Compute boostrap statistics from a bootstrap run.
Source:R/bootstrapped_statistics.R
bootstrapped_statistics.RdFrom a bootstrap run several statistics are computed. These are the model frequency, the bootstrap statistics of each parameter and, if the bootstrap is nonparametric, also the co-clustering probability of the input points. All the bootstrapped values are also returned. For the bootstrapped statistics the confidence intervals are returned for a required alpha value.
Value
A list with the bootstrapped values, the model frequency, the bootstraped statistics and the co-clustering probability - non-null only for nonparametric boostrap.
Examples
# Random small dataset
dataset = random_dataset(N = 200, seed = 123, Beta_variance_scaling = 100)
x = mobster_fit(dataset$data, auto_setup = 'FAST')
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#>
#>
#> ℹ MOBSTER fits completed in 3.4s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 52% [C1] and 48% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 102, 52%] with mean = 0.58.
#> ● Beta C2 [n = 98, 48%] with mean = 0.11.
#> ℹ Score(s): NLL = -108.12; ICL = -182.58 (-182.58), H = 1.88 (1.88). Fit
#> converged by MM in 70 steps.
# Just 5 resamples of a nonparametric bootstrap run, disabling the parallel engine
options(easypar.parallel = FALSE)
boot_results = mobster_bootstrap(x$best, n.resamples = 5, auto_setup = 'FAST')
#> [ MOBSTER bootstrap ~ 5 resamples from nonparametric bootstrap ]
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 52% [C1] and 48% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 102, 52%] with mean = 0.58.
#> ● Beta C2 [n = 98, 48%] with mean = 0.11.
#> ℹ Score(s): NLL = -108.12; ICL = -182.58 (-182.58), H = 1.88 (1.88). Fit
#> converged by MM in 70 steps.
#>
#> ℹ Creating nonparametric bootstrap resamples
#> ✔ Creating nonparametric bootstrap resamples ... done
#>
#>
#> ── Running fits ─────────────────────────────────── Might take some time ... ──
#> [easypar] 2025-11-21 08:49:17.0484 - Overriding parallel execution setup [TRUE] with global option : FALSE
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#> [easypar] 2025-11-21 08:49:17.099309 - Overriding parallel execution setup [FALSE] with global option : FALSE
#>
#>
#> ℹ MOBSTER fits completed in 3.9s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 50% [C1] and 50% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 98, 50%] with mean = 0.59.
#> ● Beta C2 [n = 102, 50%] with mean = 0.11.
#> ℹ Score(s): NLL = -101.04; ICL = -168.07 (-168.07), H = 2.23 (2.23). Fit
#> interrupted by MM in 100 steps.
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#> [easypar] 2025-11-21 08:49:21.043438 - Overriding parallel execution setup [FALSE] with global option : FALSE
#>
#>
#> ℹ MOBSTER fits completed in 3.3s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 51% [C1] and 49% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 101, 51%] with mean = 0.59.
#> ● Beta C2 [n = 99, 49%] with mean = 0.11.
#> ℹ Score(s): NLL = -115.21; ICL = -197.42 (-197.42), H = 1.21 (1.21). Fit
#> converged by MM in 62 steps.
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#> [easypar] 2025-11-21 08:49:24.38574 - Overriding parallel execution setup [FALSE] with global option : FALSE
#>
#>
#> ℹ MOBSTER fits completed in 3.4s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 50% [C2] and 50% [C1], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 99, 50%] with mean = 0.59.
#> ● Beta C2 [n = 101, 50%] with mean = 0.12.
#> ℹ Score(s): NLL = -108.28; ICL = -182.9 (-182.9), H = 1.87 (1.87). Fit
#> converged by MM in 70 steps.
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#> [easypar] 2025-11-21 08:49:27.837984 - Overriding parallel execution setup [FALSE] with global option : FALSE
#>
#>
#> ℹ MOBSTER fits completed in 3.6s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 57% [C1] and 43% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 113, 57%] with mean = 0.59.
