Rabi_Calibration_Prototype.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c5a466cc",
   "metadata": {},
   "source": [
    "## Run a single example of the calibration for a certain set of parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b70d421d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import PyPlot\n",
    "const plt = PyPlot;\n",
    "\n",
    "using PyCall\n",
    "const matplotlib = pyimport(\"matplotlib\")\n",
    "rcParams = PyDict(matplotlib[\"rcParams\"])\n",
    "rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "rcParams[\"font.size\"] = 12;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "fb400d14",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.008840 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007686 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007819 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Dict{String,Array{T,1} where T} with 5 entries:\n",
       "  \"ideal_curve\"        => [0.0, 0.00098618, 0.00393556, 0.00882117, 0.0155996, …\n",
       "  \"ideal_fit_params\"   => [0.626801, 0.62837]\n",
       "  \"experimental_data\"  => [0.0, 0.4, 0.32, 0.04, 0.04, 0.52, 0.28, 0.0, 0.24, 0…\n",
       "  \"learned_fit_params\" => [0.615244, 0.645393]\n",
       "  \"learned_curve\"      => Any[0.0, 0.000945686, 0.00377523, 0.00846615, 0.01498…"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "include(\"rabi_calibration.jl\")\n",
    "\n",
    "detuning = 100e3\n",
    "pi_time = 5\n",
    "initial_guess = [0.7, 0.3]\n",
    "tspan_ideal = 0.0:0.1:40\n",
    "\n",
    "N = 25\n",
    "tspan_experiment = 0:2:38\n",
    "\n",
    "res = rabi_calibration(detuning, pi_time, initial_guess, N, tspan_ideal, tspan_experiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c2cc7d51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 400x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total shots=500\n",
      "ideal fit parameters θ₁=0.6268, θ₂=0.6284\n",
      "learned fit parameters θ₁=0.6152, θ₂=0.6454\n",
      "fit parameters relative error=0.0228\n"
     ]
    }
   ],
   "source": [
    "ideal = res[\"ideal_curve\"]\n",
    "ideal_fit_params = res[\"ideal_fit_params\"]\n",
    "experimental = res[\"experimental_data\"]\n",
    "learned = res[\"learned_curve\"]\n",
    "learned_fit_params = res[\"learned_fit_params\"]\n",
    "\n",
    "mean_error = mean(abs.(ideal_fit_params - learned_fit_params))\n",
    "relative_error = mean_error / mean(ideal_fit_params)\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "plt.plot(tspan_ideal, ideal, \"-\", label=\"ideal\", color=\"red\")\n",
    "plt.scatter(tspan_experiment, experimental, label=\"simulated data\", s=16, color=\"black\")\n",
    "plt.plot(tspan_ideal, learned, \"--\", label=\"learned model\", color=\"black\")\n",
    "\n",
    "println(\"total shots=$(N * length(tspan_experiment))\")\n",
    "println(\"ideal fit parameters θ₁=$(round(ideal_fit_params[1]; digits=4)), θ₂=$(round(ideal_fit_params[2]; digits=4))\")\n",
    "println(\"learned fit parameters θ₁=$(round(learned_fit_params[1]; digits=4)), θ₂=$(round(learned_fit_params[2]; digits=4))\")\n",
    "println(\"fit parameters relative error=$(round(relative_error; digits=4))\")\n",
    "\n",
    "plt.title(\"Simulated single-ion control learning\")\n",
    "plt.xlim(tspan_ideal[1], tspan_ideal[end])\n",
    "plt.ylim(0, 1)\n",
    "plt.xlabel(\"Time (μs)\")\n",
    "plt.ylabel(\"Excitation probability\")\n",
    "plt.legend();\n",
    "plt.tight_layout();\n",
    "plt.savefig(\"control_learning_rabi_scan.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7149af51",
   "metadata": {},
   "source": [
    "## Test the average error of the technique as a function of N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a605d42a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.008571 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007796 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010192 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009286 seconds (44.54 k allocations: 1.313 MiB)\n",
      "  0.008486 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007712 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007915 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001267 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009362 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008743 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010495 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001111 seconds (29.66 k allocations: 809.078 KiB)\n",
      "  0.011504 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007942 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007937 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001253 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008767 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008908 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008788 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001688 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.010323 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021380 seconds (216.69 k allocations: 5.691 MiB, 55.11% gc time)\n",
      "  0.008485 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001257 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008980 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010110 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008046 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000948 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.011345 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008881 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009073 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001492 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.020507 seconds (228.92 k allocations: 6.195 MiB, 53.28% gc time)\n",
      "  0.008896 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007975 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001475 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008950 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007946 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007597 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000903 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009972 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009026 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009785 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001664 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.020221 seconds (228.92 k allocations: 6.195 MiB, 54.32% gc time)\n",
      "  0.007984 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010406 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001292 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009106 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008181 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008769 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001605 seconds (39.36 k allocations: 1.044 MiB)\n",
      "  0.009673 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008732 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019505 seconds (216.69 k allocations: 5.691 MiB, 55.98% gc time)\n",
      "  0.001339 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009078 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008048 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007925 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001235 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009258 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007901 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008296 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001280 seconds (28.77 k allocations: 785.453 KiB)\n",
      "  0.010270 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.015581 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020934 seconds (216.69 k allocations: 5.691 MiB, 56.91% gc time)\n",
      "  0.001273 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008979 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008493 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008960 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001318 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009081 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008364 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008126 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001336 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009935 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009532 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020561 seconds (216.69 k allocations: 5.691 MiB, 57.38% gc time)\n",
      "  0.001420 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010279 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008286 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008188 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001322 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010333 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008196 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007985 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001438 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010818 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009204 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020509 seconds (216.69 k allocations: 5.691 MiB, 56.10% gc time)\n",
      "  0.014306 seconds (30.54 k allocations: 832.703 KiB, 90.79% gc time)\n",
      "  0.010329 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010703 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008840 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001368 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009000 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008661 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008050 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001192 seconds (28.77 k allocations: 785.453 KiB)\n",
      "  0.010606 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009120 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009514 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001654 seconds (40.24 k allocations: 1.067 MiB)\n",
      "  0.021002 seconds (228.92 k allocations: 6.195 MiB, 53.32% gc time)\n",
      "  0.008392 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008167 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001298 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008976 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008217 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008628 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001323 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010182 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009077 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008858 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001343 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010109 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.019987 seconds (216.69 k allocations: 5.691 MiB, 56.18% gc time)\n",
      "  0.008215 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001499 seconds (29.66 k allocations: 809.078 KiB)\n",
      "  0.009368 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008350 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008103 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001526 seconds (37.59 k allocations: 1021.703 KiB)\n",
      "  0.008840 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008294 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008392 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001480 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010657 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008865 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008311 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001262 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008917 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008015 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007844 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000766 seconds (19.95 k allocations: 549.203 KiB)\n",
      "  0.008966 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007951 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007830 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001275 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009830 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009486 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008692 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001436 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.012853 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.019738 seconds (216.69 k allocations: 5.691 MiB, 55.74% gc time)\n",
      "  0.008031 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001125 seconds (28.77 k allocations: 785.453 KiB)\n",
      "  0.009199 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008017 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010558 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001409 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.011547 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008837 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011067 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001341 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009644 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008874 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019784 seconds (216.69 k allocations: 5.691 MiB, 57.32% gc time)\n",
      "  0.002328 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.021471 seconds (228.92 k allocations: 6.195 MiB, 52.30% gc time)\n",
      "  0.007962 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008179 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001512 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.010088 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009658 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007901 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001285 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009092 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008642 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008748 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001369 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009694 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008955 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008997 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001448 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009232 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008042 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007942 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001709 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008899 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008875 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008035 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001583 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010253 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009227 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008715 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001576 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.010356 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008965 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008601 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001220 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009165 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007930 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007863 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001628 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009091 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008747 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008830 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.010783 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008674 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001482 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.009641 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008706 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008398 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001291 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009129 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008162 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009363 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001219 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008955 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008356 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007945 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001257 seconds (24.36 k allocations: 667.328 KiB)\n",
      "  0.009125 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008612 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008424 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001423 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011945 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008871 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020385 seconds (216.69 k allocations: 5.691 MiB, 57.80% gc time)\n",
      "  0.001646 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.021621 seconds (228.92 k allocations: 6.195 MiB, 52.33% gc time)\n",
      "  0.007885 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007878 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001267 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008997 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008021 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001523 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008927 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008053 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007907 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001491 seconds (39.36 k allocations: 1.044 MiB)\n",
      "  0.009613 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008641 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009849 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001266 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.010382 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008815 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008915 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012446 seconds (36.71 k allocations: 998.078 KiB, 87.82% gc time)\n",
      "  0.009305 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.015363 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008699 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001367 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.010564 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008145 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009342 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001101 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.013098 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008487 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008384 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001305 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.012087 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009263 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020460 seconds (216.69 k allocations: 5.691 MiB, 58.31% gc time)\n",
      "  0.001413 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009671 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020352 seconds (216.69 k allocations: 5.691 MiB, 57.65% gc time)\n",
      "  0.008401 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000906 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.009266 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008891 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008577 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000859 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.009237 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008525 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008020 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000986 seconds (25.25 k allocations: 690.953 KiB)\n",
      "  0.009520 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008370 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008213 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001321 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009807 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009045 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008660 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001389 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009527 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008666 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008299 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000967 seconds (23.48 k allocations: 643.703 KiB)\n",
      "  0.022138 seconds (228.92 k allocations: 6.195 MiB, 56.88% gc time)\n",
      "  0.008009 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007932 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001371 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009240 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009945 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008057 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001385 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.009638 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008538 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007891 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001159 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.008890 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008719 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008848 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001442 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009468 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008599 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020873 seconds (216.69 k allocations: 5.691 MiB, 55.21% gc time)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.000957 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.010221 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.022885 seconds (216.69 k allocations: 5.691 MiB, 55.83% gc time)\n",
      "  0.008502 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001397 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008931 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008122 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010924 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001916 seconds (42.89 k allocations: 1.136 MiB)\n",
      "  0.009262 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007877 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007685 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001362 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009223 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008305 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000827 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009261 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009556 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008578 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001561 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009536 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008454 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019641 seconds (216.69 k allocations: 5.691 MiB, 57.25% gc time)\n",
