297127762162313,0.0,144
5 +distribution,federated,2.0,0.0,0.0,144,4.2239943673475855,1.2649447359222943,144,1.0297127762162313,0.0,144
6 +distribution,none,2.0,0.0,0.0,144,0.0,0.0,144,1.0297127762162313,0.0,144
7 +distribution,norms,2.0,0.0,0.0,144,1.0310228757682323,0.11734347598414921,144,1.0297127762162313,0.0,144
8 +distribution,records,2.0,0.0,0.0,144,1.048985138943576,0.1020300924596861,144,1.0297127762162313,0.0,144
9 +network,central,0.5,0.0,0.0,288,0.03132804763786082,0.6462311204135129,288,0.0,0.0,288
10 +network,central,2.0,-0.07353945499217969,0.09888791521092774,288,0.03132804763786082,0.6462311204135129,288,0.0,0.0,288
11 +network,federated,0.5,-0.01923746453488967,0.04851707372016186,288,0.5653225393020959,1.1726062584792154,288,0.0,0.0,288
12 +network,federated,2.0,-0.07485614700260851,0.09922397624662535,288,0.5653225393020959,1.1726062584792154,288,0.0,0.0,288
13 13 network,none,2.0,-0.0038368828679923744,0.018054348386030532,288,0.0,0.0,288,0.0,0.0,288
14 14 network,norms,2.0,-0.004034774228359194,0.018181835046900054,288,0.0013061180457788109,0.13444148124990288,288,0.0,0.0,288
15 15 network,records,2.0,-0.06980868090449444,0.0833574952422441,288,-0.002819353316929828,0.10775302201376394,288,0.0,0.0,288
added results/simulated/shock_effects_by_bandwidth.csv +29 −0
@@ -0,0 +1,29 @@
1 +shock_type,bandwidth,regime,admin_capacity_ratio,d_success,d_bits,success_pre
2 +distribution,2,central,0.5,0.0,6.285696556467703,0.06065193377004144
3 +distribution,2,central,2.0,0.0,6.285696556467703,0.9157089510072267
4 +distribution,2,federated,0.5,0.0,4.2239943673475855,0.31817602564812236
5 +distribution,2,federated,2.0,0.0,4.2239943673475855,0.9185769789964655
6 +distribution,2,none,2.0,0.0,0.0,0.2350843999218443
7 +distribution,2,norms,2.0,0.0,1.0310228757682323,0.24872322855344922
8 +distribution,2,records,2.0,0.0,1.048985138943576,0.952355126942054
9 +distribution,8,central,0.5,0.0,6.285696556467703,0.06107757989334507
10 +distribution,8,central,2.0,0.0,6.285696556467703,0.9955387890287413
11 +distribution,8,federated,0.5,0.0,4.2239943673475855,0.3243580889499783
12 +distribution,8,federated,2.0,0.0,4.2239943673475855,0.9987458225797512
13 +distribution,8,none,2.0,0.0,0.0,0.9047201267246758
14 +distribution,8,norms,2.0,0.0,1.0310228757682323,0.958696392961213
15 +distribution,8,records,2.0,0.0,1.048985138943576,1.0
16 +network,2,central,0.5,0.0,0.03132804763786082,0.06065193377004144
17 +network,2,central,2.0,-0.14893778669066915,0.03132804763786082,0.9157089510072267
18 +network,2,federated,0.5,-0.030226452098677938,0.5653225393020959,0.31817602564812236
19 +network,2,federated,2.0,-0.15060822334863205,0.5653225393020959,0.9185769789964655
20 +network,2,none,2.0,-0.00849250967781365,0.0,0.2350843999218443
21 +network,2,norms,2.0,-0.008644144114124662,0.0013061180457788109,0.24872322855344922
22 +network,2,records,2.0,-0.13961736180898887,-0.002819353316929828,0.952355126942054
23 +network,8,central,0.5,0.0,0.03132804763786082,0.06107757989334507
24 +network,8,central,2.0,0.0018588767063097576,0.03132804763786082,0.9955387890287413
25 +network,8,federated,0.5,-0.0082484769711014,0.5653225393020959,0.3243580889499783
26 +network,8,federated,2.0,0.0008959293434150269,0.5653225393020959,0.9987458225797512
27 +network,8,none,2.0,0.0008187439418289003,0.0,0.9047201267246758
28 +network,8,norms,2.0,0.0005745956574062747,0.0013061180457788109,0.958696392961213
29 +network,8,records,2.0,0.0,-0.002819353316929828,1.0
modified results/simulated/simulation_summary.json +97 −97
@@ -32,49 +32,49 @@
32 32 "regime": "central",
33 33 "admin_capacity_ratio": 0.5,
34 34 "n_pairs": 864,
35 − "share_lower_bits_per_success": 0.0046,
35 + "share_lower_bits_per_success": 0.0,
36 36 "share_lower_bits_incl_setup": 0.0,
37 − "share_higher_success": 0.0069,
37 + "share_higher_success": 0.0,
38 38 "share_higher_welfare": 0.0,
39 − "mean_d_bits_per_success": 145.9244,
40 − "mean_d_success": -0.4424,
41 − "mean_d_welfare": -28.0152
39 + "mean_d_bits_per_success": 2450.8579,
40 + "mean_d_success": -0.4926,
41 + "mean_d_welfare": -32.0803
42 42 },
43 43 {
44 44 "regime": "central",
45 45 "admin_capacity_ratio": 2.0,
46 46 "n_pairs": 864,
47 − "share_lower_bits_per_success": 0.7176,
48 − "share_lower_bits_incl_setup": 0.5,
47 + "share_lower_bits_per_success": 0.3299,
48 + "share_lower_bits_incl_setup": 0.2465,
49 49 "share_higher_success": 1.0,
50 50 "share_higher_welfare": 0.5,
51 − "mean_d_bits_per_success": -43.0953,
52 − "mean_d_success": 0.414,
53 − "mean_d_welfare": 11.6411
51 + "mean_d_bits_per_success": 19.5462,
52 + "mean_d_success": 0.4091,
53 + "mean_d_welfare": 9.6513
54 54 },
55 55 {
56 56 "regime": "federated",
57 57 "admin_capacity_ratio": 0.5,
58 58 "n_pairs": 864,
59 − "share_lower_bits_per_success": 0.6134,
60 − "share_lower_bits_incl_setup": 0.4444,
61 − "share_higher_success": 0.8333,
62 − "share_higher_welfare": 0.4699,
63 − "mean_d_bits_per_success": -28.5584,
64 − "mean_d_success": 0.2723,
65 − "mean_d_welfare": 4.7282
59 + "share_lower_bits_per_success": 0.0926,
60 + "share_lower_bits_incl_setup": 0.0417,
61 + "share_higher_success": 0.2222,
62 + "share_higher_welfare": 0.1794,
63 + "mean_d_bits_per_success": 692.8941,
64 + "mean_d_success": -0.2935,
65 + "mean_d_welfare": -22.4144
66 66 },
67 67 {
68 68 "regime": "federated",
69 69 "admin_capacity_ratio": 2.0,
70 70 "n_pairs": 864,
71 − "share_lower_bits_per_success": 0.7176,
72 − "share_lower_bits_incl_setup": 0.5,
71 + "share_lower_bits_per_success": 0.4988,
72 + "share_lower_bits_incl_setup": 0.463,
73 73 "share_higher_success": 1.0,
74 74 "share_higher_welfare": 0.5,
75 − "mean_d_bits_per_success": -43.0953,
76 − "mean_d_success": 0.414,
77 − "mean_d_welfare": 11.6411
75 + "mean_d_bits_per_success": -4.6099,
76 + "mean_d_success": 0.4125,
77 + "mean_d_welfare": 10.4911
78 78 }
79 79 ],
80 80 "institution_loss_shares": [
@@ -90,23 +90,23 @@
90 90 "regime": "central",
91 91 "admin_capacity_ratio": 2.0,
92 92 "welfare_loss": 0.5,
93 − "bits_loss": 0.5,
93 + "bits_loss": 0.75,
94 94 "success_loss": 0.0,
95 95 "n_cells": 108
96 96 },
97 97 {
98 98 "regime": "federated",
99 99 "admin_capacity_ratio": 0.5,
100 − "welfare_loss": 0.5556,
101 − "bits_loss": 0.5556,
102 − "success_loss": 0.2222,
100 + "welfare_loss": 0.7963,
101 + "bits_loss": 0.9537,
102 + "success_loss": 0.7778,
103 103 "n_cells": 108
104 104 },
105 105 {
106 106 "regime": "federated",
107 107 "admin_capacity_ratio": 2.0,
108 108 "welfare_loss": 0.5,
109 − "bits_loss": 0.5,
109 + "bits_loss": 0.537,
110 110 "success_loss": 0.0,
111 111 "n_cells": 108
112 112 },
@@ -134,13 +134,13 @@
134 134 "admin_capacity_ratio": 0.5,
135 135 "d_success_mean": 0.0,
136 136 "d_success_std": 0.0,
137 − "d_success_count": 288,
138 − "d_bits_mean": 0.5233,
139 − "d_bits_std": 0.5283,
140 − "d_bits_count": 288,
141 − "kl_q_p_bits_mean": 0.5149,
142 − "kl_q_p_bits_std": 0.5158,
143 − "kl_q_p_bits_count": 288
137 + "d_success_count": 144,
138 + "d_bits_mean": 6.2857,
139 + "d_bits_std": 1.7988,
140 + "d_bits_count": 144,
141 + "kl_q_p_bits_mean": 1.0297,
142 + "kl_q_p_bits_std": 0.0,
143 + "kl_q_p_bits_count": 144