#> ● Beta C2 [n = 87, 43%] with mean = 0.11.
#> ℹ Score(s): NLL = -115.77; ICL = -199.22 (-199.22), H = 0.52 (0.52). Fit
#> converged by MM in 25 steps.
#> [ MOBSTER fit ]
#>
#> ✔ Loaded input data, n = 200.
#> ❯ n = 200. Mixture with k = 1,2 Beta(s). Pareto tail: TRUE and FALSE. Output
#> clusters with π > 0.02 and n > 10.
#> ! mobster automatic setup FAST for the analysis.
#> ❯ Scoring (without parallel) 2 x 2 x 2 = 8 models by reICL.
#>
#> [easypar] 2025-11-21 08:49:31.539593 - Overriding parallel execution setup [FALSE] with global option : FALSE
#>
#>
#> ℹ MOBSTER fits completed in 3.7s.
#>
#> ── [ MOBSTER ] My MOBSTER model n = 200 with k = 2 Beta(s) without tail ────────
#> ● Clusters: π = 55% [C1] and 45% [C2], with π > 0.
#> ✖ No tail fit.
#>
#> ● Beta C1 [n = 109, 55%] with mean = 0.59.
#> ● Beta C2 [n = 91, 45%] with mean = 0.13.
#> ℹ Score(s): NLL = -102.08; ICL = -171.04 (-171.04), H = 1.34 (1.34). Fit
#> converged by MM in 29 steps.
boot_stats = bootstrapped_statistics(x$best, boot_results)
#>
#> ── Computing model frequency ───────────────────────────────────────────────────
#> # A tibble: 1 × 3
#> Model Frequency fit.model
#> <fct> <dbl> <lgl>
#> 1 K = 2 without tail 1 TRUE
#>
#> ── Computing confidence Intervals (CI) for empirical quantiles ─────────────────
#>
#> Mixing proportions
#> # A tibble: 3 × 8
#> cluster statistics min lower_quantile higher_quantile max fit.value
#> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 C1 Mixing proportion 0.496 0.497 0.563 0.565 0.517
#> 2 C2 Mixing proportion 0.435 0.437 0.503 0.504 0.483
#> 3 Tail Mixing proportion 0 0 0 0 0
#> # ℹ 1 more variable: init.value <dbl>
#>
#> Tail shape/ scale
#> # A tibble: 0 × 8
#> # ℹ 8 variables: cluster <chr>, statistics <chr>, min <dbl>,
#> # lower_quantile <dbl>, higher_quantile <dbl>, max <dbl>, fit.value <dbl>,
#> # init.value <dbl>
#>
#> Beta peaks
#> # A tibble: 4 × 8
#> cluster statistics min lower_quantile higher_quantile max fit.value
#> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 C1 Mean 0.586 0.586 0.592 0.593 0.581
#> 2 C1 Variance 0.00682 0.00690 0.00880 0.00885 0.00893
#> 3 C2 Mean 0.110 0.110 0.128 0.129 0.112
#> 4 C2 Variance 0.00301 0.00309 0.00446 0.00449 0.00341
#> # ℹ 1 more variable: init.value <dbl>
#>
#> ── Computing co-clustering probability for nonparametric bootstrap ─────────────
#> Warning: `progress_estimated()` was deprecated in dplyr 1.0.0.
#> ℹ The deprecated feature was likely used in the mobster package.