      "  0.001688 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.009824 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008551 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008029 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000873 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.020334 seconds (228.92 k allocations: 6.195 MiB, 52.49% gc time)\n",
      "  0.007799 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008473 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001465 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008954 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007935 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007842 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001271 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008858 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009427 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007791 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001291 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009254 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008831 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007967 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001859 seconds (37.59 k allocations: 1021.703 KiB)\n",
      "  0.009243 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008811 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008753 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001395 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009984 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009011 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020655 seconds (216.69 k allocations: 5.691 MiB, 56.34% gc time)\n",
      "  0.001438 seconds (29.66 k allocations: 809.078 KiB)\n",
      "  0.010021 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020390 seconds (216.69 k allocations: 5.691 MiB, 56.25% gc time)\n",
      "  0.008492 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011720 seconds (34.95 k allocations: 950.828 KiB, 87.75% gc time)\n",
      "  0.009073 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007906 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007869 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000844 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009203 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008017 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010515 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001330 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010868 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008265 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007977 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002244 seconds (39.36 k allocations: 1.044 MiB)\n",
      "  0.008764 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008099 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007851 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001277 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008988 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008668 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008781 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001558 seconds (29.66 k allocations: 809.078 KiB)\n",
      "  0.012536 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008860 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008411 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001379 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010041 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008652 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008317 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000877 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.011885 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021017 seconds (216.69 k allocations: 5.691 MiB, 57.40% gc time)\n",
      "  0.008682 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000840 seconds (19.95 k allocations: 549.203 KiB)\n",
      "  0.020903 seconds (228.92 k allocations: 6.195 MiB, 53.09% gc time)\n",
      "  0.008705 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008629 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001672 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009068 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007987 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008330 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001349 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009096 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008464 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007883 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001526 seconds (38.48 k allocations: 1.021 MiB)\n",
      "  0.011281 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008274 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008132 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001402 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008807 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007763 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010239 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002468 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009476 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008364 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008868 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000908 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.012350 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011525 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008796 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001332 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009826 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008879 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019918 seconds (216.69 k allocations: 5.691 MiB, 57.09% gc time)\n",
      "  0.001499 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009717 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008800 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008626 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000855 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009788 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021664 seconds (216.69 k allocations: 5.691 MiB, 59.61% gc time)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001327 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009019 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011017 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007967 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001356 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009998 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011111 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008072 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001235 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008884 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008888 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007820 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001363 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008902 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007971 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008164 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001927 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010734 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.014231 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.013850 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001793 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.015472 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.014103 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008210 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001587 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.015368 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.014685 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008914 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001190 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009413 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009071 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008859 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001456 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009932 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008799 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008847 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001206 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009781 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008602 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019824 seconds (216.69 k allocations: 5.691 MiB, 57.33% gc time)\n",
      "  0.001326 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009812 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008845 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008181 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001455 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009841 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021084 seconds (216.69 k allocations: 5.691 MiB, 57.36% gc time)\n",
      "  0.008193 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001456 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009572 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008249 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008179 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001453 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.020966 seconds (228.92 k allocations: 6.195 MiB, 55.03% gc time)\n",
      "  0.008343 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008391 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001182 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009570 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007959 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007920 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001204 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009650 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008033 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007909 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001290 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008896 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009001 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007970 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001382 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.008861 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008078 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001368 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008958 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009835 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007900 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001229 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008939 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010225 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002181 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010761 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008112 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008057 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002349 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009030 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.012194 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008456 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001168 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009243 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008467 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007981 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001201 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.008919 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008003 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007896 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001309 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009135 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008228 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007908 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001280 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009012 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008659 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008176 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001283 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008999 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008097 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008193 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001158 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009089 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008613 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009403 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001094 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.009307 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007729 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008057 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001772 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009369 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009311 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008526 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001192 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.008827 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008109 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008464 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001286 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008762 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008284 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009063 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000842 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.008790 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008088 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008298 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001602 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.008627 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008611 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008778 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001256 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008683 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008185 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008339 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001744 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009607 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007936 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008608 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001479 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009387 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007869 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008391 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001399 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009110 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007966 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008212 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001061 seconds (25.25 k allocations: 690.953 KiB)\n",
      "  0.011327 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007855 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008392 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001251 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008974 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008067 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008493 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001425 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008972 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007973 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008014 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001242 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008807 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008601 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007852 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001330 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008854 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008534 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008017 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001106 seconds (22.60 k allocations: 620.078 KiB)\n",
      "  0.009316 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008067 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008608 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001308 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008740 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007912 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008205 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001535 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008666 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007930 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000983 seconds (21.72 k allocations: 596.453 KiB)\n",
      "  0.008868 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009575 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007910 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001690 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008858 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008490 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008129 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001242 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009257 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008463 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008359 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001260 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008857 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008176 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008341 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001318 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008893 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008146 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007792 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001339 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009688 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008001 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008002 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012070 seconds (32.30 k allocations: 879.953 KiB, 88.92% gc time)\n",
      "  0.008891 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008127 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007961 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001665 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.020373 seconds (228.92 k allocations: 6.195 MiB, 52.41% gc time)\n",
      "  0.007702 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007763 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001784 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.020942 seconds (228.92 k allocations: 6.195 MiB, 52.97% gc time)\n",
      "  0.008208 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008076 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001369 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009590 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.019979 seconds (216.69 k allocations: 5.691 MiB, 56.27% gc time)\n",
      "  0.007758 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001420 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009475 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008548 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008064 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001642 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009448 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008647 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019835 seconds (216.69 k allocations: 5.691 MiB, 58.79% gc time)\n",
      "  0.001413 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009977 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008456 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008378 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001442 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009095 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008645 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008399 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001288 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.008608 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008327 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008463 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002082 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010949 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008161 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007809 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001274 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008703 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007727 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001265 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008783 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007887 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007659 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001326 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008867 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001438 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011298 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007946 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007954 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012601 seconds (29.66 k allocations: 809.078 KiB, 88.91% gc time)\n",
      "  0.009291 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010925 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008005 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001691 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010601 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.022387 seconds (216.69 k allocations: 5.691 MiB, 54.23% gc time)\n",
      "  0.008653 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001411 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009466 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008592 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008083 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001367 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009535 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008909 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020090 seconds (216.69 k allocations: 5.691 MiB, 56.63% gc time)\n",