144 144 },
145 145 {
146 146 "shock_type": "distribution",
@@ -148,13 +148,13 @@
148 148 "admin_capacity_ratio": 2.0,
149 149 "d_success_mean": 0.0,
150 150 "d_success_std": 0.0,
151 − "d_success_count": 288,
152 − "d_bits_mean": 0.5233,
153 − "d_bits_std": 0.5283,
154 − "d_bits_count": 288,
155 − "kl_q_p_bits_mean": 0.5149,
156 − "kl_q_p_bits_std": 0.5158,
157 − "kl_q_p_bits_count": 288
151 + "d_success_count": 144,
152 + "d_bits_mean": 6.2857,
153 + "d_bits_std": 1.7988,
154 + "d_bits_count": 144,
155 + "kl_q_p_bits_mean": 1.0297,
156 + "kl_q_p_bits_std": 0.0,
157 + "kl_q_p_bits_count": 144
158 158 },
159 159 {
160 160 "shock_type": "distribution",
@@ -162,13 +162,13 @@
162 162 "admin_capacity_ratio": 0.5,
163 163 "d_success_mean": 0.0,
164 164 "d_success_std": 0.0,
165 − "d_success_count": 288,
166 − "d_bits_mean": 0.5233,
167 − "d_bits_std": 0.5283,
168 − "d_bits_count": 288,
169 − "kl_q_p_bits_mean": 0.5149,
170 − "kl_q_p_bits_std": 0.5158,
171 − "kl_q_p_bits_count": 288
165 + "d_success_count": 144,
166 + "d_bits_mean": 4.224,
167 + "d_bits_std": 1.2649,
168 + "d_bits_count": 144,
169 + "kl_q_p_bits_mean": 1.0297,
170 + "kl_q_p_bits_std": 0.0,
171 + "kl_q_p_bits_count": 144
172 172 },
173 173 {
174 174 "shock_type": "distribution",
@@ -176,13 +176,13 @@
176 176 "admin_capacity_ratio": 2.0,
177 177 "d_success_mean": 0.0,
178 178 "d_success_std": 0.0,
179 − "d_success_count": 288,
180 − "d_bits_mean": 0.5233,
181 − "d_bits_std": 0.5283,
182 − "d_bits_count": 288,
183 − "kl_q_p_bits_mean": 0.5149,
184 − "kl_q_p_bits_std": 0.5158,
185 − "kl_q_p_bits_count": 288
179 + "d_success_count": 144,
180 + "d_bits_mean": 4.224,
181 + "d_bits_std": 1.2649,
182 + "d_bits_count": 144,
183 + "kl_q_p_bits_mean": 1.0297,
184 + "kl_q_p_bits_std": 0.0,
185 + "kl_q_p_bits_count": 144
186 186 },
187 187 {
188 188 "shock_type": "distribution",
@@ -190,13 +190,13 @@
190 190 "admin_capacity_ratio": 2.0,
191 191 "d_success_mean": 0.0,
192 192 "d_success_std": 0.0,
193 − "d_success_count": 288,
193 + "d_success_count": 144,
194 194 "d_bits_mean": 0.0,
195 195 "d_bits_std": 0.0,
196 − "d_bits_count": 288,
197 − "kl_q_p_bits_mean": 0.5149,
198 − "kl_q_p_bits_std": 0.5158,
199 − "kl_q_p_bits_count": 288
196 + "d_bits_count": 144,
197 + "kl_q_p_bits_mean": 1.0297,
198 + "kl_q_p_bits_std": 0.0,
199 + "kl_q_p_bits_count": 144
200 200 },
201 201 {
202 202 "shock_type": "distribution",
@@ -204,13 +204,13 @@
204 204 "admin_capacity_ratio": 2.0,
205 205 "d_success_mean": 0.0,
206 206 "d_success_std": 0.0,
207 − "d_success_count": 288,
208 − "d_bits_mean": 0.5155,
209 − "d_bits_std": 0.523,
210 − "d_bits_count": 288,
211 − "kl_q_p_bits_mean": 0.5149,
212 − "kl_q_p_bits_std": 0.5158,
213 − "kl_q_p_bits_count": 288
207 + "d_success_count": 144,
208 + "d_bits_mean": 1.031,
209 + "d_bits_std": 0.1173,
210 + "d_bits_count": 144,
211 + "kl_q_p_bits_mean": 1.0297,
212 + "kl_q_p_bits_std": 0.0,
213 + "kl_q_p_bits_count": 144
214 214 },
215 215 {
216 216 "shock_type": "distribution",
@@ -218,13 +218,13 @@
218 218 "admin_capacity_ratio": 2.0,
219 219 "d_success_mean": 0.0,
220 220 "d_success_std": 0.0,
221 − "d_success_count": 288,
222 − "d_bits_mean": 0.5245,
223 − "d_bits_std": 0.5303,
224 − "d_bits_count": 288,
225 − "kl_q_p_bits_mean": 0.5149,
226 − "kl_q_p_bits_std": 0.5158,
227 − "kl_q_p_bits_count": 288
221 + "d_success_count": 144,
222 + "d_bits_mean": 1.049,
223 + "d_bits_std": 0.102,
224 + "d_bits_count": 144,
225 + "kl_q_p_bits_mean": 1.0297,
226 + "kl_q_p_bits_std": 0.0,
227 + "kl_q_p_bits_count": 144
228 228 },
229 229 {
230 230 "shock_type": "network",
@@ -233,8 +233,8 @@
233 233 "d_success_mean": 0.0,
234 234 "d_success_std": 0.0,
235 235 "d_success_count": 288,
236 − "d_bits_mean": 0.0116,
237 − "d_bits_std": 0.1395,
236 + "d_bits_mean": 0.0313,
237 + "d_bits_std": 0.6462,
238 238 "d_bits_count": 288,
239 239 "kl_q_p_bits_mean": 0.0,
240 240 "kl_q_p_bits_std": 0.0,
@@ -244,11 +244,11 @@
244 244 "shock_type": "network",
245 245 "regime": "central",
246 246 "admin_capacity_ratio": 2.0,
247 − "d_success_mean": -0.0757,
247 + "d_success_mean": -0.0735,
248 248 "d_success_std": 0.0989,
249 249 "d_success_count": 288,
250 − "d_bits_mean": 0.0116,
251 − "d_bits_std": 0.1395,
250 + "d_bits_mean": 0.0313,
251 + "d_bits_std": 0.6462,
252 252 "d_bits_count": 288,
253 253 "kl_q_p_bits_mean": 0.0,
254 254 "kl_q_p_bits_std": 0.0,
@@ -258,11 +258,11 @@
258 258 "shock_type": "network",
259 259 "regime": "federated",
260 260 "admin_capacity_ratio": 0.5,
261 − "d_success_mean": -0.0799,
262 − "d_success_std": 0.1988,
261 + "d_success_mean": -0.0192,
262 + "d_success_std": 0.0485,
263 263 "d_success_count": 288,
264 − "d_bits_mean": 0.0116,
265 − "d_bits_std": 0.1395,
264 + "d_bits_mean": 0.5653,
265 + "d_bits_std": 1.1726,
266 266 "d_bits_count": 288,
267 267 "kl_q_p_bits_mean": 0.0,
268 268 "kl_q_p_bits_std": 0.0,
@@ -272,11 +272,11 @@
272 272 "shock_type": "network",
273 273 "regime": "federated",
274 274 "admin_capacity_ratio": 2.0,
275 − "d_success_mean": -0.0757,
276 − "d_success_std": 0.0989,
275 + "d_success_mean": -0.0749,
276 + "d_success_std": 0.0992,
277 277 "d_success_count": 288,
278 − "d_bits_mean": 0.0116,
279 − "d_bits_std": 0.1395,
278 + "d_bits_mean": 0.5653,
279 + "d_bits_std": 1.1726,
280 280 "d_bits_count": 288,
281 281 "kl_q_p_bits_mean": 0.0,
282 282 "kl_q_p_bits_std": 0.0,
@@ -328,14 +328,14 @@
328 328 "ablations": {
329 329 "reference": {
330 330 "central": {
331 − "success_rate": 1.0,
332 − "bits_per_success_incl_setup": 28.1329,
333 − "welfare_per_agent": 44.4486
331 + "success_rate": 0.997,
332 + "bits_per_success_incl_setup": 82.815,
333 + "welfare_per_agent": 42.6682
334 334 },
335 335 "federated": {
336 336 "success_rate": 1.0,
337 − "bits_per_success_incl_setup": 28.1329,
338 − "welfare_per_agent": 44.4486
337 + "bits_per_success_incl_setup": 53.2697,
338 + "welfare_per_agent": 43.6894
339 339 },
340 340 "none": {
341 341 "success_rate": 0.9178,
@@ -426,19 +426,19 @@
426 426 },
427 427 "federated_branching": {
428 428 "4": {
429 − "success_rate": 1.0,
429 + "success_rate": 0.9303,
430 430 "msgs_per_task": 8.8566,
431 431 "root_load_mean": 47.6688
432 432 },
433 433 "8": {
434 − "success_rate": 1.0,
434 + "success_rate": 0.9871,
435 435 "msgs_per_task": 6.6146,
436 − "root_load_mean": 41.75
436 + "root_load_mean": 41.8192
437 437 },
438 438 "16": {
439 − "success_rate": 1.0,
439 + "success_rate": 0.9959,
440 440 "msgs_per_task": 6.2688,
441 − "root_load_mean": 208.3938
441 + "root_load_mean": 208.7415
442 442 }
443 443 },
444 444 "coding_gain": {
modified src/wp35/econometrics/common.py +22 −5
@@ -64,8 +64,24 @@ def binary_metrics(y, p) -> dict:
64 64 return out
65 65
66 66
67 +def _cat_cols(formula: str) -> list[str]:
68 + import re
69 + return re.findall(r"C\(([A-Za-z_][A-Za-z0-9_]*)\)", formula)
70 +
71 +
72 +def map_unseen_levels(train: pd.DataFrame, test: pd.DataFrame, formula: str) -> pd.DataFrame:
73 + """Test rows whose categorical fixed-effect level is absent from the training fold get the training mode (A-004);
74 + the alternative (dropping them) would change the test sample across models."""