#> Please report the issue at <https://github.com/caravagnalab/mobster/issues>.
print(boot_stats)
#> $bootstrap_values
#> # A tibble: 55 × 5
#> cluster statistics fit.value init.value resample
#> <chr> <chr> <dbl> <dbl> <int>
#> 1 C1 a 15.5 9.76 1
#> 2 C1 b 10.8 9.76 1
#> 3 C1 Mean 0.590 0.402 1
#> 4 C1 Variance 0.00885 0.00952 1
#> 5 C2 a 2.44 5.55 1
#> 6 C2 b 19.0 5.55 1
#> 7 C2 Mean 0.114 0.179 1
#> 8 C2 Variance 0.00449 0.00459 1
#> 9 C1 Mixing proportion 0.501 0.333 1
#> 10 C2 Mixing proportion 0.499 0.333 1
#> # ℹ 45 more rows
#>
#> $bootstrap_model
#> # A tibble: 1 × 3
#> Model Frequency fit.model
#> <fct> <dbl> <lgl>
#> 1 K = 2 without tail 1 TRUE
#>
#> $bootstrap_statistics
#> # A tibble: 11 × 8
#> cluster statistics min lower_quantile higher_quantile max fit.value
#> <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 C1 Mean 5.86e-1 0.586 0.592 5.93e-1 0.581
#> 2 C1 Mixing prop… 4.96e-1 0.497 0.563 5.65e-1 0.517
#> 3 C1 Variance 6.82e-3 0.00690 0.00880 8.85e-3 0.00893
#> 4 C1 a 1.55e+1 15.6 20.1 2.03e+1 15.3
#> 5 C1 b 1.08e+1 10.9 14.0 1.41e+1 11.0
#> 6 C2 Mean 1.10e-1 0.110 0.128 1.29e-1 0.112
#> 7 C2 Mixing prop… 4.35e-1 0.437 0.503 5.04e-1 0.483
#> 8 C2 Variance 3.01e-3 0.00309 0.00446 4.49e-3 0.00341
#> 9 C2 a 2.44e+0 2.47 3.49 3.50e+0 3.17
#> 10 C2 b 1.90e+1 19.2 27.6 2.81e+1 25.1
#> 11 Tail Mixing prop… 0 0 0 0 0
#> # ℹ 1 more variable: init.value <dbl>
#>
#> $bootstrap_co_clustering
#> 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
#> 1 0 2 4 3 3 2 4 3 2 4 2 4 3 2 4 3 1 2 3 1 2 1 4 3 4 2 3 1
#> 2 0 0 2 1 1 2 2 1 2 2 1 2 1 0 2 2 1 0 2 1 1 0 2 2 2 1 2 0
#> 3 0 0 0 3 4 3 5 4 3 5 2 4 4 2 4 4 2 3 4 1 3 2 4 4 4 3 4 1
#> 4 0 0 0 0 2 1 3 3 1 3 2 3 3 2 3 2 0 2 2 0 1 1 3 2 3 2 2 1
#> 5 0 0 0 0 0 2 4 3 2 4 1 3 3 2 3 3 2 3 3 1 3 2 3 3 3 2 3 1
#> 6 0 0 0 0 0 0 3 2 3 3 1 2 2 0 2 3 2 1 3 1 2 1 2 3 2 2 3 0
#> 7 0 0 0 0 0 0 0 4 3 5 2 4 4 2 4 4 2 3 4 1 3 2 4 4 4 3 4 1
#> 8 0 0 0 0 0 0 0 0 2 4 2 3 4 2 3 3 1 3 3 0 2 2 3 3 3 3 3 1
#> 9 0 0 0 0 0 0 0 0 0 3 1 2 2 0 2 3 2 1 3 1 2 1 2 3 2 2 3 0
#> 10 0 0 0 0 0 0 0 0 0 0 2 4 4 2 4 4 2 3 4 1 3 2 4 4 4 3 4 1
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#> 12 0 0 0 0 0 0 0 0 0 0 0 0 3 2 4 3 1 2 3 1 2 1 4 3 4 2 3 1
#> 13 0 0 0 0 0 0 0 0 0 0 0 0 0 2 3 3 1 3 3 0 2 2 3 3 3 3 3 1
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#> 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 3 3 3 3 4 1
#> 20 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 1 0 1 0
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#> 114 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