      "  0.001842 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.011145 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008723 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008750 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001389 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008755 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008687 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008216 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001479 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.008641 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008960 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007868 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001216 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009503 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008057 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007802 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001341 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008892 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007945 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007852 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001636 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009596 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007708 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007841 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001419 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.023453 seconds (228.92 k allocations: 6.195 MiB, 46.82% gc time)\n",
      "  0.007807 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008926 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002297 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009655 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008608 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008178 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001576 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.009494 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008451 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019368 seconds (216.69 k allocations: 5.691 MiB, 58.47% gc time)\n",
      "  0.001300 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008998 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008542 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008733 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001364 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008777 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007953 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008022 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001261 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008828 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008031 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007805 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001531 seconds (38.48 k allocations: 1.021 MiB)\n",
      "  0.008667 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008032 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008486 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001371 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008984 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008083 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001026 seconds (26.13 k allocations: 714.578 KiB)\n",
      "  0.022553 seconds (228.92 k allocations: 6.195 MiB, 56.04% gc time)\n",
      "  0.008014 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007785 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001698 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.010051 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008565 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008361 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001533 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009371 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008493 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020463 seconds (216.69 k allocations: 5.691 MiB, 55.86% gc time)\n",
      "  0.001242 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008860 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008416 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008933 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001233 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010588 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008108 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008081 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001357 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008922 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008387 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002025 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008724 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007966 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008015 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001461 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.021700 seconds (228.92 k allocations: 6.195 MiB, 58.96% gc time)\n",
      "  0.007873 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001397 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010177 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008625 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001298 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009763 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008511 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020736 seconds (216.69 k allocations: 5.691 MiB, 58.75% gc time)\n",
      "  0.001642 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008658 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007749 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008428 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001350 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008687 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008327 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001299 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009400 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007919 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007704 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001648 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008927 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007849 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007990 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001354 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009639 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008612 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008555 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001411 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010531 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008503 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019986 seconds (216.69 k allocations: 5.691 MiB, 56.41% gc time)\n",
      "  0.001202 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008825 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007889 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008148 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001250 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008616 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007813 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008197 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001748 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010234 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009465 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007836 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001245 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011523 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009385 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010063 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001339 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.012854 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.026019 seconds (216.69 k allocations: 5.691 MiB, 53.74% gc time)\n",
      "  0.010073 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001526 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009640 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008482 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020177 seconds (216.69 k allocations: 5.691 MiB, 58.94% gc time)\n",
      "  0.001292 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008897 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008460 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007942 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001324 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008902 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007900 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008363 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000948 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009204 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008780 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007902 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001407 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.013371 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020138 seconds (216.69 k allocations: 5.691 MiB, 57.12% gc time)\n",
      "  0.008119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002556 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.017064 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.015950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.023886 seconds (216.69 k allocations: 5.691 MiB, 57.26% gc time)\n",
      "  0.002506 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010465 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008250 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008871 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.015160 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009546 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008154 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001500 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009578 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008532 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008494 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001293 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.012620 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021718 seconds (216.69 k allocations: 5.691 MiB, 54.66% gc time)\n",
      "  0.008288 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001467 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010698 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010835 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.022554 seconds (216.69 k allocations: 5.691 MiB, 59.79% gc time)\n",
      "  0.001300 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009147 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011396 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011033 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002517 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009328 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008459 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008262 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001192 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.010010 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008087 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007828 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001457 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010262 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008798 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008384 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002513 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008978 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009904 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.012461 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001529 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009735 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008026 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001322 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009163 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008387 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008003 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001368 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009628 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020768 seconds (216.69 k allocations: 5.691 MiB, 57.24% gc time)\n",
      "  0.008283 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001351 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.014227 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010126 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008557 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001425 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008839 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021807 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007935 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001277 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009310 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008444 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008156 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001300 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009778 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021147 seconds (216.69 k allocations: 5.691 MiB, 60.40% gc time)\n",
      "  0.007949 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002657 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009676 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009499 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021747 seconds (216.69 k allocations: 5.691 MiB, 57.43% gc time)\n",
      "  0.001435 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009115 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008174 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001303 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009236 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008060 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008750 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001300 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009624 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020190 seconds (216.69 k allocations: 5.691 MiB, 57.36% gc time)\n",
      "  0.008172 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001456 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010097 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008906 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008539 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001469 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009255 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.013503 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007930 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001255 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008838 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007964 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008172 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001468 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010141 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020824 seconds (216.69 k allocations: 5.691 MiB, 58.12% gc time)\n",
      "  0.008072 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001281 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009784 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008901 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008983 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008949 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008190 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007787 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001307 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008970 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007999 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007812 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001305 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009774 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008937 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008234 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001348 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008795 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008148 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008272 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001248 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011634 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010623 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007862 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001324 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.021458 seconds (228.92 k allocations: 6.195 MiB, 53.76% gc time)\n",
      "  0.008034 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008566 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001650 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009850 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009516 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021069 seconds (216.69 k allocations: 5.691 MiB, 58.34% gc time)\n",
      "  0.001410 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009043 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007999 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007982 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001529 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008953 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008034 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009650 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001370 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010033 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009002 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008354 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001734 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009472 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008958 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001312 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009411 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008263 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008018 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001512 seconds (36.71 k allocations: 998.078 KiB)\n",
      "  0.010125 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021287 seconds (216.69 k allocations: 5.691 MiB, 57.09% gc time)\n",
      "  0.008145 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001599 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009315 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008748 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008677 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001306 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009157 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010618 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007927 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001644 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.022883 seconds (228.92 k allocations: 6.195 MiB, 59.92% gc time)\n",
      "  0.008030 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008047 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001401 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009829 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008834 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020558 seconds (216.69 k allocations: 5.691 MiB, 58.09% gc time)\n",
      "  0.001870 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.009263 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008143 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007972 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001282 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011835 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008067 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008269 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001399 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.010046 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008948 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020270 seconds (216.69 k allocations: 5.691 MiB, 56.39% gc time)\n",
      "  0.001492 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011812 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008171 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008011 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001288 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008724 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008006 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.007780 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001398 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009965 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008815 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008275 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001260 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009128 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008110 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007850 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001359 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.015738 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008103 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007995 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001413 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009981 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008944 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008302 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002098 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.011225 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011805 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007900 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001487 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.010227 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009824 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008942 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001695 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009719 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008806 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019856 seconds (216.69 k allocations: 5.691 MiB, 58.01% gc time)\n",
      "  0.001647 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012682 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010717 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010261 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002633 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.013299 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011036 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011759 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001424 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009630 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009002 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020556 seconds (216.69 k allocations: 5.691 MiB, 56.96% gc time)\n",
