Code.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d499751",
   "metadata": {},
   "source": [
    "# Predicting ground states for 2D Heisenberg models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7de9d923",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Basic functionalities\n",
    "import numpy as np\n",
    "import random\n",
    "import copy\n",
    "import ast\n",
    "import datetime as dt\n",
    "from timeit import default_timer as timer\n",
    "from os import path\n",
    "\n",
    "# Neural tangent kernel\n",
    "import jax\n",
    "from neural_tangents import stax\n",
    "\n",
    "# Traditional ML methods and techniques\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn import datasets\n",
    "from sklearn import svm\n",
    "from sklearn.kernel_ridge import KernelRidge\n",
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "66d17dc2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of data (N) * number of params (m) = (100, 40)\n",
      "number of data (N) * number of pairs = (100, 625)\n"
     ]
    }
   ],
   "source": [
    "# Load data\n",
    "\n",
    "length = 5 # length = 4, 5, 6, 7, 8, 9 are all available\n",
    "\n",
    "Xfull = [] # Shape = (number of data) x (number of params)\n",
    "Ytrain = [] # Shape = (number of data) x (number of pairs), estimated 2-point correlation functions\n",
    "Yfull = [] # Shape = (number of data) x (number of pairs), exact 2-point correlation functions\n",
    "\n",
    "for idx in range(1, 101):\n",
    "    if path.exists('./heisenberg_data/heisenberg_{}x5_id{}_XX.txt'.format(length, idx)) == False:\n",
    "        continue\n",
    "    with open('./heisenberg_data/heisenberg_{}x5_id{}_samples.txt'.format(length, idx), 'r') as f:\n",
    "        single_data = []\n",
    "        classical_shadow = [[int(c) for i, c in enumerate(line.split(\"\\t\"))] for line in f]\n",
    "        for i in range(length * 5):\n",
    "            for j in range(length * 5):\n",
    "                if i == j:\n",
    "                    single_data.append(1.0)\n",
    "                    continue\n",
    "                corr = 0\n",
    "                cnt = 0\n",
    "                for shadow in classical_shadow:\n",
    "                    if shadow[i] // 2 == shadow[j] // 2:\n",
    "                        corr += 3 if shadow[i] % 2 == shadow[j] % 2 else -3\n",
    "                    cnt += 1\n",
    "                single_data.append(corr / cnt)\n",
    "        Ytrain.append(single_data)\n",
    "    with open('./heisenberg_data/heisenberg_{}x5_id{}_XX.txt'.format(length, idx), 'r') as f:\n",
    "        single_data = []\n",
    "        for line in f:\n",
    "            for i, c in enumerate(line.split(\"\\t\")):\n",
    "                v = float(c)\n",
    "                single_data.append(v)\n",
    "        Yfull.append(single_data)\n",
    "    with open('./heisenberg_data/heisenberg_{}x5_id{}_couplings.txt'.format(length, idx), 'r') as f:\n",
    "        single_data = []\n",
    "        for line in f:\n",
    "            for i, c in enumerate(line.split(\"\\t\")):\n",
    "                v = float(c)\n",
    "                single_data.append(v)\n",
    "        Xfull.append(single_data)\n",
    "\n",
    "Xfull = np.array(Xfull)\n",
    "print(\"number of data (N) * number of params (m) =\", Xfull.shape)\n",
    "Ytrain = np.array(Ytrain)\n",
    "Yfull = np.array(Yfull)\n",
    "print(\"number of data (N) * number of pairs =\", Yfull.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bbd093e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n",
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "constructed Dirichlet kernel\n",
      "constructed neural tangent kernel\n",
      "RBF kernel (will be constructed in sklearn)\n"
     ]
    }
   ],
   "source": [
    "#\n",
    "# Dirichlet kernel\n",
    "#\n",
    "\n",
    "kernel_dir = np.zeros((len(Xfull), Xfull.shape[1]*5))\n",
    "for i, x1 in enumerate(Xfull):\n",
    "    cnt = 0\n",
    "    for k in range(len(x1)):\n",
    "        for k1 in range(-2, 3):\n",
    "            kernel_dir[i, cnt] += np.cos(np.pi * k1 * x1[k])\n",
    "            cnt += 1\n",
    "print(\"constructed Dirichlet kernel\")\n",
    "            \n",
    "#\n",
    "# Neural tangent kernel\n",
    "#\n",
    "    \n",
    "init_fn, apply_fn, kernel_fn = stax.serial(\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(1)\n",
    ")\n",
    "kernel_NN2 = kernel_fn(Xfull, Xfull, 'ntk')\n",
    "\n",
    "init_fn, apply_fn, kernel_fn = stax.serial(\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(1)\n",
    ")\n",
    "kernel_NN3 = kernel_fn(Xfull, Xfull, 'ntk')\n",
    "                \n",
    "init_fn, apply_fn, kernel_fn = stax.serial(\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(1)\n",
    ")\n",
    "kernel_NN4 = kernel_fn(Xfull, Xfull, 'ntk')\n",
    "\n",
    "init_fn, apply_fn, kernel_fn = stax.serial(\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(32), stax.Relu(),\n",
    "    stax.Dense(1)\n",
    ")\n",
    "kernel_NN5 = kernel_fn(Xfull, Xfull, 'ntk')\n",
    "\n",
    "list_kernel_NN = [kernel_NN2, kernel_NN3, kernel_NN4, kernel_NN5]\n",
    "\n",
    "for r in range(len(list_kernel_NN)):\n",
    "    for i in range(len(list_kernel_NN[r])):\n",
    "        for j in range(len(list_kernel_NN[r])):\n",
    "            list_kernel_NN[r][i][j] /= (list_kernel_NN[r][i][i] * list_kernel_NN[r][j][j]) ** 0.5\n",
    "print(\"constructed neural tangent kernel\")\n",
    "            \n",
    "#\n",
    "# RBF kernel is defined in Sklearn\n",
    "#\n",
    "print(\"RBF kernel (will be constructed in sklearn)\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e1276aaf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 0\n",
      "Dirich. kernel (-0.0, 1.510066572755813e-16)\n",
      "Gaussi. kernel (-0.0, 1.510066572755813e-16)\n",
      "Neur. T kernel (-0.0, 1.510066572755813e-16)\n",
      "Neur. T kernel (-0.0, 1.510066572755813e-16)\n",
      "Neur. T kernel (-0.0, 1.510066572755813e-16)\n",
      "Neur. T kernel (-0.0, 1.510066572755813e-16)\n",
      "k = 1\n",
      "Dirich. kernel (0.2201811394339058, 0.22367748847720303)\n",
      "Gaussi. kernel (0.1906479726200878, 0.20233677894425678)\n",
      "Neur. T kernel (0.20982793995212662, 0.21655192591685818)\n",
      "Neur. T kernel (0.2065027197565533, 0.21436849198491903)\n",
      "Neur. T kernel (0.2032498799725277, 0.21278346284511718)\n",
      "Neur. T kernel (0.2011081697155991, 0.2110627151528023)\n",
      "k = 2\n",
      "Dirich. kernel (0.09791798528290546, 0.08075685634118952)\n",
      "Gaussi. kernel (0.09390530058212912, 0.07624636985287254)\n",
      "Neur. T kernel (0.09437298620681231, 0.07552155935987165)\n",
      "Neur. T kernel (0.09346939295707744, 0.07415461872922223)\n",
      "Neur. T kernel (0.09365024406014114, 0.07412773436291352)\n",
      "Neur. T kernel (0.09460528993040832, 0.07530478318327129)\n",
      "k = 3\n",
      "Dirich. kernel (0.09552771123959186, 0.07159492889296179)\n",
      "Gaussi. kernel (0.09290155889063063, 0.0684712764461188)\n",
      "Neur. T kernel (0.09347727398041537, 0.06881563224731505)\n",
      "Neur. T kernel (0.09287639510150031, 0.06668300461022636)\n",
      "Neur. T kernel (0.09282613532246028, 0.0662867919095522)\n",
      "Neur. T kernel (0.09351371345706669, 0.06819223327336414)\n",
      "k = 4\n",
      "Dirich. kernel (0.08392721447815736, 0.044936383233855764)\n",
      "Gaussi. kernel (0.08217273064837094, 0.042577190888743704)\n",
      "Neur. T kernel (0.08212624061854377, 0.04359674733397857)\n",
      "Neur. T kernel (0.08148624507834794, 0.04277015694294371)\n",
      "Neur. T kernel (0.0812648578032738, 0.043011817970358496)\n",
      "Neur. T kernel (0.08148384180272818, 0.04249198469684041)\n",
      "k = 5\n",
      "Dirich. kernel (0.2430068259106876, 0.24567315920733893)\n",
      "Gaussi. kernel (0.21202479931405382, 0.19778581263569223)\n",
      "Neur. T kernel (0.2325488931963185, 0.23190012535716809)\n",
      "Neur. T kernel (0.2304824999542347, 0.22589632748670865)\n",
      "Neur. T kernel (0.22811137102189677, 0.2193689769086461)\n",
      "Neur. T kernel (0.22516991584963844, 0.213651561646324)\n",
      "k = 6\n",
      "Dirich. kernel (0.07156477802496161, 0.07770709291533168)\n",
      "Gaussi. kernel (0.07036609709405944, 0.07492872048016014)\n",
      "Neur. T kernel (0.07076544044205722, 0.07648079823651603)\n",
      "Neur. T kernel (0.07077494784363648, 0.07649084525862075)\n",
      "Neur. T kernel (0.07079238045828902, 0.07651273576522358)\n",
      "Neur. T kernel (0.07082366752358339, 0.07655634776453678)\n",
      "k = 7\n",
      "Dirich. kernel (0.07974458759558564, 0.07897884020171969)\n",
      "Gaussi. kernel (0.07824271023701455, 0.07805060029785962)\n",
      "Neur. T kernel (0.07904238525437832, 0.07785473338709245)\n",
      "Neur. T kernel (0.07904402072164177, 0.07759668268284634)\n",
      "Neur. T kernel (0.0790349121706008, 0.07749880001845093)\n",
      "Neur. T kernel (0.07900399548244681, 0.07716613387973066)\n",
      "k = 8\n",
      "Dirich. kernel (0.06660449145858689, 0.054375501125026586)\n",
      "Gaussi. kernel (0.06692117913373524, 0.05040690612525414)\n",
      "Neur. T kernel (0.06711133523449062, 0.05140325916933443)\n",
      "Neur. T kernel (0.06686590543327957, 0.05089217596196509)\n",
      "Neur. T kernel (0.06656819597022934, 0.050326806847095874)\n",
      "Neur. T kernel (0.06627480209938406, 0.04980940715489047)\n",
      "k = 9\n",
      "Dirich. kernel (0.07627653504861864, 0.05286589636357125)\n",
      "Gaussi. kernel (0.07970760900775889, 0.0477247177304837)\n",
      "Neur. T kernel (0.079749031700909, 0.04775004568679559)\n",
      "Neur. T kernel (0.07972320073439235, 0.04765160212180439)\n",
      "Neur. T kernel (0.07968226600425504, 0.047517667089337134)\n",
      "Neur. T kernel (0.07962342192323543, 0.04735096970151966)\n",
      "k = 10\n",
      "Dirich. kernel (0.09389839472796421, 0.07203656916424259)\n",
      "Gaussi. kernel (0.08889059024683396, 0.06749791496931974)\n",
      "Neur. T kernel (0.0923675379340488, 0.0659301999020254)\n",
      "Neur. T kernel (0.0889887157507498, 0.06532151005882615)\n",
      "Neur. T kernel (0.08785084109783778, 0.0665883497776928)\n",
      "Neur. T kernel (0.08892304037298451, 0.0677642422629463)\n",
      "k = 11\n",
      "Dirich. kernel (0.08980987426075426, 0.083687217510969)\n",
      "Gaussi. kernel (0.08912690943533375, 0.0831863613776828)\n",
      "Neur. T kernel (0.08863732950720897, 0.08226981976986092)\n",
      "Neur. T kernel (0.08785386093789238, 0.08171828663591962)\n",
      "Neur. T kernel (0.08817796317886309, 0.08238468319832093)\n",
      "Neur. T kernel (0.08854152671781412, 0.0796740998057909)\n",
      "k = 12\n",
      "Dirich. kernel (0.06891646475491267, 0.047272254403757936)\n",
      "Gaussi. kernel (0.06773837321941209, 0.046913511955583874)\n",
      "Neur. T kernel (0.06688291290113015, 0.0453582184809759)\n",
      "Neur. T kernel (0.06692737341461777, 0.045448413968881794)\n",
      "Neur. T kernel (0.06729097901843702, 0.04574704516625646)\n",
      "Neur. T kernel (0.06756301954881855, 0.04607848263930119)\n",
      "k = 13\n",
      "Dirich. kernel (0.06850316681076365, 0.049982162976501605)\n",
      "Gaussi. kernel (0.06915124481893516, 0.0498169953438924)\n",
      "Neur. T kernel (0.06905204236783172, 0.049859891362379664)\n",
      "Neur. T kernel (0.06897410398645859, 0.05003999331562725)\n",
      "Neur. T kernel (0.06896546616471051, 0.05004551545277699)\n",
      "Neur. T kernel (0.06900614600025842, 0.050032589749679536)\n",
      "k = 14\n",
      "Dirich. kernel (0.07851769237030594, 0.04784640299714422)\n",
      "Gaussi. kernel (0.07709020289182913, 0.04584598860923509)\n",
      "Neur. T kernel (0.0773347836090192, 0.04613723763043113)\n",
      "Neur. T kernel (0.0769798299447889, 0.04572899171359236)\n",
      "Neur. T kernel (0.0766117152924534, 0.04537547750785989)\n",
      "Neur. T kernel (0.07631705787532259, 0.04515576377794829)\n",
      "k = 15\n",
      "Dirich. kernel (0.09774354115534899, 0.0787038953607221)\n",
      "Gaussi. kernel (0.09668984821720236, 0.07599258807339132)\n",
      "Neur. T kernel (0.09634644657965237, 0.07920667659293865)\n",
      "Neur. T kernel (0.09565142732273209, 0.08031971268820386)\n",
      "Neur. T kernel (0.09721556259310365, 0.08022341793630433)\n",
      "Neur. T kernel (0.09789582437770823, 0.07471417033676829)\n",
      "k = 16\n",
      "Dirich. kernel (0.06395503615056553, 0.05275040639422209)\n",
      "Gaussi. kernel (0.06320415531513376, 0.04855168263232784)\n",
      "Neur. T kernel (0.06312828743820427, 0.05117075546879511)\n",
      "Neur. T kernel (0.06321534234019158, 0.048958393205880815)\n",
      "Neur. T kernel (0.06304862783192543, 0.04872769494540876)\n",
      "Neur. T kernel (0.06286589103474939, 0.04855063067314926)\n",
      "k = 17\n",
      "Dirich. kernel (0.07878622906961817, 0.05635344341743829)\n",
      "Gaussi. kernel (0.07809777537207561, 0.05528871507570196)\n",
      "Neur. T kernel (0.07799320090358844, 0.05960484233255116)\n",
      "Neur. T kernel (0.07795710930090786, 0.055671771677266904)\n",
      "Neur. T kernel (0.07766885736386528, 0.05558343932386055)\n",
      "Neur. T kernel (0.07744580177123438, 0.05555012423838785)\n",
      "k = 18\n",
      "Dirich. kernel (0.060065211211081625, 0.052440065539268624)\n",
      "Gaussi. kernel (0.0679215937261625, 0.04582121869649657)\n",
      "Neur. T kernel (0.06794704591473896, 0.04523098636766769)\n",
      "Neur. T kernel (0.06792723797015003, 0.045519123253328686)\n",
      "Neur. T kernel (0.06788818331802528, 0.045481043942578965)\n",
      "Neur. T kernel (0.06784196048059274, 0.04566740790287029)\n",
      "k = 19\n",
      "Dirich. kernel (0.06870145985101916, 0.04555742994684538)\n",
      "Gaussi. kernel (0.06877933698270138, 0.04526297794470481)\n",
      "Neur. T kernel (0.0688962179946986, 0.04609701700483184)\n",
      "Neur. T kernel (0.06891428144760037, 0.04606472865708975)\n",
      "Neur. T kernel (0.06883888189144827, 0.044740705165527146)\n",
      "Neur. T kernel (0.06875850469942602, 0.04489804273022613)\n",
      "k = 20\n",
      "Dirich. kernel (0.07884586048460913, 0.0539948840189207)\n",
      "Gaussi. kernel (0.07742419766151747, 0.04947015646541665)\n",
      "Neur. T kernel (0.07790686529345889, 0.05071822232392709)\n",
      "Neur. T kernel (0.07790524786703101, 0.05055890161129432)\n",
      "Neur. T kernel (0.07791138989337154, 0.050352192084791365)\n",
      "Neur. T kernel (0.0778484186439748, 0.050485552626121644)\n",
      "k = 21\n",
      "Dirich. kernel (0.07817050723394396, 0.05483133098864986)\n",
      "Gaussi. kernel (0.07730830190999217, 0.05419210321954054)\n",
      "Neur. T kernel (0.07729210718195256, 0.05428334861490298)\n",
      "Neur. T kernel (0.07729908086209339, 0.05418550018188843)\n",
      "Neur. T kernel (0.07730463787386867, 0.05405188489539258)\n",
      "Neur. T kernel (0.07703272468107383, 0.05417923260413083)\n",
      "k = 22\n",
      "Dirich. kernel (0.07172963790824442, 0.04322910085254274)\n",
      "Gaussi. kernel (0.07118247888727887, 0.044825275320261114)\n",
      "Neur. T kernel (0.0716283616632711, 0.045014002170435496)\n",
      "Neur. T kernel (0.07138956206265809, 0.044922060995501896)\n",
      "Neur. T kernel (0.07113292721192208, 0.04485131960520549)\n",
      "Neur. T kernel (0.0709114479658823, 0.04479278186891722)\n",
      "k = 23\n",
      "Dirich. kernel (0.06046692454675258, 0.045547749809426955)\n",
      "Gaussi. kernel (0.060906852161831074, 0.04280536311805444)\n",
      "Neur. T kernel (0.06109246244223996, 0.0425243147010112)\n",
      "Neur. T kernel (0.060917687286180966, 0.04231197331429327)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.06073729759956953, 0.04210713207534007)\n",
      "Neur. T kernel (0.06059206994697465, 0.04194470311471854)\n",
      "k = 24\n",
      "Dirich. kernel (0.07348482164846994, 0.044162176164541656)\n",
      "Gaussi. kernel (0.07335194545955001, 0.043896181282643214)\n",
      "Neur. T kernel (0.07384674351751469, 0.04379260282684897)\n",
      "Neur. T kernel (0.07354888444467372, 0.04336022658356907)\n",
      "Neur. T kernel (0.07321048580902541, 0.04291082949741562)\n",
      "Neur. T kernel (0.07290639101489489, 0.042534407604173624)\n",
      "k = 25\n",
      "Dirich. kernel (0.2201811394339058, 0.22367748847720303)\n",
      "Gaussi. kernel (0.1906479726200878, 0.20233677894425678)\n",
      "Neur. T kernel (0.20982793995212662, 0.21655192591685818)\n",
      "Neur. T kernel (0.2065027197565533, 0.21436849198491903)\n",
      "Neur. T kernel (0.2032498799725277, 0.21278346284511718)\n",
      "Neur. T kernel (0.2011081697155991, 0.2110627151528023)\n",
      "k = 26\n",
      "Dirich. kernel (-0.0, 3.3628946806942745e-16)\n",
      "Gaussi. kernel (-0.0, 3.3628946806942745e-16)\n",
      "Neur. T kernel (-0.0, 3.3628946806942745e-16)\n",
      "Neur. T kernel (-0.0, 3.3628946806942745e-16)\n",
      "Neur. T kernel (-0.0, 3.3628946806942745e-16)\n",
      "Neur. T kernel (-0.0, 3.3628946806942745e-16)\n",
      "k = 27\n",
      "Dirich. kernel (0.2305135006171099, 0.23525456403214445)\n",
      "Gaussi. kernel (0.20440122726921767, 0.17904323352598472)\n",
      "Neur. T kernel (0.22849008942054333, 0.2103666099148058)\n",
      "Neur. T kernel (0.22459027144829813, 0.20599502823283883)\n",
      "Neur. T kernel (0.22051928296362205, 0.19934719637708345)\n",
      "Neur. T kernel (0.2165163540356642, 0.19451521969134258)\n",
      "k = 28\n",
      "Dirich. kernel (0.07529639957861214, 0.0655534364526841)\n",
      "Gaussi. kernel (0.07295922182594405, 0.06384430354128488)\n",
      "Neur. T kernel (0.07345826644921302, 0.06488837608846776)\n",
      "Neur. T kernel (0.07327542824905192, 0.06430301469870292)\n",
      "Neur. T kernel (0.07306940958375255, 0.06368457021477417)\n",
      "Neur. T kernel (0.07287900717760407, 0.06318484292160065)\n",
      "k = 29\n",
      "Dirich. kernel (0.08139872557046783, 0.08101914550983454)\n",
      "Gaussi. kernel (0.08082339498960447, 0.07974173236411722)\n",
      "Neur. T kernel (0.08076647864243584, 0.0795806423674094)\n",
      "Neur. T kernel (0.08091134617836979, 0.07837583771426034)\n",
      "Neur. T kernel (0.08089548119531986, 0.07888805852365209)\n",
      "Neur. T kernel (0.08082291992494371, 0.07999618175400576)\n",
      "k = 30\n",
      "Dirich. kernel (0.08552626391287588, 0.07650272084081139)\n",
      "Gaussi. kernel (0.08471160689865644, 0.07691451503568948)\n",
      "Neur. T kernel (0.08342956063624249, 0.07924422999804924)\n",
      "Neur. T kernel (0.08362004536425217, 0.07835752159574282)\n",
      "Neur. T kernel (0.08351929405614875, 0.07645652897564426)\n",
      "Neur. T kernel (0.08338808953592203, 0.07637284384572635)\n",
      "k = 31\n",
      "Dirich. kernel (0.21872494326169675, 0.20432764391147729)\n",
      "Gaussi. kernel (0.18742344661092206, 0.1462500340260945)\n",
      "Neur. T kernel (0.1999369630531737, 0.17902897746253385)\n",
      "Neur. T kernel (0.1941444548069435, 0.17221918948973033)\n",
      "Neur. T kernel (0.190906599953055, 0.1672945219909672)\n",
      "Neur. T kernel (0.191880002644712, 0.16530135914015545)\n",
      "k = 32\n",
      "Dirich. kernel (0.09435975696018936, 0.06557713492720725)\n",
      "Gaussi. kernel (0.09306294753877811, 0.06418803429763027)\n",
      "Neur. T kernel (0.09296432245918435, 0.06554833081857216)\n",
      "Neur. T kernel (0.09291540554494845, 0.06531955930671016)\n",
      "Neur. T kernel (0.09286973237788591, 0.0652438423902818)\n",
      "Neur. T kernel (0.09293842181168283, 0.06534124644889275)\n",
      "k = 33\n",
      "Dirich. kernel (0.0855240069781158, 0.05525777579082769)\n",
      "Gaussi. kernel (0.08643565141480526, 0.053384908790172825)\n",
      "Neur. T kernel (0.08632254896491424, 0.055119453607169806)\n",
      "Neur. T kernel (0.08631806305955697, 0.05519616490064009)\n",
      "Neur. T kernel (0.08632633510867066, 0.055311449573775325)\n",
      "Neur. T kernel (0.08633617631832688, 0.0553622846768108)\n",
      "k = 34\n",
      "Dirich. kernel (0.07225357262742986, 0.040404961137301576)\n",
      "Gaussi. kernel (0.07113071087704576, 0.039761272995181986)\n",
      "Neur. T kernel (0.07061716496531764, 0.040985769338551054)\n",
      "Neur. T kernel (0.07063269600977527, 0.04113004635910026)\n",
      "Neur. T kernel (0.07084324562524055, 0.0399107873635515)\n",
      "Neur. T kernel (0.07049540751316025, 0.03968895034429189)\n",
      "k = 35\n",
      "Dirich. kernel (0.1011879123942077, 0.08936937928165738)\n",
      "Gaussi. kernel (0.10059945220278968, 0.08424130481676281)\n",
      "Neur. T kernel (0.09893557285480284, 0.08370495286494951)\n",
      "Neur. T kernel (0.09913510914311142, 0.0844044972413332)\n",
      "Neur. T kernel (0.09952887913302032, 0.08505034096544603)\n",
      "Neur. T kernel (0.09937491137547623, 0.08513984672572998)\n",
      "k = 36\n",
      "Dirich. kernel (0.08072991298581407, 0.06437116620972075)\n",
      "Gaussi. kernel (0.0804935919512439, 0.06131793144786934)\n",
      "Neur. T kernel (0.07819102736492574, 0.05930664528142613)\n",
      "Neur. T kernel (0.07874240244302774, 0.05982188071292397)\n",
      "Neur. T kernel (0.07948301871943206, 0.06105007683507998)\n",
      "Neur. T kernel (0.07974132709480666, 0.0584859532473558)\n",
      "k = 37\n",
      "Dirich. kernel (0.08761975531244919, 0.05645201302658557)\n",
      "Gaussi. kernel (0.08643521633898901, 0.061319858143945354)\n",
      "Neur. T kernel (0.08646045462999062, 0.061366867090703436)\n",
      "Neur. T kernel (0.08625456458215272, 0.058868041871337214)\n",
      "Neur. T kernel (0.08597853943266007, 0.058810868592664954)\n",
      "Neur. T kernel (0.08569523608293206, 0.05880556847540258)\n",
      "k = 38\n",
      "Dirich. kernel (0.04961591562743996, 0.04016131348310421)\n",
      "Gaussi. kernel (0.0516902994195379, 0.04311093302084008)\n",
      "Neur. T kernel (0.05197084442457851, 0.041735310503859306)\n",
      "Neur. T kernel (0.051900049906504, 0.04222741080120132)\n",
      "Neur. T kernel (0.05182175026340367, 0.043343647492491574)\n",
      "Neur. T kernel (0.051758232616911495, 0.043296648950771864)\n",
      "k = 39\n",
      "Dirich. kernel (0.07463213451073755, 0.047315928731429945)\n",
      "Gaussi. kernel (0.07419568260385154, 0.04522084708076378)\n",
      "Neur. T kernel (0.07463210571999843, 0.04545975210091989)\n",
      "Neur. T kernel (0.07444105731468242, 0.045270552254119995)\n",
      "Neur. T kernel (0.07423806081900028, 0.04509378883299225)\n",
      "Neur. T kernel (0.07406405534124763, 0.044964501362012965)\n",
      "k = 40\n",
      "Dirich. kernel (0.05812918074615616, 0.044131006113074335)\n",
      "Gaussi. kernel (0.0570315159524251, 0.04400489842353981)\n",
      "Neur. T kernel (0.05726649580196419, 0.04431500974540863)\n",
      "Neur. T kernel (0.05720106335010865, 0.04413374491705507)\n",
      "Neur. T kernel (0.057154599473522014, 0.04384140240902253)\n",
      "Neur. T kernel (0.05713775816846776, 0.04343862192153715)\n",
      "k = 41\n",
      "Dirich. kernel (0.07537922062193221, 0.044596031895682314)\n",
      "Gaussi. kernel (0.0740149253821882, 0.04386130511365122)\n",
      "Neur. T kernel (0.07397073123812646, 0.04370170209512957)\n",
      "Neur. T kernel (0.07369718491077888, 0.04356262128094983)\n",
      "Neur. T kernel (0.07337411280474256, 0.043466637749736234)\n",
      "Neur. T kernel (0.07305457196720846, 0.0434348243451083)\n",
      "k = 42\n",
      "Dirich. kernel (0.07177343587551197, 0.044908481111899545)\n",
      "Gaussi. kernel (0.07136007539331142, 0.045229995161557394)\n",
      "Neur. T kernel (0.07125427529741907, 0.04478060654298592)\n",
      "Neur. T kernel (0.07123390791240375, 0.044641888207394745)\n",
      "Neur. T kernel (0.07122004485721498, 0.04445073453945278)\n",
      "Neur. T kernel (0.07117171528313511, 0.045062184440090004)\n",
      "k = 43\n",
      "Dirich. kernel (0.07157782812283589, 0.04397890969157896)\n",
      "Gaussi. kernel (0.0713408815069473, 0.044556827698865265)\n",