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#> 42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 43 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 44 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 45 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 46 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 47 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 48 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 50 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 51 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 53 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 55 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 57 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 59 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 60 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 61 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 63 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 66 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 67 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 68 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 69 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 70 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 71 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 72 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 73 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 74 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 76 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 77 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 78 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 79 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 80 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 81 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 82 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 83 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 84 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 85 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 86 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 87 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 88 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 89 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 90 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 91 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 92 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 93 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 94 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 95 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 96 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 97 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 157 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 166 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 194 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 195 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 196 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 98 2 1 2 1 1 1 0 1 1 1 2 0 1 0 2 2 2 2 2
#> 99 3 2 2 1 1 0 2 2 2 2 3 0 3 2 2 3 3 3 2
#> 100 3 1 2 1 1 1 1 2 1 2 3 0 2 1 2 3 3 3 3
#> 101 3 2 2 1 0 1 3 3 1 3 2 1 3 3 2 2 2 2 2
#> 102 2 0 1 0 0 1 1 2 0 2 2 0 1 1 1 2 2 2 2
#> 103 2 1 2 0 0 1 1 2 1 2 2 0 1 1 2 2 2 2 1
#> 104 3 1 2 1 0 2 2 3 0 3 2 1 2 2 2 2 2 2 3
#> 105 2 1 1 1 1 0 1 1 1 1 2 0 2 1 1 2 2 2 2
#> 106 2 2 2 2 1 1 1 1 1 1 1 1 2 1 2 1 1 1 2
#> 107 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 108 3 1 2 1 0 2 2 3 0 3 2 1 2 2 2 2 2 2 3
#> 109 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 110 3 1 2 1 1 1 1 2 1 2 3 0 2 1 2 3 3 3 3
#> 111 4 3 4 2 1 2 2 3 2 3 3 1 3 2 4 3 3 3 3
#> 112 4 2 3 1 0 2 3 4 1 4 3 1 3 3 3 3 3 3 3
#> 113 4 3 4 2 1 2 2 3 2 3 3 1 3 2 4 3 3 3 3
#> 114 3 2 3 1 0 2 2 3 1 3 2 1 2 2 3 2 2 2 2
#> 115 4 2 3 1 0 2 3 4 1 4 3 1 3 3 3 3 3 3 3
#> 116 4 2 3 1 1 1 2 3 2 3 4 0 3 2 3 4 4 4 3
#> 117 3 1 2 1 0 2 2 3 0 3 2 1 2 2 2 2 2 2 3
#> 118 2 2 2 1 0 1 2 2 1 2 1 1 2 2 2 1 1 1 1
#> 119 3 1 2 1 1 1 1 2 1 2 3 0 2 1 2 3 3 3 3
#> 120 3 3 3 2 1 1 2 2 2 2 2 1 3 2 3 2 2 2 2
#> 121 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 122 2 1 2 1 1 1 0 1 1 1 2 0 1 0 2 2 2 2 2
#> 123 3 3 3 2 1 1 2 2 2 2 2 1 3 2 3 2 2 2 2
#> 124 3 2 2 1 1 0 2 2 2 2 3 0 3 2 2 3 3 3 2
#> 125 3 1 2 1 0 2 2 3 0 3 2 1 2 2 2 2 2 2 3
#> 126 3 2 2 1 0 1 3 3 1 3 2 1 3 3 2 2 2 2 2
#> 127 4 3 4 2 1 2 2 3 2 3 3 1 3 2 4 3 3 3 3
#> 128 1 1 1 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0
#> 129 4 2 3 1 1 1 2 3 2 3 4 0 3 2 3 4 4 4 3
#> 130 1 1 1 0 0 0 1 1 1 1 1 0 1 1 1 1 1 1 0
#> 131 3 1 2 0 0 1 2 3 1 3 3 0 2 2 2 3 3 3 2
#> 132 4 3 3 2 1 1 3 3 2 3 3 1 4 3 3 3 3 3 3
#> 133 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 134 2 2 2 2 1 1 1 1 1 1 1 1 2 1 2 1 1 1 2
#> 135 4 3 4 2 1 2 2 3 2 3 3 1 3 2 4 3 3 3 3
#> 136 3 2 3 2 1 2 1 2 1 2 2 1 2 1 3 2 2 2 3
#> 137 2 1 2 1 1 1 0 1 1 1 2 0 1 0 2 2 2 2 2
#> 138 4 3 3 2 1 1 3 3 2 3 3 1 4 3 3 3 3 3 3
#> 139 3 1 2 0 0 1 2 3 1 3 3 0 2 2 2 3 3 3 2
#> 140 4 2 3 1 1 1 2 3 2 3 4 0 3 2 3 4 4 4 3
#> 141 1 1 1 1 1 0 0 0 1 0 1 0 1 0 1 1 1 1 1
#> 142 2 1 1 1 0 1 2 2 0 2 1 1 2 2 1 1 1 1 2
#> 143 2 1 2 1 1 1 0 1 1 1 2 0 1 0 2 2 2 2 2
#> 144 3 1 2 0 0 1 2 3 1 3 3 0 2 2 2 3 3 3 2
#> 145 2 1 1 1 1 0 1 1 1 1 2 0 2 1 1 2 2 2 2
#> 146 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 147 2 2 2 1 0 1 2 2 1 2 1 1 2 2 2 1 1 1 1
#> 148 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 149 3 2 3 1 0 2 2 3 1 3 2 1 2 2 3 2 2 2 2
#> 150 3 2 2 1 0 1 3 3 1 3 2 1 3 3 2 2 2 2 2
#> 151 1 1 1 1 0 1 1 1 0 1 0 1 1 1 1 0 0 0 1
#> 152 3 2 3 1 1 1 1 2 2 2 3 0 2 1 3 3 3 3 2