75 + test = test.copy()
76 + for col in _cat_cols(formula):
77 + if col in test.columns:
78 + seen = set(train[col].dropna().unique()); mode = train[col].mode().iloc[0]
79 + test.loc[~test[col].isin(seen), col] = mode
80 + return test
81 +
82 +
67 83 def cv_compare(data: pd.DataFrame, formulas: dict[str, str], y: str, family, fold_col: str | None = None,
68 − n_repeats: int = 10, k: int = 5, groups: str | None = None, fractional: bool = False) -> pd.DataFrame:
84 + n_repeats: int = 10, k: int = 5, groups: str | None = None, fractional: bool = False, block_col: str | None = None) -> pd.DataFrame:
69 85 """Out-of-sample comparison. If fold_col is given → leave-one-group-out on that column; else repeated k-fold.
70 86 Returns one row per (model, fold) with OOS log-likelihood and, for binary y, AUC/Brier."""
71 87 rows = []
@@ -75,10 +91,12 @@ def cv_compare(data: pd.DataFrame, formulas: dict[str, str], y: str, family, fol
75 91 folds = [(f"loo_{g}", d[fold_col] != g, d[fold_col] == g) for g in sorted(d[fold_col].unique())]
76 92 else:
77 93 rng = np.random.default_rng(SEED); folds = []
94 + units = d[block_col].values if block_col else np.arange(len(d)) # polity-blocked folds when block_col is given
95 + uniq = np.unique(units)
78 96 for r in range(n_repeats):
79 − perm = rng.permutation(len(d)); parts = np.array_split(perm, k)
97 + perm = rng.permutation(len(uniq)); parts = np.array_split(perm, k)
80 98 for i, te in enumerate(parts):
81 − mask = np.zeros(len(d), bool); mask[te] = True
99 + mask = np.isin(units, uniq[te])
82 100 folds.append((f"rep{r}_fold{i}", ~mask, mask))
83 101 for name, formula in formulas.items():
84 102 for fid, tr, te in folds:
@@ -87,8 +105,7 @@ def cv_compare(data: pd.DataFrame, formulas: dict[str, str], y: str, family, fol
87 105 continue
88 106 try:
89 107 mod = smf.glm(formula, dtr, family=family).fit()
90 − # drop test rows with factor levels unseen in training (predict would fail)
91 − p = mod.predict(dte)
108 + p = mod.predict(map_unseen_levels(dtr, dte, formula))
92 109 ok = np.isfinite(p)
93 110 m = binary_metrics(dte[y][ok], p[ok]) if not fractional else {"oos_loglik": oos_loglik_binomial(dte[y][ok], p[ok]), "n": int(ok.sum())}
94 111 m.update({"model": name, "fold": fid, "n_train": int(len(dtr))}); rows.append(m)
modified src/wp35/econometrics/h2_modern.py +17 −8
@@ -15,7 +15,7 @@ ROOT = Path(__file__).resolve().parents[3]
15 15 PROC = ROOT / "data" / "processed"; RES = ROOT / "results" / "empirical"
16 16 BIN = sm.families.Binomial()
17 17 FE = "C(e_regionpol_6C) + C(year)"
18 −XS = "log_gdppc + v2x_polyarchy + t_since + t_since2 + t_since3"
18 +XS = "log_gdppc + v2x_polyarchy + t_since + t_since2 + t_since3 + no_prior_event"
19 19
20 20
21 21 def window_outcome(df: pd.DataFrame, col: str, h: int, forward: bool = True) -> pd.Series:
@@ -49,7 +49,10 @@ def build_sample(h: int = 5):
49 49 if e == 1:
50 50 last = y
51 51 p.loc[g.index, "t_since"] = vals
52 − p["t_since"] = p.t_since.fillna(p.t_since.max()) / 100.0 # no prior event observed → treated as long spell (max observed), flagged in the paper
52 + # no prior event observed: spell measured from the country's first observed year (left-censored), with an indicator (A-004)
53 + first = p.groupby("country_text_id").year.transform("min")
54 + p["no_prior_event"] = p.t_since.isna().astype(float)
55 + p["t_since"] = p.t_since.fillna(p.year - first + 1) / 100.0
53 56 p["t_since2"] = p.t_since ** 2; p["t_since3"] = p.t_since ** 3
54 57 for c in ["P_modern", "D_modern", "K_modern", "P_modern_pc1", "P_modern_within_year", "P_modern_area"]:
55 58 p[c + "_z"] = (p[c] - p[c].mean()) / p[c].std()
@@ -63,7 +66,7 @@ def primary(d: pd.DataFrame, y: str = "y456_f5"):
63 66 specs = {
64 67 "C1 primary: Y456 ~ P + X + region FE + year FE": (f"{y} ~ P_modern_z + {XS} + {FE}", "P_modern_z"),
65 68 "C2: Y456 ~ P + FE only": (f"{y} ~ P_modern_z + {FE}", "P_modern_z"),
66 − "C3: Y456 ~ P + K + X + FE (P given K)": (f"{y} ~ P_modern_z + K_modern_z + {XS} + {FE}", "P_modern_z"),
69 + "C3: Y456 ~ P + K + X + FE (reparametrization of B5: beta_P = beta_D)": (f"{y} ~ P_modern_z + K_modern_z + {XS} + {FE}", "P_modern_z"),
67 70 "B1 baseline population only": (f"{y} ~ D_modern_z + {XS} + {FE}", "D_modern_z"),
68 71 "B2 baseline capacity only": (f"{y} ~ K_modern_z + {XS} + {FE}", "K_modern_z"),
69 72 "B3 baseline development (gdppc) only": (f"{y} ~ log_gdppc + v2x_polyarchy + t_since + t_since2 + t_since3 + {FE}", "log_gdppc"),
@@ -77,8 +80,10 @@ def primary(d: pd.DataFrame, y: str = "y456_f5"):
77 80 for label, (f, term) in specs.items():
78 81 try:
79 82 r = fit_formula(f, d, BIN, groups="country_text_id"); rows.append(coef_row(r, term, label, {"events": int(r._data_used[f.split(" ~")[0]].sum())}))
80 − if "B5" in label:
83 + if label.startswith("B5"):
81 84 rows.append(coef_row(r, "K_modern_z", label))
85 + from wp35.econometrics.h2_seshat import wald_sum_zero
86 + wt = wald_sum_zero(r, "D_modern_z", "K_modern_z"); rows.append({"model": "B5 Wald test of beta_D + beta_K = 0 (restriction implied by P)", "term": "D+K", "coef": wt["sum_coef"], "se": wt["sum_se"], "p": wt["wald_p"], "n": r._n_used})
82 87 except Exception as e:
83 88 rows.append({"model": label, "error": str(e)[:100]})
84 89 # country fixed effects: conditional logit via statsmodels (drops never-event countries)
@@ -86,7 +91,7 @@ def primary(d: pd.DataFrame, y: str = "y456_f5"):
86 91 from statsmodels.discrete.conditional_models import ConditionalLogit
87 92 dd = d.dropna(subset=[y, "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since"]).copy()
88 93 dd["decade"] = (dd.year // 10) * 10
89 − X = pd.concat([dd[["P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "t_since2", "t_since3"]], pd.get_dummies(dd.decade, prefix="dec", drop_first=True, dtype=float)], axis=1)
94 + X = pd.concat([dd[["P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "t_since2", "t_since3", "no_prior_event"]], pd.get_dummies(dd.decade, prefix="dec", drop_first=True, dtype=float)], axis=1)
90 95 cl = ConditionalLogit(dd[y].values, X.values, groups=pd.factorize(dd.country_text_id)[0]).fit(disp=0, maxiter=200)
91 96 b, se = cl.params[0], cl.bse[0]
92 97 rows.append({"model": "C4: conditional logit, country FE + decade FE", "term": "P_modern_z", "coef": b, "se": se, "ci_lo": b - 1.96 * se, "ci_hi": b + 1.96 * se, "p": cl.pvalues[0], "n": len(dd), "events": int(dd[y].sum())})
@@ -95,9 +100,9 @@ def primary(d: pd.DataFrame, y: str = "y456_f5"):
95 100 # LPM two-way FE
96 101 try:
97 102 dd = d.dropna(subset=[y, "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since"]).copy()
98 − for c in [y, "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "t_since2", "t_since3"]:
103 + for c in [y, "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "t_since2", "t_since3", "no_prior_event"]:
99 104 dd[c + "_dm"] = dd[c] - dd.groupby("country_text_id")[c].transform("mean")
100 − r = fit_formula(f"{y}_dm ~ P_modern_z_dm + log_gdppc_dm + v2x_polyarchy_dm + t_since_dm + t_since2_dm + t_since3_dm + C(year)", dd, None, groups="country_text_id")
105 + r = fit_formula(f"{y}_dm ~ P_modern_z_dm + log_gdppc_dm + v2x_polyarchy_dm + t_since_dm + t_since2_dm + t_since3_dm + no_prior_event_dm + C(year)", dd, None, groups="country_text_id")
101 106 rows.append(coef_row(r, "P_modern_z_dm", "C5: linear probability, country + year FE", {"events": int(dd[y].sum())}))
102 107 except Exception as e:
103 108 rows.append({"model": "C5 LPM", "error": str(e)[:100]})
@@ -119,6 +124,7 @@ def oos(d: pd.DataFrame, y: str = "y456_f5"):
119 124 try:
120 125 m = smf.glm(f, dd[tr], family=BIN).fit()
121 126 te_d = dd[te].copy(); te_d["decade"] = np.minimum(te_d.decade, dd[tr].decade.max()) # unseen decades mapped to the last training decade
127 + seen = set(dd[tr].e_regionpol_6C.unique()); te_d.loc[~te_d.e_regionpol_6C.isin(seen), "e_regionpol_6C"] = dd[tr].e_regionpol_6C.mode().iloc[0] # unseen regions (A-004)
122 128 p = m.predict(te_d); r = binary_metrics(te_d[y], p); r.update({"model": name, "fold": sname, "scheme": "forward"}); rows.append(r)
123 129 preds.append(pd.DataFrame({"scheme": "forward", "fold": sname, "model": name, "y": te_d[y].values, "p": np.asarray(p)}))