      "Neur. T kernel (0.07133607311728082, 0.044932903893259026)\n",
      "Neur. T kernel (0.07133846361744348, 0.045080452222217196)\n",
      "Neur. T kernel (0.07133254704510576, 0.044867634249735375)\n",
      "Neur. T kernel (0.07130965456424136, 0.04489246321649942)\n",
      "k = 44\n",
      "Dirich. kernel (0.06215618996891483, 0.04187084047738783)\n",
      "Gaussi. kernel (0.06133528591706128, 0.04252491317369748)\n",
      "Neur. T kernel (0.06108560988383564, 0.04220481310844341)\n",
      "Neur. T kernel (0.06094830245045596, 0.04223390749980167)\n",
      "Neur. T kernel (0.06081062590612929, 0.04227937003146223)\n",
      "Neur. T kernel (0.06070244021944465, 0.042312188334235085)\n",
      "k = 45\n",
      "Dirich. kernel (0.05980934279682306, 0.05529922804869451)\n",
      "Gaussi. kernel (0.06224070589189953, 0.04864256396165098)\n",
      "Neur. T kernel (0.061954162150384996, 0.05009153328323397)\n",
      "Neur. T kernel (0.06205742464805555, 0.0490361428984784)\n",
      "Neur. T kernel (0.0621840098962829, 0.048895957745862396)\n",
      "Neur. T kernel (0.06226392806291734, 0.04875489191693316)\n",
      "k = 46\n",
      "Dirich. kernel (0.06228939766908394, 0.04262044029436814)\n",
      "Gaussi. kernel (0.06323303485041795, 0.04235358197342366)\n",
      "Neur. T kernel (0.06300253347019222, 0.04309770515188421)\n",
      "Neur. T kernel (0.06300397412758486, 0.04308581843674175)\n",
      "Neur. T kernel (0.06300821674268971, 0.043063621567457605)\n",
      "Neur. T kernel (0.06301875991906311, 0.04302470061222308)\n",
      "k = 47\n",
      "Dirich. kernel (0.07192947571050774, 0.05218810315807466)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.07138095916481663, 0.04972789171536016)\n",
      "Neur. T kernel (0.07139382105409986, 0.050107236898981326)\n",
      "Neur. T kernel (0.0712795688057353, 0.04945397834717622)\n",
      "Neur. T kernel (0.07106037083068222, 0.0494066782911391)\n",
      "Neur. T kernel (0.07080166792699713, 0.049389625786125296)\n",
      "k = 48\n",
      "Dirich. kernel (0.0623589416572368, 0.03412649236156188)\n",
      "Gaussi. kernel (0.06344509678208453, 0.031755544197011105)\n",
      "Neur. T kernel (0.06349688092902998, 0.03181572037366596)\n",
      "Neur. T kernel (0.06349677633536784, 0.031811560448665906)\n",
      "Neur. T kernel (0.06349459061615728, 0.0318061597114217)\n",
      "Neur. T kernel (0.06348333127048122, 0.031747922522419106)\n",
      "k = 49\n",
      "Dirich. kernel (0.0660249560176906, 0.03818910872808697)\n",
      "Gaussi. kernel (0.0657724207523196, 0.03837115695335258)\n",
      "Neur. T kernel (0.06600776654740881, 0.03793423750909342)\n",
      "Neur. T kernel (0.06600913404032777, 0.03793089772255763)\n",
      "Neur. T kernel (0.0660126922269362, 0.037923734362936994)\n",
      "Neur. T kernel (0.06602048594138746, 0.037910753258632045)\n",
      "k = 50\n",
      "Dirich. kernel (0.09791798528290546, 0.08075685634118952)\n",
      "Gaussi. kernel (0.09390530058212912, 0.07624636985287254)\n",
      "Neur. T kernel (0.09437298620681231, 0.07552155935987165)\n",
      "Neur. T kernel (0.09346939295707744, 0.07415461872922223)\n",
      "Neur. T kernel (0.09365024406014114, 0.07412773436291352)\n",
      "Neur. T kernel (0.09460528993040832, 0.07530478318327129)\n",
      "k = 51\n",
      "Dirich. kernel (0.2305135006171099, 0.23525456403214445)\n",
      "Gaussi. kernel (0.20440122726921767, 0.17904323352598472)\n",
      "Neur. T kernel (0.22849008942054333, 0.2103666099148058)\n",
      "Neur. T kernel (0.22459027144829813, 0.20599502823283883)\n",
      "Neur. T kernel (0.22051928296362205, 0.19934719637708345)\n",
      "Neur. T kernel (0.2165163540356642, 0.19451521969134258)\n",
      "k = 52\n",
      "Dirich. kernel (-0.0, 4.227603326225575e-16)\n",
      "Gaussi. kernel (-0.0, 4.227603326225575e-16)\n",
      "Neur. T kernel (-0.0, 4.227603326225575e-16)\n",
      "Neur. T kernel (-0.0, 4.227603326225575e-16)\n",
      "Neur. T kernel (-0.0, 4.227603326225575e-16)\n",
      "Neur. T kernel (-0.0, 4.227603326225575e-16)\n",
      "k = 53\n",
      "Dirich. kernel (0.22949546734278767, 0.23680645930524888)\n",
      "Gaussi. kernel (0.186967426236362, 0.1791893150603983)\n",
      "Neur. T kernel (0.22264319059393553, 0.20832887060009528)\n",
      "Neur. T kernel (0.21756020946422594, 0.20317818605912963)\n",
      "Neur. T kernel (0.21121549465859282, 0.19741874041629484)\n",
      "Neur. T kernel (0.20823653833142255, 0.1941653963998251)\n",
      "k = 54\n",
      "Dirich. kernel (0.10297410269696872, 0.0729717026046784)\n",
      "Gaussi. kernel (0.09985242460631638, 0.0700727864775801)\n",
      "Neur. T kernel (0.10050055670478575, 0.07128360266056984)\n",
      "Neur. T kernel (0.09960934875608063, 0.07081897382833278)\n",
      "Neur. T kernel (0.10008555773333154, 0.07162090261850439)\n",
      "Neur. T kernel (0.09993253298022854, 0.06898498514626689)\n",
      "k = 55\n",
      "Dirich. kernel (0.08511269425679278, 0.08012504724112146)\n",
      "Gaussi. kernel (0.08213642083528015, 0.07799202502266904)\n",
      "Neur. T kernel (0.08173950481700541, 0.07744850008287131)\n",
      "Neur. T kernel (0.08089080083056774, 0.07619222582654506)\n",
      "Neur. T kernel (0.0816561475104249, 0.07552124040796644)\n",
      "Neur. T kernel (0.08213323271681477, 0.07724102427310124)\n",
      "k = 56\n",
      "Dirich. kernel (0.07763699323075046, 0.06888561399231417)\n",
      "Gaussi. kernel (0.07686968977494082, 0.06554750880574305)\n",
      "Neur. T kernel (0.07727218878159221, 0.06637877697697886)\n",
      "Neur. T kernel (0.07716805873062746, 0.06592936429725327)\n",
      "Neur. T kernel (0.07709691984243301, 0.06537312937506422)\n",
      "Neur. T kernel (0.07710463609491139, 0.06476269529697115)\n",
      "k = 57\n",
      "Dirich. kernel (0.2129733738104304, 0.2181878110470938)\n",
      "Gaussi. kernel (0.17822170493906622, 0.1777940516619554)\n",
      "Neur. T kernel (0.20434420006116438, 0.20297178707662214)\n",
      "Neur. T kernel (0.19923012354100278, 0.19751011963440201)\n",
      "Neur. T kernel (0.19338509588314923, 0.1930224198744789)\n",
      "Neur. T kernel (0.1896940432131088, 0.19135184144568765)\n",
      "k = 58\n",
      "Dirich. kernel (0.07794195788265477, 0.06748672886185438)\n",
      "Gaussi. kernel (0.07529223539652641, 0.06638737417948061)\n",
      "Neur. T kernel (0.07668624690481117, 0.0665687186743386)\n",
      "Neur. T kernel (0.07657985949189612, 0.06661236014644861)\n",
      "Neur. T kernel (0.07650333155091918, 0.06668612053620628)\n",
      "Neur. T kernel (0.07645736053779625, 0.06673040037299126)\n",
      "k = 59\n",
      "Dirich. kernel (0.07653312412395051, 0.0637716299788399)\n",
      "Gaussi. kernel (0.07606993384091165, 0.0618043606715912)\n",
      "Neur. T kernel (0.0760166327494685, 0.0621958109515216)\n",
      "Neur. T kernel (0.0761345904145245, 0.062339621914925224)\n",
      "Neur. T kernel (0.0760313923745405, 0.060923889127309894)\n",
      "Neur. T kernel (0.07594452871689497, 0.06146972306636831)\n",
      "k = 60\n",
      "Dirich. kernel (0.07203475421500785, 0.05871590110361053)\n",
      "Gaussi. kernel (0.06922242696961398, 0.05845467024544608)\n",
      "Neur. T kernel (0.07000525650250107, 0.056111334052010776)\n",
      "Neur. T kernel (0.0696184267187817, 0.0586634908785639)\n",
      "Neur. T kernel (0.06841033523931563, 0.056182131429403884)\n",
      "Neur. T kernel (0.06893511122536537, 0.05625713317183657)\n",
      "k = 61\n",
      "Dirich. kernel (0.083938786157189, 0.08040459054558652)\n",
      "Gaussi. kernel (0.08187906478227337, 0.07617478009712818)\n",
      "Neur. T kernel (0.0828195188147464, 0.0761411896324232)\n",
      "Neur. T kernel (0.08262215850843886, 0.07624756031145734)\n",
      "Neur. T kernel (0.08235045940226546, 0.07600497201638837)\n",
      "Neur. T kernel (0.08215544648914817, 0.07593229583639907)\n",
      "k = 62\n",
      "Dirich. kernel (0.0800732500543652, 0.062200396377555096)\n",
      "Gaussi. kernel (0.07812597652539935, 0.059926257952304156)\n",
      "Neur. T kernel (0.07826086560731023, 0.06080947891982044)\n",
      "Neur. T kernel (0.07792784184525792, 0.0603226219573988)\n",
      "Neur. T kernel (0.07759554094459187, 0.059797984310593195)\n",
      "Neur. T kernel (0.07736574893812498, 0.05931124252351858)\n",
      "k = 63\n",
      "Dirich. kernel (0.0662780597200757, 0.06020605120821893)\n",
      "Gaussi. kernel (0.06607883299642295, 0.06045009868898926)\n",
      "Neur. T kernel (0.06594574344347115, 0.0595368091124225)\n",
      "Neur. T kernel (0.06601222845436538, 0.05938388377446192)\n",
      "Neur. T kernel (0.06603846256965719, 0.05949035196539804)\n",
      "Neur. T kernel (0.06607811637073581, 0.05977175632499609)\n",
      "k = 64\n",
      "Dirich. kernel (0.07431877667823242, 0.052744624310650044)\n",
      "Gaussi. kernel (0.0702062267302354, 0.05378080025668589)\n",
      "Neur. T kernel (0.07187186463693078, 0.05050846802131367)\n",
      "Neur. T kernel (0.07079624977445051, 0.053093713574632766)\n",
      "Neur. T kernel (0.07009395609523482, 0.05415552876211261)\n",
      "Neur. T kernel (0.07035142539888893, 0.04963561878875239)\n",
      "k = 65\n",
      "Dirich. kernel (0.07693610543484028, 0.06725764708850451)\n",
      "Gaussi. kernel (0.07372488573386775, 0.06217365335683909)\n",
      "Neur. T kernel (0.07446602215274313, 0.0630678034928514)\n",
      "Neur. T kernel (0.0741390441760408, 0.06254680913916849)\n",
      "Neur. T kernel (0.07385518875890355, 0.061861200221148056)\n",
      "Neur. T kernel (0.07370897586600549, 0.06110000830634132)\n",
      "k = 66\n",
      "Dirich. kernel (0.06617404844314942, 0.05292565350951397)\n",
      "Gaussi. kernel (0.06439335242733968, 0.05208876032672517)\n",
      "Neur. T kernel (0.06483954958706821, 0.051910283156347645)\n",
      "Neur. T kernel (0.06482412761284481, 0.051898803008060095)\n",
      "Neur. T kernel (0.06480084010426099, 0.051858504427584495)\n",
      "Neur. T kernel (0.06476854622683295, 0.05176492455251475)\n",
      "k = 67\n",
      "Dirich. kernel (0.06465635636556528, 0.07254674508792636)\n",
      "Gaussi. kernel (0.06422096163390463, 0.07238337290815633)\n",
      "Neur. T kernel (0.0643158288391834, 0.07221874084878242)\n",
      "Neur. T kernel (0.06431240248833614, 0.07251784109924891)\n",
      "Neur. T kernel (0.06431378519738282, 0.07244297917381444)\n",
      "Neur. T kernel (0.06431101186991006, 0.07250233527298756)\n",
      "k = 68\n",
      "Dirich. kernel (0.065096229117347, 0.05111730651448935)\n",
      "Gaussi. kernel (0.06564406153320705, 0.04845814294212957)\n",
      "Neur. T kernel (0.06583692057860839, 0.049799677577539316)\n",
      "Neur. T kernel (0.06584599057583188, 0.04978880411478776)\n",
      "Neur. T kernel (0.06586984188565623, 0.04977503990043075)\n",
      "Neur. T kernel (0.0652812366313982, 0.04774481113882711)\n",
      "k = 69\n",
      "Dirich. kernel (0.06045601384623438, 0.06405137599058347)\n",
      "Gaussi. kernel (0.05840991661928493, 0.0643273430702891)\n",
      "Neur. T kernel (0.05842202708313103, 0.06424981793136936)\n",
      "Neur. T kernel (0.05843425277183116, 0.06424275554091849)\n",
      "Neur. T kernel (0.05844508486305864, 0.06422419832087554)\n",
      "Neur. T kernel (0.058448391049127246, 0.06418662101477586)\n",
      "k = 70\n",
      "Dirich. kernel (0.06060486033185948, 0.05415706608454556)\n",
      "Gaussi. kernel (0.059408167029834, 0.05457885678761339)\n",
      "Neur. T kernel (0.05968780412952095, 0.05536527909726895)\n",
      "Neur. T kernel (0.05969105426838385, 0.055354264114459775)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.05969351762486051, 0.05533524499266662)\n",
      "Neur. T kernel (0.05969393740481608, 0.05530428034905055)\n",
      "k = 71\n",
      "Dirich. kernel (0.07401064738549887, 0.06626309697500096)\n",
      "Gaussi. kernel (0.07314809161777913, 0.059903556656120176)\n",
      "Neur. T kernel (0.07368636334495436, 0.06146748145137324)\n",
      "Neur. T kernel (0.07352173030063228, 0.060206774515622605)\n",
      "Neur. T kernel (0.07334924665127493, 0.06005018655890989)\n",
      "Neur. T kernel (0.07320605488552653, 0.05988452680366649)\n",
      "k = 72\n",
      "Dirich. kernel (0.0632682989683631, 0.05726686764924227)\n",
      "Gaussi. kernel (0.06344824854503758, 0.05553072772608731)\n",
      "Neur. T kernel (0.06347496750438823, 0.055404152053788944)\n",
      "Neur. T kernel (0.06347272716006061, 0.05551299697950216)\n",
      "Neur. T kernel (0.06344688910765764, 0.055493687242655666)\n",
      "Neur. T kernel (0.06339037080535996, 0.055501143603520924)\n",
      "k = 73\n",
      "Dirich. kernel (0.05642088536288722, 0.04119207054219452)\n",
      "Gaussi. kernel (0.055601343201684125, 0.04115308057165339)\n",
      "Neur. T kernel (0.0557178751461936, 0.040858125890097394)\n",
      "Neur. T kernel (0.05565464210593705, 0.041474206809607964)\n",
      "Neur. T kernel (0.05557951942969552, 0.04186139969174777)\n",
      "Neur. T kernel (0.055483552605769246, 0.04089844292031562)\n",
      "k = 74\n",
      "Dirich. kernel (0.07052577545211947, 0.05350331111471725)\n",
      "Gaussi. kernel (0.06867663898395363, 0.05258977308067374)\n",
      "Neur. T kernel (0.06955367084445742, 0.05217248534385253)\n",
      "Neur. T kernel (0.06823049024031183, 0.05003697416974044)\n",
      "Neur. T kernel (0.06790669581867936, 0.05086490133551358)\n",
      "Neur. T kernel (0.06800111715332083, 0.051554518796178624)\n",
      "k = 75\n",
      "Dirich. kernel (0.09552771123959186, 0.07159492889296179)\n",
      "Gaussi. kernel (0.09290155889063063, 0.0684712764461188)\n",
      "Neur. T kernel (0.09347727398041537, 0.06881563224731505)\n",
      "Neur. T kernel (0.09287639510150031, 0.06668300461022636)\n",
      "Neur. T kernel (0.09282613532246028, 0.0662867919095522)\n",
      "Neur. T kernel (0.09351371345706669, 0.06819223327336414)\n",
      "k = 76\n",
      "Dirich. kernel (0.07529639957861214, 0.0655534364526841)\n",
      "Gaussi. kernel (0.07295922182594405, 0.06384430354128488)\n",
      "Neur. T kernel (0.07345826644921302, 0.06488837608846776)\n",
      "Neur. T kernel (0.07327542824905192, 0.06430301469870292)\n",
      "Neur. T kernel (0.07306940958375255, 0.06368457021477417)\n",
      "Neur. T kernel (0.07287900717760407, 0.06318484292160065)\n",
      "k = 77\n",
      "Dirich. kernel (0.22949546734278767, 0.23680645930524888)\n",
      "Gaussi. kernel (0.186967426236362, 0.1791893150603983)\n",
      "Neur. T kernel (0.22264319059393553, 0.20832887060009528)\n",
      "Neur. T kernel (0.21756020946422594, 0.20317818605912963)\n",
      "Neur. T kernel (0.21121549465859282, 0.19741874041629484)\n",
      "Neur. T kernel (0.20823653833142255, 0.1941653963998251)\n",
      "k = 78\n",
      "Dirich. kernel (-0.0, 5.361928963517948e-16)\n",
      "Gaussi. kernel (-0.0, 5.361928963517948e-16)\n",
      "Neur. T kernel (-0.0, 5.361928963517948e-16)\n",
      "Neur. T kernel (-0.0, 5.361928963517948e-16)\n",
      "Neur. T kernel (-0.0, 5.361928963517948e-16)\n",
      "Neur. T kernel (-0.0, 5.361928963517948e-16)\n",
      "k = 79\n",
      "Dirich. kernel (0.24331992422065304, 0.2378283506518595)\n",
      "Gaussi. kernel (0.205258528068417, 0.19510952473654306)\n",
      "Neur. T kernel (0.2319947882774739, 0.2256493791698008)\n",
      "Neur. T kernel (0.2272755462965382, 0.2195306531895205)\n",
      "Neur. T kernel (0.22390973251592589, 0.2138377707845353)\n",
      "Neur. T kernel (0.21953586426648472, 0.2102546101261839)\n",
      "k = 80\n",
      "Dirich. kernel (0.07770665881123925, 0.04347898950760496)\n",
      "Gaussi. kernel (0.07514273768753481, 0.044692760426378784)\n",
      "Neur. T kernel (0.07649668440140292, 0.044421928447079345)\n",
      "Neur. T kernel (0.07622684314053692, 0.044592598710160136)\n",
      "Neur. T kernel (0.0759465220827569, 0.044762045609263425)\n",
      "Neur. T kernel (0.07572161284720291, 0.04485633100201114)\n",
      "k = 81\n",
      "Dirich. kernel (0.07296656090614663, 0.08394642839304285)\n",
      "Gaussi. kernel (0.07671617786535692, 0.06782222522235766)\n",
      "Neur. T kernel (0.07733442607020526, 0.06874771018544838)\n",
      "Neur. T kernel (0.07735245117434993, 0.06813432365553508)\n",
      "Neur. T kernel (0.07743343380892087, 0.06749159236910389)\n",
      "Neur. T kernel (0.0775633482880644, 0.06832534807545824)\n",
      "k = 82\n",
      "Dirich. kernel (0.08977222966086948, 0.06754719907577295)\n",
      "Gaussi. kernel (0.08562200714758501, 0.06464580505153272)\n",
      "Neur. T kernel (0.08567295285027428, 0.06639296868670908)\n",
      "Neur. T kernel (0.0853898457518442, 0.06651239924486581)\n",
      "Neur. T kernel (0.08553789016006337, 0.06614917995459761)\n",
      "Neur. T kernel (0.08561131474889369, 0.06497216378113141)\n",
      "k = 83\n",
      "Dirich. kernel (0.2112170019484656, 0.19632251881186147)\n",
      "Gaussi. kernel (0.18439504422826497, 0.16638125658835612)\n",
      "Neur. T kernel (0.20435546063347582, 0.18828679388187736)\n",
      "Neur. T kernel (0.19969023014324538, 0.1841522090586353)\n",
      "Neur. T kernel (0.1945120904935554, 0.1793396887799879)\n",
      "Neur. T kernel (0.1911827586675649, 0.17842766010312208)\n",
      "k = 84\n",
      "Dirich. kernel (0.09592722722337807, 0.06792751900018766)\n",
      "Gaussi. kernel (0.09441986527592475, 0.06362907980171442)\n",
      "Neur. T kernel (0.09428049097867867, 0.06894822633690136)\n",
      "Neur. T kernel (0.09261375245880368, 0.06781473777212005)\n",
      "Neur. T kernel (0.09229519967225028, 0.06712007460800518)\n",
      "Neur. T kernel (0.09353596287245229, 0.06439647827893344)\n",
      "k = 85\n",
      "Dirich. kernel (0.08397763052822728, 0.06198978658521367)\n",
      "Gaussi. kernel (0.08070058146307453, 0.050320522891449206)\n",
      "Neur. T kernel (0.08126446793811451, 0.05208526996792162)\n",
      "Neur. T kernel (0.08130383636672747, 0.052539647151121006)\n",
      "Neur. T kernel (0.08135061183467368, 0.05250040556168987)\n",
      "Neur. T kernel (0.08140800978459325, 0.052479349195252496)\n",
      "k = 86\n",
      "Dirich. kernel (0.06745067648228323, 0.06646950940906515)\n",
      "Gaussi. kernel (0.06846511175264272, 0.059308053186929)\n",
      "Neur. T kernel (0.06849540193304873, 0.05938293209168239)\n",
      "Neur. T kernel (0.06855632796581912, 0.06022500979295092)\n",
      "Neur. T kernel (0.06862381896152474, 0.060205268019916436)\n",
      "Neur. T kernel (0.06871693053472103, 0.06022764469493155)\n",
      "k = 87\n",
      "Dirich. kernel (0.08286403865465117, 0.06386238754959724)\n",
      "Gaussi. kernel (0.08189444712552614, 0.0648514433582659)\n",
      "Neur. T kernel (0.08265507044467843, 0.0655869655385233)\n",
      "Neur. T kernel (0.08248838525945598, 0.06531877837663354)\n",
      "Neur. T kernel (0.08229834991062537, 0.06501088389589606)\n",
      "Neur. T kernel (0.08210077541389386, 0.0647211530911171)\n",
      "k = 88\n",
      "Dirich. kernel (0.08423604214338895, 0.06038013232332398)\n",
      "Gaussi. kernel (0.08355372958042981, 0.05853436080533363)\n",
      "Neur. T kernel (0.0830705672757258, 0.06023328645315521)\n",
      "Neur. T kernel (0.08321276062974545, 0.060042408060466165)\n",
      "Neur. T kernel (0.08329698575490627, 0.060125741356247375)\n",
      "Neur. T kernel (0.08327917084110213, 0.05876918813498994)\n",
      "k = 89\n",
      "Dirich. kernel (0.09433867378882824, 0.08303722861095145)\n",
      "Gaussi. kernel (0.09383740587504683, 0.07731595214340914)\n",
      "Neur. T kernel (0.09396716968559923, 0.0781110168637093)\n",
      "Neur. T kernel (0.09383239913649316, 0.07803221325431413)\n",
      "Neur. T kernel (0.09370981835965536, 0.07796133636266238)\n",
      "Neur. T kernel (0.09362397691010413, 0.07789033878260794)\n",
      "k = 90\n",
      "Dirich. kernel (0.06711936955045757, 0.03846541000012358)\n",
      "Gaussi. kernel (0.067221432103487, 0.038593247314500395)\n",
      "Neur. T kernel (0.0674195344762462, 0.039145430153846084)\n",
      "Neur. T kernel (0.06742157543217071, 0.03914076246406714)\n",
      "Neur. T kernel (0.06742199172615115, 0.039134626088584465)\n",
      "Neur. T kernel (0.067361367093846, 0.03883825804012874)\n",
      "k = 91\n",
      "Dirich. kernel (0.06431012869836256, 0.05360459608545393)\n",
      "Gaussi. kernel (0.06518071086200959, 0.03918324070864243)\n",
      "Neur. T kernel (0.06521021606769176, 0.03853042073407072)\n",
      "Neur. T kernel (0.06487457931015224, 0.03934004111620716)\n",
      "Neur. T kernel (0.0646908725235613, 0.03961325625994842)\n",
      "Neur. T kernel (0.06483252837835031, 0.039291618372972896)\n",
      "k = 92\n",
      "Dirich. kernel (0.06973272347142997, 0.04834577974108284)\n",
      "Gaussi. kernel (0.06898861192274539, 0.048888550756738265)\n",
      "Neur. T kernel (0.06888031441996252, 0.05061634250622461)\n",
      "Neur. T kernel (0.0683844659294686, 0.05026444631063992)\n",
      "Neur. T kernel (0.06852712970111788, 0.049520505226614185)\n",
      "Neur. T kernel (0.0686419278873671, 0.04905328870399469)\n",
      "k = 93\n",
      "Dirich. kernel (0.07609956128160489, 0.05140839336805996)\n",
      "Gaussi. kernel (0.07372942811061448, 0.048888311501272846)\n",
      "Neur. T kernel (0.0750248203201278, 0.050483431073312345)\n",
      "Neur. T kernel (0.07476383995650975, 0.05061677421435802)\n",
      "Neur. T kernel (0.07403662430623828, 0.04879757863041495)\n",
      "Neur. T kernel (0.07421046024354627, 0.0508260791769657)\n",
      "k = 94\n",
      "Dirich. kernel (0.07471600537678139, 0.05462881438621416)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.07415706962573633, 0.0555482559947173)\n",
      "Neur. T kernel (0.07684492364910192, 0.06043569306188212)\n",
      "Neur. T kernel (0.07542280942852866, 0.05543602487367903)\n",
      "Neur. T kernel (0.07448456468216577, 0.05610596052103558)\n",
      "Neur. T kernel (0.07466855500562675, 0.055995705048143794)\n",
      "k = 95\n",
      "Dirich. kernel (0.06760351988861438, 0.04362685334921019)\n",
      "Gaussi. kernel (0.06604861607385103, 0.041423020484666846)\n",
      "Neur. T kernel (0.06621985901488363, 0.042962601446807226)\n",
      "Neur. T kernel (0.06622724144028425, 0.04295773907083809)\n",
      "Neur. T kernel (0.06618263239629545, 0.041182495112023175)\n",
      "Neur. T kernel (0.06598650145191928, 0.041189797128436983)\n",
      "k = 96\n",
      "Dirich. kernel (0.06087292397450732, 0.041341467677744353)\n",
      "Gaussi. kernel (0.061359723575887024, 0.039916382010233745)\n",
      "Neur. T kernel (0.06113124306626035, 0.03923891985238191)\n",
      "Neur. T kernel (0.06113352950885416, 0.039234498615481984)\n",
      "Neur. T kernel (0.06113622445032476, 0.03922865122941501)\n",
      "Neur. T kernel (0.06114130209936377, 0.03922153335964945)\n",
      "k = 97\n",
      "Dirich. kernel (0.08066341823049486, 0.05310010069493605)\n",
      "Gaussi. kernel (0.07919811682033807, 0.053633482536984294)\n",
      "Neur. T kernel (0.07931325336460157, 0.0533180978601298)\n",
      "Neur. T kernel (0.07931392004138951, 0.05622717392259102)\n",
      "Neur. T kernel (0.07927803413664293, 0.056227737450723216)\n",
      "Neur. T kernel (0.07921606338160796, 0.05624864761379143)\n",
      "k = 98\n",
      "Dirich. kernel (0.06537832676632391, 0.04151760123892691)\n",
      "Gaussi. kernel (0.06516182385340956, 0.0380579221281788)\n",
      "Neur. T kernel (0.06440464014007337, 0.04167922050238636)\n",
      "Neur. T kernel (0.06421526637049066, 0.04178293457417796)\n",
      "Neur. T kernel (0.06477443373795418, 0.04212306670537093)\n",
      "Neur. T kernel (0.06520675770939574, 0.04253398407654032)\n",
      "k = 99\n",
      "Dirich. kernel (0.07144793510647894, 0.06847835866347945)\n",
      "Gaussi. kernel (0.0748253836866015, 0.06589036695967311)\n",
      "Neur. T kernel (0.07445947937172229, 0.06466901124407361)\n",
      "Neur. T kernel (0.07454566531542725, 0.06460533022196911)\n",
      "Neur. T kernel (0.07460238074975635, 0.06467739001668374)\n",
      "Neur. T kernel (0.07462795552535721, 0.06475365745407216)\n",