#> 153 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 154 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 155 2 1 2 1 0 2 1 2 0 2 1 1 1 1 2 1 1 1 2
#> 156 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 158 3 1 2 1 0 2 2 3 0 3 2 1 2 2 2 2 2 2 3
#> 159 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 160 3 3 3 2 1 1 2 2 2 2 2 1 3 2 3 2 2 2 2
#> 161 4 2 3 2 1 2 2 3 1 3 3 1 3 2 3 3 3 3 4
#> 162 4 2 3 1 0 2 3 4 1 4 3 1 3 3 3 3 3 3 3
#> 163 5 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 164 3 3 3 2 1 1 2 2 2 2 2 1 3 2 3 2 2 2 2
#> 165 3 2 3 2 1 2 1 2 1 2 2 1 2 1 3 2 2 2 3
#> 167 4 2 3 1 0 2 3 4 1 4 3 1 3 3 3 3 3 3 3
#> 168 2 1 1 1 1 0 1 1 1 1 2 0 2 1 1 2 2 2 2
#> 169 3 2 3 1 0 2 2 3 1 3 2 1 2 2 3 2 2 2 2
#> 170 4 2 3 1 1 1 2 3 2 3 4 0 3 2 3 4 4 4 3
#> 171 4 2 3 1 0 2 3 4 1 4 3 1 3 3 3 3 3 3 3
#> 172 3 1 2 1 1 1 1 2 1 2 3 0 2 1 2 3 3 3 3
#> 173 3 2 3 1 0 2 2 3 1 3 2 1 2 2 3 2 2 2 2
#> 174 2 1 2 1 1 1 0 1 1 1 2 0 1 0 2 2 2 2 2
#> 175 0 3 4 2 1 2 3 4 2 4 4 1 4 3 4 4 4 4 4
#> 176 0 0 3 2 1 1 2 2 2 2 2 1 3 2 3 2 2 2 2
#> 177 0 0 0 2 1 2 2 3 2 3 3 1 3 2 4 3 3 3 3
#> 178 0 0 0 0 1 1 1 1 1 1 1 1 2 1 2 1 1 1 2
#> 179 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 1 1 1 1
#> 180 0 0 0 0 0 0 1 2 0 2 1 1 1 1 2 1 1 1 2
#> 181 0 0 0 0 0 0 0 3 1 3 2 1 3 3 2 2 2 2 2
#> 182 0 0 0 0 0 0 0 0 1 4 3 1 3 3 3 3 3 3 3
#> 183 0 0 0 0 0 0 0 0 0 1 2 0 2 1 2 2 2 2 1
#> 184 0 0 0 0 0 0 0 0 0 0 3 1 3 3 3 3 3 3 3
#> 185 0 0 0 0 0 0 0 0 0 0 0 0 3 2 3 4 4 4 3
#> 186 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0 0 1
#> 187 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 3 3 3 3
#> 188 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 2 2 2 2
#> 189 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3 3 3 3
#> 190 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 4 3
#> 191 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 3
#> 192 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3
#> 193 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 197 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 198 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 199 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 200 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
#> 197 198 199 200
#> 1 0 0 0 0
#> 2 0 0 0 0
#> 3 0 0 0 0
#> 4 0 0 0 0
#> 5 0 0 0 0
#> 6 0 0 0 0
#> 7 0 0 0 0
#> 8 0 0 0 0
#> 9 0 0 0 0
#> 10 0 0 0 0
#> 11 0 0 0 0
#> 12 0 0 0 0
#> 13 0 0 0 0
#> 14 0 0 0 0
#> 15 0 0 0 0
#> 16 0 0 0 0
#> 17 0 0 0 0
#> 18 0 0 0 0
#> 19 0 0 0 0
#> 20 0 0 0 0
#> 21 0 0 0 0
#> 22 0 0 0 0
#> 23 0 0 0 0
#> 24 0 0 0 0
#> 25 0 0 0 0
#> 26 0 0 0 0
#> 27 0 0 0 0
#> 28 0 0 0 0
#> 29 0 0 0 0
#> 30 0 0 0 0
#> 31 0 0 0 0
#> 32 0 0 0 0
#> 33 0 0 0 0
#> 34 0 0 0 0