      "  0.001248 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009991 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007875 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001488 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.022054 seconds (228.92 k allocations: 6.195 MiB, 57.11% gc time)\n",
      "  0.008130 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007899 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001318 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008993 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008820 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008585 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001320 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008810 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007954 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007744 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001487 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009800 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020223 seconds (216.69 k allocations: 5.691 MiB, 56.41% gc time)\n",
      "  0.008106 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001381 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009049 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007994 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008493 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001299 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008812 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007858 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001395 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009889 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009101 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008244 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001580 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009506 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008384 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001294 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008889 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008253 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008095 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001473 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009642 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020299 seconds (216.69 k allocations: 5.691 MiB, 56.17% gc time)\n",
      "  0.001310 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009351 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008042 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008197 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001454 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021728 seconds (228.92 k allocations: 6.195 MiB, 53.57% gc time)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008230 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002487 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008916 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008713 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008970 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001300 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008952 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008353 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007830 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001205 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.010270 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008458 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008999 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001691 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009198 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008273 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008029 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001268 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009957 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008445 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008182 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001710 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011714 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010956 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008614 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001308 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011998 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.013110 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008847 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001680 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.011285 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.016338 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011051 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001226 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009065 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008054 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007837 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012121 seconds (34.07 k allocations: 927.203 KiB, 88.77% gc time)\n",
      "  0.009004 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008634 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011473 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.000941 seconds (20.84 k allocations: 572.828 KiB)\n",
      "  0.009143 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008641 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009170 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001272 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012101 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008174 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007991 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001438 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010396 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009126 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001357 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008902 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008251 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010484 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002425 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.014051 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.028323 seconds (216.69 k allocations: 5.691 MiB, 66.18% gc time)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.012967 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001348 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008800 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008144 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008343 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001300 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009006 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007980 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008075 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001445 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009837 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011106 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020521 seconds (216.69 k allocations: 5.691 MiB, 56.31% gc time)\n",
      "  0.001319 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008877 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007942 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007862 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001708 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009770 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008980 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008576 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001176 seconds (30.54 k allocations: 832.703 KiB)\n",
      "  0.009081 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008792 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008165 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001455 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021858 seconds (228.92 k allocations: 6.195 MiB, 54.43% gc time)\n",
      "  0.008173 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008040 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001297 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009118 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008047 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007991 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001249 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009913 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010640 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007901 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001273 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011103 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009132 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009217 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001553 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.011910 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007677 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007535 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001396 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011311 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008624 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019435 seconds (216.69 k allocations: 5.691 MiB, 57.56% gc time)\n",
      "  0.002292 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009015 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008414 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008012 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001413 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009986 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008596 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008259 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001784 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009319 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008528 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008112 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001400 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009804 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020167 seconds (216.69 k allocations: 5.691 MiB, 56.71% gc time)\n",
      "  0.007973 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001347 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009048 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008141 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008020 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001432 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021063 seconds (228.92 k allocations: 6.195 MiB, 55.66% gc time)\n",
      "  0.008360 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009153 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001372 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008910 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008265 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008148 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001319 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009119 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001355 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.016191 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.017696 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.014473 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001402 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009199 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008138 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008170 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001721 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009756 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009346 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008944 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001241 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009498 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008052 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001635 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009498 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009071 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009137 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001324 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009062 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008036 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007849 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001830 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009764 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008764 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021180 seconds (216.69 k allocations: 5.691 MiB, 58.38% gc time)\n",
      "  0.001391 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009105 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008421 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007982 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001405 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009866 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008628 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.019260 seconds (216.69 k allocations: 5.691 MiB, 57.99% gc time)\n",
      "  0.001309 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009003 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010395 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007791 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001435 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.011065 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008701 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007957 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001730 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009248 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008143 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008238 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001428 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009552 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009203 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007995 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001283 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009349 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010022 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008389 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001991 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010936 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009386 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021610 seconds (216.69 k allocations: 5.691 MiB, 60.66% gc time)\n",
      "  0.001218 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008835 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007870 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007781 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001408 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010561 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009097 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020126 seconds (216.69 k allocations: 5.691 MiB, 57.20% gc time)\n",
      "  0.001702 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008794 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008137 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008369 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001364 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009634 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009011 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008593 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001287 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010252 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008274 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007854 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001321 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008958 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010432 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008545 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001298 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008819 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008575 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007997 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001268 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008968 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008132 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008835 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001884 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009054 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009132 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008046 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001308 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009354 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008274 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007992 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001415 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021175 seconds (228.92 k allocations: 6.195 MiB, 54.16% gc time)\n",
      "  0.008314 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008348 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001406 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008784 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008003 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007837 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001442 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009764 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008789 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008339 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001255 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011206 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008385 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007987 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001422 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.017721 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.012614 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008641 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001297 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.014632 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008199 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008252 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001679 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010353 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009037 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008938 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001299 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010176 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008021 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001279 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008967 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008046 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.015589 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001500 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.021868 seconds (228.92 k allocations: 6.195 MiB, 57.04% gc time)\n",
      "  0.008034 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008115 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001354 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009607 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008153 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008000 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001521 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009903 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.022409 seconds (216.69 k allocations: 5.691 MiB, 57.25% gc time)\n",
      "  0.008249 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002583 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.017804 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.017440 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.016617 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001485 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009744 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009090 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008261 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009020 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008034 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007969 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001313 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009218 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009017 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008873 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008852 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008304 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008131 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001892 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011898 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.012382 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008072 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001845 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010546 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.023046 seconds (216.69 k allocations: 5.691 MiB, 55.43% gc time)\n",
      "  0.008436 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001798 seconds (35.83 k allocations: 974.453 KiB)\n",
      "  0.008880 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008048 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010927 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001723 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.012945 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008926 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008205 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001761 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009217 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008382 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008294 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001359 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010199 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008794 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012644 seconds (33.19 k allocations: 903.578 KiB, 86.79% gc time)\n",
      "  0.009173 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008258 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008048 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001293 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008706 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007908 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007688 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001388 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009702 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008740 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008386 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001192 seconds (31.42 k allocations: 856.328 KiB)\n",