      "k = 100\n",
      "Dirich. kernel (0.08392721447815736, 0.044936383233855764)\n",
      "Gaussi. kernel (0.08217273064837094, 0.042577190888743704)\n",
      "Neur. T kernel (0.08212624061854377, 0.04359674733397857)\n",
      "Neur. T kernel (0.08148624507834794, 0.04277015694294371)\n",
      "Neur. T kernel (0.0812648578032738, 0.043011817970358496)\n",
      "Neur. T kernel (0.08148384180272818, 0.04249198469684041)\n",
      "k = 101\n",
      "Dirich. kernel (0.08139872557046783, 0.08101914550983454)\n",
      "Gaussi. kernel (0.08082339498960447, 0.07974173236411722)\n",
      "Neur. T kernel (0.08076647864243584, 0.0795806423674094)\n",
      "Neur. T kernel (0.08091134617836979, 0.07837583771426034)\n",
      "Neur. T kernel (0.08089548119531986, 0.07888805852365209)\n",
      "Neur. T kernel (0.08082291992494371, 0.07999618175400576)\n",
      "k = 102\n",
      "Dirich. kernel (0.10297410269696872, 0.0729717026046784)\n",
      "Gaussi. kernel (0.09985242460631638, 0.0700727864775801)\n",
      "Neur. T kernel (0.10050055670478575, 0.07128360266056984)\n",
      "Neur. T kernel (0.09960934875608063, 0.07081897382833278)\n",
      "Neur. T kernel (0.10008555773333154, 0.07162090261850439)\n",
      "Neur. T kernel (0.09993253298022854, 0.06898498514626689)\n",
      "k = 103\n",
      "Dirich. kernel (0.24331992422065304, 0.2378283506518595)\n",
      "Gaussi. kernel (0.205258528068417, 0.19510952473654306)\n",
      "Neur. T kernel (0.2319947882774739, 0.2256493791698008)\n",
      "Neur. T kernel (0.2272755462965382, 0.2195306531895205)\n",
      "Neur. T kernel (0.22390973251592589, 0.2138377707845353)\n",
      "Neur. T kernel (0.21953586426648472, 0.2102546101261839)\n",
      "k = 104\n",
      "Dirich. kernel (-0.0, 6.995286129029382e-16)\n",
      "Gaussi. kernel (-0.0, 6.995286129029382e-16)\n",
      "Neur. T kernel (-0.0, 6.995286129029382e-16)\n",
      "Neur. T kernel (-0.0, 6.995286129029382e-16)\n",
      "Neur. T kernel (-0.0, 6.995286129029382e-16)\n",
      "Neur. T kernel (-0.0, 6.995286129029382e-16)\n",
      "k = 105\n",
      "Dirich. kernel (0.09196807145041358, 0.051197916305002075)\n",
      "Gaussi. kernel (0.08755120655244815, 0.0424001691348192)\n",
      "Neur. T kernel (0.08966446628156476, 0.04412317107625715)\n",
      "Neur. T kernel (0.08915021618151156, 0.04382637105394718)\n",
      "Neur. T kernel (0.08630394388173167, 0.043748510148335557)\n",
      "Neur. T kernel (0.087650730159703, 0.04339105069840144)\n",
      "k = 106\n",
      "Dirich. kernel (0.07571436768053666, 0.0523683113494115)\n",
      "Gaussi. kernel (0.07432376379188725, 0.04894124988807328)\n",
      "Neur. T kernel (0.07356063435188787, 0.04998180248100598)\n",
      "Neur. T kernel (0.07326130868031908, 0.04905757493452492)\n",
      "Neur. T kernel (0.07355662920101477, 0.04918958225488646)\n",
      "Neur. T kernel (0.07378999698465141, 0.04985234005832799)\n",
      "k = 107\n",
      "Dirich. kernel (0.10476098885848129, 0.06319722900592079)\n",
      "Gaussi. kernel (0.10162326080986109, 0.06054236997132454)\n",
      "Neur. T kernel (0.10305412871706532, 0.06211596573428421)\n",
      "Neur. T kernel (0.10196706709145328, 0.061145899731614196)\n",
      "Neur. T kernel (0.10170086085925574, 0.06173677038282299)\n",
      "Neur. T kernel (0.10103752481019383, 0.06127581975380063)\n",
      "k = 108\n",
      "Dirich. kernel (0.07286570367770001, 0.06179744618556004)\n",
      "Gaussi. kernel (0.07908031878105706, 0.05922139007525101)\n",
      "Neur. T kernel (0.0790706623138709, 0.06062055613009211)\n",
      "Neur. T kernel (0.07858517845869986, 0.060061382858449544)\n",
      "Neur. T kernel (0.0780319599719759, 0.0594845817048307)\n",
      "Neur. T kernel (0.07752022356620467, 0.058985022471153795)\n",
      "k = 109\n",
      "Dirich. kernel (0.2508069284966413, 0.24409082428836784)\n",
      "Gaussi. kernel (0.2074902126318979, 0.205916192033718)\n",
      "Neur. T kernel (0.23934490302992203, 0.23327371437014252)\n",
      "Neur. T kernel (0.23371626269076087, 0.22927686010035883)\n",
      "Neur. T kernel (0.2265638878876272, 0.2264760684907519)\n",
      "Neur. T kernel (0.22035520942033676, 0.2240117211596847)\n",
      "k = 110\n",
      "Dirich. kernel (0.06777226814072525, 0.0621918423557604)\n",
      "Gaussi. kernel (0.06613977020997235, 0.05574369291899289)\n",
      "Neur. T kernel (0.06630176802113777, 0.056529905247770074)\n",
      "Neur. T kernel (0.06634412870159627, 0.057020582634289566)\n",
      "Neur. T kernel (0.06639412979009537, 0.056987358021565675)\n",
      "Neur. T kernel (0.06646352930332713, 0.05697370859806304)\n",
      "k = 111\n",
      "Dirich. kernel (0.06468038154968221, 0.06270679684716904)\n",
      "Gaussi. kernel (0.06301015989788403, 0.06724274127456964)\n",
      "Neur. T kernel (0.06332571248201199, 0.06312023440802639)\n",
      "Neur. T kernel (0.06352130072235238, 0.06741592946846661)\n",
      "Neur. T kernel (0.06353455522819941, 0.06763333976336311)\n",
      "Neur. T kernel (0.06354756730256148, 0.0676772704985258)\n",
      "k = 112\n",
      "Dirich. kernel (0.08078481398596564, 0.05080955895792715)\n",
      "Gaussi. kernel (0.07944219363743227, 0.049677222110249844)\n",
      "Neur. T kernel (0.079950539073541, 0.05013399292050197)\n",
      "Neur. T kernel (0.0790267890837693, 0.05109767467887309)\n",
      "Neur. T kernel (0.07942652989281608, 0.05215538808185487)\n",
      "Neur. T kernel (0.07965061688926398, 0.049745597102671735)\n",
      "k = 113\n",
      "Dirich. kernel (0.1000814974876331, 0.07435984278360236)\n",
      "Gaussi. kernel (0.09501831200466088, 0.06260034174575417)\n",
      "Neur. T kernel (0.09633047087125311, 0.06864663133755977)\n",
      "Neur. T kernel (0.09641297182678371, 0.06769675378039752)\n",
      "Neur. T kernel (0.09644914753367566, 0.06513286730173697)\n",
      "Neur. T kernel (0.09637604867910861, 0.06456127221187544)\n",
      "k = 114\n",
      "Dirich. kernel (0.09045522198079217, 0.07746292497790115)\n",
      "Gaussi. kernel (0.08956119250480442, 0.07313764770648423)\n",
      "Neur. T kernel (0.0891449742501937, 0.07209803678510036)\n",
      "Neur. T kernel (0.08893460764452826, 0.07227517041815285)\n",
      "Neur. T kernel (0.08963300795980297, 0.0730360363100126)\n",
      "Neur. T kernel (0.09009892567099834, 0.07343978201254406)\n",
      "k = 115\n",
      "Dirich. kernel (0.06787751639263202, 0.04812150004768951)\n",
      "Gaussi. kernel (0.07593652112404474, 0.04078961689383468)\n",
      "Neur. T kernel (0.07661536471107612, 0.041353396008733403)\n",
      "Neur. T kernel (0.07667162384899558, 0.041188632760117805)\n",
      "Neur. T kernel (0.07674362085408709, 0.04169071198446829)\n",
      "Neur. T kernel (0.07676374572621837, 0.04159377173796414)\n",
      "k = 116\n",
      "Dirich. kernel (0.07121905174566633, 0.04003387389019782)\n",
      "Gaussi. kernel (0.07046045580762898, 0.038010217319815055)\n",
      "Neur. T kernel (0.0697381901858102, 0.03941916021681773)\n",
      "Neur. T kernel (0.06963760545711477, 0.03890843290403443)\n",
      "Neur. T kernel (0.06936006650319955, 0.0388810027988311)\n",
      "Neur. T kernel (0.06916367746196912, 0.038949578182537054)\n",
      "k = 117\n",
      "Dirich. kernel (0.07750043287938511, 0.057170623084705476)\n",
      "Gaussi. kernel (0.07612294132585426, 0.055662405853015365)\n",
      "Neur. T kernel (0.07610305333686539, 0.057935801962195485)\n",
      "Neur. T kernel (0.07603704882232303, 0.05653879115704956)\n",
      "Neur. T kernel (0.07600787796562924, 0.0572059101643529)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07603052891557316, 0.05722537201609006)\n",
      "k = 118\n",
      "Dirich. kernel (0.06464336427402656, 0.05404055274432468)\n",
      "Gaussi. kernel (0.062140057315812666, 0.05320645124765898)\n",
      "Neur. T kernel (0.06267902125660214, 0.05376969570102335)\n",
      "Neur. T kernel (0.062347308533435154, 0.05372820758431336)\n",
      "Neur. T kernel (0.06202247080977154, 0.05369593326097351)\n",
      "Neur. T kernel (0.061799310691420715, 0.05365695728897492)\n",
      "k = 119\n",
      "Dirich. kernel (0.09611651378780482, 0.08606548490282054)\n",
      "Gaussi. kernel (0.0948534174105661, 0.08638343665478035)\n",
      "Neur. T kernel (0.09485788324673809, 0.0864572641986564)\n",
      "Neur. T kernel (0.09483611688789743, 0.08641693562057232)\n",
      "Neur. T kernel (0.0947980231317076, 0.08637628832989339)\n",
      "Neur. T kernel (0.09473611178508148, 0.08635403523797408)\n",
      "k = 120\n",
      "Dirich. kernel (0.062185372267841335, 0.04424263115835626)\n",
      "Gaussi. kernel (0.061869781286616785, 0.04386416262735819)\n",
      "Neur. T kernel (0.06219526756334128, 0.043151236143359556)\n",
      "Neur. T kernel (0.06197869276167658, 0.04328734814541765)\n",
      "Neur. T kernel (0.06198548359432867, 0.043512256710437715)\n",
      "Neur. T kernel (0.06203677655419534, 0.04273069718433952)\n",
      "k = 121\n",
      "Dirich. kernel (0.07000069384042842, 0.05097745481431756)\n",
      "Gaussi. kernel (0.06796114970836967, 0.04463001692731394)\n",
      "Neur. T kernel (0.06841229313888737, 0.04538413141367304)\n",
      "Neur. T kernel (0.06813257804017939, 0.04507553282421499)\n",
      "Neur. T kernel (0.06782790263300523, 0.04479065767838089)\n",
      "Neur. T kernel (0.06757235503150462, 0.0446130488159715)\n",
      "k = 122\n",
      "Dirich. kernel (0.06512142440294807, 0.05069568120733642)\n",
      "Gaussi. kernel (0.06514923955557317, 0.049015743606409916)\n",
      "Neur. T kernel (0.06523350998413488, 0.05044060514309776)\n",
      "Neur. T kernel (0.06528554751897728, 0.050522549691500614)\n",
      "Neur. T kernel (0.06529514535495977, 0.050595061245389386)\n",
      "Neur. T kernel (0.06531544706943117, 0.0506058618410371)\n",
      "k = 123\n",
      "Dirich. kernel (0.0912060480210877, 0.04453299546383585)\n",
      "Gaussi. kernel (0.08992010884116071, 0.042008247603875136)\n",
      "Neur. T kernel (0.08990024501976215, 0.04387878849994702)\n",
      "Neur. T kernel (0.08970377686090251, 0.043670611730996865)\n",
      "Neur. T kernel (0.08992514407205143, 0.042755564515488204)\n",
      "Neur. T kernel (0.08973935093335457, 0.04255772441188005)\n",
      "k = 124\n",
      "Dirich. kernel (0.07656441332150624, 0.05697836220609169)\n",
      "Gaussi. kernel (0.07561621979822127, 0.058170839757650694)\n",
      "Neur. T kernel (0.07555390388808172, 0.05814073979141377)\n",
      "Neur. T kernel (0.07553926738554725, 0.058123614281019954)\n",
      "Neur. T kernel (0.07551125483979307, 0.058111443078809374)\n",
      "Neur. T kernel (0.0754630797350091, 0.05812147459650817)\n",
      "k = 125\n",
      "Dirich. kernel (0.2430068259106876, 0.24567315920733893)\n",
      "Gaussi. kernel (0.21202479931405382, 0.19778581263569223)\n",
      "Neur. T kernel (0.2325488931963185, 0.23190012535716809)\n",
      "Neur. T kernel (0.2304824999542347, 0.22589632748670865)\n",
      "Neur. T kernel (0.22811137102189677, 0.2193689769086461)\n",
      "Neur. T kernel (0.22516991584963844, 0.213651561646324)\n",
      "k = 126\n",
      "Dirich. kernel (0.08552626391287588, 0.07650272084081139)\n",
      "Gaussi. kernel (0.08471160689865644, 0.07691451503568948)\n",
      "Neur. T kernel (0.08342956063624249, 0.07924422999804924)\n",
      "Neur. T kernel (0.08362004536425217, 0.07835752159574282)\n",
      "Neur. T kernel (0.08351929405614875, 0.07645652897564426)\n",
      "Neur. T kernel (0.08338808953592203, 0.07637284384572635)\n",
      "k = 127\n",
      "Dirich. kernel (0.08511269425679278, 0.08012504724112146)\n",
      "Gaussi. kernel (0.08213642083528015, 0.07799202502266904)\n",
      "Neur. T kernel (0.08173950481700541, 0.07744850008287131)\n",
      "Neur. T kernel (0.08089080083056774, 0.07619222582654506)\n",
      "Neur. T kernel (0.0816561475104249, 0.07552124040796644)\n",
      "Neur. T kernel (0.08213323271681477, 0.07724102427310124)\n",
      "k = 128\n",
      "Dirich. kernel (0.07770665881123925, 0.04347898950760496)\n",
      "Gaussi. kernel (0.07514273768753481, 0.044692760426378784)\n",
      "Neur. T kernel (0.07649668440140292, 0.044421928447079345)\n",
      "Neur. T kernel (0.07622684314053692, 0.044592598710160136)\n",
      "Neur. T kernel (0.0759465220827569, 0.044762045609263425)\n",
      "Neur. T kernel (0.07572161284720291, 0.04485633100201114)\n",
      "k = 129\n",
      "Dirich. kernel (0.09196807145041358, 0.051197916305002075)\n",
      "Gaussi. kernel (0.08755120655244815, 0.0424001691348192)\n",
      "Neur. T kernel (0.08966446628156476, 0.04412317107625715)\n",
      "Neur. T kernel (0.08915021618151156, 0.04382637105394718)\n",
      "Neur. T kernel (0.08630394388173167, 0.043748510148335557)\n",
      "Neur. T kernel (0.087650730159703, 0.04339105069840144)\n",
      "k = 130\n",
      "Dirich. kernel (-0.0, 8.718962482133581e-16)\n",
      "Gaussi. kernel (-0.0, 8.718962482133581e-16)\n",
      "Neur. T kernel (-0.0, 8.718962482133581e-16)\n",
      "Neur. T kernel (-0.0, 8.718962482133581e-16)\n",
      "Neur. T kernel (-0.0, 8.718962482133581e-16)\n",
      "Neur. T kernel (-0.0, 8.718962482133581e-16)\n",
      "k = 131\n",
      "Dirich. kernel (0.1841963566448666, 0.1852278403309669)\n",
      "Gaussi. kernel (0.16953841241417478, 0.16273650713915858)\n",
      "Neur. T kernel (0.17552827454960257, 0.1759817702619957)\n",
      "Neur. T kernel (0.1734617370311617, 0.17316602519996402)\n",
      "Neur. T kernel (0.17280797399620274, 0.17129892259312066)\n",
      "Neur. T kernel (0.17386242536999957, 0.17035054139034314)\n",
      "k = 132\n",
      "Dirich. kernel (0.08918008871172532, 0.06433588889288745)\n",
      "Gaussi. kernel (0.08966228293730158, 0.057600325699496774)\n",
      "Neur. T kernel (0.08959921671014145, 0.05939851851085408)\n",
      "Neur. T kernel (0.08817167973622446, 0.057163737014418785)\n",
      "Neur. T kernel (0.08832866647306799, 0.054452196230834415)\n",
      "Neur. T kernel (0.08956014669503862, 0.05590150911014028)\n",
      "k = 133\n",
      "Dirich. kernel (0.07105017763686558, 0.05295444616244733)\n",
      "Gaussi. kernel (0.07079621600526742, 0.0528445551203178)\n",
      "Neur. T kernel (0.07037686314808067, 0.05351464376077254)\n",
      "Neur. T kernel (0.07050777203416987, 0.05331011717364624)\n",
      "Neur. T kernel (0.07057079096769929, 0.053035336655615224)\n",
      "Neur. T kernel (0.07058771048082527, 0.05303654095172989)\n",
      "k = 134\n",
      "Dirich. kernel (0.07229945618655428, 0.04587562175676865)\n",
      "Gaussi. kernel (0.07172929106956205, 0.04090449933170723)\n",
      "Neur. T kernel (0.0717322670562512, 0.04132441055097923)\n",
      "Neur. T kernel (0.07172026157931718, 0.041278291881314606)\n",
      "Neur. T kernel (0.07170051175420375, 0.04121617280078982)\n",
      "Neur. T kernel (0.0716714191439013, 0.041142342663095854)\n",
      "k = 135\n",
      "Dirich. kernel (0.22474300351816584, 0.23936666401476842)\n",
      "Gaussi. kernel (0.19570199683239833, 0.1914510434663018)\n",
      "Neur. T kernel (0.22396613206598598, 0.2172074988407393)\n",
      "Neur. T kernel (0.21973100925100808, 0.212395029518733)\n",
      "Neur. T kernel (0.2161173884950686, 0.20757694966545504)\n",
      "Neur. T kernel (0.2136552187931715, 0.20383960298891188)\n",
      "k = 136\n",
      "Dirich. kernel (0.07738726077693224, 0.06822565212575325)\n",
      "Gaussi. kernel (0.07545171279062975, 0.06739547049148155)\n",
      "Neur. T kernel (0.07392635967643106, 0.06682845650247592)\n",
      "Neur. T kernel (0.07333407739942588, 0.06928594286076085)\n",
      "Neur. T kernel (0.07313569211517723, 0.0664737637893402)\n",
      "Neur. T kernel (0.07283128456100406, 0.06629087946112558)\n",
      "k = 137\n",
      "Dirich. kernel (0.07979496694693958, 0.06927257611706074)\n",
      "Gaussi. kernel (0.08061412593345879, 0.048192626616259046)\n",
      "Neur. T kernel (0.08292940227758946, 0.04915378922091928)\n",
      "Neur. T kernel (0.08264730294582147, 0.048178744417320556)\n",
      "Neur. T kernel (0.0827995109104566, 0.04971581408987751)\n",
      "Neur. T kernel (0.08221549613288041, 0.047805165243781804)\n",
      "k = 138\n",
      "Dirich. kernel (0.08454890377596898, 0.03994026502796935)\n",
      "Gaussi. kernel (0.08167233834828516, 0.03971818661651112)\n",
      "Neur. T kernel (0.08245841798316833, 0.04071165052223409)\n",
      "Neur. T kernel (0.08175969152722296, 0.041501233074539845)\n",
      "Neur. T kernel (0.08229303608769722, 0.04086530494096958)\n",
      "Neur. T kernel (0.08233883113928993, 0.03913038237968885)\n",
      "k = 139\n",
      "Dirich. kernel (0.06970098477091446, 0.03914681034453177)\n",
      "Gaussi. kernel (0.06866893201697133, 0.03895627281832475)\n",
      "Neur. T kernel (0.07004935038473106, 0.038387679246292716)\n",
      "Neur. T kernel (0.07004932155021751, 0.03837219768596712)\n",
      "Neur. T kernel (0.06908515583859173, 0.03894886576995456)\n",
      "Neur. T kernel (0.06923893623263404, 0.03836788654314443)\n",
      "k = 140\n",
      "Dirich. kernel (0.08983611073661688, 0.09387724401666174)\n",
      "Gaussi. kernel (0.10070585182294656, 0.07237040287995958)\n",
      "Neur. T kernel (0.10073520955835198, 0.07364430090379066)\n",
      "Neur. T kernel (0.10051579200023437, 0.0727110400563279)\n",
      "Neur. T kernel (0.10036831893343319, 0.07164378715459455)\n",
      "Neur. T kernel (0.10037188441702141, 0.07065540700311827)\n",
      "k = 141\n",
      "Dirich. kernel (0.07471833271521859, 0.07832816705288448)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.0753082036679312, 0.06233118702706348)\n",
      "Neur. T kernel (0.07538784470863662, 0.05994396808723529)\n",
      "Neur. T kernel (0.0747524376926805, 0.06044017109315486)\n",
      "Neur. T kernel (0.07521556785034093, 0.06168941632845177)\n",
      "Neur. T kernel (0.07548289160191021, 0.06097651850758212)\n",
      "k = 142\n",
      "Dirich. kernel (0.06430755286508852, 0.05223118893979659)\n",
      "Gaussi. kernel (0.0644500427707547, 0.04940107134794513)\n",
      "Neur. T kernel (0.063697645481884, 0.04749323538847416)\n",
      "Neur. T kernel (0.06366482203674424, 0.04703700132999108)\n",
      "Neur. T kernel (0.0636461980858549, 0.046589102512201344)\n",
      "Neur. T kernel (0.06363658638302724, 0.04626235704563829)\n",
      "k = 143\n",
      "Dirich. kernel (0.06598070906043528, 0.058678031327515555)\n",
      "Gaussi. kernel (0.07409476081564144, 0.04030273702702543)\n",
      "Neur. T kernel (0.07447570240562984, 0.0396297403473463)\n",
      "Neur. T kernel (0.07436121189916838, 0.03964274716173241)\n",
      "Neur. T kernel (0.07427833830594813, 0.03971161863906533)\n",
      "Neur. T kernel (0.07425544989508572, 0.039812381604875276)\n",
      "k = 144\n",
      "Dirich. kernel (0.06562772384305052, 0.03804211140046559)\n",
      "Gaussi. kernel (0.06481800367917837, 0.038178646986130244)\n",
      "Neur. T kernel (0.0652598254414634, 0.0379323069662586)\n",
      "Neur. T kernel (0.06520202828064345, 0.03795400883732914)\n",
      "Neur. T kernel (0.06516181430875574, 0.03800477342630181)\n",
      "Neur. T kernel (0.06515366083544047, 0.03806251853036309)\n",
      "k = 145\n",
      "Dirich. kernel (0.07089663105007356, 0.06764750889532899)\n",
      "Gaussi. kernel (0.06949900142350436, 0.06616682098742069)\n",
      "Neur. T kernel (0.06966211274971622, 0.06434774718803865)\n",
      "Neur. T kernel (0.0697408028823328, 0.06417570083940996)\n",
      "Neur. T kernel (0.06998278088823827, 0.06571430630155135)\n",
      "Neur. T kernel (0.07006190989560539, 0.06683618322540649)\n",
      "k = 146\n",
      "Dirich. kernel (0.058800002671799655, 0.05191331940286528)\n",
      "Gaussi. kernel (0.057179506598860994, 0.049916097459179014)\n",
      "Neur. T kernel (0.057188174605243135, 0.050482426775119826)\n",
      "Neur. T kernel (0.057195351617714274, 0.050150756209314064)\n",
      "Neur. T kernel (0.057255255957041486, 0.0497869770160504)\n",
      "Neur. T kernel (0.05737847421289075, 0.049472491013011634)\n",
      "k = 147\n",
      "Dirich. kernel (0.06888003573562804, 0.04685235146558278)\n",
      "Gaussi. kernel (0.06981006280894493, 0.043243110973537356)\n",
      "Neur. T kernel (0.0703138784991847, 0.04302986376118578)\n",
      "Neur. T kernel (0.07001872417924927, 0.0430114459381555)\n",
      "Neur. T kernel (0.06967940496144097, 0.0430399408569033)\n",
      "Neur. T kernel (0.06936475768445001, 0.04309783775351141)\n",
      "k = 148\n",
      "Dirich. kernel (0.057952639745231994, 0.031920585489400514)\n",
      "Gaussi. kernel (0.05624451083743853, 0.03130810441320528)\n",
      "Neur. T kernel (0.05608591993947461, 0.03044981924322573)\n",
      "Neur. T kernel (0.05600738007878514, 0.030363980487136184)\n",
      "Neur. T kernel (0.055945443373891436, 0.030279527542597107)\n",
      "Neur. T kernel (0.05591692648215692, 0.03019298364259408)\n",
      "k = 149\n",
      "Dirich. kernel (0.0647713061351151, 0.03797084623548698)\n",
      "Gaussi. kernel (0.06344359484428647, 0.03856756096283475)\n",
      "Neur. T kernel (0.06346089747473063, 0.03742480725819396)\n",
      "Neur. T kernel (0.06321734758908198, 0.037191491923337816)\n",
      "Neur. T kernel (0.06299134875603105, 0.036928483021810184)\n",
      "Neur. T kernel (0.06284705545151556, 0.03666774200469402)\n",
      "k = 150\n",
      "Dirich. kernel (0.07156477802496161, 0.07770709291533168)\n",
      "Gaussi. kernel (0.07036609709405944, 0.07492872048016014)\n",
      "Neur. T kernel (0.07076544044205722, 0.07648079823651603)\n",
      "Neur. T kernel (0.07077494784363648, 0.07649084525862075)\n",
      "Neur. T kernel (0.07079238045828902, 0.07651273576522358)\n",
      "Neur. T kernel (0.07082366752358339, 0.07655634776453678)\n",
      "k = 151\n",
      "Dirich. kernel (0.21872494326169675, 0.20432764391147729)\n",
      "Gaussi. kernel (0.18742344661092206, 0.1462500340260945)\n",
      "Neur. T kernel (0.1999369630531737, 0.17902897746253385)\n",
      "Neur. T kernel (0.1941444548069435, 0.17221918948973033)\n",
      "Neur. T kernel (0.190906599953055, 0.1672945219909672)\n",
      "Neur. T kernel (0.191880002644712, 0.16530135914015545)\n",
      "k = 152\n",
      "Dirich. kernel (0.07763699323075046, 0.06888561399231417)\n",
      "Gaussi. kernel (0.07686968977494082, 0.06554750880574305)\n",
      "Neur. T kernel (0.07727218878159221, 0.06637877697697886)\n",
      "Neur. T kernel (0.07716805873062746, 0.06592936429725327)\n",
      "Neur. T kernel (0.07709691984243301, 0.06537312937506422)\n",
      "Neur. T kernel (0.07710463609491139, 0.06476269529697115)\n",
      "k = 153\n",
      "Dirich. kernel (0.07296656090614663, 0.08394642839304285)\n",
      "Gaussi. kernel (0.07671617786535692, 0.06782222522235766)\n",
      "Neur. T kernel (0.07733442607020526, 0.06874771018544838)\n",
      "Neur. T kernel (0.07735245117434993, 0.06813432365553508)\n",
      "Neur. T kernel (0.07743343380892087, 0.06749159236910389)\n",
      "Neur. T kernel (0.0775633482880644, 0.06832534807545824)\n",
      "k = 154\n",
      "Dirich. kernel (0.07571436768053666, 0.0523683113494115)\n",
      "Gaussi. kernel (0.07432376379188725, 0.04894124988807328)\n",
      "Neur. T kernel (0.07356063435188787, 0.04998180248100598)\n",
      "Neur. T kernel (0.07326130868031908, 0.04905757493452492)\n",
      "Neur. T kernel (0.07355662920101477, 0.04918958225488646)\n",
      "Neur. T kernel (0.07378999698465141, 0.04985234005832799)\n",
      "k = 155\n",
      "Dirich. kernel (0.1841963566448666, 0.1852278403309669)\n",
      "Gaussi. kernel (0.16953841241417478, 0.16273650713915858)\n",
      "Neur. T kernel (0.17552827454960257, 0.1759817702619957)\n",
      "Neur. T kernel (0.1734617370311617, 0.17316602519996402)\n",
      "Neur. T kernel (0.17280797399620274, 0.17129892259312066)\n",
      "Neur. T kernel (0.17386242536999957, 0.17035054139034314)\n",
      "k = 156\n",
      "Dirich. kernel (-0.0, 8.897383010419015e-16)\n",
      "Gaussi. kernel (-0.0, 8.897383010419015e-16)\n",
      "Neur. T kernel (-0.0, 8.897383010419015e-16)\n",
      "Neur. T kernel (-0.0, 8.897383010419015e-16)\n",