124 130 except Exception as e:
@@ -148,13 +154,14 @@ def oos(d: pd.DataFrame, y: str = "y456_f5"):
148 154
149 155 def h4(d: pd.DataFrame, y: str = "y456_f5"):
150 156 base = f"{y} ~ P_modern_z + {XS} + C(e_regionpol_6C) + C(decade)"
157 + from wp35.econometrics.common import map_unseen_levels
151 158 dd = d.dropna(subset=[y, "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "e_regionpol_6C"]).copy(); dd["decade"] = (dd.year // 10) * 10
152 159 rng = np.random.default_rng(20261101); rows = []
153 160 countries = dd.country_text_id.unique()
154 161 for rep in range(3):
155 162 perm = rng.permutation(countries); parts = np.array_split(perm, 5) # country-blocked folds
156 163 for i, te_c in enumerate(parts):
157 − te = dd.country_text_id.isin(te_c); tr, ts = dd[~te], dd[te].copy()
164 + te = dd.country_text_id.isin(te_c); tr, ts = dd[~te], map_unseen_levels(dd[~te], dd[te], base)
158 165 try:
159 166 lin = smf.glm(base, tr, family=BIN).fit(); ll_lin = oos_loglik_binomial(ts[y], lin.predict(ts))
160 167 h = hinge_fit(tr, y, base, "P_modern_z", BIN, grid=np.quantile(tr.P_modern_z, np.linspace(0.2, 0.8, 7)))
@@ -208,6 +215,8 @@ def robustness(d: pd.DataFrame):
208 215 # Oster / Cinelli-Hazlett style sensitivity on the LPM version of the primary
209 216 try:
210 217 dd = d.dropna(subset=["y456_f5", "P_modern_z", "log_gdppc", "v2x_polyarchy", "t_since", "e_regionpol_6C"]).copy()
218 + # distinct event-years (not windows) in the estimation sample, for the text
219 + (RES / "h2_modern_event_counts.json").write_text(json.dumps({"country_years": int(len(dd)), "event_windows": int(dd.y456_f5.sum()), "distinct_event_years_in_sample": int((dd.any_event == 1).sum()), "distinct_event_years_panel": int((d.any_event == 1).sum())}))
211 220 full = smf.ols(f"y456_f5 ~ P_modern_z + {XS} + {FE}", dd).fit(); short = smf.ols(f"y456_f5 ~ P_modern_z + {FE}", dd).fit()
212 221 restricted = smf.ols(f"y456_f5 ~ {XS} + {FE}", dd).fit()
213 222 r2_full, r2_short = full.rsquared, short.rsquared; b_full, b_short = full.params["P_modern_z"], short.params["P_modern_z"]
modified src/wp35/econometrics/h2_seshat.py +60 −17
@@ -18,7 +18,7 @@ PROC = ROOT / "data" / "processed"; RES = ROOT / "results" / "empirical"
18 18 RES.mkdir(parents=True, exist_ok=True)
19 19 BIN = sm.families.Binomial()
20 20 FE = "C(macro_region) + C(era)"
21 −XS = "X_warfare + X_prod_infra + epidemic_v"
21 +XS = "X_warfare + X_prod_infra" # epidemic_v dropped (A-006): it is itself a CrisisDB consequence item
22 22
23 23
24 24 def load_crisis():
@@ -40,23 +40,35 @@ def load_crisis():
40 40 return d
41 41
42 42
43 +def wald_sum_zero(res, a: str, b: str) -> dict:
44 + """Wald test of beta_a + beta_b = 0 (the restriction imposed by P = z(D) - z(K))."""
45 + import scipy.stats as st
46 + V = res.cov_params(); s_ = res.params[a] + res.params[b]; var = V.loc[a, a] + V.loc[b, b] + 2 * V.loc[a, b]
47 + w = s_ ** 2 / var; return {"sum_coef": float(s_), "sum_se": float(np.sqrt(var)), "wald_p": float(1 - st.chi2.cdf(w, 1))}
48 +
49 +
43 50 def primary_models(d: pd.DataFrame):
44 51 rows = []
52 + # common estimation sample for every specification that uses covariates/baselines (A-006)
53 + common = d.dropna(subset=["y1_severity", "P_main_z", "D_pc1_z", "K_mean_z", "complexity_pc1_z", "prior_crisis_nga", "X_warfare", "X_prod_infra", "P_placebo", "macro_region", "era"])
45 54 specs = {
46 55 "A1 primary: Y1 ~ P + FE": (f"y1_severity ~ P_main_z + {FE}", "P_main_z"),
47 56 "A2: Y1 ~ P + X + FE": (f"y1_severity ~ P_main_z + {XS} + {FE}", "P_main_z"),
48 − "A3: Y1 ~ P + D + K + X + FE (P given components)": (f"y1_severity ~ P_main_z + complexity_pc1_z + {XS} + {FE}", "P_main_z"),
57 + "A3: Y1 ~ P + complexity PC1 + X + FE": (f"y1_severity ~ P_main_z + complexity_pc1_z + {XS} + {FE}", "P_main_z"),
49 58 "B1 baseline D only": (f"y1_severity ~ D_pc1_z + {XS} + {FE}", "D_pc1_z"),
50 59 "B2 baseline K only": (f"y1_severity ~ K_mean_z + {XS} + {FE}", "K_mean_z"),
51 60 "B3 baseline complexity PC1": (f"y1_severity ~ complexity_pc1_z + {XS} + {FE}", "complexity_pc1_z"),
52 61 "B4 baseline persistence": (f"y1_severity ~ prior_crisis_nga + {XS} + {FE}", "prior_crisis_nga"),
53 62 "B5 D and K separately": (f"y1_severity ~ D_pc1_z + K_mean_z + {XS} + {FE}", "D_pc1_z"),
54 − "Placebo: P built with production infrastructure instead of K": (f"y1_severity ~ P_placebo + {XS} + {FE}", "P_placebo"),
63 + "Placebo: P built with production infrastructure instead of K (X = warfare only)": (f"y1_severity ~ P_placebo + X_warfare + {FE}", "P_placebo"),
64 + "Placebo comparison: P with the same controls (X = warfare only)": (f"y1_severity ~ P_main_z + X_warfare + {FE}", "P_main_z"),
55 65 }
56 66 for label, (f, term) in specs.items():
57 − r = fit_formula(f, d, BIN, groups="seshat_region"); rows.append(coef_row(r, term, label))
67 + sample = d if label.startswith("A1") else common
68 + r = fit_formula(f, sample, BIN, groups="seshat_region"); rows.append(coef_row(r, term, label))
58 69 if "B5" in label:
59 − rows.append(coef_row(r, "K_mean_z", label))
70 + rows.append(coef_row(r, "K_mean_z", label)); wt = wald_sum_zero(r, "D_pc1_z", "K_mean_z")
71 + rows.append({"model": "B5 Wald test of beta_D + beta_K = 0 (restriction implied by P)", "term": "D+K", "coef": wt["sum_coef"], "se": wt["sum_se"], "p": wt["wald_p"], "n": r._n_used})
60 72 # binary secondary
61 73 # binary secondary outcome: several region/era cells are all-severe (quasi-separation) -> region FE only, HC1 SE
62 74 for label, f in {"A1b: Y1b ~ P + region FE (logit, HC1; era FE dropped: separation)": "y1b_severe ~ P_main_z + C(macro_region)",
@@ -72,7 +84,8 @@ def robustness(d: pd.DataFrame):
72 84 rows = []
73 85 variants = {"P_D_pc1_K_irt": "K = IRT latent", "P_log_pop_K_mean": "D = log population only", "P_D_pc1_K_pc1": "K = PC1 of blocks",
74 86 "P_main_lo": "D at lower bounds", "P_main_hi": "D at upper bounds", "P_main_noinf": "inferred codes dropped",
75 − "P_within_era": "standardized within era", "P_within_region": "standardized within macro-region", "P_rank": "rank-based P"}
87 + "P_within_era": "standardized within era", "P_within_region": "standardized within macro-region", "P_rank": "rank-based P",
88 + "P_nosh": "D without settlement hierarchy", "P_noadmlev": "K without administrative levels", "P_nosh_noadmlev": "both hierarchy indicators removed"}
76 89 for v, lab in variants.items():
77 90 if v not in d.columns:
78 91 # crisis-level file lacks some polity-level variants → merge from polity file
@@ -97,7 +110,7 @@ def out_of_sample(d: pd.DataFrame):
97 110 # era FE with leave-one-region-out can leave unseen levels; macro-region FE cannot be used when the region is held out
98 111 f_loro = {k: v.replace("C(macro_region) + ", "") for k, v in formulas.items()}
99 112 loro = cv_compare(d, f_loro, "y1_severity", BIN, fold_col="macro_region", fractional=True)
100 − kf = cv_compare(d, formulas, "y1_severity", BIN, n_repeats=10, k=5, fractional=True)
113 + kf = cv_compare(d, formulas, "y1_severity", BIN, n_repeats=10, k=5, fractional=True, block_col="polity_id")
101 114 loro["scheme"] = "leave-one-macro-region-out"; kf["scheme"] = "10x5-fold"
102 115 cv = pd.concat([loro, kf]); cv.to_csv(RES / "h2_seshat_cv_folds.csv", index=False)
103 116 wins = []
@@ -107,7 +120,7 @@ def out_of_sample(d: pd.DataFrame):
107 120 wins = pd.DataFrame(wins); wins.to_csv(RES / "h2_seshat_cv_wins.csv", index=False)
108 121 # binary Y1b out-of-sample metrics
109 122 fb = {k: v.replace("y1_severity", "y1b_severe") for k, v in formulas.items()}
110 − kfb = cv_compare(d, fb, "y1b_severe", BIN, n_repeats=10, k=5)
123 + kfb = cv_compare(d, fb, "y1b_severe", BIN, n_repeats=10, k=5, block_col="polity_id")
111 124 kfb.to_csv(RES / "h2_seshat_cv_folds_binary.csv", index=False)
112 125 summ = kfb.groupby("model")[["oos_loglik", "auc", "brier"]].mean().reset_index(); summ.to_csv(RES / "h2_seshat_cv_binary_summary.csv", index=False)
113 126 return wins, summ
@@ -117,12 +130,13 @@ def h4_nonlinear(d: pd.DataFrame):
117 130 """Linear vs hinge vs spline, out of sample (10x5-fold); hinge knot chosen on the training fold only."""