#> 35 0 0 0 0
#> 36 0 0 0 0
#> 37 0 0 0 0
#> 38 0 0 0 0
#> 39 0 0 0 0
#> 40 0 0 0 0
#> 41 0 0 0 0
#> 42 0 0 0 0
#> 43 0 0 0 0
#> 44 0 0 0 0
#> 45 0 0 0 0
#> 46 0 0 0 0
#> 47 0 0 0 0
#> 48 0 0 0 0
#> 49 0 0 0 0
#> 50 0 0 0 0
#> 51 0 0 0 0
#> 52 0 0 0 0
#> 53 0 0 0 0
#> 54 0 0 0 0
#> 55 0 0 0 0
#> 56 0 0 0 0
#> 57 0 0 0 0
#> 58 0 0 0 0
#> 59 0 0 0 0
#> 60 0 0 0 0
#> 61 0 0 0 0
#> 62 0 0 0 0
#> 63 0 0 0 0
#> 64 0 0 0 0
#> 65 0 0 0 0
#> 66 0 0 0 0
#> 67 0 0 0 0
#> 68 0 0 0 0
#> 69 0 0 0 0
#> 70 0 0 0 0
#> 71 0 0 0 0
#> 72 0 0 0 0
#> 73 0 0 0 0
#> 74 0 0 0 0
#> 75 0 0 0 0
#> 76 0 0 0 0
#> 77 0 0 0 0
#> 78 0 0 0 0
#> 79 0 0 0 0
#> 80 0 0 0 0
#> 81 0 0 0 0
#> 82 0 0 0 0
#> 83 0 0 0 0
#> 84 0 0 0 0
#> 85 0 0 0 0
#> 86 0 0 0 0
#> 87 0 0 0 0
#> 88 0 0 0 0
#> 89 0 0 0 0
#> 90 0 0 0 0
#> 91 0 0 0 0
#> 92 0 0 0 0
#> 93 0 0 0 0
#> 94 0 0 0 0
#> 95 0 0 0 0
#> 96 0 0 0 0
#> 97 0 0 0 0
#> 157 0 0 0 0
#> 166 0 0 0 0
#> 194 0 0 0 0
#> 195 0 0 0 0
#> 196 0 0 0 0
#> 98 2 1 2 2
#> 99 3 2 3 2
#> 100 3 2 3 2
#> 101 3 2 2 2
#> 102 2 2 2 1
#> 103 2 2 2 2
#> 104 3 2 2 2
#> 105 2 1 2 1
#> 106 2 0 1 2
#> 107 4 2 3 3
#> 108 3 2 2 2
#> 109 5 3 4 4
#> 110 3 2 3 2
#> 111 4 2 3 4
#> 112 4 3 3 3
#> 113 4 2 3 4
#> 114 3 2 2 3
#> 115 4 3 3 3
#> 116 4 3 4 3
#> 117 3 2 2 2
#> 118 2 1 1 2
#> 119 3 2 3 2
#> 120 3 1 2 3
#> 121 4 2 3 3
#> 122 2 1 2 2
#> 123 3 1 2 3
#> 124 3 2 3 2
#> 125 3 2 2 2
#> 126 3 2 2 2
#> 127 4 2 3 4
#> 128 1 1 1 1
#> 129 4 3 4 3
#> 130 1 1 1 1
#> 131 3 3 3 2
#> 132 4 2 3 3
#> 133 5 3 4 4
#> 134 2 0 1 2
#> 135 4 2 3 4
#> 136 3 1 2 3
#> 137 2 1 2 2
#> 138 4 2 3 3
#> 139 3 3 3 2
#> 140 4 3 4 3
#> 141 1 0 1 1
#> 142 2 1 1 1
#> 143 2 1 2 2
#> 144 3 3 3 2
#> 145 2 1 2 1
#> 146 5 3 4 4
#> 147 2 1 1 2
#> 148 5 3 4 4
#> 149 3 2 2 3
#> 150 3 2 2 2
#> 151 1 0 0 1
#> 152 3 2 3 3
#> 153 4 2 3 3
#> 154 4 2 3 3
#> 155 2 1 1 2
#> 156 5 3 4 4
#> 158 3 2 2 2
#> 159 4 2 3 3
#> 160 3 1 2 3
#> 161 4 2 3 3
#> 162 4 3 3 3
#> 163 5 3 4 4
#> 164 3 1 2 3
#> 165 3 1 2 3
#> 167 4 3 3 3
#> 168 2 1 2 1
#> 169 3 2 2 3
#> 170 4 3 4 3
#> 171 4 3 3 3
#> 172 3 2 3 2
#> 173 3 2 2 3
#> 174 2 1 2 2
#> 175 5 3 4 4
#> 176 3 1 2 3
#> 177 4 2 3 4
#> 178 2 0 1 2
#> 179 1 0 1 1
#> 180 2 1 1 2
#> 181 3 2 2 2
#> 182 4 3 3 3
#> 183 2 1 2 2
#> 184 4 3 3 3
#> 185 4 3 4 3
#> 186 1 0 0 1
#> 187 4 2 3 3
#> 188 3 2 2 2
#> 189 4 2 3 4
#> 190 4 3 4 3
#> 191 4 3 4 3
#> 192 4 3 4 3
#> 193 4 2 3 3
#> 197 0 3 4 4
#> 198 0 0 3 2
#> 199 0 0 0 3
#> 200 0 0 0 0
#>
#> $bootstrap_co_clustering_ordered_labels
#> # A tibble: 200 × 3
#> VAF cluster input_point
#> <dbl> <chr> <int>
#> 1 0.615 C1 1
#> 2 0.572 C1 2
#> 3 0.846 C1 3
#> 4 0.679 C1 4
#> 5 0.502 C1 5
#> 6 0.582 C1 6
#> 7 0.530 C1 7
#> 8 0.691 C1 8
#> 9 0.654 C1 9
#> 10 0.601 C1 10
#> # ℹ 190 more rows
#>