      "Neur. T kernel (-0.0, 8.897383010419015e-16)\n",
      "Neur. T kernel (-0.0, 8.897383010419015e-16)\n",
      "k = 157\n",
      "Dirich. kernel (0.1919000216520881, 0.15984013704249547)\n",
      "Gaussi. kernel (0.16366815144924224, 0.1519377941071113)\n",
      "Neur. T kernel (0.18552512174974292, 0.15941071948358046)\n",
      "Neur. T kernel (0.1840970979169324, 0.15835836555944685)\n",
      "Neur. T kernel (0.17908765859676837, 0.15571731773047648)\n",
      "Neur. T kernel (0.17510865180910778, 0.15344313096734186)\n",
      "k = 158\n",
      "Dirich. kernel (0.08073517645290809, 0.059810020639609655)\n",
      "Gaussi. kernel (0.08243791471243593, 0.051579202579329145)\n",
      "Neur. T kernel (0.08285684508986763, 0.05206003915951331)\n",
      "Neur. T kernel (0.08251435262431371, 0.051337753802276384)\n",
      "Neur. T kernel (0.08230109222388132, 0.051338248765653)\n",
      "Neur. T kernel (0.08246361342620721, 0.05171812029997074)\n",
      "k = 159\n",
      "Dirich. kernel (0.07244482877307047, 0.047635121387379874)\n",
      "Gaussi. kernel (0.07186927663141714, 0.04478870549873104)\n",
      "Neur. T kernel (0.07249396800713909, 0.045857540837832785)\n",
      "Neur. T kernel (0.07250437202410287, 0.047520492627922024)\n",
      "Neur. T kernel (0.07251620668549422, 0.04754535713350606)\n",
      "Neur. T kernel (0.07253817226008041, 0.047601743961367224)\n",
      "k = 160\n",
      "Dirich. kernel (0.08458839604946287, 0.05830548725164616)\n",
      "Gaussi. kernel (0.08213502416473194, 0.053447515644230996)\n",
      "Neur. T kernel (0.0820458286630735, 0.05612284902380606)\n",
      "Neur. T kernel (0.08183203760367483, 0.055821278389073345)\n",
      "Neur. T kernel (0.08161012219901326, 0.05552125735222145)\n",
      "Neur. T kernel (0.08141345176897523, 0.05530271073666908)\n",
      "k = 161\n",
      "Dirich. kernel (0.18274202024322955, 0.19257999351517577)\n",
      "Gaussi. kernel (0.16127397991124726, 0.14502595095650714)\n",
      "Neur. T kernel (0.18043669506587373, 0.16263448759662788)\n",
      "Neur. T kernel (0.17650194752626466, 0.15974629336641538)\n",
      "Neur. T kernel (0.1731537900273313, 0.15634675508243648)\n",
      "Neur. T kernel (0.17039037811157715, 0.15608023330255744)\n",
      "k = 162\n",
      "Dirich. kernel (0.08348986922389423, 0.05358387749615373)\n",
      "Gaussi. kernel (0.08180628859739134, 0.056921931168378806)\n",
      "Neur. T kernel (0.08066551036649994, 0.058111607975590424)\n",
      "Neur. T kernel (0.08075437473133937, 0.059994984954717126)\n",
      "Neur. T kernel (0.08126695575252059, 0.05593852533737354)\n",
      "Neur. T kernel (0.0817584371370147, 0.05275143199712222)\n",
      "k = 163\n",
      "Dirich. kernel (0.06795172974057245, 0.054576626882929066)\n",
      "Gaussi. kernel (0.06882548182120003, 0.051704408742288724)\n",
      "Neur. T kernel (0.06843850173413776, 0.051712241352213)\n",
      "Neur. T kernel (0.06857381071017628, 0.051900467603750736)\n",
      "Neur. T kernel (0.06879028875256607, 0.05198971784867384)\n",
      "Neur. T kernel (0.06891273439894705, 0.05212422031306858)\n",
      "k = 164\n",
      "Dirich. kernel (0.07009815220287743, 0.04164891421273698)\n",
      "Gaussi. kernel (0.06968975155399146, 0.04059319107254967)\n",
      "Neur. T kernel (0.06964904717469465, 0.041021476368798486)\n",
      "Neur. T kernel (0.06959462244847606, 0.04037117122032942)\n",
      "Neur. T kernel (0.06959387794352154, 0.04052275022052186)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.0696187696311793, 0.04067036309512119)\n",
      "k = 165\n",
      "Dirich. kernel (0.08754174648861027, 0.05885430970033742)\n",
      "Gaussi. kernel (0.08393160517925313, 0.058296014813253735)\n",
      "Neur. T kernel (0.08425779291762621, 0.05871824532848753)\n",
      "Neur. T kernel (0.08391682925873131, 0.05819860756431154)\n",
      "Neur. T kernel (0.08356405953194382, 0.057617970210790674)\n",
      "Neur. T kernel (0.08328788526051181, 0.057079582328957094)\n",
      "k = 166\n",
      "Dirich. kernel (0.0904597118720462, 0.06338543812503765)\n",
      "Gaussi. kernel (0.085118117101165, 0.05278664465241476)\n",
      "Neur. T kernel (0.08623101074108783, 0.05581907796018823)\n",
      "Neur. T kernel (0.08537532184963167, 0.055215511348696206)\n",
      "Neur. T kernel (0.08438022108085233, 0.054148518428916576)\n",
      "Neur. T kernel (0.08547065137086902, 0.054766403510616825)\n",
      "k = 167\n",
      "Dirich. kernel (0.07093850646549535, 0.04859423945306823)\n",
      "Gaussi. kernel (0.07005928230233247, 0.050478844366610334)\n",
      "Neur. T kernel (0.07076583159074294, 0.04972187227960425)\n",
      "Neur. T kernel (0.0705981119210479, 0.04981903914617662)\n",
      "Neur. T kernel (0.0704075266626624, 0.04993191576163005)\n",
      "Neur. T kernel (0.07022004584518837, 0.049993052915808966)\n",
      "k = 168\n",
      "Dirich. kernel (0.07601088103723828, 0.04184601964654634)\n",
      "Gaussi. kernel (0.07586832189148446, 0.04139574949347094)\n",
      "Neur. T kernel (0.0752626922651723, 0.04076758757593743)\n",
      "Neur. T kernel (0.07489870913129318, 0.03963104229326111)\n",
      "Neur. T kernel (0.07461256562499269, 0.03753436556023651)\n",
      "Neur. T kernel (0.07425804660881427, 0.03796995200404363)\n",
      "k = 169\n",
      "Dirich. kernel (0.07159988217306099, 0.04822346109288368)\n",
      "Gaussi. kernel (0.0705481633948846, 0.0484583275897933)\n",
      "Neur. T kernel (0.07055983500041241, 0.04842421408863935)\n",
      "Neur. T kernel (0.0705461351418351, 0.04838894545458689)\n",
      "Neur. T kernel (0.07052378755279616, 0.04834051530212311)\n",
      "Neur. T kernel (0.07049091213564236, 0.048280910374497596)\n",
      "k = 170\n",
      "Dirich. kernel (0.07060651808311148, 0.04214619666684879)\n",
      "Gaussi. kernel (0.06958588606633868, 0.04045901287386506)\n",
      "Neur. T kernel (0.06925477621713766, 0.04072174498898237)\n",
      "Neur. T kernel (0.06930713199089229, 0.041128020052233254)\n",
      "Neur. T kernel (0.06868239049965741, 0.04125075533567641)\n",
      "Neur. T kernel (0.0689446968842189, 0.04119774626421467)\n",
      "k = 171\n",
      "Dirich. kernel (0.08449331727423724, 0.055872847065160186)\n",
      "Gaussi. kernel (0.08113901531402787, 0.04800658421856287)\n",
      "Neur. T kernel (0.0812429012987641, 0.04871794067461797)\n",
      "Neur. T kernel (0.08109830660369266, 0.04845657577139893)\n",
      "Neur. T kernel (0.0809415157975008, 0.04826343696279427)\n",
      "Neur. T kernel (0.08080205429614233, 0.048202135017786)\n",
      "k = 172\n",
      "Dirich. kernel (0.07037711087447926, 0.04110919454498037)\n",
      "Gaussi. kernel (0.07203747126712973, 0.041958396810460936)\n",
      "Neur. T kernel (0.07087466584874771, 0.04282718621781525)\n",
      "Neur. T kernel (0.07059864745485812, 0.04229601902481169)\n",
      "Neur. T kernel (0.07175496546929024, 0.04258115546237258)\n",
      "Neur. T kernel (0.07173846724074204, 0.042166019418811776)\n",
      "k = 173\n",
      "Dirich. kernel (0.06685370138923703, 0.035840593714620575)\n",
      "Gaussi. kernel (0.06315879099158447, 0.034318375041329376)\n",
      "Neur. T kernel (0.06244085081744016, 0.03391404593410867)\n",
      "Neur. T kernel (0.062192311812688715, 0.03373541591266372)\n",
      "Neur. T kernel (0.061936138383511544, 0.03356981747934472)\n",
      "Neur. T kernel (0.06172324940840486, 0.03342836506779362)\n",
      "k = 174\n",
      "Dirich. kernel (0.0700847349158314, 0.03875199871080342)\n",
      "Gaussi. kernel (0.07424904408182277, 0.03742653727396496)\n",
      "Neur. T kernel (0.07426590463150631, 0.03764072707492809)\n",
      "Neur. T kernel (0.0742604146862047, 0.037234005448750204)\n",
      "Neur. T kernel (0.07425100688151964, 0.03711679499629539)\n",
      "Neur. T kernel (0.07424441855137998, 0.03696717454024723)\n",
      "k = 175\n",
      "Dirich. kernel (0.07974458759558564, 0.07897884020171969)\n",
      "Gaussi. kernel (0.07824271023701455, 0.07805060029785962)\n",
      "Neur. T kernel (0.07904238525437832, 0.07785473338709245)\n",
      "Neur. T kernel (0.07904402072164177, 0.07759668268284634)\n",
      "Neur. T kernel (0.0790349121706008, 0.07749880001845093)\n",
      "Neur. T kernel (0.07900399548244681, 0.07716613387973066)\n",
      "k = 176\n",
      "Dirich. kernel (0.09435975696018936, 0.06557713492720725)\n",
      "Gaussi. kernel (0.09306294753877811, 0.06418803429763027)\n",
      "Neur. T kernel (0.09296432245918435, 0.06554833081857216)\n",
      "Neur. T kernel (0.09291540554494845, 0.06531955930671016)\n",
      "Neur. T kernel (0.09286973237788591, 0.0652438423902818)\n",
      "Neur. T kernel (0.09293842181168283, 0.06534124644889275)\n",
      "k = 177\n",
      "Dirich. kernel (0.2129733738104304, 0.2181878110470938)\n",
      "Gaussi. kernel (0.17822170493906622, 0.1777940516619554)\n",
      "Neur. T kernel (0.20434420006116438, 0.20297178707662214)\n",
      "Neur. T kernel (0.19923012354100278, 0.19751011963440201)\n",
      "Neur. T kernel (0.19338509588314923, 0.1930224198744789)\n",
      "Neur. T kernel (0.1896940432131088, 0.19135184144568765)\n",
      "k = 178\n",
      "Dirich. kernel (0.08977222966086948, 0.06754719907577295)\n",
      "Gaussi. kernel (0.08562200714758501, 0.06464580505153272)\n",
      "Neur. T kernel (0.08567295285027428, 0.06639296868670908)\n",
      "Neur. T kernel (0.0853898457518442, 0.06651239924486581)\n",
      "Neur. T kernel (0.08553789016006337, 0.06614917995459761)\n",
      "Neur. T kernel (0.08561131474889369, 0.06497216378113141)\n",
      "k = 179\n",
      "Dirich. kernel (0.10476098885848129, 0.06319722900592079)\n",
      "Gaussi. kernel (0.10162326080986109, 0.06054236997132454)\n",
      "Neur. T kernel (0.10305412871706532, 0.06211596573428421)\n",
      "Neur. T kernel (0.10196706709145328, 0.061145899731614196)\n",
      "Neur. T kernel (0.10170086085925574, 0.06173677038282299)\n",
      "Neur. T kernel (0.10103752481019383, 0.06127581975380063)\n",
      "k = 180\n",
      "Dirich. kernel (0.08918008871172532, 0.06433588889288745)\n",
      "Gaussi. kernel (0.08966228293730158, 0.057600325699496774)\n",
      "Neur. T kernel (0.08959921671014145, 0.05939851851085408)\n",
      "Neur. T kernel (0.08817167973622446, 0.057163737014418785)\n",
      "Neur. T kernel (0.08832866647306799, 0.054452196230834415)\n",
      "Neur. T kernel (0.08956014669503862, 0.05590150911014028)\n",
      "k = 181\n",
      "Dirich. kernel (0.1919000216520881, 0.15984013704249547)\n",
      "Gaussi. kernel (0.16366815144924224, 0.1519377941071113)\n",
      "Neur. T kernel (0.18552512174974292, 0.15941071948358046)\n",
      "Neur. T kernel (0.1840970979169324, 0.15835836555944685)\n",
      "Neur. T kernel (0.17908765859676837, 0.15571731773047648)\n",
      "Neur. T kernel (0.17510865180910778, 0.15344313096734186)\n",
      "k = 182\n",
      "Dirich. kernel (-0.0, 9.203809139368774e-16)\n",
      "Gaussi. kernel (-0.0, 9.203809139368774e-16)\n",
      "Neur. T kernel (-0.0, 9.203809139368774e-16)\n",
      "Neur. T kernel (-0.0, 9.203809139368774e-16)\n",
      "Neur. T kernel (-0.0, 9.203809139368774e-16)\n",
      "Neur. T kernel (-0.0, 9.203809139368774e-16)\n",
      "k = 183\n",
      "Dirich. kernel (0.18339738098985267, 0.1713898121124557)\n",
      "Gaussi. kernel (0.16774540290696788, 0.13963687856589657)\n",
      "Neur. T kernel (0.17670949047819293, 0.15619707986394474)\n",
      "Neur. T kernel (0.17462279166228045, 0.15153582449962985)\n",
      "Neur. T kernel (0.17320414127040568, 0.1470937037559176)\n",
      "Neur. T kernel (0.17334940214283198, 0.14803969471774645)\n",
      "k = 184\n",
      "Dirich. kernel (0.08084469275315179, 0.051763333756248704)\n",
      "Gaussi. kernel (0.07795015203195495, 0.0481791355360217)\n",
      "Neur. T kernel (0.07875940311791721, 0.04892978863166496)\n",
      "Neur. T kernel (0.07783186355851299, 0.050529171742569295)\n",
      "Neur. T kernel (0.07789665239605251, 0.047823321563484046)\n",
      "Neur. T kernel (0.07752561673546707, 0.047159228635357944)\n",
      "k = 185\n",
      "Dirich. kernel (0.08063733679904635, 0.06558440954143725)\n",
      "Gaussi. kernel (0.07944071200940758, 0.04991667450855525)\n",
      "Neur. T kernel (0.07644876452267478, 0.04938013639630675)\n",
      "Neur. T kernel (0.07601128721184239, 0.05028321977578797)\n",
      "Neur. T kernel (0.07639829023835985, 0.04998113941878691)\n",
      "Neur. T kernel (0.07698481596579358, 0.04904007065482275)\n",
      "k = 186\n",
      "Dirich. kernel (0.0745237012743923, 0.05587826683906985)\n",
      "Gaussi. kernel (0.0738992840809098, 0.05509528236950483)\n",
      "Neur. T kernel (0.07429435086335526, 0.05633701218173382)\n",
      "Neur. T kernel (0.07365963473502343, 0.055656283010366875)\n",
      "Neur. T kernel (0.0733588423360874, 0.05516553799307098)\n",
      "Neur. T kernel (0.07321784659725054, 0.055065674447426965)\n",
      "k = 187\n",
      "Dirich. kernel (0.15616612664223536, 0.21529005921740094)\n",
      "Gaussi. kernel (0.14499686836608638, 0.1811992458387372)\n",
      "Neur. T kernel (0.15374184207435865, 0.19232783131617012)\n",
      "Neur. T kernel (0.15093858827573836, 0.1893092835998556)\n",
      "Neur. T kernel (0.14951990595455447, 0.18785608311823943)\n",
      "Neur. T kernel (0.14795585552187449, 0.18810442841380903)\n",
      "k = 188\n",
      "Dirich. kernel (0.08219771343731361, 0.0578006129461355)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.08069391357112154, 0.05418365572284164)\n",
      "Neur. T kernel (0.08069290531747506, 0.05455826578080579)\n",
      "Neur. T kernel (0.08063977037256323, 0.052724263020651245)\n",
      "Neur. T kernel (0.08118668527910242, 0.05333175433467061)\n",
      "Neur. T kernel (0.081466308416361, 0.0540754117947199)\n",
      "k = 189\n",
      "Dirich. kernel (0.09601109720645666, 0.05583253648525857)\n",
      "Gaussi. kernel (0.08903510891564506, 0.05321469876293496)\n",
      "Neur. T kernel (0.09033858080650248, 0.05067950355907651)\n",
      "Neur. T kernel (0.08864681834997588, 0.051148455781579096)\n",
      "Neur. T kernel (0.08921307788308185, 0.05357738684317111)\n",
      "Neur. T kernel (0.0901535317620261, 0.05468752025834469)\n",
      "k = 190\n",
      "Dirich. kernel (0.06578978157896717, 0.045668217933951316)\n",
      "Gaussi. kernel (0.06481165586486015, 0.04307595467970103)\n",
      "Neur. T kernel (0.06498692992677521, 0.044596511428905444)\n",
      "Neur. T kernel (0.06498545434497313, 0.04258934261606697)\n",
      "Neur. T kernel (0.06454405159998466, 0.04225363058810402)\n",
      "Neur. T kernel (0.06420106610016085, 0.041834814352176466)\n",
      "k = 191\n",
      "Dirich. kernel (0.069385420257742, 0.06639973394724491)\n",
      "Gaussi. kernel (0.07255497795095193, 0.04930844519664042)\n",
      "Neur. T kernel (0.07209995708776876, 0.047644038682661746)\n",
      "Neur. T kernel (0.07161511015581079, 0.0491908613084429)\n",
      "Neur. T kernel (0.0722501322243683, 0.0507259633209127)\n",
      "Neur. T kernel (0.07161012038351178, 0.047974350628270164)\n",
      "k = 192\n",
      "Dirich. kernel (0.08252857681205378, 0.06277874096271482)\n",
      "Gaussi. kernel (0.08090729278491804, 0.06067043765718901)\n",
      "Neur. T kernel (0.08162334963041887, 0.06224867015792618)\n",
      "Neur. T kernel (0.08074180552316765, 0.062205621210257425)\n",
      "Neur. T kernel (0.0804580861284451, 0.06451579919436899)\n",
      "Neur. T kernel (0.08000388538250536, 0.060383824406482656)\n",
      "k = 193\n",
      "Dirich. kernel (0.07696677342910661, 0.05593841343641789)\n",
      "Gaussi. kernel (0.07639264144336916, 0.05521598582473528)\n",
      "Neur. T kernel (0.0749962931371114, 0.055884505366552505)\n",
      "Neur. T kernel (0.07464918794394369, 0.056851864968734275)\n",
      "Neur. T kernel (0.07533619188732524, 0.05668389392407492)\n",
      "Neur. T kernel (0.07587802899376572, 0.05417103938899747)\n",
      "k = 194\n",
      "Dirich. kernel (0.06994758016578224, 0.0486489802657875)\n",
      "Gaussi. kernel (0.06820927008558522, 0.0478935679903982)\n",
      "Neur. T kernel (0.06832152320182712, 0.048535125984151675)\n",
      "Neur. T kernel (0.06829979159583219, 0.04868026364306927)\n",
      "Neur. T kernel (0.06827010841783168, 0.04856313557531193)\n",
      "Neur. T kernel (0.06823180057323629, 0.048417319997958716)\n",
      "k = 195\n",
      "Dirich. kernel (0.0678110215056803, 0.0439369269327178)\n",
      "Gaussi. kernel (0.06758184675527631, 0.04373360087236418)\n",
      "Neur. T kernel (0.06726023764960051, 0.043634113853483134)\n",
      "Neur. T kernel (0.0672693778719331, 0.04364021742716917)\n",
      "Neur. T kernel (0.0672851112126195, 0.04364401503369807)\n",
      "Neur. T kernel (0.06729328776048529, 0.043648006155184764)\n",
      "k = 196\n",
      "Dirich. kernel (0.061969034252408996, 0.0458762356857378)\n",
      "Gaussi. kernel (0.06137636647510395, 0.046092334545881276)\n",
      "Neur. T kernel (0.061330669359095834, 0.04588583621806555)\n",
      "Neur. T kernel (0.06132695005998774, 0.04605465270202925)\n",
      "Neur. T kernel (0.061322893995432545, 0.045961630943764535)\n",
      "Neur. T kernel (0.06132368608306271, 0.04584233554583579)\n",
      "k = 197\n",
      "Dirich. kernel (0.07911156286469337, 0.0661877599070629)\n",
      "Gaussi. kernel (0.07610395110609089, 0.06330056632426409)\n",
      "Neur. T kernel (0.07654704235278889, 0.06442048440731525)\n",
      "Neur. T kernel (0.0759678375823507, 0.06393807054322359)\n",
      "Neur. T kernel (0.07535479360872707, 0.06346635288108624)\n",
      "Neur. T kernel (0.07484735184062521, 0.06312140400355942)\n",
      "k = 198\n",
      "Dirich. kernel (0.06393097093872106, 0.04663971208540939)\n",
      "Gaussi. kernel (0.06413479344115047, 0.04414236188653652)\n",
      "Neur. T kernel (0.06389600810969989, 0.041447046030146456)\n",
      "Neur. T kernel (0.06383505756595717, 0.041208833578128275)\n",
      "Neur. T kernel (0.06375098345121998, 0.040948023962095625)\n",
      "Neur. T kernel (0.06363759499166494, 0.04069903511636512)\n",
      "k = 199\n",
      "Dirich. kernel (0.0702962129811816, 0.05123145875422655)\n",
      "Gaussi. kernel (0.06808814691380174, 0.049519644156766074)\n",
      "Neur. T kernel (0.06861973372959457, 0.04937772027371577)\n",
      "Neur. T kernel (0.06839906441017926, 0.04899868109433156)\n",
      "Neur. T kernel (0.06813838090381955, 0.04860620587822584)\n",
      "Neur. T kernel (0.067873642423435, 0.04827189100499257)\n",
      "k = 200\n",
      "Dirich. kernel (0.06660449145858689, 0.054375501125026586)\n",
      "Gaussi. kernel (0.06692117913373524, 0.05040690612525414)\n",
      "Neur. T kernel (0.06711133523449062, 0.05140325916933443)\n",
      "Neur. T kernel (0.06686590543327957, 0.05089217596196509)\n",
      "Neur. T kernel (0.06656819597022934, 0.050326806847095874)\n",
      "Neur. T kernel (0.06627480209938406, 0.04980940715489047)\n",
      "k = 201\n",
      "Dirich. kernel (0.0855240069781158, 0.05525777579082769)\n",
      "Gaussi. kernel (0.08643565141480526, 0.053384908790172825)\n",
      "Neur. T kernel (0.08632254896491424, 0.055119453607169806)\n",
      "Neur. T kernel (0.08631806305955697, 0.05519616490064009)\n",
      "Neur. T kernel (0.08632633510867066, 0.055311449573775325)\n",
      "Neur. T kernel (0.08633617631832688, 0.0553622846768108)\n",
      "k = 202\n",
      "Dirich. kernel (0.07794195788265477, 0.06748672886185438)\n",
      "Gaussi. kernel (0.07529223539652641, 0.06638737417948061)\n",
      "Neur. T kernel (0.07668624690481117, 0.0665687186743386)\n",
      "Neur. T kernel (0.07657985949189612, 0.06661236014644861)\n",
      "Neur. T kernel (0.07650333155091918, 0.06668612053620628)\n",
      "Neur. T kernel (0.07645736053779625, 0.06673040037299126)\n",
      "k = 203\n",
      "Dirich. kernel (0.2112170019484656, 0.19632251881186147)\n",
      "Gaussi. kernel (0.18439504422826497, 0.16638125658835612)\n",
      "Neur. T kernel (0.20435546063347582, 0.18828679388187736)\n",
      "Neur. T kernel (0.19969023014324538, 0.1841522090586353)\n",
      "Neur. T kernel (0.1945120904935554, 0.1793396887799879)\n",
      "Neur. T kernel (0.1911827586675649, 0.17842766010312208)\n",
      "k = 204\n",
      "Dirich. kernel (0.07286570367770001, 0.06179744618556004)\n",
      "Gaussi. kernel (0.07908031878105706, 0.05922139007525101)\n",
      "Neur. T kernel (0.0790706623138709, 0.06062055613009211)\n",
      "Neur. T kernel (0.07858517845869986, 0.060061382858449544)\n",
      "Neur. T kernel (0.0780319599719759, 0.0594845817048307)\n",
      "Neur. T kernel (0.07752022356620467, 0.058985022471153795)\n",
      "k = 205\n",
      "Dirich. kernel (0.07105017763686558, 0.05295444616244733)\n",
      "Gaussi. kernel (0.07079621600526742, 0.0528445551203178)\n",
      "Neur. T kernel (0.07037686314808067, 0.05351464376077254)\n",
      "Neur. T kernel (0.07050777203416987, 0.05331011717364624)\n",
      "Neur. T kernel (0.07057079096769929, 0.053035336655615224)\n",
      "Neur. T kernel (0.07058771048082527, 0.05303654095172989)\n",
      "k = 206\n",
      "Dirich. kernel (0.08073517645290809, 0.059810020639609655)\n",
      "Gaussi. kernel (0.08243791471243593, 0.051579202579329145)\n",
      "Neur. T kernel (0.08285684508986763, 0.05206003915951331)\n",
      "Neur. T kernel (0.08251435262431371, 0.051337753802276384)\n",
      "Neur. T kernel (0.08230109222388132, 0.051338248765653)\n",
      "Neur. T kernel (0.08246361342620721, 0.05171812029997074)\n",
      "k = 207\n",
      "Dirich. kernel (0.18339738098985267, 0.1713898121124557)\n",
      "Gaussi. kernel (0.16774540290696788, 0.13963687856589657)\n",
      "Neur. T kernel (0.17670949047819293, 0.15619707986394474)\n",
      "Neur. T kernel (0.17462279166228045, 0.15153582449962985)\n",
      "Neur. T kernel (0.17320414127040568, 0.1470937037559176)\n",
      "Neur. T kernel (0.17334940214283198, 0.14803969471774645)\n",
      "k = 208\n",
      "Dirich. kernel (-0.0, 1.157111272669144e-15)\n",
      "Gaussi. kernel (-0.0, 1.157111272669144e-15)\n",
      "Neur. T kernel (-0.0, 1.157111272669144e-15)\n",
      "Neur. T kernel (-0.0, 1.157111272669144e-15)\n",
      "Neur. T kernel (-0.0, 1.157111272669144e-15)\n",
      "Neur. T kernel (-0.0, 1.157111272669144e-15)\n",
      "k = 209\n",
      "Dirich. kernel (0.192573969548887, 0.2066569679496954)\n",
      "Gaussi. kernel (0.17231584861631344, 0.1716711120127748)\n",
      "Neur. T kernel (0.18404284135699425, 0.19335671341248678)\n",
      "Neur. T kernel (0.18212808140579706, 0.18867896942993342)\n",
      "Neur. T kernel (0.17921925143733264, 0.18452527872750923)\n",
      "Neur. T kernel (0.17704889759411743, 0.1847289497429936)\n",
      "k = 210\n",
      "Dirich. kernel (0.07224143436227154, 0.04342132509330604)\n",
      "Gaussi. kernel (0.07073250250821164, 0.042466038936407206)\n",
      "Neur. T kernel (0.07126430912352748, 0.04319225343300706)\n",
      "Neur. T kernel (0.07127036796406547, 0.04319041582880245)\n",
      "Neur. T kernel (0.07118366487054792, 0.04261629049193901)\n",
      "Neur. T kernel (0.07093929933495824, 0.042361197479389906)\n",
      "k = 211\n",
      "Dirich. kernel (0.07432660777927791, 0.05907502282575905)\n",
      "Gaussi. kernel (0.07276448076162112, 0.060342854060117176)\n",
      "Neur. T kernel (0.07400675096424343, 0.05805377862609725)\n",
      "Neur. T kernel (0.07398966539813337, 0.05793408389917393)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07371255401303367, 0.061110986146992625)\n",
      "Neur. T kernel (0.07357623512666975, 0.06037167038325657)\n",
      "k = 212\n",
      "Dirich. kernel (0.07697341062014838, 0.061048261769738384)\n",
      "Gaussi. kernel (0.07816258831390506, 0.06114882731849328)\n",
      "Neur. T kernel (0.07812154946324733, 0.06134163678199402)\n",
      "Neur. T kernel (0.07810605454235219, 0.06132759230213286)\n",
      "Neur. T kernel (0.0781129953821307, 0.06137990575709667)\n",
      "Neur. T kernel (0.07811077799249856, 0.0613805493791657)\n",
      "k = 213\n",
      "Dirich. kernel (0.17142552750554632, 0.17175126925904363)\n",
      "Gaussi. kernel (0.1494800297258271, 0.14995815444361496)\n",