      "  0.009102 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007985 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007963 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001461 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008914 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011170 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011137 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002495 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.022631 seconds (228.92 k allocations: 6.195 MiB, 59.93% gc time)\n",
      "  0.009158 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007963 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009229 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008665 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008456 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001410 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012077 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008915 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008244 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001354 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009262 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008153 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007960 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001355 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008783 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008288 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008626 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001358 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021012 seconds (228.92 k allocations: 6.195 MiB, 54.94% gc time)\n",
      "  0.010872 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008085 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001283 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008863 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007748 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007894 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001379 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009772 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008646 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020602 seconds (216.69 k allocations: 5.691 MiB, 58.36% gc time)\n",
      "  0.001628 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008748 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008272 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007896 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001342 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008915 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008103 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007884 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001769 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009479 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008537 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008023 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001302 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008955 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008013 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007967 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001296 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009003 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008699 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008138 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001868 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010788 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.025872 seconds (216.69 k allocations: 5.691 MiB, 51.29% gc time)\n",
      "  0.008163 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001364 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009187 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007831 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007739 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001253 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010244 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008662 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008803 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002172 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009019 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008151 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008281 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001323 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009007 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008115 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008326 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001399 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009976 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009230 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020257 seconds (216.69 k allocations: 5.691 MiB, 58.50% gc time)\n",
      "  0.001231 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008915 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008342 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007969 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001423 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010084 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010529 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010376 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001459 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.009731 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008741 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008281 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001245 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008988 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008160 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007898 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001358 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008799 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008026 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007637 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001450 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011635 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009225 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008148 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001289 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008792 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008436 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007884 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002254 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011586 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010577 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008139 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001630 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009650 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008704 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008068 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001746 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009172 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007871 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007762 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001241 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.011121 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008231 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008241 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001385 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012228 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009104 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008172 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001583 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009493 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008174 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007816 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001305 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008860 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008311 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011593 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001292 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010632 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008819 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020561 seconds (216.69 k allocations: 5.691 MiB, 58.37% gc time)\n",
      "  0.001487 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008808 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008090 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007881 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001702 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008982 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008131 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008002 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001654 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008975 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008231 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009078 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001371 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012317 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020207 seconds (216.69 k allocations: 5.691 MiB, 56.80% gc time)\n",
      "  0.007802 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001461 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008832 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007902 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008668 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001402 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008882 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007897 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007895 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001369 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010384 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009024 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007906 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001294 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009466 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008627 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008055 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001364 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008873 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008019 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007827 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001281 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009257 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008961 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008820 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001395 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021503 seconds (228.92 k allocations: 6.195 MiB, 53.64% gc time)\n",
      "  0.008113 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008316 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001368 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008837 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008050 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008230 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001790 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009155 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009318 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007769 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002663 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009773 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008802 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008227 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001645 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011780 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008141 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008593 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001393 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008898 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007987 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007775 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001329 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009256 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008564 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009554 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001410 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011434 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021433 seconds (216.69 k allocations: 5.691 MiB, 57.71% gc time)\n",
      "  0.008698 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001274 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008914 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008185 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008170 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001472 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008623 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007923 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007611 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001295 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009429 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009090 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008774 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001764 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010012 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.019992 seconds (216.69 k allocations: 5.691 MiB, 57.27% gc time)\n",
      "  0.008018 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.003010 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.012102 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008010 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007843 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001400 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008881 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008058 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007976 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001321 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009257 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008920 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008766 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001427 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009985 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.022196 seconds (216.69 k allocations: 5.691 MiB, 51.81% gc time)\n",
      "  0.008078 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001381 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008852 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008444 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001413 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008695 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008194 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001324 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008967 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009101 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008948 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001301 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009850 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.021898 seconds (216.69 k allocations: 5.691 MiB, 60.47% gc time)\n",
      "  0.008406 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001278 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009385 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009057 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008301 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001344 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008846 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008105 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008339 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001417 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009918 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010984 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008850 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002021 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.015240 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.012753 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008469 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001268 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009816 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007935 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008241 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001650 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009073 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008018 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008365 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001335 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009257 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001748 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009982 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008797 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020296 seconds (216.69 k allocations: 5.691 MiB, 57.96% gc time)\n",
      "  0.001443 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.022352 seconds (228.92 k allocations: 6.195 MiB, 56.34% gc time)\n",
      "  0.007914 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007852 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001299 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009336 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008150 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007777 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001465 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.011867 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010338 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007856 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001312 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009062 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008276 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008556 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001791 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010644 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008679 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007961 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001308 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008767 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008927 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008181 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001286 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008826 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008044 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007877 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001246 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009323 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008015 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007889 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001345 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009122 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008406 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008171 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001707 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009880 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008934 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008093 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001490 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008866 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009621 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001771 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011626 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011159 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011109 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002375 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.011151 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008865 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007972 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001311 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008803 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008049 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008174 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001427 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009627 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008949 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008252 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001532 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010118 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008338 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008223 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009236 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008291 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008287 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001324 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009117 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008076 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008700 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001358 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008860 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007969 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007651 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001617 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008679 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007960 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008456 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001427 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011475 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008651 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008169 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001449 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008992 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008048 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007917 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001447 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008815 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008104 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008188 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001436 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.010086 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008599 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008163 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001346 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008946 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008260 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008007 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001301 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010362 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021002 seconds (216.69 k allocations: 5.691 MiB, 58.21% gc time)\n",