118 131 rng = np.random.default_rng(20261101)
119 132 base = f"y1_severity ~ P_main_z + {XS} + {FE}"
120 − dd = d.dropna(subset=["y1_severity", "P_main_z", "X_warfare", "X_prod_infra", "epidemic_v", "macro_region", "era"]).reset_index(drop=True)
121 − rows = []
133 + dd = d.dropna(subset=["y1_severity", "P_main_z", "X_warfare", "X_prod_infra", "macro_region", "era"]).reset_index(drop=True)
134 + rows = []; pols = dd.polity_id.unique()
135 + from wp35.econometrics.common import map_unseen_levels
122 136 for rep in range(10):
123 − perm = rng.permutation(len(dd)); parts = np.array_split(perm, 5)
137 + perm = rng.permutation(len(pols)); parts = np.array_split(perm, 5)
124 138 for i, te in enumerate(parts):
125 − m = np.zeros(len(dd), bool); m[te] = True; tr, ts = dd[~m], dd[m].copy()
139 + m = dd.polity_id.isin(pols[te]).values; tr, ts = dd[~m], map_unseen_levels(dd[~m], dd[m], base)
126 140 try:
127 141 lin = smf.glm(base, tr, family=BIN).fit(); ll_lin = oos_loglik_binomial(ts.y1_severity, lin.predict(ts))
128 142 h = hinge_fit(tr, "y1_severity", base, "P_main_z", BIN)
@@ -140,12 +154,37 @@ def h4_nonlinear(d: pd.DataFrame):
140 154 return summ
141 155
142 156
157 +def item_level(d: pd.DataFrame):
158 + """Per-item logits (A-002): does P (and D) predict each CrisisDB consequence? Plus dimensionality diagnostics."""
159 + from wp35.harmonization.seshat import INSTABILITY_ITEMS
160 + cols = [i + "_v" for i in INSTABILITY_ITEMS]
161 + full = pd.read_parquet(PROC / "seshat_crisis.parquet").set_index("crisis_id")[cols]
162 + dd = d.set_index("crisis_id").join(full, rsuffix="_full")
163 + rows = []
164 + for it in INSTABILITY_ITEMS:
165 + y = dd[it + "_v_full"] if it + "_v_full" in dd else dd[it + "_v"]
166 + sub = dd.assign(_y=y).dropna(subset=["_y", "P_main_z", "D_pc1_z"]); sub = sub[sub._y.isin([0.0, 1.0])]
167 + row = {"item": it, "n": int(len(sub)), "share_present": float(sub._y.mean())}
168 + for term in ["P_main_z", "D_pc1_z", "K_mean_z"]:
169 + try:
170 + m = smf.glm(f"_y ~ {term} + C(era)", sub, family=BIN).fit(cov_type="HC1"); row[f"coef_{term}"] = m.params[term]; row[f"se_{term}"] = m.bse[term]
171 + except Exception:
172 + row[f"coef_{term}"] = np.nan; row[f"se_{term}"] = np.nan
173 + rows.append(row)
174 + out = pd.DataFrame(rows); out.to_csv(RES / "h2_seshat_items.csv", index=False)
175 + M = full.replace({0.5: np.nan}); C = M.corr(min_periods=30); off = C.values[np.triu_indices(len(cols), 1)]
176 + ev = np.linalg.eigvalsh(C.fillna(0).values)
177 + diag = {"mean_interitem_corr": float(np.nanmean(off)), "median_interitem_corr": float(np.nanmedian(off)), "first_eigen_share": float(ev[-1] / ev.sum()), "n_items": len(cols)}
178 + (RES / "h2_seshat_items_dimensionality.json").write_text(json.dumps(diag, indent=2))
179 + return out, diag
180 +
181 +
143 182 def h5_blocks(d: pd.DataFrame):
144 183 rows = []
145 − for col, name in [("macro_region", "region"), ("era", "era")]:
184 + for col, name in [("macro_region", "region"), ("era", "era"), ("cultural_sphere", "sphere")]:
146 185 for g in sorted(d[col].dropna().unique()):
147 186 held = d[d[col] != g]; inb = d[d[col] == g]
148 − other = "C(era)" if col == "macro_region" else "C(macro_region)"
187 + other = "C(era)" if col in ("macro_region", "cultural_sphere") else "C(macro_region)"
149 188 try:
150 189 try:
151 190 r = fit_formula(f"y1_severity ~ P_main_z + {XS} + {other}", held, BIN, groups="seshat_region"); cov = "cluster"
@@ -174,16 +213,17 @@ def y2_cox_and_y3(dp: pd.DataFrame):
174 213 rows = []
175 214 d = dp.dropna(subset=["P_main", "duration", "macro_region"]).copy()
176 215 d["event"] = (~d.censored).astype(int); d["P_z"] = (d.P_main - d.P_main.mean()) / d.P_main.std()
177 − for c in ["X_warfare", "X_prod_infra", "X_military", "D_pc1", "K_mean", "complexity_pc1"]:
216 + for c in ["X_warfare", "X_prod_infra", "X_military", "D_pc1", "K_mean", "complexity_pc1", "n_polities_in_nga"]:
178 217 d[c + "_z"] = (d[c] - d[c].mean()) / d[c].std()
179 218 d["era_num"] = d.midpoint
180 219 specs = {"Y2-1 Cox: P + strata(macro-region)": ["P_z"], "Y2-2 Cox: P + X + midpoint + strata": ["P_z", "X_warfare_z", "X_prod_infra_z", "midpoint"],
181 − "Y2-3 Cox: D + K + X + midpoint + strata": ["D_pc1_z", "K_mean_z", "X_warfare_z", "X_prod_infra_z", "midpoint"], "Y2-4 Cox: complexity PC1 + X + strata": ["complexity_pc1_z", "X_warfare_z", "X_prod_infra_z", "midpoint"]}
220 + "Y2-3 Cox: D + K + X + midpoint + strata": ["D_pc1_z", "K_mean_z", "X_warfare_z", "X_prod_infra_z", "midpoint"], "Y2-4 Cox: complexity PC1 + X + strata": ["complexity_pc1_z", "X_warfare_z", "X_prod_infra_z", "midpoint"],
221 + "Y2-5 Cox: D + K + X + midpoint + polities per NGA (periodization) + strata": ["D_pc1_z", "K_mean_z", "X_warfare_z", "X_prod_infra_z", "midpoint", "n_polities_in_nga_z"]}
182 222 for label, cols in specs.items():
183 223 dd = d.dropna(subset=cols + ["seshat_region"])[cols + ["duration", "event", "macro_region", "seshat_region"]].copy()
184 224 try:
185 225 cph = CoxPHFitter(); cph.fit(dd, duration_col="duration", event_col="event", strata=["macro_region"], cluster_col="seshat_region", robust=True)
186 − for t in cols[:2] if "Y2-3" in label else cols[:1]:
226 + for t in (cols[:2] + (["n_polities_in_nga_z"] if "Y2-5" in label else [])) if ("Y2-3" in label or "Y2-5" in label) else cols[:1]:
187 227 s = cph.summary.loc[t]
188 228 rows.append({"model": label, "term": t, "coef": s["coef"], "se": s["se(coef)"], "ci_lo": s["coef lower 95%"], "ci_hi": s["coef upper 95%"], "p": s["p"], "n": len(dd), "events": int(dd.event.sum()), "hr": np.exp(s["coef"])})
189 229 if "Y2-2" in label:
@@ -210,7 +250,10 @@ def main():
210 250 wins, summ = out_of_sample(d)
211 251 h4 = h4_nonlinear(d); (RES / "h4_seshat_summary.json").write_text(json.dumps(h4, indent=2))
212 252 h5 = h5_blocks(d)
253 + items, idiag = item_level(d)
213 254 y23 = y2_cox_and_y3(dp)
255 + print("\n=== ITEM LEVEL ===\n", items.round(3).to_string(index=False), "\n", idiag)
256 + print("corr(K_mean, polities per NGA) =", round(float(dp.K_mean.corr(dp.n_polities_in_nga)), 3))
214 257 pd.set_option("display.width", 250); pd.set_option("display.max_colwidth", 70)