      "Neur. T kernel (0.16376455508243262, 0.1648119010358635)\n",
      "Neur. T kernel (0.16162995047338563, 0.16220866978910928)\n",
      "Neur. T kernel (0.15977506116437545, 0.15978235193276275)\n",
      "Neur. T kernel (0.15940971395402107, 0.15821744423620784)\n",
      "k = 214\n",
      "Dirich. kernel (0.09302729218263991, 0.06237411461525633)\n",
      "Gaussi. kernel (0.09137263503262587, 0.05801313011326176)\n",
      "Neur. T kernel (0.09244169700793962, 0.06032040687089979)\n",
      "Neur. T kernel (0.09243638963041204, 0.060423219565461206)\n",
      "Neur. T kernel (0.09221805545809683, 0.05703375444307888)\n",
      "Neur. T kernel (0.09218031580944551, 0.057888951593498654)\n",
      "k = 215\n",
      "Dirich. kernel (0.06099002110137791, 0.044604641523699605)\n",
      "Gaussi. kernel (0.05996473682374383, 0.042775866244326985)\n",
      "Neur. T kernel (0.06039280166619505, 0.04242970741698967)\n",
      "Neur. T kernel (0.06018395872458683, 0.042276341510182856)\n",
      "Neur. T kernel (0.059948910843976334, 0.04205678379393122)\n",
      "Neur. T kernel (0.05972737845762123, 0.041761814563692906)\n",
      "k = 216\n",
      "Dirich. kernel (0.07341320209908817, 0.04620448719361025)\n",
      "Gaussi. kernel (0.07369360683189374, 0.042868325205002424)\n",
      "Neur. T kernel (0.07379177457738288, 0.04442149392019258)\n",
      "Neur. T kernel (0.0737940869709059, 0.044417327249908226)\n",
      "Neur. T kernel (0.07380346111538602, 0.04441227606396604)\n",
      "Neur. T kernel (0.07379054332003251, 0.04285441962019278)\n",
      "k = 217\n",
      "Dirich. kernel (0.08222576662228893, 0.06508213477171514)\n",
      "Gaussi. kernel (0.08000110544152725, 0.06450629914238032)\n",
      "Neur. T kernel (0.08149927920104334, 0.06458749423414181)\n",
      "Neur. T kernel (0.08095299807555434, 0.06518983009061473)\n",
      "Neur. T kernel (0.08007263740563692, 0.06551407680074464)\n",
      "Neur. T kernel (0.0799537794503666, 0.06443619378942529)\n",
      "k = 218\n",
      "Dirich. kernel (0.07601927275601433, 0.06428615291172367)\n",
      "Gaussi. kernel (0.07475575736708895, 0.06167440648994468)\n",
      "Neur. T kernel (0.0755405560720291, 0.06052398879938316)\n",
      "Neur. T kernel (0.07494005024581851, 0.060670911560187835)\n",
      "Neur. T kernel (0.07510684929513653, 0.06128112666153248)\n",
      "Neur. T kernel (0.07520013932495605, 0.062073728892786395)\n",
      "k = 219\n",
      "Dirich. kernel (0.07824832461586533, 0.0851588548869)\n",
      "Gaussi. kernel (0.0777504847892333, 0.08335584402097611)\n",
      "Neur. T kernel (0.07868800813605165, 0.08367919733120065)\n",
      "Neur. T kernel (0.07821875953791727, 0.08334301633175323)\n",
      "Neur. T kernel (0.07774277596764662, 0.08301308112156398)\n",
      "Neur. T kernel (0.07737711349012032, 0.08277014335144992)\n",
      "k = 220\n",
      "Dirich. kernel (0.07461856452614532, 0.042462555277764935)\n",
      "Gaussi. kernel (0.07499394118141092, 0.04154642292391988)\n",
      "Neur. T kernel (0.07532309067485031, 0.04081915638673138)\n",
      "Neur. T kernel (0.07551323614502745, 0.041793033129544695)\n",
      "Neur. T kernel (0.07555410904767049, 0.041752712145722105)\n",
      "Neur. T kernel (0.07557338035161926, 0.04177888669791037)\n",
      "k = 221\n",
      "Dirich. kernel (0.06872006491603061, 0.05329969424004618)\n",
      "Gaussi. kernel (0.06730714734141177, 0.05218506671602901)\n",
      "Neur. T kernel (0.06840673898509891, 0.053157424096070424)\n",
      "Neur. T kernel (0.06842931463234854, 0.05315559222163933)\n",
      "Neur. T kernel (0.06845042162672332, 0.05314812671441998)\n",
      "Neur. T kernel (0.06842493656293078, 0.05313743932323649)\n",
      "k = 222\n",
      "Dirich. kernel (0.0675212401367145, 0.051096347472566646)\n",
      "Gaussi. kernel (0.07009285877446134, 0.04708766793587239)\n",
      "Neur. T kernel (0.07002804425059772, 0.04742108339154909)\n",
      "Neur. T kernel (0.0698748142509557, 0.04756715059054069)\n",
      "Neur. T kernel (0.06975160451276477, 0.047804396274343984)\n",
      "Neur. T kernel (0.06969445502459577, 0.048075090429746226)\n",
      "k = 223\n",
      "Dirich. kernel (0.07339925020323554, 0.05051638860951865)\n",
      "Gaussi. kernel (0.07158559734022388, 0.047755898603457816)\n",
      "Neur. T kernel (0.07220639755243237, 0.047677126156897294)\n",
      "Neur. T kernel (0.07237198378541548, 0.04779774495111576)\n",
      "Neur. T kernel (0.07218877626115719, 0.04833515747108194)\n",
      "Neur. T kernel (0.07207221891686752, 0.048234284310795884)\n",
      "k = 224\n",
      "Dirich. kernel (0.0698121045549259, 0.04849405201744534)\n",
      "Gaussi. kernel (0.07013240878825334, 0.049145219100186655)\n",
      "Neur. T kernel (0.07000002606186131, 0.048534308025400985)\n",
      "Neur. T kernel (0.0699912157243963, 0.04853389625174167)\n",
      "Neur. T kernel (0.06999118641552335, 0.0485085950635769)\n",
      "Neur. T kernel (0.06998495907203069, 0.04867672101183621)\n",
      "k = 225\n",
      "Dirich. kernel (0.07627653504861864, 0.05286589636357125)\n",
      "Gaussi. kernel (0.07970760900775889, 0.0477247177304837)\n",
      "Neur. T kernel (0.079749031700909, 0.04775004568679559)\n",
      "Neur. T kernel (0.07972320073439235, 0.04765160212180439)\n",
      "Neur. T kernel (0.07968226600425504, 0.047517667089337134)\n",
      "Neur. T kernel (0.07962342192323543, 0.04735096970151966)\n",
      "k = 226\n",
      "Dirich. kernel (0.07225357262742986, 0.040404961137301576)\n",
      "Gaussi. kernel (0.07113071087704576, 0.039761272995181986)\n",
      "Neur. T kernel (0.07061716496531764, 0.040985769338551054)\n",
      "Neur. T kernel (0.07063269600977527, 0.04113004635910026)\n",
      "Neur. T kernel (0.07084324562524055, 0.0399107873635515)\n",
      "Neur. T kernel (0.07049540751316025, 0.03968895034429189)\n",
      "k = 227\n",
      "Dirich. kernel (0.07653312412395051, 0.0637716299788399)\n",
      "Gaussi. kernel (0.07606993384091165, 0.0618043606715912)\n",
      "Neur. T kernel (0.0760166327494685, 0.0621958109515216)\n",
      "Neur. T kernel (0.0761345904145245, 0.062339621914925224)\n",
      "Neur. T kernel (0.0760313923745405, 0.060923889127309894)\n",
      "Neur. T kernel (0.07594452871689497, 0.06146972306636831)\n",
      "k = 228\n",
      "Dirich. kernel (0.09592722722337807, 0.06792751900018766)\n",
      "Gaussi. kernel (0.09441986527592475, 0.06362907980171442)\n",
      "Neur. T kernel (0.09428049097867867, 0.06894822633690136)\n",
      "Neur. T kernel (0.09261375245880368, 0.06781473777212005)\n",
      "Neur. T kernel (0.09229519967225028, 0.06712007460800518)\n",
      "Neur. T kernel (0.09353596287245229, 0.06439647827893344)\n",
      "k = 229\n",
      "Dirich. kernel (0.2508069284966413, 0.24409082428836784)\n",
      "Gaussi. kernel (0.2074902126318979, 0.205916192033718)\n",
      "Neur. T kernel (0.23934490302992203, 0.23327371437014252)\n",
      "Neur. T kernel (0.23371626269076087, 0.22927686010035883)\n",
      "Neur. T kernel (0.2265638878876272, 0.2264760684907519)\n",
      "Neur. T kernel (0.22035520942033676, 0.2240117211596847)\n",
      "k = 230\n",
      "Dirich. kernel (0.07229945618655428, 0.04587562175676865)\n",
      "Gaussi. kernel (0.07172929106956205, 0.04090449933170723)\n",
      "Neur. T kernel (0.0717322670562512, 0.04132441055097923)\n",
      "Neur. T kernel (0.07172026157931718, 0.041278291881314606)\n",
      "Neur. T kernel (0.07170051175420375, 0.04121617280078982)\n",
      "Neur. T kernel (0.0716714191439013, 0.041142342663095854)\n",
      "k = 231\n",
      "Dirich. kernel (0.07244482877307047, 0.047635121387379874)\n",
      "Gaussi. kernel (0.07186927663141714, 0.04478870549873104)\n",
      "Neur. T kernel (0.07249396800713909, 0.045857540837832785)\n",
      "Neur. T kernel (0.07250437202410287, 0.047520492627922024)\n",
      "Neur. T kernel (0.07251620668549422, 0.04754535713350606)\n",
      "Neur. T kernel (0.07253817226008041, 0.047601743961367224)\n",
      "k = 232\n",
      "Dirich. kernel (0.08084469275315179, 0.051763333756248704)\n",
      "Gaussi. kernel (0.07795015203195495, 0.0481791355360217)\n",
      "Neur. T kernel (0.07875940311791721, 0.04892978863166496)\n",
      "Neur. T kernel (0.07783186355851299, 0.050529171742569295)\n",
      "Neur. T kernel (0.07789665239605251, 0.047823321563484046)\n",
      "Neur. T kernel (0.07752561673546707, 0.047159228635357944)\n",
      "k = 233\n",
      "Dirich. kernel (0.192573969548887, 0.2066569679496954)\n",
      "Gaussi. kernel (0.17231584861631344, 0.1716711120127748)\n",
      "Neur. T kernel (0.18404284135699425, 0.19335671341248678)\n",
      "Neur. T kernel (0.18212808140579706, 0.18867896942993342)\n",
      "Neur. T kernel (0.17921925143733264, 0.18452527872750923)\n",
      "Neur. T kernel (0.17704889759411743, 0.1847289497429936)\n",
      "k = 234\n",
      "Dirich. kernel (-0.0, 1.5848409372148542e-15)\n",
      "Gaussi. kernel (-0.0, 1.5848409372148542e-15)\n",
      "Neur. T kernel (-0.0, 1.5848409372148542e-15)\n",
      "Neur. T kernel (-0.0, 1.5848409372148542e-15)\n",
      "Neur. T kernel (-0.0, 1.5848409372148542e-15)\n",
      "Neur. T kernel (-0.0, 1.5848409372148542e-15)\n",
      "k = 235\n",
      "Dirich. kernel (0.07396833069530329, 0.05165309301418158)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.07600683598308888, 0.052919991335305554)\n",
      "Neur. T kernel (0.0757214502151624, 0.05328394916676892)\n",
      "Neur. T kernel (0.07578076486686809, 0.053312106028259)\n",
      "Neur. T kernel (0.07579725045815036, 0.053438413498408686)\n",
      "Neur. T kernel (0.07582612718508111, 0.05363576339833616)\n",
      "k = 236\n",
      "Dirich. kernel (0.08376507650824785, 0.04363346478727999)\n",
      "Gaussi. kernel (0.08205126032052595, 0.03945666497911561)\n",
      "Neur. T kernel (0.08332775257171404, 0.04291320385454817)\n",
      "Neur. T kernel (0.08287154885659373, 0.04172928307409938)\n",
      "Neur. T kernel (0.08290052074620188, 0.04211977120009843)\n",
      "Neur. T kernel (0.08270079045699605, 0.04176330527579529)\n",
      "k = 237\n",
      "Dirich. kernel (0.08228136489015184, 0.061942231052012096)\n",
      "Gaussi. kernel (0.08078791468511459, 0.06088551861613963)\n",
      "Neur. T kernel (0.08082529087881475, 0.061646445559775435)\n",
      "Neur. T kernel (0.08083072480310335, 0.06088937161483674)\n",
      "Neur. T kernel (0.08094242390261537, 0.060393292571508335)\n",
      "Neur. T kernel (0.08102701736125854, 0.06044729613856687)\n",
      "k = 238\n",
      "Dirich. kernel (0.09727941137866866, 0.06201229482175582)\n",
      "Gaussi. kernel (0.0935025542052962, 0.055402874065169166)\n",
      "Neur. T kernel (0.09579847788075792, 0.06114102282742319)\n",
      "Neur. T kernel (0.09541109676209986, 0.0569310968184154)\n",
      "Neur. T kernel (0.09382895586372379, 0.05618071746294851)\n",
      "Neur. T kernel (0.09316577549727749, 0.05741863123238167)\n",
      "k = 239\n",
      "Dirich. kernel (0.23431112772694068, 0.21465526199719417)\n",
      "Gaussi. kernel (0.2057596804886713, 0.1598340409894733)\n",
      "Neur. T kernel (0.22720758605295854, 0.2036496050426612)\n",
      "Neur. T kernel (0.22434367365527183, 0.19476802343333113)\n",
      "Neur. T kernel (0.22178045354828213, 0.18989418812073686)\n",
      "Neur. T kernel (0.21850044090490073, 0.1874105291457841)\n",
      "k = 240\n",
      "Dirich. kernel (0.07065876434463245, 0.0400014920871171)\n",
      "Gaussi. kernel (0.06858323158437016, 0.03857550976762724)\n",
      "Neur. T kernel (0.06880984456368451, 0.03814076868986694)\n",
      "Neur. T kernel (0.06867899253484065, 0.03814734715808999)\n",
      "Neur. T kernel (0.06852671523256, 0.03814889057270226)\n",
      "Neur. T kernel (0.06838077567122355, 0.038102472546861575)\n",
      "k = 241\n",
      "Dirich. kernel (0.054288009400850754, 0.04215256716422597)\n",
      "Gaussi. kernel (0.0525648395365695, 0.042669747162033235)\n",
      "Neur. T kernel (0.05257740811102217, 0.04272204214878299)\n",
      "Neur. T kernel (0.052564306732547805, 0.042674595270468005)\n",
      "Neur. T kernel (0.05253804650199141, 0.04260331946913298)\n",
      "Neur. T kernel (0.052490510353953634, 0.042504114056597)\n",
      "k = 242\n",
      "Dirich. kernel (0.05796728531319599, 0.05566451405495059)\n",
      "Gaussi. kernel (0.05666967624165724, 0.05654356642664014)\n",
      "Neur. T kernel (0.0570786623762401, 0.0554165534117822)\n",
      "Neur. T kernel (0.05690122003395933, 0.05645478517806484)\n",
      "Neur. T kernel (0.05661756323448214, 0.05683946928050772)\n",
      "Neur. T kernel (0.056582795985217406, 0.05462762540298089)\n",
      "k = 243\n",
      "Dirich. kernel (0.07297244520726624, 0.07214653030309862)\n",
      "Gaussi. kernel (0.07163516882465765, 0.07207377326703275)\n",
      "Neur. T kernel (0.07228246594150681, 0.07275596732645835)\n",
      "Neur. T kernel (0.07129469037150467, 0.07265913618505641)\n",
      "Neur. T kernel (0.07143406032959228, 0.0724961841308577)\n",
      "Neur. T kernel (0.071528862198728, 0.07268115196198562)\n",
      "k = 244\n",
      "Dirich. kernel (0.09549374963628862, 0.07614283887610337)\n",
      "Gaussi. kernel (0.08932873314368868, 0.07520081354036773)\n",
      "Neur. T kernel (0.09042674697301557, 0.07392282231029167)\n",
      "Neur. T kernel (0.08820157645590274, 0.0747037710444056)\n",
      "Neur. T kernel (0.08818204555585867, 0.07503729405262134)\n",
      "Neur. T kernel (0.08908837976104843, 0.07393995801739925)\n",
      "k = 245\n",
      "Dirich. kernel (0.06982197501000675, 0.056051762506024845)\n",
      "Gaussi. kernel (0.06945942802584747, 0.05538199614065127)\n",
      "Neur. T kernel (0.06986127742005516, 0.05581170214810042)\n",
      "Neur. T kernel (0.06968558990668187, 0.054601771917037065)\n",
      "Neur. T kernel (0.06983567555769458, 0.05510192319850078)\n",
      "Neur. T kernel (0.06984528905778489, 0.055603396721203346)\n",
      "k = 246\n",
      "Dirich. kernel (0.06197275326136516, 0.047400432784832795)\n",
      "Gaussi. kernel (0.061323006202548144, 0.0474065557784069)\n",
      "Neur. T kernel (0.06139362723059022, 0.048723101503952856)\n",
      "Neur. T kernel (0.06140138101488087, 0.048620987701902776)\n",
      "Neur. T kernel (0.06141705547609503, 0.04849056705589911)\n",
      "Neur. T kernel (0.06144650668546729, 0.04834332451025181)\n",
      "k = 247\n",
      "Dirich. kernel (0.06338539558696184, 0.05711017637277948)\n",
      "Gaussi. kernel (0.06313117368414682, 0.05588051086499972)\n",
      "Neur. T kernel (0.06269257608592274, 0.056585480293834145)\n",
      "Neur. T kernel (0.0622172511375505, 0.05778891032122127)\n",
      "Neur. T kernel (0.06262362751842769, 0.05759264178354454)\n",
      "Neur. T kernel (0.062338750643825325, 0.05588690685374814)\n",
      "k = 248\n",
      "Dirich. kernel (0.06629073811625844, 0.04701598224651718)\n",
      "Gaussi. kernel (0.06544108318815778, 0.04755969314316256)\n",
      "Neur. T kernel (0.06534374359378366, 0.04854272126149018)\n",
      "Neur. T kernel (0.06508799104482808, 0.04879262723781971)\n",
      "Neur. T kernel (0.06530308676756938, 0.04768435338520715)\n",
      "Neur. T kernel (0.06519665490211038, 0.04762592744117238)\n",
      "k = 249\n",
      "Dirich. kernel (0.10342427062172581, 0.0729118646719646)\n",
      "Gaussi. kernel (0.10065201020475871, 0.07246376589796193)\n",
      "Neur. T kernel (0.10098918445013343, 0.07221348607433853)\n",
      "Neur. T kernel (0.10038336582838578, 0.07194353601478395)\n",
      "Neur. T kernel (0.09968543783728921, 0.07163946078142368)\n",
      "Neur. T kernel (0.09904067648922718, 0.07132355132869263)\n",
      "k = 250\n",
      "Dirich. kernel (0.09389839472796421, 0.07203656916424259)\n",
      "Gaussi. kernel (0.08889059024683396, 0.06749791496931974)\n",
      "Neur. T kernel (0.0923675379340488, 0.0659301999020254)\n",
      "Neur. T kernel (0.0889887157507498, 0.06532151005882615)\n",
      "Neur. T kernel (0.08785084109783778, 0.0665883497776928)\n",
      "Neur. T kernel (0.08892304037298451, 0.0677642422629463)\n",
      "k = 251\n",
      "Dirich. kernel (0.1011879123942077, 0.08936937928165738)\n",
      "Gaussi. kernel (0.10059945220278968, 0.08424130481676281)\n",
      "Neur. T kernel (0.09893557285480284, 0.08370495286494951)\n",
      "Neur. T kernel (0.09913510914311142, 0.0844044972413332)\n",
      "Neur. T kernel (0.09952887913302032, 0.08505034096544603)\n",
      "Neur. T kernel (0.09937491137547623, 0.08513984672572998)\n",
      "k = 252\n",
      "Dirich. kernel (0.07203475421500785, 0.05871590110361053)\n",
      "Gaussi. kernel (0.06922242696961398, 0.05845467024544608)\n",
      "Neur. T kernel (0.07000525650250107, 0.056111334052010776)\n",
      "Neur. T kernel (0.0696184267187817, 0.0586634908785639)\n",
      "Neur. T kernel (0.06841033523931563, 0.056182131429403884)\n",
      "Neur. T kernel (0.06893511122536537, 0.05625713317183657)\n",
      "k = 253\n",
      "Dirich. kernel (0.08397763052822728, 0.06198978658521367)\n",
      "Gaussi. kernel (0.08070058146307453, 0.050320522891449206)\n",
      "Neur. T kernel (0.08126446793811451, 0.05208526996792162)\n",
      "Neur. T kernel (0.08130383636672747, 0.052539647151121006)\n",
      "Neur. T kernel (0.08135061183467368, 0.05250040556168987)\n",
      "Neur. T kernel (0.08140800978459325, 0.052479349195252496)\n",
      "k = 254\n",
      "Dirich. kernel (0.06777226814072525, 0.0621918423557604)\n",
      "Gaussi. kernel (0.06613977020997235, 0.05574369291899289)\n",
      "Neur. T kernel (0.06630176802113777, 0.056529905247770074)\n",
      "Neur. T kernel (0.06634412870159627, 0.057020582634289566)\n",
      "Neur. T kernel (0.06639412979009537, 0.056987358021565675)\n",
      "Neur. T kernel (0.06646352930332713, 0.05697370859806304)\n",
      "k = 255\n",
      "Dirich. kernel (0.22474300351816584, 0.23936666401476842)\n",
      "Gaussi. kernel (0.19570199683239833, 0.1914510434663018)\n",
      "Neur. T kernel (0.22396613206598598, 0.2172074988407393)\n",
      "Neur. T kernel (0.21973100925100808, 0.212395029518733)\n",
      "Neur. T kernel (0.2161173884950686, 0.20757694966545504)\n",
      "Neur. T kernel (0.2136552187931715, 0.20383960298891188)\n",
      "k = 256\n",
      "Dirich. kernel (0.08458839604946287, 0.05830548725164616)\n",
      "Gaussi. kernel (0.08213502416473194, 0.053447515644230996)\n",
      "Neur. T kernel (0.0820458286630735, 0.05612284902380606)\n",
      "Neur. T kernel (0.08183203760367483, 0.055821278389073345)\n",
      "Neur. T kernel (0.08161012219901326, 0.05552125735222145)\n",
      "Neur. T kernel (0.08141345176897523, 0.05530271073666908)\n",
      "k = 257\n",
      "Dirich. kernel (0.08063733679904635, 0.06558440954143725)\n",
      "Gaussi. kernel (0.07944071200940758, 0.04991667450855525)\n",
      "Neur. T kernel (0.07644876452267478, 0.04938013639630675)\n",
      "Neur. T kernel (0.07601128721184239, 0.05028321977578797)\n",
      "Neur. T kernel (0.07639829023835985, 0.04998113941878691)\n",
      "Neur. T kernel (0.07698481596579358, 0.04904007065482275)\n",
      "k = 258\n",
      "Dirich. kernel (0.07224143436227154, 0.04342132509330604)\n",
      "Gaussi. kernel (0.07073250250821164, 0.042466038936407206)\n",
      "Neur. T kernel (0.07126430912352748, 0.04319225343300706)\n",
      "Neur. T kernel (0.07127036796406547, 0.04319041582880245)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07118366487054792, 0.04261629049193901)\n",
      "Neur. T kernel (0.07093929933495824, 0.042361197479389906)\n",
      "k = 259\n",
      "Dirich. kernel (0.07396833069530329, 0.05165309301418158)\n",
      "Gaussi. kernel (0.07600683598308888, 0.052919991335305554)\n",
      "Neur. T kernel (0.0757214502151624, 0.05328394916676892)\n",
      "Neur. T kernel (0.07578076486686809, 0.053312106028259)\n",
      "Neur. T kernel (0.07579725045815036, 0.053438413498408686)\n",
      "Neur. T kernel (0.07582612718508111, 0.05363576339833616)\n",
      "k = 260\n",
      "Dirich. kernel (-0.0, 1.8218316686673295e-15)\n",
      "Gaussi. kernel (-0.0, 1.8218316686673295e-15)\n",
      "Neur. T kernel (-0.0, 1.8218316686673295e-15)\n",
      "Neur. T kernel (-0.0, 1.8218316686673295e-15)\n",
      "Neur. T kernel (-0.0, 1.8218316686673295e-15)\n",
      "Neur. T kernel (-0.0, 1.8218316686673295e-15)\n",
      "k = 261\n",
      "Dirich. kernel (0.1788339098844593, 0.20520166600998685)\n",
      "Gaussi. kernel (0.15601359428885683, 0.13860642180008673)\n",
      "Neur. T kernel (0.17092674534460073, 0.1606522374925534)\n",
      "Neur. T kernel (0.16886001973095946, 0.15860149249879704)\n",
      "Neur. T kernel (0.16634245556096935, 0.15602276772227147)\n",
      "Neur. T kernel (0.16692307322727418, 0.1552644112690445)\n",
      "k = 262\n",
      "Dirich. kernel (0.08767053572328744, 0.050458028021957986)\n",
      "Gaussi. kernel (0.08218182681225446, 0.04903620653925863)\n",
      "Neur. T kernel (0.08255416159161606, 0.0502489426920008)\n",
      "Neur. T kernel (0.08273470111669587, 0.04943044441655808)\n",
      "Neur. T kernel (0.08205899377812093, 0.04996294119734044)\n",
      "Neur. T kernel (0.08151954309631412, 0.049799223954272887)\n",
      "k = 263\n",
      "Dirich. kernel (0.06789276657517926, 0.056297829357388494)\n",
      "Gaussi. kernel (0.06601847210583056, 0.053911583483196024)\n",
      "Neur. T kernel (0.06633773030047319, 0.05499294975968815)\n",
      "Neur. T kernel (0.06636370597386487, 0.055111142295961944)\n",
      "Neur. T kernel (0.06639337492294037, 0.05493455669198877)\n",
      "Neur. T kernel (0.06644281682351655, 0.05471796473599686)\n",
      "k = 264\n",
      "Dirich. kernel (0.07323454554388424, 0.0409622849747954)\n",
      "Gaussi. kernel (0.07287396858214189, 0.03942112176833424)\n",
      "Neur. T kernel (0.07202606091244665, 0.03751101572160206)\n",
      "Neur. T kernel (0.07206309112647111, 0.03760787031220394)\n",
      "Neur. T kernel (0.07211210640550891, 0.03752018018252655)\n",
      "Neur. T kernel (0.07254615569525355, 0.03878480252839813)\n",
      "k = 265\n",
      "Dirich. kernel (0.22852899002171512, 0.22262731055442692)\n",
      "Gaussi. kernel (0.20433463010165703, 0.16969250167299554)\n",
      "Neur. T kernel (0.2189212367162122, 0.20335660639186567)\n",
      "Neur. T kernel (0.21529411116343308, 0.1968004567598459)\n",
      "Neur. T kernel (0.2116460679426834, 0.19129979942511766)\n",
      "Neur. T kernel (0.209763263800814, 0.18586040493684777)\n",
      "k = 266\n",
      "Dirich. kernel (0.08199775313953306, 0.06358848013584215)\n",
      "Gaussi. kernel (0.08167447905499817, 0.06154469412969029)\n",
      "Neur. T kernel (0.08153361664747054, 0.0621530620921034)\n",
      "Neur. T kernel (0.08160239557987821, 0.062335991605286786)\n",
      "Neur. T kernel (0.08171266891616814, 0.06267296599426503)\n",
      "Neur. T kernel (0.08175573262652021, 0.0626291932976117)\n",
      "k = 267\n",
      "Dirich. kernel (0.07494337223356044, 0.05616840472885315)\n",
      "Gaussi. kernel (0.075235246710634, 0.0559129586707253)\n",
      "Neur. T kernel (0.07402763084608344, 0.05411428631055525)\n",
      "Neur. T kernel (0.07442500010816616, 0.05467707368599944)\n",
      "Neur. T kernel (0.07470335354929604, 0.0556679207039243)\n",
      "Neur. T kernel (0.07424401447097198, 0.05353083969066734)\n",
      "k = 268\n",
      "Dirich. kernel (0.06273859483699598, 0.04821354221828538)\n",
      "Gaussi. kernel (0.06291079363430244, 0.047624938857516654)\n",
      "Neur. T kernel (0.06304635305922959, 0.04783389867322323)\n",
      "Neur. T kernel (0.06304976657066791, 0.047833619101356716)\n",
      "Neur. T kernel (0.06294313104958794, 0.04744465490631018)\n",
      "Neur. T kernel (0.06283617534679838, 0.047447729611505327)\n",
      "k = 269\n",
      "Dirich. kernel (0.06907557302931427, 0.05225577543884721)\n",
      "Gaussi. kernel (0.06948753273271806, 0.05033224578607522)\n",
      "Neur. T kernel (0.0707104854005324, 0.05139688030871404)\n",
      "Neur. T kernel (0.07068856918648932, 0.05128797608900155)\n",
      "Neur. T kernel (0.07048751824873187, 0.05057461932625351)\n",