      "  0.001468 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009803 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009078 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009916 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001426 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021424 seconds (228.92 k allocations: 6.195 MiB, 55.79% gc time)\n",
      "  0.007986 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008274 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001336 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009018 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008068 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008032 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001339 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009572 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009030 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007740 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001223 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.008757 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007933 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007949 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001260 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008968 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007881 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008486 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001282 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009408 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008913 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020898 seconds (216.69 k allocations: 5.691 MiB, 58.77% gc time)\n",
      "  0.001337 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009509 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008636 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008510 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001480 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.021656 seconds (228.92 k allocations: 6.195 MiB, 56.43% gc time)\n",
      "  0.008113 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008190 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001288 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009181 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008166 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008100 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001267 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008863 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008282 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007921 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001352 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008904 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008012 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007796 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009195 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007969 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007962 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001260 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008884 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007765 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008457 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001716 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009625 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021040 seconds (216.69 k allocations: 5.691 MiB, 59.04% gc time)\n",
      "  0.001404 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009992 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008568 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008198 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001454 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009669 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008183 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008198 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001302 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008745 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008050 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009452 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001427 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009750 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007941 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007798 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001236 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009079 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007976 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001390 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011652 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008154 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007933 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002185 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009286 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011335 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001360 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008837 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008302 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008077 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001279 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008881 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009008 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009781 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001388 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009609 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008651 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008971 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001386 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011182 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011107 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009131 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001450 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021547 seconds (228.92 k allocations: 6.195 MiB, 55.67% gc time)\n",
      "  0.008416 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008121 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001259 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009131 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007818 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001530 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008944 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008300 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008041 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001301 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009915 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008226 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007919 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001288 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011865 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009301 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008024 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002189 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009236 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008314 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008319 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001364 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009267 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008207 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008084 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001690 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011429 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010408 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008406 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001446 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011514 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008180 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008692 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001391 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009848 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008970 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008661 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001404 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010264 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010511 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020828 seconds (216.69 k allocations: 5.691 MiB, 59.97% gc time)\n",
      "  0.001414 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.012478 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009073 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008499 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002471 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010035 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020727 seconds (216.69 k allocations: 5.691 MiB, 57.52% gc time)\n",
      "  0.008274 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001444 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009698 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020147 seconds (216.69 k allocations: 5.691 MiB, 58.91% gc time)\n",
      "  0.008740 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002159 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.022074 seconds (228.92 k allocations: 6.195 MiB, 58.82% gc time)\n",
      "  0.008311 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001274 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008845 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007981 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007935 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001293 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011327 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007997 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008462 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009553 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009911 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007868 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001407 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008732 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008533 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007835 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001279 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009116 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008261 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007709 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001335 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008938 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008449 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007858 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001305 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008714 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007844 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008059 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001497 seconds (34.95 k allocations: 950.828 KiB)\n",
      "  0.008830 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008044 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007831 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001404 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008943 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008281 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008047 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001345 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008685 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007972 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007890 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001800 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008734 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008076 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007911 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001625 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008994 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008121 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008856 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001335 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010056 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008082 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008007 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001337 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009044 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008240 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008421 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001296 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008814 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008004 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008304 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001725 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.014168 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008715 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009172 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001302 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008948 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008439 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.015541 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001600 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008915 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008176 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008554 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001507 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008924 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008899 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008676 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001666 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011542 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011088 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.013028 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001722 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010843 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009815 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.014108 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001282 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010137 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008689 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009437 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001562 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008782 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008550 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008583 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001299 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008729 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008899 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008925 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001284 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011613 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008554 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008464 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008937 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008508 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008612 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001652 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008858 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008356 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011285 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001279 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009392 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008832 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011635 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001332 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008970 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008564 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001642 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008683 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007953 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008328 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001315 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008939 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007988 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008800 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001257 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008803 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007883 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008224 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001342 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008794 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007917 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007883 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001993 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010673 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008096 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008180 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001302 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008836 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007860 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007981 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001817 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011685 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011061 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007944 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001330 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009209 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008493 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007930 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001617 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008901 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008163 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007934 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001311 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009124 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008083 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.016005 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001310 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008708 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007921 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007867 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001338 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008966 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008000 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008768 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001543 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008965 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008219 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008236 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001337 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008895 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008119 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001256 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009119 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007929 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007965 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001629 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011618 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008389 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008281 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001311 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008766 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008300 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010302 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001276 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009341 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008133 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007937 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001429 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021497 seconds (228.92 k allocations: 6.195 MiB, 56.79% gc time)\n",
      "  0.008039 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008043 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001454 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009577 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020661 seconds (216.69 k allocations: 5.691 MiB, 57.02% gc time)\n",
      "  0.007991 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001775 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009455 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008554 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008253 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002364 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.012303 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008826 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008093 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001289 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009384 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008593 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020626 seconds (216.69 k allocations: 5.691 MiB, 57.91% gc time)\n",
      "  0.001700 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008756 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008095 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008589 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001300 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008810 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008067 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008018 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001407 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008637 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007922 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008136 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001351 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009680 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008130 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007928 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001307 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009612 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007805 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001283 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008917 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008053 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007865 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001284 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009258 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007971 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001273 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011991 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008138 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007930 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.014778 seconds (33.19 k allocations: 903.578 KiB, 87.62% gc time)\n",