215 258 cols = ["model", "term", "coef", "se", "p", "n"]
216 259 print("=== PRIMARY (Y1 fractional logit, cluster region) ===\n", prim[cols].round(3).to_string(index=False))
modified src/wp35/harmonization/seshat.py +8 −4
@@ -66,7 +66,7 @@ def _num(v):
66 66 return np.nan
67 67
68 68
69 −def build_facts(sheets: dict[str, pd.DataFrame]) -> pd.DataFrame:
69 +def build_facts(sheets: dict[str, pd.DataFrame], write_diag: bool = True) -> pd.DataFrame:
70 70 frames = []
71 71 for sheet in ["Social complexity", "Warfare", "Religion", "General"]:
72 72 df = sheets[sheet].copy()
@@ -106,9 +106,10 @@ def build_facts(sheets: dict[str, pd.DataFrame]) -> pd.DataFrame:
106 106 f.loc[zero_scale, "value"] = np.nan
107 107 f["is_uncertain"] = f.is_uncertain.fillna(False).astype(bool)
108 108 f["is_disputed"] = f.is_disputed.fillna(False).astype(bool)
109 − DIAG.mkdir(parents=True, exist_ok=True)
110 − f[f.unparsed][["sheet", "polity_id", "variable", "value_from"]].to_csv(DIAG / "seshat_unparsed_values.csv", index=False)
111 − f[zero_scale][["polity_id", "variable", "value_from", "value_to", "year_from"]].to_csv(DIAG / "seshat_zero_scale_values.csv", index=False)
109 + if write_diag:
110 + DIAG.mkdir(parents=True, exist_ok=True)
111 + f[f.unparsed][["sheet", "polity_id", "variable", "value_from"]].to_csv(DIAG / "seshat_unparsed_values.csv", index=False)
112 + f[zero_scale][["polity_id", "variable", "value_from", "value_to", "year_from"]].to_csv(DIAG / "seshat_zero_scale_values.csv", index=False)
112 113 keep = ["sheet", "section", "seshat_region", "polity_number", "polity_id", "variable", "value", "value_lo", "value_hi",
113 114 "text", "year_from", "year_to", "dated", "is_numeric", "inferred", "disputed", "unparsed", "is_uncertain", "is_disputed"]
114 115 return f[keep]
@@ -163,6 +164,9 @@ def polity_metadata(sheets: dict[str, pd.DataFrame], facts: pd.DataFrame) -> pd.
163 164 cfg = yaml.safe_load((ROOT / "configs" / "regions.yaml").read_text())
164 165 r2m = {r: m for m, rs in cfg["macro_regions"].items() for r in rs}
165 166 pol["macro_region"] = pol.seshat_region.map(r2m)
167 + r2c = {r: m for m, rs in cfg["cultural_spheres"].items() for r in rs}
168 + pol["cultural_sphere"] = pol.seshat_region.map(r2c)
169 + pol["n_polities_in_nga"] = pol.groupby("homeNGA").polity_id.transform("count")
166 170 pol["midpoint"] = (pol.start_year + pol.end_year) / 2
167 171 def era(y):
168 172 for b in cfg["era_blocks"]:
modified src/wp35/measurement/build_indices.py +34 −2
@@ -120,7 +120,7 @@ def build_seshat():
120 120 scmat[v] = logw[v]
121 121 scmat = scmat.loc[:, scmat.notna().sum() >= 100]
122 122 out["complexity_pc1"], C_load, C_var = pc1_pairwise(scmat, min_coded=5)
123 − out = out.join(meta[["seshat_region", "homeNGA", "macro_region", "era", "start_year", "end_year", "midpoint", "duration", "censored", "centralization", "utm_zone"]])
123 + out = out.join(meta[["seshat_region", "homeNGA", "macro_region", "cultural_sphere", "n_polities_in_nga", "era", "start_year", "end_year", "midpoint", "duration", "censored", "centralization", "utm_zone"]])
124 124 out.index.name = "polity_id"
125 125 out.reset_index().to_parquet(PROC / "seshat_indices.parquet", index=False)
126 126 # ---- pre-crisis versions (same loadings/standardization as the full sample) ----
@@ -150,6 +150,17 @@ def build_seshat():
150 150 for kname in ["K_mean", "K_irt", "K_pc1"]:
151 151 cr[f"P_{dname}_{kname}"] = z(cr[dname], out[dname]) - z(cr[kname], out[kname])
152 152 cr["P_main"] = cr["P_D_pc1_K_mean"]
153 + # pre-registered robustness variants at the crisis level
154 + plo = pre.pivot(index="crisis_id", columns="variable", values="lo_min"); phi = pre.pivot(index="crisis_id", columns="variable", values="hi_max")
155 + with np.errstate(divide="ignore"):
156 + Dlo_c = pd.DataFrame({"log_pop": np.log(plo.get("polity_population").where(plo.get("polity_population") > 0)), "log_terr": np.log(plo.get("polity_territory").where(plo.get("polity_territory") > 0)), "log_cap": Dp.log_cap, "settl_hier": Dp.settl_hier}, index=pw.index)
157 + Dhi_c = pd.DataFrame({"log_pop": np.log(phi.get("polity_population").where(phi.get("polity_population") > 0)), "log_terr": np.log(phi.get("polity_territory").where(phi.get("polity_territory") > 0)), "log_cap": Dp.log_cap, "settl_hier": Dp.settl_hier}, index=pw.index)
158 + for nm, Dx in [("lo", Dlo_c), ("hi", Dhi_c)]:
159 + Zx = (Dx - Dmat.mean()) / Dmat.std(ddof=0); dx = (Zx.fillna(0) * D_load).sum(axis=1) / (Zx.notna() * D_load.abs()).sum(axis=1).replace(0, np.nan)
160 + dx[Zx.notna().sum(axis=1) < 2] = np.nan; cr[f"D_pc1_{nm}"] = dx
161 + cr[f"P_main_{nm}"] = z(dx, out.D_pc1) - z(cr.K_mean, out.K_mean)
162 + # inferred codes dropped: K recomputed from non-inferred facts of the polity (whole-polity; pre-crisis dating not applied)
163 + cr["K_mean_noinf"] = cr.index.map(lambda c: np.nan); pol_of = crisis.polity_id if False else None
153 164 wfp = pre[pre.variable.isin(wf.columns)].pivot(index="crisis_id", columns="variable", values="value_mean")
154 165 cr["X_warfare"] = wfp.mean(axis=1).where(wfp.notna().mean(axis=1) >= 0.5).reindex(cr.index)
155 166 cr["X_prod_infra"] = block_score(pw, PROD_INFRA)
@@ -162,7 +173,28 @@ def build_seshat():
162 173 cr.loc[Zc.notna().sum(axis=1) < 5, "complexity_pc1"] = np.nan
163 174 crisis = pd.read_parquet(PROC / "seshat_crisis.parquet").set_index("crisis_id")
164 175 cr["polity_id"] = crisis.polity_id; cr["crisis_start"] = crisis.crisis_start
165 − cr = cr.join(meta[["macro_region", "era", "seshat_region", "homeNGA", "start_year"]], on="polity_id")
176 + cr = cr.join(meta[["macro_region", "cultural_sphere", "era", "seshat_region", "homeNGA", "start_year"]], on="polity_id")
177 + cr["K_mean_noinf"] = cr.polity_id.map(out.K_mean_noinf); cr["P_main_noinf"] = z(cr.D_pc1, out.D_pc1) - z(cr.K_mean_noinf, out.K_mean_noinf)
178 + # standardization windows: within era / within macro-region (group moments from the polity sample), and ranks
179 + for grp, nm in [("era", "within_era"), ("macro_region", "within_region")]:
180 + gm = df.groupby(grp)[["D_pc1", "K_mean"]].agg(["mean", "std"])