      "Neur. T kernel (0.07027303832030056, 0.05059926220276826)\n",
      "k = 270\n",
      "Dirich. kernel (0.0724130162130078, 0.07390064092317754)\n",
      "Gaussi. kernel (0.07302713623804868, 0.07395354908379347)\n",
      "Neur. T kernel (0.0730770783889424, 0.07498081451233699)\n",
      "Neur. T kernel (0.07307381541905208, 0.07496629505602523)\n",
      "Neur. T kernel (0.07303914354645248, 0.0747805643118307)\n",
      "Neur. T kernel (0.07301548427851592, 0.07485135058115008)\n",
      "k = 271\n",
      "Dirich. kernel (0.07221204811812124, 0.07537341239984306)\n",
      "Gaussi. kernel (0.07167188002994487, 0.07288687994603388)\n",
      "Neur. T kernel (0.07181625568742016, 0.07439957654629925)\n",
      "Neur. T kernel (0.07177038549708288, 0.07355908197470812)\n",
      "Neur. T kernel (0.07168742656499552, 0.07347657184778507)\n",
      "Neur. T kernel (0.07159198742430485, 0.07349839664912351)\n",
      "k = 272\n",
      "Dirich. kernel (0.06497251385629398, 0.04386653450275657)\n",
      "Gaussi. kernel (0.06220015575547484, 0.04302787703632754)\n",
      "Neur. T kernel (0.06278476778516076, 0.04336245362359866)\n",
      "Neur. T kernel (0.06240475539554567, 0.04341507765243022)\n",
      "Neur. T kernel (0.06199445234250456, 0.04347581007165279)\n",
      "Neur. T kernel (0.061649670773011145, 0.04350237251803768)\n",
      "k = 273\n",
      "Dirich. kernel (0.07253141075153535, 0.04503673071549265)\n",
      "Gaussi. kernel (0.06991644179495668, 0.044893700947650675)\n",
      "Neur. T kernel (0.07070855370968623, 0.044177012324850176)\n",
      "Neur. T kernel (0.0706881741257107, 0.04414372274687185)\n",
      "Neur. T kernel (0.0701162743841764, 0.04513186281699377)\n",
      "Neur. T kernel (0.07008408050029988, 0.044860622701664174)\n",
      "k = 274\n",
      "Dirich. kernel (0.06294705207936266, 0.04387917306930805)\n",
      "Gaussi. kernel (0.06701201211437724, 0.03998986727784819)\n",
      "Neur. T kernel (0.06760567117200286, 0.039914159490158196)\n",
      "Neur. T kernel (0.06747895827960544, 0.039853672273894844)\n",
      "Neur. T kernel (0.06735418874124839, 0.0398551447880272)\n",
      "Neur. T kernel (0.06725444064588768, 0.03991408136917195)\n",
      "k = 275\n",
      "Dirich. kernel (0.08980987426075426, 0.083687217510969)\n",
      "Gaussi. kernel (0.08912690943533375, 0.0831863613776828)\n",
      "Neur. T kernel (0.08863732950720897, 0.08226981976986092)\n",
      "Neur. T kernel (0.08785386093789238, 0.08171828663591962)\n",
      "Neur. T kernel (0.08817796317886309, 0.08238468319832093)\n",
      "Neur. T kernel (0.08854152671781412, 0.0796740998057909)\n",
      "k = 276\n",
      "Dirich. kernel (0.08072991298581407, 0.06437116620972075)\n",
      "Gaussi. kernel (0.0804935919512439, 0.06131793144786934)\n",
      "Neur. T kernel (0.07819102736492574, 0.05930664528142613)\n",
      "Neur. T kernel (0.07874240244302774, 0.05982188071292397)\n",
      "Neur. T kernel (0.07948301871943206, 0.06105007683507998)\n",
      "Neur. T kernel (0.07974132709480666, 0.0584859532473558)\n",
      "k = 277\n",
      "Dirich. kernel (0.083938786157189, 0.08040459054558652)\n",
      "Gaussi. kernel (0.08187906478227337, 0.07617478009712818)\n",
      "Neur. T kernel (0.0828195188147464, 0.0761411896324232)\n",
      "Neur. T kernel (0.08262215850843886, 0.07624756031145734)\n",
      "Neur. T kernel (0.08235045940226546, 0.07600497201638837)\n",
      "Neur. T kernel (0.08215544648914817, 0.07593229583639907)\n",
      "k = 278\n",
      "Dirich. kernel (0.06745067648228323, 0.06646950940906515)\n",
      "Gaussi. kernel (0.06846511175264272, 0.059308053186929)\n",
      "Neur. T kernel (0.06849540193304873, 0.05938293209168239)\n",
      "Neur. T kernel (0.06855632796581912, 0.06022500979295092)\n",
      "Neur. T kernel (0.06862381896152474, 0.060205268019916436)\n",
      "Neur. T kernel (0.06871693053472103, 0.06022764469493155)\n",
      "k = 279\n",
      "Dirich. kernel (0.06468038154968221, 0.06270679684716904)\n",
      "Gaussi. kernel (0.06301015989788403, 0.06724274127456964)\n",
      "Neur. T kernel (0.06332571248201199, 0.06312023440802639)\n",
      "Neur. T kernel (0.06352130072235238, 0.06741592946846661)\n",
      "Neur. T kernel (0.06353455522819941, 0.06763333976336311)\n",
      "Neur. T kernel (0.06354756730256148, 0.0676772704985258)\n",
      "k = 280\n",
      "Dirich. kernel (0.07738726077693224, 0.06822565212575325)\n",
      "Gaussi. kernel (0.07545171279062975, 0.06739547049148155)\n",
      "Neur. T kernel (0.07392635967643106, 0.06682845650247592)\n",
      "Neur. T kernel (0.07333407739942588, 0.06928594286076085)\n",
      "Neur. T kernel (0.07313569211517723, 0.0664737637893402)\n",
      "Neur. T kernel (0.07283128456100406, 0.06629087946112558)\n",
      "k = 281\n",
      "Dirich. kernel (0.18274202024322955, 0.19257999351517577)\n",
      "Gaussi. kernel (0.16127397991124726, 0.14502595095650714)\n",
      "Neur. T kernel (0.18043669506587373, 0.16263448759662788)\n",
      "Neur. T kernel (0.17650194752626466, 0.15974629336641538)\n",
      "Neur. T kernel (0.1731537900273313, 0.15634675508243648)\n",
      "Neur. T kernel (0.17039037811157715, 0.15608023330255744)\n",
      "k = 282\n",
      "Dirich. kernel (0.0745237012743923, 0.05587826683906985)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.0738992840809098, 0.05509528236950483)\n",
      "Neur. T kernel (0.07429435086335526, 0.05633701218173382)\n",
      "Neur. T kernel (0.07365963473502343, 0.055656283010366875)\n",
      "Neur. T kernel (0.0733588423360874, 0.05516553799307098)\n",
      "Neur. T kernel (0.07321784659725054, 0.055065674447426965)\n",
      "k = 283\n",
      "Dirich. kernel (0.07432660777927791, 0.05907502282575905)\n",
      "Gaussi. kernel (0.07276448076162112, 0.060342854060117176)\n",
      "Neur. T kernel (0.07400675096424343, 0.05805377862609725)\n",
      "Neur. T kernel (0.07398966539813337, 0.05793408389917393)\n",
      "Neur. T kernel (0.07371255401303367, 0.061110986146992625)\n",
      "Neur. T kernel (0.07357623512666975, 0.06037167038325657)\n",
      "k = 284\n",
      "Dirich. kernel (0.08376507650824785, 0.04363346478727999)\n",
      "Gaussi. kernel (0.08205126032052595, 0.03945666497911561)\n",
      "Neur. T kernel (0.08332775257171404, 0.04291320385454817)\n",
      "Neur. T kernel (0.08287154885659373, 0.04172928307409938)\n",
      "Neur. T kernel (0.08290052074620188, 0.04211977120009843)\n",
      "Neur. T kernel (0.08270079045699605, 0.04176330527579529)\n",
      "k = 285\n",
      "Dirich. kernel (0.1788339098844593, 0.20520166600998685)\n",
      "Gaussi. kernel (0.15601359428885683, 0.13860642180008673)\n",
      "Neur. T kernel (0.17092674534460073, 0.1606522374925534)\n",
      "Neur. T kernel (0.16886001973095946, 0.15860149249879704)\n",
      "Neur. T kernel (0.16634245556096935, 0.15602276772227147)\n",
      "Neur. T kernel (0.16692307322727418, 0.1552644112690445)\n",
      "k = 286\n",
      "Dirich. kernel (-0.0, 1.5795824643090183e-15)\n",
      "Gaussi. kernel (-0.0, 1.5795824643090183e-15)\n",
      "Neur. T kernel (-0.0, 1.5795824643090183e-15)\n",
      "Neur. T kernel (-0.0, 1.5795824643090183e-15)\n",
      "Neur. T kernel (-0.0, 1.5795824643090183e-15)\n",
      "Neur. T kernel (-0.0, 1.5795824643090183e-15)\n",
      "k = 287\n",
      "Dirich. kernel (0.20895184316144877, 0.19258288638409793)\n",
      "Gaussi. kernel (0.1690211862971429, 0.1571777312715543)\n",
      "Neur. T kernel (0.19481248822884728, 0.1811790967400847)\n",
      "Neur. T kernel (0.19131136699243806, 0.17699682729804053)\n",
      "Neur. T kernel (0.18781497408503753, 0.1741156140747048)\n",
      "Neur. T kernel (0.18464892338613548, 0.17188084179685004)\n",
      "k = 288\n",
      "Dirich. kernel (0.0673761049723829, 0.05831152985241787)\n",
      "Gaussi. kernel (0.06677365813257952, 0.05644476149352457)\n",
      "Neur. T kernel (0.06637916510998289, 0.05707077202340198)\n",
      "Neur. T kernel (0.06642825969010266, 0.05669958639701126)\n",
      "Neur. T kernel (0.06679194739647495, 0.056145753261254136)\n",
      "Neur. T kernel (0.0667230253382044, 0.055724108358521686)\n",
      "k = 289\n",
      "Dirich. kernel (0.0809833893902776, 0.05512660487387056)\n",
      "Gaussi. kernel (0.08012149536241334, 0.05181537512332342)\n",
      "Neur. T kernel (0.07977287286002464, 0.052019350880828215)\n",
      "Neur. T kernel (0.08032481874655113, 0.05349925777478868)\n",
      "Neur. T kernel (0.08049098630338222, 0.05450445892135961)\n",
      "Neur. T kernel (0.08056224986750724, 0.054784089107379697)\n",
      "k = 290\n",
      "Dirich. kernel (0.074466757678984, 0.06223510931160978)\n",
      "Gaussi. kernel (0.07417325492246821, 0.06112213631644279)\n",
      "Neur. T kernel (0.07432781984680435, 0.06119724851159123)\n",
      "Neur. T kernel (0.07416638619205619, 0.06106063688625537)\n",
      "Neur. T kernel (0.07398598657976137, 0.060872343233127714)\n",
      "Neur. T kernel (0.07381828946219464, 0.06063009470531677)\n",
      "k = 291\n",
      "Dirich. kernel (0.19640324430854952, 0.19020178639594285)\n",
      "Gaussi. kernel (0.1694221725338825, 0.15577238416061798)\n",
      "Neur. T kernel (0.18856019883356895, 0.1682288045328529)\n",
      "Neur. T kernel (0.1863079561592343, 0.16482764213486703)\n",
      "Neur. T kernel (0.18367239292775356, 0.16262957751364612)\n",
      "Neur. T kernel (0.18329348361607284, 0.16393757825509028)\n",
      "k = 292\n",
      "Dirich. kernel (0.07486643415371849, 0.05788685631264982)\n",
      "Gaussi. kernel (0.07193787220879638, 0.055852524102279956)\n",
      "Neur. T kernel (0.07307270492470494, 0.05598242191185703)\n",
      "Neur. T kernel (0.07240912930377982, 0.05551428062188877)\n",
      "Neur. T kernel (0.07263553752249578, 0.05456865034255159)\n",
      "Neur. T kernel (0.07234252272238184, 0.054245212317460524)\n",
      "k = 293\n",
      "Dirich. kernel (0.07539409051612281, 0.05693655147141239)\n",
      "Gaussi. kernel (0.0754187400103438, 0.057307907710868154)\n",
      "Neur. T kernel (0.07572953501220119, 0.05795678881941598)\n",
      "Neur. T kernel (0.07548660047779869, 0.05786621243502657)\n",
      "Neur. T kernel (0.07526512910845348, 0.057802998835827936)\n",
      "Neur. T kernel (0.0751270212145749, 0.05776779820298706)\n",
      "k = 294\n",
      "Dirich. kernel (0.06609057780345695, 0.05587814698012676)\n",
      "Gaussi. kernel (0.06525574869875422, 0.061274513396200235)\n",
      "Neur. T kernel (0.06523161662082572, 0.06046313507779372)\n",
      "Neur. T kernel (0.06524121827788117, 0.06075313388608598)\n",
      "Neur. T kernel (0.06524142714917289, 0.060672793071064116)\n",
      "Neur. T kernel (0.06524529280293016, 0.0606206481216814)\n",
      "k = 295\n",
      "Dirich. kernel (0.06628074109382387, 0.06663172641022296)\n",
      "Gaussi. kernel (0.06459098440353037, 0.06976334679466588)\n",
      "Neur. T kernel (0.06473311100697543, 0.07010835954551502)\n",
      "Neur. T kernel (0.06457712354616084, 0.06994051965809414)\n",
      "Neur. T kernel (0.0643863461426121, 0.06979883056158952)\n",
      "Neur. T kernel (0.06419455297462459, 0.06974131940934505)\n",
      "k = 296\n",
      "Dirich. kernel (0.057602778905804376, 0.06687889439572886)\n",
      "Gaussi. kernel (0.05591205074438289, 0.06253077566312586)\n",
      "Neur. T kernel (0.05615108077239987, 0.06315292841832544)\n",
      "Neur. T kernel (0.055964048347647774, 0.06310186326964863)\n",
      "Neur. T kernel (0.05573705660799375, 0.06312569120185264)\n",
      "Neur. T kernel (0.05549997855280755, 0.06323967190539143)\n",
      "k = 297\n",
      "Dirich. kernel (0.06940026519150408, 0.05333758406642602)\n",
      "Gaussi. kernel (0.06938753828295458, 0.05332154609489426)\n",
      "Neur. T kernel (0.06908249022123839, 0.05351045742011231)\n",
      "Neur. T kernel (0.06908440673957997, 0.05350336279364997)\n",
      "Neur. T kernel (0.06908522861760584, 0.05349679542505114)\n",
      "Neur. T kernel (0.06909249236139911, 0.05347687190055247)\n",
      "k = 298\n",
      "Dirich. kernel (0.06450262707223622, 0.04746681101041038)\n",
      "Gaussi. kernel (0.06424846760718163, 0.048042723416491726)\n",
      "Neur. T kernel (0.06377606958312046, 0.04876121145216181)\n",
      "Neur. T kernel (0.06410297082518848, 0.048715230905272744)\n",
      "Neur. T kernel (0.06417561786438268, 0.04816170785648706)\n",
      "Neur. T kernel (0.06421599826288973, 0.04799868757593518)\n",
      "k = 299\n",
      "Dirich. kernel (0.0648771291075316, 0.06712535875955135)\n",
      "Gaussi. kernel (0.0663299544923722, 0.06031263131330177)\n",
      "Neur. T kernel (0.06611897193966508, 0.06264880638321615)\n",
      "Neur. T kernel (0.06610248747921715, 0.06254231657865589)\n",
      "Neur. T kernel (0.0660858243678267, 0.06250869919706221)\n",
      "Neur. T kernel (0.0660801231701143, 0.06262239034232614)\n",
      "k = 300\n",
      "Dirich. kernel (0.06891646475491267, 0.047272254403757936)\n",
      "Gaussi. kernel (0.06773837321941209, 0.046913511955583874)\n",
      "Neur. T kernel (0.06688291290113015, 0.0453582184809759)\n",
      "Neur. T kernel (0.06692737341461777, 0.045448413968881794)\n",
      "Neur. T kernel (0.06729097901843702, 0.04574704516625646)\n",
      "Neur. T kernel (0.06756301954881855, 0.04607848263930119)\n",
      "k = 301\n",
      "Dirich. kernel (0.08761975531244919, 0.05645201302658557)\n",
      "Gaussi. kernel (0.08643521633898901, 0.061319858143945354)\n",
      "Neur. T kernel (0.08646045462999062, 0.061366867090703436)\n",
      "Neur. T kernel (0.08625456458215272, 0.058868041871337214)\n",
      "Neur. T kernel (0.08597853943266007, 0.058810868592664954)\n",
      "Neur. T kernel (0.08569523608293206, 0.05880556847540258)\n",
      "k = 302\n",
      "Dirich. kernel (0.0800732500543652, 0.062200396377555096)\n",
      "Gaussi. kernel (0.07812597652539935, 0.059926257952304156)\n",
      "Neur. T kernel (0.07826086560731023, 0.06080947891982044)\n",
      "Neur. T kernel (0.07792784184525792, 0.0603226219573988)\n",
      "Neur. T kernel (0.07759554094459187, 0.059797984310593195)\n",
      "Neur. T kernel (0.07736574893812498, 0.05931124252351858)\n",
      "k = 303\n",
      "Dirich. kernel (0.08286403865465117, 0.06386238754959724)\n",
      "Gaussi. kernel (0.08189444712552614, 0.0648514433582659)\n",
      "Neur. T kernel (0.08265507044467843, 0.0655869655385233)\n",
      "Neur. T kernel (0.08248838525945598, 0.06531877837663354)\n",
      "Neur. T kernel (0.08229834991062537, 0.06501088389589606)\n",
      "Neur. T kernel (0.08210077541389386, 0.0647211530911171)\n",
      "k = 304\n",
      "Dirich. kernel (0.08078481398596564, 0.05080955895792715)\n",
      "Gaussi. kernel (0.07944219363743227, 0.049677222110249844)\n",
      "Neur. T kernel (0.079950539073541, 0.05013399292050197)\n",
      "Neur. T kernel (0.0790267890837693, 0.05109767467887309)\n",
      "Neur. T kernel (0.07942652989281608, 0.05215538808185487)\n",
      "Neur. T kernel (0.07965061688926398, 0.049745597102671735)\n",
      "k = 305\n",
      "Dirich. kernel (0.07979496694693958, 0.06927257611706074)\n",
      "Gaussi. kernel (0.08061412593345879, 0.048192626616259046)\n",
      "Neur. T kernel (0.08292940227758946, 0.04915378922091928)\n",
      "Neur. T kernel (0.08264730294582147, 0.048178744417320556)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.0827995109104566, 0.04971581408987751)\n",
      "Neur. T kernel (0.08221549613288041, 0.047805165243781804)\n",
      "k = 306\n",
      "Dirich. kernel (0.08348986922389423, 0.05358387749615373)\n",
      "Gaussi. kernel (0.08180628859739134, 0.056921931168378806)\n",
      "Neur. T kernel (0.08066551036649994, 0.058111607975590424)\n",
      "Neur. T kernel (0.08075437473133937, 0.059994984954717126)\n",
      "Neur. T kernel (0.08126695575252059, 0.05593852533737354)\n",
      "Neur. T kernel (0.0817584371370147, 0.05275143199712222)\n",
      "k = 307\n",
      "Dirich. kernel (0.15616612664223536, 0.21529005921740094)\n",
      "Gaussi. kernel (0.14499686836608638, 0.1811992458387372)\n",
      "Neur. T kernel (0.15374184207435865, 0.19232783131617012)\n",
      "Neur. T kernel (0.15093858827573836, 0.1893092835998556)\n",
      "Neur. T kernel (0.14951990595455447, 0.18785608311823943)\n",
      "Neur. T kernel (0.14795585552187449, 0.18810442841380903)\n",
      "k = 308\n",
      "Dirich. kernel (0.07697341062014838, 0.061048261769738384)\n",
      "Gaussi. kernel (0.07816258831390506, 0.06114882731849328)\n",
      "Neur. T kernel (0.07812154946324733, 0.06134163678199402)\n",
      "Neur. T kernel (0.07810605454235219, 0.06132759230213286)\n",
      "Neur. T kernel (0.0781129953821307, 0.06137990575709667)\n",
      "Neur. T kernel (0.07811077799249856, 0.0613805493791657)\n",
      "k = 309\n",
      "Dirich. kernel (0.08228136489015184, 0.061942231052012096)\n",
      "Gaussi. kernel (0.08078791468511459, 0.06088551861613963)\n",
      "Neur. T kernel (0.08082529087881475, 0.061646445559775435)\n",
      "Neur. T kernel (0.08083072480310335, 0.06088937161483674)\n",
      "Neur. T kernel (0.08094242390261537, 0.060393292571508335)\n",
      "Neur. T kernel (0.08102701736125854, 0.06044729613856687)\n",
      "k = 310\n",
      "Dirich. kernel (0.08767053572328744, 0.050458028021957986)\n",
      "Gaussi. kernel (0.08218182681225446, 0.04903620653925863)\n",
      "Neur. T kernel (0.08255416159161606, 0.0502489426920008)\n",
      "Neur. T kernel (0.08273470111669587, 0.04943044441655808)\n",
      "Neur. T kernel (0.08205899377812093, 0.04996294119734044)\n",
      "Neur. T kernel (0.08151954309631412, 0.049799223954272887)\n",
      "k = 311\n",
      "Dirich. kernel (0.20895184316144877, 0.19258288638409793)\n",
      "Gaussi. kernel (0.1690211862971429, 0.1571777312715543)\n",
      "Neur. T kernel (0.19481248822884728, 0.1811790967400847)\n",
      "Neur. T kernel (0.19131136699243806, 0.17699682729804053)\n",
      "Neur. T kernel (0.18781497408503753, 0.1741156140747048)\n",
      "Neur. T kernel (0.18464892338613548, 0.17188084179685004)\n",
      "k = 312\n",
      "Dirich. kernel (-0.0, 2.4234289363652096e-15)\n",
      "Gaussi. kernel (-0.0, 2.4234289363652096e-15)\n",
      "Neur. T kernel (-0.0, 2.4234289363652096e-15)\n",
      "Neur. T kernel (-0.0, 2.4234289363652096e-15)\n",
      "Neur. T kernel (-0.0, 2.4234289363652096e-15)\n",
      "Neur. T kernel (-0.0, 2.4234289363652096e-15)\n",
      "k = 313\n",
      "Dirich. kernel (0.18847866931794138, 0.16893364881266096)\n",
      "Gaussi. kernel (0.15900331620831495, 0.1426140259954578)\n",
      "Neur. T kernel (0.17336628908547289, 0.1555809586648795)\n",
      "Neur. T kernel (0.1689233269787165, 0.15028711792339722)\n",
      "Neur. T kernel (0.16660422304864683, 0.1452952390500538)\n",
      "Neur. T kernel (0.1688553028152241, 0.14407169975333656)\n",
      "k = 314\n",
      "Dirich. kernel (0.07103540510716208, 0.06131068668131544)\n",
      "Gaussi. kernel (0.06950511081461111, 0.05751107108743948)\n",
      "Neur. T kernel (0.07023589246816052, 0.05618684747317219)\n",
      "Neur. T kernel (0.07029671750925007, 0.057603717091768765)\n",
      "Neur. T kernel (0.06983923822053736, 0.057035245228646884)\n",
      "Neur. T kernel (0.06945007150386155, 0.05654013606819166)\n",
      "k = 315\n",
      "Dirich. kernel (0.08876248131955358, 0.04987457406999227)\n",
      "Gaussi. kernel (0.08805331588376297, 0.05078836799232336)\n",
      "Neur. T kernel (0.0882696835038122, 0.05132665322320111)\n",
      "Neur. T kernel (0.08818150114796974, 0.050890069636570445)\n",
      "Neur. T kernel (0.08808698183645211, 0.05083065420934504)\n",
      "Neur. T kernel (0.0880538680043361, 0.050732417320256774)\n",
      "k = 316\n",
      "Dirich. kernel (0.0837016102908297, 0.06274161551296699)\n",
      "Gaussi. kernel (0.08246332004428833, 0.05901619289616247)\n",
      "Neur. T kernel (0.08156481518870946, 0.06133498676871971)\n",
      "Neur. T kernel (0.08207052011438667, 0.06137196040826646)\n",
      "Neur. T kernel (0.08239479496446293, 0.06302756014978977)\n",
      "Neur. T kernel (0.08247121800561788, 0.0629987034576594)\n",
      "k = 317\n",
      "Dirich. kernel (0.14282477171690786, 0.17288915509560168)\n",
      "Gaussi. kernel (0.13533678355656642, 0.15442638417069793)\n",
      "Neur. T kernel (0.14184089137656297, 0.16493810588757407)\n",
      "Neur. T kernel (0.14074199477239616, 0.1638533839429161)\n",
      "Neur. T kernel (0.13802894669875126, 0.1578109586461546)\n",
      "Neur. T kernel (0.13598027041248928, 0.15876814100404602)\n",
      "k = 318\n",
      "Dirich. kernel (0.09275798194907371, 0.07022807110526617)\n",
      "Gaussi. kernel (0.089621838145743, 0.06902481216051659)\n",
      "Neur. T kernel (0.08856832415530944, 0.06843410884810673)\n",
      "Neur. T kernel (0.08848636870833644, 0.06958134436573014)\n",
      "Neur. T kernel (0.08901584704538176, 0.06869408021314131)\n",
      "Neur. T kernel (0.0884215003488987, 0.06834298068186986)\n",
      "k = 319\n",
      "Dirich. kernel (0.07005347438900203, 0.06437685843621059)\n",
      "Gaussi. kernel (0.06762692913990753, 0.061509175793199734)\n",
      "Neur. T kernel (0.0682637178414368, 0.06560574040387829)\n",
      "Neur. T kernel (0.06820948037321356, 0.06167872715614764)\n",
      "Neur. T kernel (0.06799195929245089, 0.061284803747072986)\n",
      "Neur. T kernel (0.06791125374460846, 0.060870042102262656)\n",
      "k = 320\n",
      "Dirich. kernel (0.0710784590346671, 0.04540339829024651)\n",
      "Gaussi. kernel (0.07074630442803535, 0.044912751539845634)\n",
      "Neur. T kernel (0.07119768029385977, 0.04510474904151543)\n",
      "Neur. T kernel (0.07078861858482074, 0.04513365929716382)\n",
      "Neur. T kernel (0.07062008597326486, 0.04534866627297899)\n",
      "Neur. T kernel (0.07065141037050689, 0.04541006665999525)\n",
      "k = 321\n",
      "Dirich. kernel (0.0773442206551977, 0.06310571261343195)\n",
      "Gaussi. kernel (0.07455996054128282, 0.059689075428340406)\n",
      "Neur. T kernel (0.0764785971839949, 0.06360174652500936)\n",
      "Neur. T kernel (0.07554090761461621, 0.06129598418997704)\n",
      "Neur. T kernel (0.07480985204154389, 0.06134406135551985)\n",
      "Neur. T kernel (0.07480783797789645, 0.060762137974518536)\n",
      "k = 322\n",
      "Dirich. kernel (0.08777570059961809, 0.06994170363407957)\n",
      "Gaussi. kernel (0.08622370485818204, 0.06641848853865992)\n",
      "Neur. T kernel (0.08724697829310721, 0.06770265474054202)\n",
      "Neur. T kernel (0.08672553886237507, 0.06761782219540097)\n",
      "Neur. T kernel (0.08604414740326315, 0.07113422668039837)\n",
      "Neur. T kernel (0.08562305890326337, 0.06764367281699452)\n",
      "k = 323\n",
      "Dirich. kernel (0.08803810318233253, 0.05951684359551231)\n",
      "Gaussi. kernel (0.08606016476890202, 0.05925143696465201)\n",
      "Neur. T kernel (0.08508054674739625, 0.059233479038961506)\n",
      "Neur. T kernel (0.08505835791060437, 0.059355107684656315)\n",
      "Neur. T kernel (0.08506296247443194, 0.05955026185089871)\n",
      "Neur. T kernel (0.08507556372209484, 0.059766977648029795)\n",
      "k = 324\n",
      "Dirich. kernel (0.06488576663129916, 0.051858186893788565)\n",
      "Gaussi. kernel (0.06320411859997728, 0.05149918760543296)\n",
      "Neur. T kernel (0.06308659185049857, 0.05102753575487827)\n",
      "Neur. T kernel (0.06310460639719777, 0.05123802840059462)\n",
      "Neur. T kernel (0.06309538825068302, 0.05110800321138273)\n",
      "Neur. T kernel (0.06307321869385976, 0.05094451307115035)\n",
      "k = 325\n",
      "Dirich. kernel (0.06850316681076365, 0.049982162976501605)\n",
      "Gaussi. kernel (0.06915124481893516, 0.0498169953438924)\n",
      "Neur. T kernel (0.06905204236783172, 0.049859891362379664)\n",
      "Neur. T kernel (0.06897410398645859, 0.05003999331562725)\n",
      "Neur. T kernel (0.06896546616471051, 0.05004551545277699)\n",
      "Neur. T kernel (0.06900614600025842, 0.050032589749679536)\n",
      "k = 326\n",
      "Dirich. kernel (0.04961591562743996, 0.04016131348310421)\n",
      "Gaussi. kernel (0.0516902994195379, 0.04311093302084008)\n",