      "  0.010242 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008535 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008334 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001350 seconds (32.30 k allocations: 879.953 KiB)\n",
      "  0.009770 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020242 seconds (216.69 k allocations: 5.691 MiB, 59.00% gc time)\n",
      "  0.008048 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001415 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010972 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008902 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008423 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001283 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009699 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009615 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020536 seconds (216.69 k allocations: 5.691 MiB, 58.45% gc time)\n",
      "  0.001307 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011275 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007897 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.009007 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001328 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009106 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008034 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007979 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001506 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008689 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008073 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007950 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001291 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009980 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008056 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008120 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001311 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009156 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008028 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007737 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001287 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008987 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010874 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007886 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001386 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021470 seconds (228.92 k allocations: 6.195 MiB, 56.08% gc time)\n",
      "  0.008036 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008335 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001756 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010305 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011473 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008307 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001313 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010716 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008795 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021161 seconds (216.69 k allocations: 5.691 MiB, 57.70% gc time)\n",
      "  0.001284 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009427 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008113 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008334 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001346 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009147 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008055 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007978 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001351 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008733 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008610 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007900 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001276 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008824 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007932 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008036 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001456 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008817 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007978 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008082 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001496 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.040882 seconds (228.92 k allocations: 6.195 MiB, 48.05% gc time)\n",
      "  0.008577 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008209 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001423 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009411 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008678 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008109 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001391 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009362 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008551 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021833 seconds (216.69 k allocations: 5.691 MiB, 59.43% gc time)\n",
      "  0.001696 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008853 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008105 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008309 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001351 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008844 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008022 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007895 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001298 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008921 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008258 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007934 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001435 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009039 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011519 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007958 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002269 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009359 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.010624 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007835 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002451 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.014105 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.026512 seconds (216.69 k allocations: 5.691 MiB, 56.34% gc time)\n",
      "  0.013254 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001250 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010427 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008421 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020165 seconds (216.69 k allocations: 5.691 MiB, 57.71% gc time)\n",
      "  0.001268 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008728 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008270 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008060 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001342 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009348 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008045 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008238 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001296 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008674 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007808 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008124 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001488 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009304 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008051 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007990 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001672 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021355 seconds (228.92 k allocations: 6.195 MiB, 54.50% gc time)\n",
      "  0.008759 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008084 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001408 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009771 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008700 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008207 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001577 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008669 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008052 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008656 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001345 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009565 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008432 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008152 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001318 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011227 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008621 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008130 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001812 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.013599 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008002 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001398 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.022375 seconds (228.92 k allocations: 6.195 MiB, 54.85% gc time)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008042 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001481 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009821 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009226 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008129 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001319 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008941 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008403 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007883 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001331 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008985 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008071 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007833 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001266 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010025 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008108 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001265 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008985 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009190 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008140 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001472 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010526 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008874 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008720 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001261 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008733 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008789 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008280 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001585 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010595 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008177 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007854 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001254 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008681 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007875 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007718 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001345 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009603 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009750 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007884 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001337 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009922 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020791 seconds (216.69 k allocations: 5.691 MiB, 59.28% gc time)\n",
      "  0.008194 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001319 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009040 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008586 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008490 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001514 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009454 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007858 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007991 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001279 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009443 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007935 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007818 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001546 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009990 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008476 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007862 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001359 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009433 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008360 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007913 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001297 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009093 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008174 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008428 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001398 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008743 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008032 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007841 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001670 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009464 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008193 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007703 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001458 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021439 seconds (228.92 k allocations: 6.195 MiB, 56.16% gc time)\n",
      "  0.008422 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008461 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001764 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009616 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008361 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008917 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001603 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008862 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007777 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007764 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001312 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008838 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007768 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007718 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001386 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008944 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007862 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007767 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002558 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.014208 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.024322 seconds (216.69 k allocations: 5.691 MiB, 58.48% gc time)\n",
      "  0.008892 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001258 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009208 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008053 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008808 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001660 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009738 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007854 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008122 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001574 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008919 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008037 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008046 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001830 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.012524 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008186 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008153 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001374 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008715 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009005 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020357 seconds (216.69 k allocations: 5.691 MiB, 59.07% gc time)\n",
      "  0.001455 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008760 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007702 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007672 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001547 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011610 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008194 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008071 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.002068 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021733 seconds (228.92 k allocations: 6.195 MiB, 55.23% gc time)\n",
      "  0.008031 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008020 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001381 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008544 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008587 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001761 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008923 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008213 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008378 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001285 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008982 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008011 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007989 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001438 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011348 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020572 seconds (216.69 k allocations: 5.691 MiB, 58.31% gc time)\n",
      "  0.007966 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001835 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011360 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008826 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001329 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009084 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007985 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008817 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001527 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008769 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008324 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007755 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001742 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.010108 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008469 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008072 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001541 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008665 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007853 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007665 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001345 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008966 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007983 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008168 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001498 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009052 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008059 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007794 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001427 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009450 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008903 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.024155 seconds (216.69 k allocations: 5.691 MiB, 64.43% gc time)\n",
      "  0.001318 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009231 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007960 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008188 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001310 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008864 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007890 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007875 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001837 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010186 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.026684 seconds (216.69 k allocations: 5.691 MiB, 54.26% gc time)\n",
      "  0.010831 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001444 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008669 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007948 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008610 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001293 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008749 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007989 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007858 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001536 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008919 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008021 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007925 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001380 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009364 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008771 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020615 seconds (216.69 k allocations: 5.691 MiB, 57.91% gc time)\n",
      "  0.001357 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008949 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007600 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007667 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001271 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009840 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008031 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.013898 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001390 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009457 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009001 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.011102 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001314 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008603 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007808 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007672 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001248 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008692 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008298 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008302 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001400 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009273 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.022596 seconds (216.69 k allocations: 5.691 MiB, 59.99% gc time)\n",