181 + dz = (cr.D_pc1 - cr[grp].map(gm[("D_pc1", "mean")])) / cr[grp].map(gm[("D_pc1", "std")]); kz = (cr.K_mean - cr[grp].map(gm[("K_mean", "mean")])) / cr[grp].map(gm[("K_mean", "std")])
182 + cr[f"P_{nm}"] = dz - kz
183 + cr["P_rank"] = cr.D_pc1.rank(pct=True) - cr.K_mean.rank(pct=True)
184 + # overlap check (A-006): D without settlement hierarchy; K with the administration block recomputed without administrative levels
185 + D3 = Dmat[["log_pop", "log_terr", "log_cap"]]; out["D_pc1_nosh"], D3_load, _ = pc1_pairwise(D3)
186 + Zp3 = (Dp[["log_pop", "log_terr", "log_cap"]] - D3.mean()) / D3.std(ddof=0); cr["D_pc1_nosh"] = ((Zp3.fillna(0) * D3_load).sum(axis=1) / (Zp3.notna() * D3_load.abs()).sum(axis=1).replace(0, np.nan)).where(Zp3.notna().sum(axis=1) >= 2)
187 + adm_items = [v for v in K_BLOCKS["admin"] if v != "administrative_level"]
188 + for frame, target in [(wide, out), (pw, cr)]:
189 + ka = block_score(frame, adm_items); bl_ = pd.concat([ka] + [block_score(frame, K_BLOCKS[k]) for k in ("rules_money", "comm_infra", "records")], axis=1)
190 + target["K_mean_noadmlev"] = bl_.mean(axis=1).where(bl_.notna().sum(axis=1) >= 3).reindex(target.index)
191 + cr["P_nosh"] = z(cr.D_pc1_nosh, out.D_pc1_nosh) - z(cr.K_mean, out.K_mean); cr["P_noadmlev"] = z(cr.D_pc1, out.D_pc1) - z(cr.K_mean_noadmlev, out.K_mean_noadmlev)
192 + cr["P_nosh_noadmlev"] = z(cr.D_pc1_nosh, out.D_pc1_nosh) - z(cr.K_mean_noadmlev, out.K_mean_noadmlev)
193 + # crisis-sample saturation diagnostics
194 + diag_cr = {"K_mean_crisis_mean": float(cr.K_mean.mean()), "K_mean_crisis_share_gt_0.8": float((cr.K_mean > 0.8).mean()), "K_mean_crisis_sd": float(cr.K_mean.std()),
195 + "K_mean_all_mean": float(out.K_mean.mean()), "K_mean_all_sd": float(out.K_mean.std()), "corr_P_D_crisis": float(cr.P_main.corr(cr.D_pc1)), "corr_P_K_crisis": float(cr.P_main.corr(cr.K_mean)),
196 + "dated_share_precrisis_facts": float(pre.n_dated.sum() / pre.n_facts.sum())}
197 + (RES / "measurement_crisis_sample.json").write_text(json.dumps(diag_cr, indent=2))
166 198 cr["years_since_start"] = cr.crisis_start - cr.start_year
167 199 cr.reset_index().to_parquet(PROC / "seshat_crisis_indices.parquet", index=False)
168 200 # ---- diagnostics: collinearity, comparability, measurement error ----
modified src/wp35/simulations/analyze.py +3 −1
@@ -66,7 +66,9 @@ def main():
66 66 ctrl = m[m.shock_type == "none"].set_index(["N", "network", "bandwidth", "zipf", "regime", "admin_capacity_ratio", "seed"])[["d_success_raw", "d_bits_raw"]]
67 67 sh = m[m.shock_type != "none"].join(ctrl, on=["N", "network", "bandwidth", "zipf", "regime", "admin_capacity_ratio", "seed"], rsuffix="_ctrl")
68 68 sh["d_success"] = sh.d_success_raw - sh.d_success_raw_ctrl; sh["d_bits"] = sh.d_bits_raw - sh.d_bits_raw_ctrl
69 + sh = sh[(sh.shock_type != "distribution") | (sh.zipf > 0)] # distribution shocks are a no-op in uniform cells (KL = 0)
69 70 shock = sh.groupby(["shock_type", "regime", "admin_capacity_ratio"])[["d_success", "d_bits", "kl_q_p_bits"]].agg(["mean", "std", "count"]); shock.columns = ["_".join(c) for c in shock.columns]; shock = shock.reset_index(); shock.to_csv(SIM / "shock_effects.csv", index=False)
71 + shock_bw = sh.groupby(["shock_type", "bandwidth", "regime", "admin_capacity_ratio"])[["d_success", "d_bits", "success_pre"]].mean().reset_index(); shock_bw.to_csv(SIM / "shock_effects_by_bandwidth.csv", index=False)
70 72 # 6. ablations
71 73 abl = {}
72 74 ref = a[(a.shock_type == "none") & (a["T"] == 40) & (a.learn_bits == 200.0) & (a.eps == 0.25) & (a.s == 64) & (a.zipf == 1.0) & (a.verify_records) & (a.branching == 8) & (a.admin_capacity_ratio == 2.0)]
@@ -107,7 +109,7 @@ def main():
107 109 axes[0].set_ylabel("bits per successful task (incl. set-up)"); axes[0].set_yscale("log"); axes[1].set_ylabel("task success rate"); axes[2].set_ylabel("messages per task")
108 110 for ax in axes:
109 111 ax.set_xscale("log"); ax.set_xlabel("N agents"); ax.set_xticks([50, 200, 800]); ax.set_xticklabels([50, 200, 800])
110 − axes[0].legend(fontsize=7, title="regime (admin cap. ratio 2)", title_fontsize=7); fig.suptitle("SIMULATED — scaling by regime, no shock (mean ± 95% CI over cells and seeds)", fontsize=9)
112 + axes[0].legend(fontsize=7, title="regime (budget multiple 2)", title_fontsize=7); fig.suptitle("SIMULATED — scaling by regime, no shock (mean ± 95% CI over cells and seeds)", fontsize=9)
111 113 fig.tight_layout(); fig.savefig(FIG / "fig_sim_scaling.pdf"); plt.close(fig)
112 114 # phase diagram: success vs admin capacity ratio
113 115 fig, ax = plt.subplots(figsize=(5, 3.6))
modified src/wp35/simulations/model.py +42 −14
@@ -142,8 +142,7 @@ def simulate(P: Params) -> dict:
142 142 best = (kl, qq)
143 143 q = best[1]
144 144 regime = P.regime
145 − if P.admin_capacity_ratio > 0:
146 − P.admin_bandwidth = max(1, int(round(P.admin_capacity_ratio * 2 * P.lam * P.N * (P.k - 1))))
145 + # (set after producers are known: total administrative budget = ratio x expected relayed messages per period)
147 146 use_code = regime in ("norms", "records", "central", "federated")
148 147 use_records = regime in ("records", "central", "federated")
149 148 hier = regime in ("central", "federated")
@@ -154,6 +153,30 @@ def simulate(P: Params) -> dict:
154 153 producers = np.ones(P.N, bool)
155 154 if hier: # administrators are withdrawn from production (overhead): the first n_admin agents by index
156 155 producers[: min(n_admin, P.N // 4)] = False
156 + # administrative budget (A-005): total = ratio x expected relayed load of PRODUCING agents; central: the root holds the
157 + # whole budget (only it relays); federated: the budget is split equally among all administrators
158 + # Allocation rule (A-005): the SAME total budget for central and federated (ratio x expected relayed load of a
159 + # centralized system, 2*depth*lam*N_prod*(k-1) messages per period); each administrator receives the share of the budget equal to its share of
160 + # the load measured in a 5-period warm-up with unconstrained capacity ("capacity follows load"). Thus the ratio is the
161 + # system-wide capacity/load of the CENTRAL design, and federation's advantage can only come from relaying less.