      "Neur. T kernel (0.05197084442457851, 0.041735310503859306)\n",
      "Neur. T kernel (0.051900049906504, 0.04222741080120132)\n",
      "Neur. T kernel (0.05182175026340367, 0.043343647492491574)\n",
      "Neur. T kernel (0.051758232616911495, 0.043296648950771864)\n",
      "k = 327\n",
      "Dirich. kernel (0.0662780597200757, 0.06020605120821893)\n",
      "Gaussi. kernel (0.06607883299642295, 0.06045009868898926)\n",
      "Neur. T kernel (0.06594574344347115, 0.0595368091124225)\n",
      "Neur. T kernel (0.06601222845436538, 0.05938388377446192)\n",
      "Neur. T kernel (0.06603846256965719, 0.05949035196539804)\n",
      "Neur. T kernel (0.06607811637073581, 0.05977175632499609)\n",
      "k = 328\n",
      "Dirich. kernel (0.08423604214338895, 0.06038013232332398)\n",
      "Gaussi. kernel (0.08355372958042981, 0.05853436080533363)\n",
      "Neur. T kernel (0.0830705672757258, 0.06023328645315521)\n",
      "Neur. T kernel (0.08321276062974545, 0.060042408060466165)\n",
      "Neur. T kernel (0.08329698575490627, 0.060125741356247375)\n",
      "Neur. T kernel (0.08327917084110213, 0.05876918813498994)\n",
      "k = 329\n",
      "Dirich. kernel (0.1000814974876331, 0.07435984278360236)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.09501831200466088, 0.06260034174575417)\n",
      "Neur. T kernel (0.09633047087125311, 0.06864663133755977)\n",
      "Neur. T kernel (0.09641297182678371, 0.06769675378039752)\n",
      "Neur. T kernel (0.09644914753367566, 0.06513286730173697)\n",
      "Neur. T kernel (0.09637604867910861, 0.06456127221187544)\n",
      "k = 330\n",
      "Dirich. kernel (0.08454890377596898, 0.03994026502796935)\n",
      "Gaussi. kernel (0.08167233834828516, 0.03971818661651112)\n",
      "Neur. T kernel (0.08245841798316833, 0.04071165052223409)\n",
      "Neur. T kernel (0.08175969152722296, 0.041501233074539845)\n",
      "Neur. T kernel (0.08229303608769722, 0.04086530494096958)\n",
      "Neur. T kernel (0.08233883113928993, 0.03913038237968885)\n",
      "k = 331\n",
      "Dirich. kernel (0.06795172974057245, 0.054576626882929066)\n",
      "Gaussi. kernel (0.06882548182120003, 0.051704408742288724)\n",
      "Neur. T kernel (0.06843850173413776, 0.051712241352213)\n",
      "Neur. T kernel (0.06857381071017628, 0.051900467603750736)\n",
      "Neur. T kernel (0.06879028875256607, 0.05198971784867384)\n",
      "Neur. T kernel (0.06891273439894705, 0.05212422031306858)\n",
      "k = 332\n",
      "Dirich. kernel (0.08219771343731361, 0.0578006129461355)\n",
      "Gaussi. kernel (0.08069391357112154, 0.05418365572284164)\n",
      "Neur. T kernel (0.08069290531747506, 0.05455826578080579)\n",
      "Neur. T kernel (0.08063977037256323, 0.052724263020651245)\n",
      "Neur. T kernel (0.08118668527910242, 0.05333175433467061)\n",
      "Neur. T kernel (0.081466308416361, 0.0540754117947199)\n",
      "k = 333\n",
      "Dirich. kernel (0.17142552750554632, 0.17175126925904363)\n",
      "Gaussi. kernel (0.1494800297258271, 0.14995815444361496)\n",
      "Neur. T kernel (0.16376455508243262, 0.1648119010358635)\n",
      "Neur. T kernel (0.16162995047338563, 0.16220866978910928)\n",
      "Neur. T kernel (0.15977506116437545, 0.15978235193276275)\n",
      "Neur. T kernel (0.15940971395402107, 0.15821744423620784)\n",
      "k = 334\n",
      "Dirich. kernel (0.09727941137866866, 0.06201229482175582)\n",
      "Gaussi. kernel (0.0935025542052962, 0.055402874065169166)\n",
      "Neur. T kernel (0.09579847788075792, 0.06114102282742319)\n",
      "Neur. T kernel (0.09541109676209986, 0.0569310968184154)\n",
      "Neur. T kernel (0.09382895586372379, 0.05618071746294851)\n",
      "Neur. T kernel (0.09316577549727749, 0.05741863123238167)\n",
      "k = 335\n",
      "Dirich. kernel (0.06789276657517926, 0.056297829357388494)\n",
      "Gaussi. kernel (0.06601847210583056, 0.053911583483196024)\n",
      "Neur. T kernel (0.06633773030047319, 0.05499294975968815)\n",
      "Neur. T kernel (0.06636370597386487, 0.055111142295961944)\n",
      "Neur. T kernel (0.06639337492294037, 0.05493455669198877)\n",
      "Neur. T kernel (0.06644281682351655, 0.05471796473599686)\n",
      "k = 336\n",
      "Dirich. kernel (0.0673761049723829, 0.05831152985241787)\n",
      "Gaussi. kernel (0.06677365813257952, 0.05644476149352457)\n",
      "Neur. T kernel (0.06637916510998289, 0.05707077202340198)\n",
      "Neur. T kernel (0.06642825969010266, 0.05669958639701126)\n",
      "Neur. T kernel (0.06679194739647495, 0.056145753261254136)\n",
      "Neur. T kernel (0.0667230253382044, 0.055724108358521686)\n",
      "k = 337\n",
      "Dirich. kernel (0.18847866931794138, 0.16893364881266096)\n",
      "Gaussi. kernel (0.15900331620831495, 0.1426140259954578)\n",
      "Neur. T kernel (0.17336628908547289, 0.1555809586648795)\n",
      "Neur. T kernel (0.1689233269787165, 0.15028711792339722)\n",
      "Neur. T kernel (0.16660422304864683, 0.1452952390500538)\n",
      "Neur. T kernel (0.1688553028152241, 0.14407169975333656)\n",
      "k = 338\n",
      "Dirich. kernel (-0.0, 2.572329487319293e-15)\n",
      "Gaussi. kernel (-0.0, 2.572329487319293e-15)\n",
      "Neur. T kernel (-0.0, 2.572329487319293e-15)\n",
      "Neur. T kernel (-0.0, 2.572329487319293e-15)\n",
      "Neur. T kernel (-0.0, 2.572329487319293e-15)\n",
      "Neur. T kernel (-0.0, 2.572329487319293e-15)\n",
      "k = 339\n",
      "Dirich. kernel (0.20616183315059922, 0.23060561890082196)\n",
      "Gaussi. kernel (0.1714093771014515, 0.16217751768391783)\n",
      "Neur. T kernel (0.20096593200944177, 0.19251071638146866)\n",
      "Neur. T kernel (0.19789148879112792, 0.1852447599685762)\n",
      "Neur. T kernel (0.1920625654405848, 0.180092850555757)\n",
      "Neur. T kernel (0.19214296428052133, 0.1790877048725744)\n",
      "k = 340\n",
      "Dirich. kernel (0.06584271638849434, 0.04025342270073281)\n",
      "Gaussi. kernel (0.06453770615174571, 0.0409525753865596)\n",
      "Neur. T kernel (0.06437782187943122, 0.041315605325436225)\n",
      "Neur. T kernel (0.0643321933974899, 0.0413136931470022)\n",
      "Neur. T kernel (0.06425781824930002, 0.04092784515993106)\n",
      "Neur. T kernel (0.06427560903297565, 0.04130251024190559)\n",
      "k = 341\n",
      "Dirich. kernel (0.07785759337734692, 0.05131016760571976)\n",
      "Gaussi. kernel (0.07941930452642139, 0.04932657920133105)\n",
      "Neur. T kernel (0.07908315960325844, 0.0509683931522755)\n",
      "Neur. T kernel (0.07908696354477211, 0.05095121434850567)\n",
      "Neur. T kernel (0.07909485939473992, 0.050916521695102517)\n",
      "Neur. T kernel (0.0791121010480135, 0.050852008280609484)\n",
      "k = 342\n",
      "Dirich. kernel (0.06519028806607403, 0.08341477686768001)\n",
      "Gaussi. kernel (0.0699505631286643, 0.07292884803610994)\n",
      "Neur. T kernel (0.07048969014031035, 0.07404954530258674)\n",
      "Neur. T kernel (0.07052683916211934, 0.07341067297021234)\n",
      "Neur. T kernel (0.07062331479695652, 0.07265709505450917)\n",
      "Neur. T kernel (0.07075907975903752, 0.07269338546863256)\n",
      "k = 343\n",
      "Dirich. kernel (0.19166466195792847, 0.20773883750747463)\n",
      "Gaussi. kernel (0.15989877038578573, 0.14557230310763636)\n",
      "Neur. T kernel (0.19399844589613346, 0.17310028700333527)\n",
      "Neur. T kernel (0.18922079023671468, 0.17364198779435602)\n",
      "Neur. T kernel (0.1814378345817264, 0.17002664093585015)\n",
      "Neur. T kernel (0.17540124503043403, 0.16278816374587335)\n",
      "k = 344\n",
      "Dirich. kernel (0.09171683347326125, 0.07706661193310241)\n",
      "Gaussi. kernel (0.08870511546221953, 0.07449069465109809)\n",
      "Neur. T kernel (0.08905107394181085, 0.0720359456478559)\n",
      "Neur. T kernel (0.08874051946860714, 0.07164071736431459)\n",
      "Neur. T kernel (0.08841753967267349, 0.07122272040340136)\n",
      "Neur. T kernel (0.08813453449836706, 0.07091550743210699)\n",
      "k = 345\n",
      "Dirich. kernel (0.05639168303034973, 0.05010488403505279)\n",
      "Gaussi. kernel (0.05667758548174782, 0.0499395146780909)\n",
      "Neur. T kernel (0.05608754918012939, 0.04991829061304968)\n",
      "Neur. T kernel (0.05635816389577617, 0.04998146747912927)\n",
      "Neur. T kernel (0.056507036600318604, 0.05003478886615024)\n",
      "Neur. T kernel (0.056586892187642235, 0.050103862076093006)\n",
      "k = 346\n",
      "Dirich. kernel (0.07164225250128588, 0.04785154412980804)\n",
      "Gaussi. kernel (0.07248690218766751, 0.04740472172354581)\n",
      "Neur. T kernel (0.072503442462859, 0.04907868920307497)\n",
      "Neur. T kernel (0.07250573587627075, 0.0490733282103741)\n",
      "Neur. T kernel (0.07251173040141681, 0.04906610650216728)\n",
      "Neur. T kernel (0.0725245590722835, 0.04905724399127022)\n",
      "k = 347\n",
      "Dirich. kernel (0.07558896945455933, 0.061796075804662315)\n",
      "Gaussi. kernel (0.0730926037176189, 0.06503995974551337)\n",
      "Neur. T kernel (0.0727629996809936, 0.06882864396147587)\n",
      "Neur. T kernel (0.07284538931922765, 0.06852364044844063)\n",
      "Neur. T kernel (0.07240340880408444, 0.06556609755431768)\n",
      "Neur. T kernel (0.0719743253378332, 0.06526867678303397)\n",
      "k = 348\n",
      "Dirich. kernel (0.07996856941643454, 0.05970103489839361)\n",
      "Gaussi. kernel (0.07837393623403115, 0.05874568333626175)\n",
      "Neur. T kernel (0.07748508001928454, 0.06065208411110136)\n",
      "Neur. T kernel (0.07707859878257418, 0.06124188358497943)\n",
      "Neur. T kernel (0.07724783511864469, 0.06082044415353799)\n",
      "Neur. T kernel (0.07749554967582145, 0.059168281237509064)\n",
      "k = 349\n",
      "Dirich. kernel (0.09786206487156121, 0.06705152704960221)\n",
      "Gaussi. kernel (0.09346650372042778, 0.06749122513727024)\n",
      "Neur. T kernel (0.09541376941913972, 0.06578362537294917)\n",
      "Neur. T kernel (0.09492477468183672, 0.06551003255463919)\n",
      "Neur. T kernel (0.09505802416332039, 0.06458540740349467)\n",
      "Neur. T kernel (0.09477972128517033, 0.06412607118936231)\n",
      "k = 350\n",
      "Dirich. kernel (0.07851769237030594, 0.04784640299714422)\n",
      "Gaussi. kernel (0.07709020289182913, 0.04584598860923509)\n",
      "Neur. T kernel (0.0773347836090192, 0.04613723763043113)\n",
      "Neur. T kernel (0.0769798299447889, 0.04572899171359236)\n",
      "Neur. T kernel (0.0766117152924534, 0.04537547750785989)\n",
      "Neur. T kernel (0.07631705787532259, 0.04515576377794829)\n",
      "k = 351\n",
      "Dirich. kernel (0.07463213451073755, 0.047315928731429945)\n",
      "Gaussi. kernel (0.07419568260385154, 0.04522084708076378)\n",
      "Neur. T kernel (0.07463210571999843, 0.04545975210091989)\n",
      "Neur. T kernel (0.07444105731468242, 0.045270552254119995)\n",
      "Neur. T kernel (0.07423806081900028, 0.04509378883299225)\n",
      "Neur. T kernel (0.07406405534124763, 0.044964501362012965)\n",
      "k = 352\n",
      "Dirich. kernel (0.07431877667823242, 0.052744624310650044)\n",
      "Gaussi. kernel (0.0702062267302354, 0.05378080025668589)\n",
      "Neur. T kernel (0.07187186463693078, 0.05050846802131367)\n",
      "Neur. T kernel (0.07079624977445051, 0.053093713574632766)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07009395609523482, 0.05415552876211261)\n",
      "Neur. T kernel (0.07035142539888893, 0.04963561878875239)\n",
      "k = 353\n",
      "Dirich. kernel (0.09433867378882824, 0.08303722861095145)\n",
      "Gaussi. kernel (0.09383740587504683, 0.07731595214340914)\n",
      "Neur. T kernel (0.09396716968559923, 0.0781110168637093)\n",
      "Neur. T kernel (0.09383239913649316, 0.07803221325431413)\n",
      "Neur. T kernel (0.09370981835965536, 0.07796133636266238)\n",
      "Neur. T kernel (0.09362397691010413, 0.07789033878260794)\n",
      "k = 354\n",
      "Dirich. kernel (0.09045522198079217, 0.07746292497790115)\n",
      "Gaussi. kernel (0.08956119250480442, 0.07313764770648423)\n",
      "Neur. T kernel (0.0891449742501937, 0.07209803678510036)\n",
      "Neur. T kernel (0.08893460764452826, 0.07227517041815285)\n",
      "Neur. T kernel (0.08963300795980297, 0.0730360363100126)\n",
      "Neur. T kernel (0.09009892567099834, 0.07343978201254406)\n",
      "k = 355\n",
      "Dirich. kernel (0.06970098477091446, 0.03914681034453177)\n",
      "Gaussi. kernel (0.06866893201697133, 0.03895627281832475)\n",
      "Neur. T kernel (0.07004935038473106, 0.038387679246292716)\n",
      "Neur. T kernel (0.07004932155021751, 0.03837219768596712)\n",
      "Neur. T kernel (0.06908515583859173, 0.03894886576995456)\n",
      "Neur. T kernel (0.06923893623263404, 0.03836788654314443)\n",
      "k = 356\n",
      "Dirich. kernel (0.07009815220287743, 0.04164891421273698)\n",
      "Gaussi. kernel (0.06968975155399146, 0.04059319107254967)\n",
      "Neur. T kernel (0.06964904717469465, 0.041021476368798486)\n",
      "Neur. T kernel (0.06959462244847606, 0.04037117122032942)\n",
      "Neur. T kernel (0.06959387794352154, 0.04052275022052186)\n",
      "Neur. T kernel (0.0696187696311793, 0.04067036309512119)\n",
      "k = 357\n",
      "Dirich. kernel (0.09601109720645666, 0.05583253648525857)\n",
      "Gaussi. kernel (0.08903510891564506, 0.05321469876293496)\n",
      "Neur. T kernel (0.09033858080650248, 0.05067950355907651)\n",
      "Neur. T kernel (0.08864681834997588, 0.051148455781579096)\n",
      "Neur. T kernel (0.08921307788308185, 0.05357738684317111)\n",
      "Neur. T kernel (0.0901535317620261, 0.05468752025834469)\n",
      "k = 358\n",
      "Dirich. kernel (0.09302729218263991, 0.06237411461525633)\n",
      "Gaussi. kernel (0.09137263503262587, 0.05801313011326176)\n",
      "Neur. T kernel (0.09244169700793962, 0.06032040687089979)\n",
      "Neur. T kernel (0.09243638963041204, 0.060423219565461206)\n",
      "Neur. T kernel (0.09221805545809683, 0.05703375444307888)\n",
      "Neur. T kernel (0.09218031580944551, 0.057888951593498654)\n",
      "k = 359\n",
      "Dirich. kernel (0.23431112772694068, 0.21465526199719417)\n",
      "Gaussi. kernel (0.2057596804886713, 0.1598340409894733)\n",
      "Neur. T kernel (0.22720758605295854, 0.2036496050426612)\n",
      "Neur. T kernel (0.22434367365527183, 0.19476802343333113)\n",
      "Neur. T kernel (0.22178045354828213, 0.18989418812073686)\n",
      "Neur. T kernel (0.21850044090490073, 0.1874105291457841)\n",
      "k = 360\n",
      "Dirich. kernel (0.07323454554388424, 0.0409622849747954)\n",
      "Gaussi. kernel (0.07287396858214189, 0.03942112176833424)\n",
      "Neur. T kernel (0.07202606091244665, 0.03751101572160206)\n",
      "Neur. T kernel (0.07206309112647111, 0.03760787031220394)\n",
      "Neur. T kernel (0.07211210640550891, 0.03752018018252655)\n",
      "Neur. T kernel (0.07254615569525355, 0.03878480252839813)\n",
      "k = 361\n",
      "Dirich. kernel (0.0809833893902776, 0.05512660487387056)\n",
      "Gaussi. kernel (0.08012149536241334, 0.05181537512332342)\n",
      "Neur. T kernel (0.07977287286002464, 0.052019350880828215)\n",
      "Neur. T kernel (0.08032481874655113, 0.05349925777478868)\n",
      "Neur. T kernel (0.08049098630338222, 0.05450445892135961)\n",
      "Neur. T kernel (0.08056224986750724, 0.054784089107379697)\n",
      "k = 362\n",
      "Dirich. kernel (0.07103540510716208, 0.06131068668131544)\n",
      "Gaussi. kernel (0.06950511081461111, 0.05751107108743948)\n",
      "Neur. T kernel (0.07023589246816052, 0.05618684747317219)\n",
      "Neur. T kernel (0.07029671750925007, 0.057603717091768765)\n",
      "Neur. T kernel (0.06983923822053736, 0.057035245228646884)\n",
      "Neur. T kernel (0.06945007150386155, 0.05654013606819166)\n",
      "k = 363\n",
      "Dirich. kernel (0.20616183315059922, 0.23060561890082196)\n",
      "Gaussi. kernel (0.1714093771014515, 0.16217751768391783)\n",
      "Neur. T kernel (0.20096593200944177, 0.19251071638146866)\n",
      "Neur. T kernel (0.19789148879112792, 0.1852447599685762)\n",
      "Neur. T kernel (0.1920625654405848, 0.180092850555757)\n",
      "Neur. T kernel (0.19214296428052133, 0.1790877048725744)\n",
      "k = 364\n",
      "Dirich. kernel (-0.0, 2.3887216591379896e-15)\n",
      "Gaussi. kernel (-0.0, 2.3887216591379896e-15)\n",
      "Neur. T kernel (-0.0, 2.3887216591379896e-15)\n",
      "Neur. T kernel (-0.0, 2.3887216591379896e-15)\n",
      "Neur. T kernel (-0.0, 2.3887216591379896e-15)\n",
      "Neur. T kernel (-0.0, 2.3887216591379896e-15)\n",
      "k = 365\n",
      "Dirich. kernel (0.06478327907177497, 0.04572737447959209)\n",
      "Gaussi. kernel (0.06356059020353814, 0.044210414785162876)\n",
      "Neur. T kernel (0.06333179332753242, 0.04431866215454423)\n",
      "Neur. T kernel (0.06301592899585746, 0.043961480496602666)\n",
      "Neur. T kernel (0.06268803281024375, 0.04355925497151382)\n",
      "Neur. T kernel (0.0624341343063595, 0.04318192521037951)\n",
      "k = 366\n",
      "Dirich. kernel (0.06274903765181461, 0.044098530224612756)\n",
      "Gaussi. kernel (0.061260276204561134, 0.04091454112017884)\n",
      "Neur. T kernel (0.06035766018813808, 0.042801381256768065)\n",
      "Neur. T kernel (0.059806238160904204, 0.04201977733231719)\n",
      "Neur. T kernel (0.059935062834255606, 0.04019265841349919)\n",
      "Neur. T kernel (0.05960814156288372, 0.039936371848388275)\n",
      "k = 367\n",
      "Dirich. kernel (0.07905107385694413, 0.0633187639118944)\n",
      "Gaussi. kernel (0.0792769930051758, 0.0596424488594059)\n",
      "Neur. T kernel (0.0781704925613029, 0.058559605117461055)\n",
      "Neur. T kernel (0.07789843207585685, 0.05807850180024033)\n",
      "Neur. T kernel (0.07765789491069477, 0.05853938504622346)\n",
      "Neur. T kernel (0.07847699781825675, 0.060137544119031154)\n",
      "k = 368\n",
      "Dirich. kernel (0.07584515046358863, 0.06535309552421631)\n",
      "Gaussi. kernel (0.07836401617072215, 0.06467001063407284)\n",
      "Neur. T kernel (0.07796716849085858, 0.06333541455537316)\n",
      "Neur. T kernel (0.07786380387830684, 0.0626831105613315)\n",
      "Neur. T kernel (0.07745275356615108, 0.0629411239583644)\n",
      "Neur. T kernel (0.07746650857754592, 0.06372023528983939)\n",
      "k = 369\n",
      "Dirich. kernel (0.26018254709338645, 0.21519691486747514)\n",
      "Gaussi. kernel (0.2152786581615572, 0.15586614449830805)\n",
      "Neur. T kernel (0.2427819244401249, 0.19528573784497735)\n",
      "Neur. T kernel (0.23741534944489096, 0.1906078434359651)\n",
      "Neur. T kernel (0.23208477978002695, 0.18582429950281007)\n",
      "Neur. T kernel (0.22860279720295837, 0.18115742178618233)\n",
      "k = 370\n",
      "Dirich. kernel (0.05952138246464104, 0.043350693741541484)\n",
      "Gaussi. kernel (0.05845467881774913, 0.043541917467890295)\n",
      "Neur. T kernel (0.058299284280193354, 0.04415371526320715)\n",
      "Neur. T kernel (0.05779412655219177, 0.04412032725943822)\n",
      "Neur. T kernel (0.05801078571513328, 0.04386366427685824)\n",
      "Neur. T kernel (0.05831367396311067, 0.04366957757076529)\n",
      "k = 371\n",
      "Dirich. kernel (0.07113858953365729, 0.05826887596290864)\n",
      "Gaussi. kernel (0.06937657159632386, 0.05351289315007572)\n",
      "Neur. T kernel (0.07158748943046489, 0.057673218001484665)\n",
      "Neur. T kernel (0.07147501759080252, 0.05782728964931041)\n",
      "Neur. T kernel (0.07007535026697638, 0.055488871977039486)\n",
      "Neur. T kernel (0.06998709731428794, 0.055489769119565976)\n",
      "k = 372\n",
      "Dirich. kernel (0.07249997867255359, 0.052926547009191145)\n",
      "Gaussi. kernel (0.07150502753109873, 0.05155302455898323)\n",
      "Neur. T kernel (0.0721301095663282, 0.050337172304831805)\n",
      "Neur. T kernel (0.07202963474922766, 0.049815712386031864)\n",
      "Neur. T kernel (0.07193357316675109, 0.04922289178700613)\n",
      "Neur. T kernel (0.07185069396447077, 0.04867659670680737)\n",
      "k = 373\n",
      "Dirich. kernel (0.09484329829642331, 0.06770068127472334)\n",
      "Gaussi. kernel (0.09369083402601605, 0.06555409429595156)\n",
      "Neur. T kernel (0.09271041822102391, 0.06521833076707896)\n",
      "Neur. T kernel (0.09328792423117656, 0.06587078879408903)\n",
      "Neur. T kernel (0.09262746225869171, 0.06566238828662486)\n",
      "Neur. T kernel (0.0920300020466902, 0.06549949457975929)\n",
      "k = 374\n",
      "Dirich. kernel (0.08592779126319332, 0.06642202805336427)\n",
      "Gaussi. kernel (0.08535188222521148, 0.07066311596258203)\n",
      "Neur. T kernel (0.08476818126180949, 0.0698284079635076)\n",
      "Neur. T kernel (0.0837281403372003, 0.07113991356011581)\n",
      "Neur. T kernel (0.08407532829954571, 0.06948851636819026)\n",
      "Neur. T kernel (0.08379547213246334, 0.06852565713551786)\n",
      "k = 375\n",
      "Dirich. kernel (0.09774354115534899, 0.0787038953607221)\n",
      "Gaussi. kernel (0.09668984821720236, 0.07599258807339132)\n",
      "Neur. T kernel (0.09634644657965237, 0.07920667659293865)\n",
      "Neur. T kernel (0.09565142732273209, 0.08031971268820386)\n",
      "Neur. T kernel (0.09721556259310365, 0.08022341793630433)\n",
      "Neur. T kernel (0.09789582437770823, 0.07471417033676829)\n",
      "k = 376\n",
      "Dirich. kernel (0.05812918074615616, 0.044131006113074335)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.0570315159524251, 0.04400489842353981)\n",
      "Neur. T kernel (0.05726649580196419, 0.04431500974540863)\n",
      "Neur. T kernel (0.05720106335010865, 0.04413374491705507)\n",
      "Neur. T kernel (0.057154599473522014, 0.04384140240902253)\n",
      "Neur. T kernel (0.05713775816846776, 0.04343862192153715)\n",
      "k = 377\n",
      "Dirich. kernel (0.07693610543484028, 0.06725764708850451)\n",
      "Gaussi. kernel (0.07372488573386775, 0.06217365335683909)\n",
      "Neur. T kernel (0.07446602215274313, 0.0630678034928514)\n",
      "Neur. T kernel (0.0741390441760408, 0.06254680913916849)\n",
      "Neur. T kernel (0.07385518875890355, 0.061861200221148056)\n",
      "Neur. T kernel (0.07370897586600549, 0.06110000830634132)\n",
      "k = 378\n",
      "Dirich. kernel (0.06711936955045757, 0.03846541000012358)\n",
      "Gaussi. kernel (0.067221432103487, 0.038593247314500395)\n",
      "Neur. T kernel (0.0674195344762462, 0.039145430153846084)\n",
      "Neur. T kernel (0.06742157543217071, 0.03914076246406714)\n",
      "Neur. T kernel (0.06742199172615115, 0.039134626088584465)\n",
      "Neur. T kernel (0.067361367093846, 0.03883825804012874)\n",
      "k = 379\n",
      "Dirich. kernel (0.06787751639263202, 0.04812150004768951)\n",
      "Gaussi. kernel (0.07593652112404474, 0.04078961689383468)\n",
      "Neur. T kernel (0.07661536471107612, 0.041353396008733403)\n",
      "Neur. T kernel (0.07667162384899558, 0.041188632760117805)\n",
      "Neur. T kernel (0.07674362085408709, 0.04169071198446829)\n",
      "Neur. T kernel (0.07676374572621837, 0.04159377173796414)\n",
      "k = 380\n",
      "Dirich. kernel (0.08983611073661688, 0.09387724401666174)\n",
      "Gaussi. kernel (0.10070585182294656, 0.07237040287995958)\n",
      "Neur. T kernel (0.10073520955835198, 0.07364430090379066)\n",
      "Neur. T kernel (0.10051579200023437, 0.0727110400563279)\n",
      "Neur. T kernel (0.10036831893343319, 0.07164378715459455)\n",
      "Neur. T kernel (0.10037188441702141, 0.07065540700311827)\n",
      "k = 381\n",
      "Dirich. kernel (0.08754174648861027, 0.05885430970033742)\n",
      "Gaussi. kernel (0.08393160517925313, 0.058296014813253735)\n",
      "Neur. T kernel (0.08425779291762621, 0.05871824532848753)\n",
      "Neur. T kernel (0.08391682925873131, 0.05819860756431154)\n",
      "Neur. T kernel (0.08356405953194382, 0.057617970210790674)\n",
      "Neur. T kernel (0.08328788526051181, 0.057079582328957094)\n",
      "k = 382\n",
      "Dirich. kernel (0.06578978157896717, 0.045668217933951316)\n",
      "Gaussi. kernel (0.06481165586486015, 0.04307595467970103)\n",
      "Neur. T kernel (0.06498692992677521, 0.044596511428905444)\n",
      "Neur. T kernel (0.06498545434497313, 0.04258934261606697)\n",
      "Neur. T kernel (0.06454405159998466, 0.04225363058810402)\n",