      "  0.007961 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001333 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008579 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007912 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007986 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001314 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008576 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007986 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007808 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001346 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021036 seconds (228.92 k allocations: 6.195 MiB, 56.20% gc time)\n",
      "  0.007805 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007982 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001219 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011072 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008103 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008281 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001273 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008406 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007816 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007696 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.013897 seconds (34.07 k allocations: 927.203 KiB, 88.57% gc time)\n",
      "  0.008627 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007903 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007761 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001425 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008768 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008632 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021444 seconds (216.69 k allocations: 5.691 MiB, 59.24% gc time)\n",
      "  0.001634 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.011442 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007862 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007619 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001278 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008753 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008228 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001676 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008850 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008718 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.021538 seconds (216.69 k allocations: 5.691 MiB, 58.02% gc time)\n",
      "  0.001584 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008493 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007773 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007746 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001255 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008700 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008145 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008419 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001269 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008531 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008537 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020599 seconds (216.69 k allocations: 5.691 MiB, 59.07% gc time)\n",
      "  0.002164 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008765 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009446 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007905 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.012741 seconds (34.07 k allocations: 927.203 KiB, 87.74% gc time)\n",
      "  0.008711 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008151 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007708 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001350 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008591 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.011129 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008724 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001430 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008692 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008039 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008144 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001757 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021117 seconds (228.92 k allocations: 6.195 MiB, 55.20% gc time)\n",
      "  0.007897 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008178 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001308 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008532 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008007 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008365 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001428 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008795 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008084 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007926 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001381 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009473 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.020643 seconds (216.69 k allocations: 5.691 MiB, 59.15% gc time)\n",
      "  0.007980 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001356 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008904 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007939 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001282 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010210 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008393 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008197 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001881 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.010004 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008454 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.010976 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001783 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008657 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008237 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007993 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001265 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009856 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007844 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007925 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001285 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008613 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008340 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020964 seconds (216.69 k allocations: 5.691 MiB, 59.30% gc time)\n",
      "  0.001307 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008762 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007992 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008319 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001437 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.021043 seconds (228.92 k allocations: 6.195 MiB, 56.93% gc time)\n",
      "  0.007934 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008180 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001630 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008506 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007710 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007881 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001288 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009214 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007795 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007784 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001413 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009281 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008762 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008333 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001675 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008575 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007952 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001340 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009104 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009016 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008335 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001292 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009013 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008622 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.022198 seconds (216.69 k allocations: 5.691 MiB, 60.01% gc time)\n",
      "  0.001312 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009112 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007801 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007744 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001352 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021818 seconds (228.92 k allocations: 6.195 MiB, 55.79% gc time)\n",
      "  0.007920 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007966 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001321 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008615 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008079 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008922 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001252 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009054 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007976 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007874 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001663 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009423 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008285 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008098 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001430 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008604 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007976 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007768 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001870 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.020560 seconds (228.92 k allocations: 6.195 MiB, 56.16% gc time)\n",
      "  0.007787 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007792 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001298 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009729 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007879 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008311 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001248 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008654 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007831 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008054 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001418 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009386 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008400 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008573 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001335 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008644 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007709 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007864 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001445 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021253 seconds (228.92 k allocations: 6.195 MiB, 55.44% gc time)\n",
      "  0.007961 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008040 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001312 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008466 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007794 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007682 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001356 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008799 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008086 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007809 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001304 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008939 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.009000 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020508 seconds (216.69 k allocations: 5.691 MiB, 59.13% gc time)\n",
      "  0.001340 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008483 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007684 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007696 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001496 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.011857 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.028758 seconds (216.69 k allocations: 5.691 MiB, 55.94% gc time)\n",
      "  0.008130 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001378 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008902 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008051 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008062 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001302 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008657 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007966 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007809 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001775 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009140 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008241 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008089 seconds (216.69 k allocations: 5.691 MiB)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.001305 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008849 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008205 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008050 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001281 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009044 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008483 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.020332 seconds (216.69 k allocations: 5.691 MiB, 60.39% gc time)\n",
      "  0.001279 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009048 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007840 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008011 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001548 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009607 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008589 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008061 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001714 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.009216 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008587 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008134 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001349 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.021861 seconds (228.92 k allocations: 6.195 MiB, 54.06% gc time)\n",
      "  0.007849 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008317 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001430 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009734 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007849 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007828 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001250 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.009554 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007991 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007694 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001329 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008558 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008431 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.008210 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001437 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008665 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.007751 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.007646 seconds (216.69 k allocations: 5.691 MiB)\n",
      "  0.001277 seconds (33.19 k allocations: 903.578 KiB)\n",
      "  0.008802 seconds (228.92 k allocations: 6.195 MiB)\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  0.010649 seconds (216.69 k allocations: 5.691 MiB)\n",
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      "  0.022163 seconds (216.69 k allocations: 5.691 MiB, 62.09% gc time)\n",
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      "  0.023330 seconds (228.92 k allocations: 6.195 MiB, 53.81% gc time)\n",
      "  0.007974 seconds (216.69 k allocations: 5.691 MiB)\n",
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      "  0.001375 seconds (34.07 k allocations: 927.203 KiB)\n",
      "  0.008686 seconds (228.92 k allocations: 6.195 MiB)\n",
      "  0.008790 seconds (216.69 k allocations: 5.691 MiB)\n",
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      "  0.001589 seconds (33.19 k allocations: 903.578 KiB)\n"
     ]
    }
   ],
   "source": [
    "include(\"rabi_calibration.jl\")\n",
    "\n",
    "n_repetitions = 100\n",
    "n_shots_list = [5, 10, 25, 50, 100, 250, 500, 1000]\n",
    "\n",
    "relative_error_results = Dict()\n",
    "fidelities = Dict()\n",
    "for n_shots in n_shots_list \n",
    "    relative_error_results[n_shots] = []\n",
    "    fidelities[n_shots] = []\n",
    "    for i = 1:n_repetitions\n",
    "        actual_detuning = 100e3\n",
    "        actual_pi_time = 5\n",
    "        initial_guess = [0.7, 0.3]\n",
    "        tspan_ideal = 0:0.1:40\n",
    "        tspan_experiment = 0:2:38\n",
    "        res = rabi_calibration(actual_detuning, actual_pi_time, initial_guess, n_shots, tspan_ideal, tspan_experiment)\n",
    "\n",
    "        ideal = res[\"ideal_curve\"]\n",
    "        ideal_fit_params = res[\"ideal_fit_params\"]\n",
    "        experimental = res[\"experimental_data\"]\n",
    "        learned = res[\"learned_curve\"]\n",
    "        learned_fit_params = res[\"learned_fit_params\"]\n",
    "\n",
    "        # calculate relative error in learned fit parameters\n",
    "        mean_error = mean(abs.(ideal_fit_params - learned_fit_params))\n",
    "        relative_error = mean_error / mean(ideal_fit_params)\n",
    "        push!(relative_error_results[n_shots], relative_error)\n",
    "        \n",
    "        # calculate the resulting error in X-gate fidelity\n",
    "        learned_pi_time = actual_pi_time / (ideal_fit_params[1] / learned_fit_params[1])\n",
    "        learned_detuning = actual_detuning * (ideal_fit_params[2] / learned_fit_params[2])\n",
    "        fidelity = rabi_fidelity(actual_detuning, actual_pi_time, learned_detuning, learned_pi_time)\n",
    "        push!(fidelities[n_shots], fidelity)\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "869cee87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 400x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import PyPlot\n",
    "const plt = PyPlot;\n",
    "\n",
    "total_n_shots = [n_shots * length(tspan_experiment) for n_shots in n_shots_list]\n",
    "\n",
    "relative_error_means = []\n",
    "for n_shots in n_shots_list\n",
    "    push!(relative_error_means, mean(relative_error_results[n_shots]))\n",
    "end\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "plt.plot(total_n_shots, relative_error_means, \"-\", marker=\"o\", color=\"black\")\n",
    "\n",
    "plt.title(\"Error in learned controls\")\n",
    "plt.ylim(1e-3, 1)\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "plt.xlabel(\"Total # experimental shots\")\n",
    "plt.ylabel(\"Relative error\")\n",
    "plt.grid();\n",
    "plt.tight_layout();\n",
    "plt.savefig(\"control_learning_rabi_relative_error.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "5f2c8ffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <Figure size 400x400 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import PyPlot\n",
    "const plt = PyPlot;\n",
    "using Statistics\n",
    "\n",
    "total_n_shots = [n_shots * length(tspan_experiment) for n_shots in n_shots_list]\n",
    "\n",
    "fidelity_means = []\n",
    "fidelity_stderrs = []\n",
    "for n_shots in n_shots_list\n",
    "    push!(fidelity_means, mean(fidelities[n_shots]))\n",
    "    push!(fidelity_stderrs, Statistics.std(fidelities[n_shots]) / sqrt(length(fidelities[n_shots])))\n",
    "end\n",
    "\n",
    "plt.figure(figsize=(4,4))\n",
    "plt.errorbar(x=total_n_shots, y=1 .- fidelity_means, yerr=fidelity_stderrs, linestyle=\"-\", marker=\"o\", color=\"black\")\n",
    "\n",
    "plt.title(\"Resulting X gate infidelity\")\n",
    "plt.ylim(1e-4, 1)\n",
    "plt.xscale(\"log\")\n",
    "plt.yscale(\"log\")\n",
    "plt.xlabel(\"Total # experimental shots\")\n",
    "plt.ylabel(\"Infidelity\")\n",
    "plt.grid();\n",
    "plt.tight_layout();\n",
    "plt.savefig(\"control_learning_rabi_infidelity.pdf\", bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66663509",
   "metadata": {},
   "source": [
    "## Print the raw result data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5e53ccb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dict{Any,Any}(25 => Any[0.07644978918265471, 0.02218026089413726, 0.007489235827978999, 0.03934072149934442, 0.05371914958587546, 0.015126544697028305, 0.0008728665723708495, 0.04805614598184888, 0.029007531805298564, 0.024330789426277748, 0.007782632813303311, 0.03526545931715037, 0.04311895950233939, 0.004615058118997395, 0.04403363094066811, 0.38473811487205645, 0.008513447537940111, 0.01743365068704266, 0.034263088678803164, 0.019081728438462904, 0.023947484925694484, 0.05273899790714502, 0.03753872022043463, 0.010515636258570809, 0.056572566844332636, 0.06718942563054635, 0.037601068584811694, 0.03492186262022557, 0.031086185451147278, 0.07163610515620057, 0.02457376947268812, 0.052460097239252663, 0.05243110816771588, 0.01125841946092563, 0.06720470018767481, 0.008060175023785842, 0.018660446270331792, 0.01498861787515355, 0.06913442095879727, 0.002338783656107159, 0.043829879883140646, 0.019232841244962374, 0.042912573163955685, 0.01863051944600246, 0.006068434916772937, 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     ]
    }
   ],
   "source": [
    "print(relative_error_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e9ba5e87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dict{Any,Any}(25 => Any[0.9809389645489622, 0.9985962651958857, 0.9998346933549535, 0.9949482137575976, 0.9917928023020794, 0.9991710531635365, 0.9999385394375984, 0.9922703704273763, 0.9970603649287288, 0.9977059588406351, 0.9996878770969471, 0.9957332536375637, 0.9936108306821876, 0.999915276327389, 0.9934387220987656, 0.5456955295718892, 0.9997961832060518, 0.998216099446445, 0.9961329978733391, 0.9974864143584493, 0.99790263206102, 0.989840706105721, 0.9953058932586032, 0.9994600511220169, 0.9892486723945468, 0.9836609039800164, 0.9956127656210136, 0.9961294314792819, 0.9964210986014995, 0.9852038073052554, 0.9975928492831351, 0.9906339962668479, 0.9904634098853801, 0.9996296929854909, 0.9833580958419063, 0.999809755689849, 0.9990190658943013, 0.9993346583309833, 0.9801620897576461, 0.9999419406439162, 0.993489130628981, 0.9981871426241776, 0.9939915367147564, 0.9986050201973548, 0.9998785296249563, 0.9977105686742496, 0.9885178423109822, 0.9992121934984347, 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    {
     "name": "stdout",
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     ]
    }
   ],
   "source": [
    "print(fidelities)"
   ]
  }
 ],
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