162 + admin_share = {}; per_admin_default = 1.0; total_budget = 0.0
163 + if hier:
164 + # expected relayed messages per period under the CENTRAL design: 2*depth hops per recipient
165 + total_budget = P.admin_capacity_ratio * 2 * depth * P.lam * producers.sum() * (P.k - 1) if P.admin_capacity_ratio > 0 else P.admin_bandwidth * n_admin
166 + wrng = np.random.default_rng(P.seed + 10_000); loads = {}
167 + for _ in range(5):
168 + Mw = wrng.poisson(P.lam * producers.sum()); iw = wrng.choice(np.where(producers)[0], size=max(Mw, 1))
169 + for m in range(len(iw)):
170 + nb = np.where(A[iw[m]] & producers)[0]
171 + pw_ = wrng.choice(nb, size=P.k - 1, replace=len(nb) < P.k - 1) if len(nb) > 0 else wrng.choice(np.where(producers)[0], size=P.k - 1)
172 + for part in pw_:
173 + l0 = int(lca_depth(paths, np.array([iw[m]]), np.array([part]))[0]) if regime == "federated" else 0
174 + for who in (iw[m], part):
175 + for level in range(l0, depth):
176 + key = (level, tuple(paths[who][:level])); loads[key] = loads.get(key, 0.0) + 1.0
177 + tot = sum(loads.values()); admin_share = {k_: v / tot for k_, v in loads.items()}
178 + def admin_bw(key):
179 + return max(1.0, total_budget * admin_share.get(key, 0.0)) if hier else 1.0
157 180 # per-agent FIFO queues: cumulative message count served at `bandwidth` per period
158 181 agent_backlog = np.zeros(P.N); admin_backlog = {} # admin id -> backlog
159 182 stats = dict(tasks=0, success=0, fail_latency=0, fail_decode=0, messages=0, bits=0.0, admin_bits=0.0, latency_sum=0.0,
@@ -172,7 +195,7 @@ def simulate(P: Params) -> dict:
172 195 # drain queues by one period of service
173 196 agent_backlog = np.maximum(0, agent_backlog - P.bandwidth)
174 197 for a_ in admin_backlog:
175 − admin_backlog[a_] = max(0.0, admin_backlog[a_] - P.admin_bandwidth)
198 + admin_backlog[a_] = max(0.0, admin_backlog[a_] - admin_bw(a_))
176 199 M = rng.poisson(P.lam * producers.sum())
177 200 if M == 0:
178 201 continue
@@ -216,24 +239,29 @@ def simulate(P: Params) -> dict:
216 239 else:
217 240 lvl[:] = 0 # central: everything is relayed through the root
218 241 hops = np.full_like(hops, 2 * depth); n_msgs = hops.sum(axis=1)
219 − # admin load: the LCA administrator processes 2 messages per recipient
220 − keys = []
221 − for c in range(P.k - 1):
222 − for m in range(M):
223 − key = (int(lvl[m, c]), tuple(paths[init[m]][: lvl[m, c]])); keys.append(key)
224 − admin_backlog[key] = admin_backlog.get(key, 0.0) + 2.0
225 − wait = np.zeros(M)
226 − idx = 0
242 + # admin load (A-005): every administrator on the path leaf -> LCA -> leaf processes one message per hop
243 + wait = np.zeros(M); hop_bits = np.zeros(M)
227 244 for c in range(P.k - 1):
228 245 for m in range(M):
229 − wait[m] = max(wait[m], math.ceil(admin_backlog[keys[idx]] / P.admin_bandwidth)); idx += 1
246 + l0 = int(lvl[m, c]); keys_m = []
247 + for who in (init[m], parts[m, c]):
248 + for level in range(l0, depth): # administrators at levels l0..depth-1 on this leaf's path
249 + keys_m.append((level, tuple(paths[who][:level])))
250 + for key in keys_m:
251 + admin_backlog[key] = admin_backlog.get(key, 0.0) + 1.0
252 + for key in keys_m:
253 + wait[m] = max(wait[m], math.ceil(admin_backlog[key] / admin_bw(key)))
254 + hop_bits[m] += hops[m, c] # bits are transmitted on every hop
230 255 np.add.at(agent_backlog, parts.ravel(), 1.0)
231 256 wait = np.maximum(wait, np.ceil(agent_backlog[parts] / P.bandwidth).max(axis=1))
232 257 root_load_t = float(admin_backlog.get((0, ()), 0.0))
233 258 task_fail_latency = wait > P.tau_max
234 259 success = ~task_fail_decode & ~task_fail_latency
235 260 # bits per task = codeword/raw bits to each recipient + 1-bit acknowledgements (if any) + record overhead
236 − bits = bits_r * (P.k - 1) + (1.0 * (P.k - 1) if msgs_per_recip == 2 else 0.0) + (P.admin_bits if use_records else 0.0)
261 + if hier:
262 + bits = bits_r * hop_bits + (P.admin_bits if use_records else 0.0) # codeword repeated on each relay hop
263 + else:
264 + bits = bits_r * (P.k - 1) + (1.0 * (P.k - 1) if msgs_per_recip == 2 else 0.0) + (P.admin_bits if use_records else 0.0)
237 265 stats["tasks"] += M; stats["success"] += int(success.sum()); stats["fail_decode"] += int(task_fail_decode.sum()); stats["fail_latency"] += int((task_fail_latency & ~task_fail_decode).sum())
238 266 stats["messages"] += int(np.sum(n_msgs) if np.ndim(n_msgs) else M * n_msgs); stats["bits"] += float(bits.sum()); stats["admin_bits"] += float(M * P.admin_bits if use_records else 0.0)
239 267 stats["latency_sum"] += float(wait[success].sum()); stats["root_load"] += root_load_t
@@ -246,7 +274,7 @@ def simulate(P: Params) -> dict:
246 274 succ = max(stats["success"], 1)
247 275 b = benefit[producers] if producers.any() else benefit
248 276 g = float(np.abs(b[:, None] - b[None, :]).mean() / (2 * b.mean())) if b.mean() > 0 else float("nan")
249 − out = {**asdict(P), "H_p_bits": H, "L_code_bits": L_code, "L_raw_bits": float(L_raw), "n_admin": int((~producers).sum()), "depth": depth,
277 + out = {**asdict(P), "admin_budget_total": (total_budget if hier else 0.0), "n_producers": int(producers.sum()), "H_p_bits": H, "L_code_bits": L_code, "L_raw_bits": float(L_raw), "n_admin": int((~producers).sum()), "depth": depth,
250 278 "success_rate": stats["success"] / max(stats["tasks"], 1), "msgs_per_task": stats["messages"] / max(stats["tasks"], 1),
251 279 "bits_per_task": stats["bits"] / max(stats["tasks"], 1), "bits_per_success_incl_setup": tot_bits / succ, "bits_per_success": stats["bits"] / succ,
252 280 "tasks_per_kbit": succ / (tot_bits / 1000.0), "latency_mean": stats["latency_sum"] / succ, "fail_latency_share": stats["fail_latency"] / max(stats["tasks"], 1),
modified src/wp35/visualization/make_all.py +5 −0
@@ -69,6 +69,11 @@ def tables():
69 69 f"IRT invariance (Old World vs Americas/Oceania fits) & difficulty correlation {md['irt_invariance']['corr_difficulty_old_vs_new']:.2f} over {md['irt_invariance']['items_compared']} items \\\\",
70 70 f"Modern K (6 V-Dem items) & PC1 share {mm['K_modern_pc1_var_share']:.3f}; corr$(D,K)$ {mm['corr_D_K_modern']:.3f}; corr$(K,\\text{{polyarchy}})$ {mm['corr_K_modern_polyarchy']:.3f}; $n={mm['n_P_modern']:,}$ \\\\"]
71 71 (TAB / "tab_measurement.tex").write_text("\n".join(rows) + "\n")
72 + cs = json.load(open(RES / "measurement_crisis_sample.json"))
73 + with open(TAB / "tab_measurement.tex", "a") as fh:
74 + fh.write(f"Crisis sample (127 records) & K mean {cs['K_mean_crisis_mean']:.2f} (all polities {cs['K_mean_all_mean']:.2f}); share of records with K $>$ 0.8: {cs['K_mean_crisis_share_gt_0.8']:.2f}; corr$(P,D)$ {cs['corr_P_D_crisis']:.2f}, corr$(P,K)$ {cs['corr_P_K_crisis']:.2f}; dated share of pre-crisis facts {cs['dated_share_precrisis_facts']:.3f} \\\\\n")
75 + it = pd.read_csv(RES / "h2_seshat_items.csv"); idg = json.load(open(RES / "h2_seshat_items_dimensionality.json"))
76 + (TAB / "tab_items.tex").write_text("\n".join(f"{esc(r['item'])} & {int(r.n)} & {r.share_present:.2f} & {fmt(r.coef_P_main_z, 2)} ({fmt(r.se_P_main_z, 2)}) & {fmt(r.coef_D_pc1_z, 2)} ({fmt(r.se_D_pc1_z, 2)}) & {fmt(r.coef_K_mean_z, 2)} ({fmt(r.se_K_mean_z, 2)}) \\\\" for _, r in it.iterrows()) + f"\n\\midrule\n\\multicolumn{{6}}{{l}}{{Mean inter-item correlation {idg['mean_interitem_corr']:.2f} (median {idg['median_interitem_corr']:.2f}); first eigenvalue share {idg['first_eigen_share']:.2f} of {idg['n_items']} items}} \\\\\n")
72 77 pw1 = pd.read_csv(RES / "power_h2a_binary.csv"); pw2 = pd.read_csv(RES / "power_h2a_fractional.csv")
73 78 (TAB / "tab_power.tex").write_text("\n".join([f"Y1b binary & {r.beta:.2f} & {r.power:.2f} & {int(r.n)} \\\\" for _, r in pw1.iterrows()] + [f"Y1 fractional & {r.beta:.2f} & {r.power:.2f} & {int(r.n)} \\\\" for _, r in pw2.iterrows()]) + "\n")
74 79 coef_table(pd.read_csv(RES / "h1_seshat.csv"), TAB / "tab_h1_seshat.tex", extra=["r2"])
modified tests/test_harmonization.py +1 −1
@@ -17,7 +17,7 @@ def test_geometric_midpoint_and_bounds():
17 17 df = pd.DataFrame({"sheet": ["Social complexity"], "section": ["sc"], "seshat_region": ["x"], "polity_number": [1],
18 18 "polity_id": ["p"], "variable_name": ["polity_population"], "value_from": [100], "value_to": [400],
19 19 "year_from": [np.nan], "year_to": [np.nan], "is_disputed": [False], "is_uncertain": [False]})
20 − f = S.build_facts({"Social complexity": df, "Warfare": df.iloc[0:0], "Religion": df.iloc[0:0], "General": df.iloc[0:0]})
20 + f = S.build_facts({"Social complexity": df, "Warfare": df.iloc[0:0], "Religion": df.iloc[0:0], "General": df.iloc[0:0]}, write_diag=False)
21 21 assert f.value.iloc[0] == pytest.approx(200.0) and f.value_lo.iloc[0] == 100 and f.value_hi.iloc[0] == 400 and not f.dated.iloc[0]
22 22
23 23 @needs_data
24 24
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