      "Neur. T kernel (0.06420106610016085, 0.041834814352176466)\n",
      "k = 383\n",
      "Dirich. kernel (0.06099002110137791, 0.044604641523699605)\n",
      "Gaussi. kernel (0.05996473682374383, 0.042775866244326985)\n",
      "Neur. T kernel (0.06039280166619505, 0.04242970741698967)\n",
      "Neur. T kernel (0.06018395872458683, 0.042276341510182856)\n",
      "Neur. T kernel (0.059948910843976334, 0.04205678379393122)\n",
      "Neur. T kernel (0.05972737845762123, 0.041761814563692906)\n",
      "k = 384\n",
      "Dirich. kernel (0.07065876434463245, 0.0400014920871171)\n",
      "Gaussi. kernel (0.06858323158437016, 0.03857550976762724)\n",
      "Neur. T kernel (0.06880984456368451, 0.03814076868986694)\n",
      "Neur. T kernel (0.06867899253484065, 0.03814734715808999)\n",
      "Neur. T kernel (0.06852671523256, 0.03814889057270226)\n",
      "Neur. T kernel (0.06838077567122355, 0.038102472546861575)\n",
      "k = 385\n",
      "Dirich. kernel (0.22852899002171512, 0.22262731055442692)\n",
      "Gaussi. kernel (0.20433463010165703, 0.16969250167299554)\n",
      "Neur. T kernel (0.2189212367162122, 0.20335660639186567)\n",
      "Neur. T kernel (0.21529411116343308, 0.1968004567598459)\n",
      "Neur. T kernel (0.2116460679426834, 0.19129979942511766)\n",
      "Neur. T kernel (0.209763263800814, 0.18586040493684777)\n",
      "k = 386\n",
      "Dirich. kernel (0.074466757678984, 0.06223510931160978)\n",
      "Gaussi. kernel (0.07417325492246821, 0.06112213631644279)\n",
      "Neur. T kernel (0.07432781984680435, 0.06119724851159123)\n",
      "Neur. T kernel (0.07416638619205619, 0.06106063688625537)\n",
      "Neur. T kernel (0.07398598657976137, 0.060872343233127714)\n",
      "Neur. T kernel (0.07381828946219464, 0.06063009470531677)\n",
      "k = 387\n",
      "Dirich. kernel (0.08876248131955358, 0.04987457406999227)\n",
      "Gaussi. kernel (0.08805331588376297, 0.05078836799232336)\n",
      "Neur. T kernel (0.0882696835038122, 0.05132665322320111)\n",
      "Neur. T kernel (0.08818150114796974, 0.050890069636570445)\n",
      "Neur. T kernel (0.08808698183645211, 0.05083065420934504)\n",
      "Neur. T kernel (0.0880538680043361, 0.050732417320256774)\n",
      "k = 388\n",
      "Dirich. kernel (0.06584271638849434, 0.04025342270073281)\n",
      "Gaussi. kernel (0.06453770615174571, 0.0409525753865596)\n",
      "Neur. T kernel (0.06437782187943122, 0.041315605325436225)\n",
      "Neur. T kernel (0.0643321933974899, 0.0413136931470022)\n",
      "Neur. T kernel (0.06425781824930002, 0.04092784515993106)\n",
      "Neur. T kernel (0.06427560903297565, 0.04130251024190559)\n",
      "k = 389\n",
      "Dirich. kernel (0.06478327907177497, 0.04572737447959209)\n",
      "Gaussi. kernel (0.06356059020353814, 0.044210414785162876)\n",
      "Neur. T kernel (0.06333179332753242, 0.04431866215454423)\n",
      "Neur. T kernel (0.06301592899585746, 0.043961480496602666)\n",
      "Neur. T kernel (0.06268803281024375, 0.04355925497151382)\n",
      "Neur. T kernel (0.0624341343063595, 0.04318192521037951)\n",
      "k = 390\n",
      "Dirich. kernel (-0.0, 2.3587340721975945e-15)\n",
      "Gaussi. kernel (-0.0, 2.3587340721975945e-15)\n",
      "Neur. T kernel (-0.0, 2.3587340721975945e-15)\n",
      "Neur. T kernel (-0.0, 2.3587340721975945e-15)\n",
      "Neur. T kernel (-0.0, 2.3587340721975945e-15)\n",
      "Neur. T kernel (-0.0, 2.3587340721975945e-15)\n",
      "k = 391\n",
      "Dirich. kernel (0.18265512060435735, 0.20803554651617623)\n",
      "Gaussi. kernel (0.17465519185925843, 0.15607304238899303)\n",
      "Neur. T kernel (0.18734552469989268, 0.1777979877209298)\n",
      "Neur. T kernel (0.18456121124224614, 0.17410074752380708)\n",
      "Neur. T kernel (0.18215427795158354, 0.1691484204445906)\n",
      "Neur. T kernel (0.18113525285833912, 0.16694484606541407)\n",
      "k = 392\n",
      "Dirich. kernel (0.0808900623123926, 0.05590405219793849)\n",
      "Gaussi. kernel (0.07916111022663243, 0.052287372564541114)\n",
      "Neur. T kernel (0.07578623007864846, 0.05017554274103854)\n",
      "Neur. T kernel (0.07537110804188193, 0.04921807712104965)\n",
      "Neur. T kernel (0.0752828102972978, 0.0497949543768624)\n",
      "Neur. T kernel (0.07631605136085211, 0.05129451891296696)\n",
      "k = 393\n",
      "Dirich. kernel (0.07463472115973382, 0.03946880067125668)\n",
      "Gaussi. kernel (0.07657266415938477, 0.04201135826362005)\n",
      "Neur. T kernel (0.0756235681116661, 0.04107618381545737)\n",
      "Neur. T kernel (0.07527524908329868, 0.0404670820897165)\n",
      "Neur. T kernel (0.07493551792456939, 0.0398703388322331)\n",
      "Neur. T kernel (0.07468203288234597, 0.03942763659014066)\n",
      "k = 394\n",
      "Dirich. kernel (0.06449548863220417, 0.04153418884316978)\n",
      "Gaussi. kernel (0.06286124441701185, 0.04089056018138007)\n",
      "Neur. T kernel (0.06220606458549344, 0.03959616073755267)\n",
      "Neur. T kernel (0.062066400769960596, 0.039921208925414314)\n",
      "Neur. T kernel (0.06243074829876678, 0.040581664839331094)\n",
      "Neur. T kernel (0.06216597221341162, 0.039383914089102405)\n",
      "k = 395\n",
      "Dirich. kernel (0.22088587101155718, 0.21512975000233314)\n",
      "Gaussi. kernel (0.19923586240909516, 0.1772072604498471)\n",
      "Neur. T kernel (0.21416183376480885, 0.20262366828910147)\n",
      "Neur. T kernel (0.21130234172764367, 0.198273189848374)\n",
      "Neur. T kernel (0.20810038064145311, 0.1935279622843223)\n",
      "Neur. T kernel (0.20694497860286765, 0.19263250753647987)\n",
      "k = 396\n",
      "Dirich. kernel (0.06769571332827493, 0.06887274177006113)\n",
      "Gaussi. kernel (0.06883231560936567, 0.0679583846609641)\n",
      "Neur. T kernel (0.06854224391212241, 0.06860305548201794)\n",
      "Neur. T kernel (0.06868132861198813, 0.06812228461111601)\n",
      "Neur. T kernel (0.06884423199255012, 0.06869366901581775)\n",
      "Neur. T kernel (0.06892689821444549, 0.06835086100753669)\n",
      "k = 397\n",
      "Dirich. kernel (0.1090770174982989, 0.06776107725300871)\n",
      "Gaussi. kernel (0.104254193169754, 0.064738282223742)\n",
      "Neur. T kernel (0.10499481331530844, 0.06616810203629152)\n",
      "Neur. T kernel (0.10433460856061443, 0.06537252469507918)\n",
      "Neur. T kernel (0.1036670953961933, 0.06461222383711947)\n",
      "Neur. T kernel (0.10315683480145928, 0.06411138306115029)\n",
      "k = 398\n",
      "Dirich. kernel (0.06937526076387965, 0.04177530297121639)\n",
      "Gaussi. kernel (0.067648866064593, 0.040337426453965104)\n",
      "Neur. T kernel (0.06787677210029786, 0.03997316526818147)\n",
      "Neur. T kernel (0.06743636228187609, 0.0394765747121396)\n",
      "Neur. T kernel (0.06700388631886103, 0.03900156999407168)\n",
      "Neur. T kernel (0.06669989349264328, 0.03866386126577523)\n",
      "k = 399\n",
      "Dirich. kernel (0.07880711350117924, 0.05648139530976721)\n",
      "Gaussi. kernel (0.08023434031754058, 0.05409810863679667)\n",
      "Neur. T kernel (0.08048305191147967, 0.05204406523407825)\n",
      "Neur. T kernel (0.08055826273260165, 0.05314088273606258)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.08029702884700704, 0.05261874219556365)\n",
      "Neur. T kernel (0.08017706488994791, 0.05217241801813313)\n",
      "k = 400\n",
      "Dirich. kernel (0.06395503615056553, 0.05275040639422209)\n",
      "Gaussi. kernel (0.06320415531513376, 0.04855168263232784)\n",
      "Neur. T kernel (0.06312828743820427, 0.05117075546879511)\n",
      "Neur. T kernel (0.06321534234019158, 0.048958393205880815)\n",
      "Neur. T kernel (0.06304862783192543, 0.04872769494540876)\n",
      "Neur. T kernel (0.06286589103474939, 0.04855063067314926)\n",
      "k = 401\n",
      "Dirich. kernel (0.07537922062193221, 0.044596031895682314)\n",
      "Gaussi. kernel (0.0740149253821882, 0.04386130511365122)\n",
      "Neur. T kernel (0.07397073123812646, 0.04370170209512957)\n",
      "Neur. T kernel (0.07369718491077888, 0.04356262128094983)\n",
      "Neur. T kernel (0.07337411280474256, 0.043466637749736234)\n",
      "Neur. T kernel (0.07305457196720846, 0.0434348243451083)\n",
      "k = 402\n",
      "Dirich. kernel (0.06617404844314942, 0.05292565350951397)\n",
      "Gaussi. kernel (0.06439335242733968, 0.05208876032672517)\n",
      "Neur. T kernel (0.06483954958706821, 0.051910283156347645)\n",
      "Neur. T kernel (0.06482412761284481, 0.051898803008060095)\n",
      "Neur. T kernel (0.06480084010426099, 0.051858504427584495)\n",
      "Neur. T kernel (0.06476854622683295, 0.05176492455251475)\n",
      "k = 403\n",
      "Dirich. kernel (0.06431012869836256, 0.05360459608545393)\n",
      "Gaussi. kernel (0.06518071086200959, 0.03918324070864243)\n",
      "Neur. T kernel (0.06521021606769176, 0.03853042073407072)\n",
      "Neur. T kernel (0.06487457931015224, 0.03934004111620716)\n",
      "Neur. T kernel (0.0646908725235613, 0.03961325625994842)\n",
      "Neur. T kernel (0.06483252837835031, 0.039291618372972896)\n",
      "k = 404\n",
      "Dirich. kernel (0.07121905174566633, 0.04003387389019782)\n",
      "Gaussi. kernel (0.07046045580762898, 0.038010217319815055)\n",
      "Neur. T kernel (0.0697381901858102, 0.03941916021681773)\n",
      "Neur. T kernel (0.06963760545711477, 0.03890843290403443)\n",
      "Neur. T kernel (0.06936006650319955, 0.0388810027988311)\n",
      "Neur. T kernel (0.06916367746196912, 0.038949578182537054)\n",
      "k = 405\n",
      "Dirich. kernel (0.07471833271521859, 0.07832816705288448)\n",
      "Gaussi. kernel (0.0753082036679312, 0.06233118702706348)\n",
      "Neur. T kernel (0.07538784470863662, 0.05994396808723529)\n",
      "Neur. T kernel (0.0747524376926805, 0.06044017109315486)\n",
      "Neur. T kernel (0.07521556785034093, 0.06168941632845177)\n",
      "Neur. T kernel (0.07548289160191021, 0.06097651850758212)\n",
      "k = 406\n",
      "Dirich. kernel (0.0904597118720462, 0.06338543812503765)\n",
      "Gaussi. kernel (0.085118117101165, 0.05278664465241476)\n",
      "Neur. T kernel (0.08623101074108783, 0.05581907796018823)\n",
      "Neur. T kernel (0.08537532184963167, 0.055215511348696206)\n",
      "Neur. T kernel (0.08438022108085233, 0.054148518428916576)\n",
      "Neur. T kernel (0.08547065137086902, 0.054766403510616825)\n",
      "k = 407\n",
      "Dirich. kernel (0.069385420257742, 0.06639973394724491)\n",
      "Gaussi. kernel (0.07255497795095193, 0.04930844519664042)\n",
      "Neur. T kernel (0.07209995708776876, 0.047644038682661746)\n",
      "Neur. T kernel (0.07161511015581079, 0.0491908613084429)\n",
      "Neur. T kernel (0.0722501322243683, 0.0507259633209127)\n",
      "Neur. T kernel (0.07161012038351178, 0.047974350628270164)\n",
      "k = 408\n",
      "Dirich. kernel (0.07341320209908817, 0.04620448719361025)\n",
      "Gaussi. kernel (0.07369360683189374, 0.042868325205002424)\n",
      "Neur. T kernel (0.07379177457738288, 0.04442149392019258)\n",
      "Neur. T kernel (0.0737940869709059, 0.044417327249908226)\n",
      "Neur. T kernel (0.07380346111538602, 0.04441227606396604)\n",
      "Neur. T kernel (0.07379054332003251, 0.04285441962019278)\n",
      "k = 409\n",
      "Dirich. kernel (0.054288009400850754, 0.04215256716422597)\n",
      "Gaussi. kernel (0.0525648395365695, 0.042669747162033235)\n",
      "Neur. T kernel (0.05257740811102217, 0.04272204214878299)\n",
      "Neur. T kernel (0.052564306732547805, 0.042674595270468005)\n",
      "Neur. T kernel (0.05253804650199141, 0.04260331946913298)\n",
      "Neur. T kernel (0.052490510353953634, 0.042504114056597)\n",
      "k = 410\n",
      "Dirich. kernel (0.08199775313953306, 0.06358848013584215)\n",
      "Gaussi. kernel (0.08167447905499817, 0.06154469412969029)\n",
      "Neur. T kernel (0.08153361664747054, 0.0621530620921034)\n",
      "Neur. T kernel (0.08160239557987821, 0.062335991605286786)\n",
      "Neur. T kernel (0.08171266891616814, 0.06267296599426503)\n",
      "Neur. T kernel (0.08175573262652021, 0.0626291932976117)\n",
      "k = 411\n",
      "Dirich. kernel (0.19640324430854952, 0.19020178639594285)\n",
      "Gaussi. kernel (0.1694221725338825, 0.15577238416061798)\n",
      "Neur. T kernel (0.18856019883356895, 0.1682288045328529)\n",
      "Neur. T kernel (0.1863079561592343, 0.16482764213486703)\n",
      "Neur. T kernel (0.18367239292775356, 0.16262957751364612)\n",
      "Neur. T kernel (0.18329348361607284, 0.16393757825509028)\n",
      "k = 412\n",
      "Dirich. kernel (0.0837016102908297, 0.06274161551296699)\n",
      "Gaussi. kernel (0.08246332004428833, 0.05901619289616247)\n",
      "Neur. T kernel (0.08156481518870946, 0.06133498676871971)\n",
      "Neur. T kernel (0.08207052011438667, 0.06137196040826646)\n",
      "Neur. T kernel (0.08239479496446293, 0.06302756014978977)\n",
      "Neur. T kernel (0.08247121800561788, 0.0629987034576594)\n",
      "k = 413\n",
      "Dirich. kernel (0.07785759337734692, 0.05131016760571976)\n",
      "Gaussi. kernel (0.07941930452642139, 0.04932657920133105)\n",
      "Neur. T kernel (0.07908315960325844, 0.0509683931522755)\n",
      "Neur. T kernel (0.07908696354477211, 0.05095121434850567)\n",
      "Neur. T kernel (0.07909485939473992, 0.050916521695102517)\n",
      "Neur. T kernel (0.0791121010480135, 0.050852008280609484)\n",
      "k = 414\n",
      "Dirich. kernel (0.06274903765181461, 0.044098530224612756)\n",
      "Gaussi. kernel (0.061260276204561134, 0.04091454112017884)\n",
      "Neur. T kernel (0.06035766018813808, 0.042801381256768065)\n",
      "Neur. T kernel (0.059806238160904204, 0.04201977733231719)\n",
      "Neur. T kernel (0.059935062834255606, 0.04019265841349919)\n",
      "Neur. T kernel (0.05960814156288372, 0.039936371848388275)\n",
      "k = 415\n",
      "Dirich. kernel (0.18265512060435735, 0.20803554651617623)\n",
      "Gaussi. kernel (0.17465519185925843, 0.15607304238899303)\n",
      "Neur. T kernel (0.18734552469989268, 0.1777979877209298)\n",
      "Neur. T kernel (0.18456121124224614, 0.17410074752380708)\n",
      "Neur. T kernel (0.18215427795158354, 0.1691484204445906)\n",
      "Neur. T kernel (0.18113525285833912, 0.16694484606541407)\n",
      "k = 416\n",
      "Dirich. kernel (-0.0, 2.5750234342490797e-15)\n",
      "Gaussi. kernel (-0.0, 2.5750234342490797e-15)\n",
      "Neur. T kernel (-0.0, 2.5750234342490797e-15)\n",
      "Neur. T kernel (-0.0, 2.5750234342490797e-15)\n",
      "Neur. T kernel (-0.0, 2.5750234342490797e-15)\n",
      "Neur. T kernel (-0.0, 2.5750234342490797e-15)\n",
      "k = 417\n",
      "Dirich. kernel (0.207119168507721, 0.16554176007871446)\n",
      "Gaussi. kernel (0.171611432387112, 0.12833827583571666)\n",
      "Neur. T kernel (0.201005035474691, 0.15532402207578871)\n",
      "Neur. T kernel (0.19723023893881622, 0.15083781194202434)\n",
      "Neur. T kernel (0.1913909210105215, 0.14691225858592796)\n",
      "Neur. T kernel (0.18775185899661134, 0.14506216037458244)\n",
      "k = 418\n",
      "Dirich. kernel (0.08750690604913748, 0.05496013079446458)\n",
      "Gaussi. kernel (0.08620110148084258, 0.053796308569837734)\n",
      "Neur. T kernel (0.08713910368626021, 0.05453878505273076)\n",
      "Neur. T kernel (0.08685083939348634, 0.05390690495356761)\n",
      "Neur. T kernel (0.08657856553047912, 0.0532498683584596)\n",
      "Neur. T kernel (0.08638641815275656, 0.05269878614851529)\n",
      "k = 419\n",
      "Dirich. kernel (0.06682393350355847, 0.06351100908726368)\n",
      "Gaussi. kernel (0.06644936208295368, 0.05999246274015718)\n",
      "Neur. T kernel (0.06693625119792297, 0.06017604003962101)\n",
      "Neur. T kernel (0.06669832597073812, 0.05984174001504395)\n",
      "Neur. T kernel (0.06645660571981185, 0.05946228745351293)\n",
      "Neur. T kernel (0.06629057678032264, 0.05911256925969521)\n",
      "k = 420\n",
      "Dirich. kernel (0.07159636510437395, 0.06601223954261744)\n",
      "Gaussi. kernel (0.07314739230392271, 0.06404630482952293)\n",
      "Neur. T kernel (0.07345168043596165, 0.06242839318264289)\n",
      "Neur. T kernel (0.07287641673667958, 0.06387491654724863)\n",
      "Neur. T kernel (0.07245429001351544, 0.06417897963890187)\n",
      "Neur. T kernel (0.07279753194458911, 0.06451878712043885)\n",
      "k = 421\n",
      "Dirich. kernel (0.20004142220616847, 0.1870396767080761)\n",
      "Gaussi. kernel (0.1772678666360101, 0.15050027584478268)\n",
      "Neur. T kernel (0.18894987064111815, 0.17497343865757994)\n",
      "Neur. T kernel (0.1843578258451353, 0.1728889064605548)\n",
      "Neur. T kernel (0.1809422211464096, 0.17245063695178378)\n",
      "Neur. T kernel (0.17644894119539764, 0.1699541301064482)\n",
      "k = 422\n",
      "Dirich. kernel (0.08408573392345138, 0.06466173250294127)\n",
      "Gaussi. kernel (0.08693533722794003, 0.05902313574134264)\n",
      "Neur. T kernel (0.08974480357905171, 0.05981942689762182)\n",
      "Neur. T kernel (0.08940993878854128, 0.0591646671758353)\n",
      "Neur. T kernel (0.08853608207097538, 0.05922088161056378)\n",
      "Neur. T kernel (0.08786192501653989, 0.06022989204442905)\n",
      "k = 423\n",
      "Dirich. kernel (0.08162094079767654, 0.05701894226546925)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.08048477824089639, 0.05581828193119304)\n",
      "Neur. T kernel (0.08070373171552958, 0.055549741274528594)\n",
      "Neur. T kernel (0.08060786762586065, 0.05537675616001189)\n",
      "Neur. T kernel (0.08051178015919427, 0.05522860606695204)\n",
      "Neur. T kernel (0.08041765722209374, 0.055122007029600024)\n",
      "k = 424\n",
      "Dirich. kernel (0.07446069717955821, 0.054924863990581246)\n",
      "Gaussi. kernel (0.075256268020719, 0.049358093369263)\n",
      "Neur. T kernel (0.07470467522615036, 0.04836418054861082)\n",
      "Neur. T kernel (0.07474675728281983, 0.04852529297136835)\n",
      "Neur. T kernel (0.07488422790474061, 0.048719703983702886)\n",
      "Neur. T kernel (0.07493904075370078, 0.04711568013661936)\n",
      "k = 425\n",
      "Dirich. kernel (0.07878622906961817, 0.05635344341743829)\n",
      "Gaussi. kernel (0.07809777537207561, 0.05528871507570196)\n",
      "Neur. T kernel (0.07799320090358844, 0.05960484233255116)\n",
      "Neur. T kernel (0.07795710930090786, 0.055671771677266904)\n",
      "Neur. T kernel (0.07766885736386528, 0.05558343932386055)\n",
      "Neur. T kernel (0.07744580177123438, 0.05555012423838785)\n",
      "k = 426\n",
      "Dirich. kernel (0.07177343587551197, 0.044908481111899545)\n",
      "Gaussi. kernel (0.07136007539331142, 0.045229995161557394)\n",
      "Neur. T kernel (0.07125427529741907, 0.04478060654298592)\n",
      "Neur. T kernel (0.07123390791240375, 0.044641888207394745)\n",
      "Neur. T kernel (0.07122004485721498, 0.04445073453945278)\n",
      "Neur. T kernel (0.07117171528313511, 0.045062184440090004)\n",
      "k = 427\n",
      "Dirich. kernel (0.06465635636556528, 0.07254674508792636)\n",
      "Gaussi. kernel (0.06422096163390463, 0.07238337290815633)\n",
      "Neur. T kernel (0.0643158288391834, 0.07221874084878242)\n",
      "Neur. T kernel (0.06431240248833614, 0.07251784109924891)\n",
      "Neur. T kernel (0.06431378519738282, 0.07244297917381444)\n",
      "Neur. T kernel (0.06431101186991006, 0.07250233527298756)\n",
      "k = 428\n",
      "Dirich. kernel (0.06973272347142997, 0.04834577974108284)\n",
      "Gaussi. kernel (0.06898861192274539, 0.048888550756738265)\n",
      "Neur. T kernel (0.06888031441996252, 0.05061634250622461)\n",
      "Neur. T kernel (0.0683844659294686, 0.05026444631063992)\n",
      "Neur. T kernel (0.06852712970111788, 0.049520505226614185)\n",
      "Neur. T kernel (0.0686419278873671, 0.04905328870399469)\n",
      "k = 429\n",
      "Dirich. kernel (0.07750043287938511, 0.057170623084705476)\n",
      "Gaussi. kernel (0.07612294132585426, 0.055662405853015365)\n",
      "Neur. T kernel (0.07610305333686539, 0.057935801962195485)\n",
      "Neur. T kernel (0.07603704882232303, 0.05653879115704956)\n",
      "Neur. T kernel (0.07600787796562924, 0.0572059101643529)\n",
      "Neur. T kernel (0.07603052891557316, 0.05722537201609006)\n",
      "k = 430\n",
      "Dirich. kernel (0.06430755286508852, 0.05223118893979659)\n",
      "Gaussi. kernel (0.0644500427707547, 0.04940107134794513)\n",
      "Neur. T kernel (0.063697645481884, 0.04749323538847416)\n",
      "Neur. T kernel (0.06366482203674424, 0.04703700132999108)\n",
      "Neur. T kernel (0.0636461980858549, 0.046589102512201344)\n",
      "Neur. T kernel (0.06363658638302724, 0.04626235704563829)\n",
      "k = 431\n",
      "Dirich. kernel (0.07093850646549535, 0.04859423945306823)\n",
      "Gaussi. kernel (0.07005928230233247, 0.050478844366610334)\n",
      "Neur. T kernel (0.07076583159074294, 0.04972187227960425)\n",
      "Neur. T kernel (0.0705981119210479, 0.04981903914617662)\n",
      "Neur. T kernel (0.0704075266626624, 0.04993191576163005)\n",
      "Neur. T kernel (0.07022004584518837, 0.049993052915808966)\n",
      "k = 432\n",
      "Dirich. kernel (0.08252857681205378, 0.06277874096271482)\n",
      "Gaussi. kernel (0.08090729278491804, 0.06067043765718901)\n",
      "Neur. T kernel (0.08162334963041887, 0.06224867015792618)\n",
      "Neur. T kernel (0.08074180552316765, 0.062205621210257425)\n",
      "Neur. T kernel (0.0804580861284451, 0.06451579919436899)\n",
      "Neur. T kernel (0.08000388538250536, 0.060383824406482656)\n",
      "k = 433\n",
      "Dirich. kernel (0.08222576662228893, 0.06508213477171514)\n",
      "Gaussi. kernel (0.08000110544152725, 0.06450629914238032)\n",
      "Neur. T kernel (0.08149927920104334, 0.06458749423414181)\n",
      "Neur. T kernel (0.08095299807555434, 0.06518983009061473)\n",
      "Neur. T kernel (0.08007263740563692, 0.06551407680074464)\n",
      "Neur. T kernel (0.0799537794503666, 0.06443619378942529)\n",
      "k = 434\n",
      "Dirich. kernel (0.05796728531319599, 0.05566451405495059)\n",
      "Gaussi. kernel (0.05666967624165724, 0.05654356642664014)\n",
      "Neur. T kernel (0.0570786623762401, 0.0554165534117822)\n",
      "Neur. T kernel (0.05690122003395933, 0.05645478517806484)\n",
      "Neur. T kernel (0.05661756323448214, 0.05683946928050772)\n",
      "Neur. T kernel (0.056582795985217406, 0.05462762540298089)\n",
      "k = 435\n",
      "Dirich. kernel (0.07494337223356044, 0.05616840472885315)\n",
      "Gaussi. kernel (0.075235246710634, 0.0559129586707253)\n",
      "Neur. T kernel (0.07402763084608344, 0.05411428631055525)\n",
      "Neur. T kernel (0.07442500010816616, 0.05467707368599944)\n",
      "Neur. T kernel (0.07470335354929604, 0.0556679207039243)\n",
      "Neur. T kernel (0.07424401447097198, 0.05353083969066734)\n",
      "k = 436\n",
      "Dirich. kernel (0.07486643415371849, 0.05788685631264982)\n",
      "Gaussi. kernel (0.07193787220879638, 0.055852524102279956)\n",
      "Neur. T kernel (0.07307270492470494, 0.05598242191185703)\n",
      "Neur. T kernel (0.07240912930377982, 0.05551428062188877)\n",
      "Neur. T kernel (0.07263553752249578, 0.05456865034255159)\n",
      "Neur. T kernel (0.07234252272238184, 0.054245212317460524)\n",
      "k = 437\n",
      "Dirich. kernel (0.14282477171690786, 0.17288915509560168)\n",
      "Gaussi. kernel (0.13533678355656642, 0.15442638417069793)\n",
      "Neur. T kernel (0.14184089137656297, 0.16493810588757407)\n",
      "Neur. T kernel (0.14074199477239616, 0.1638533839429161)\n",
      "Neur. T kernel (0.13802894669875126, 0.1578109586461546)\n",
      "Neur. T kernel (0.13598027041248928, 0.15876814100404602)\n",
      "k = 438\n",
      "Dirich. kernel (0.06519028806607403, 0.08341477686768001)\n",
      "Gaussi. kernel (0.0699505631286643, 0.07292884803610994)\n",
      "Neur. T kernel (0.07048969014031035, 0.07404954530258674)\n",
      "Neur. T kernel (0.07052683916211934, 0.07341067297021234)\n",
      "Neur. T kernel (0.07062331479695652, 0.07265709505450917)\n",
      "Neur. T kernel (0.07075907975903752, 0.07269338546863256)\n",
      "k = 439\n",
      "Dirich. kernel (0.07905107385694413, 0.0633187639118944)\n",
      "Gaussi. kernel (0.0792769930051758, 0.0596424488594059)\n",
      "Neur. T kernel (0.0781704925613029, 0.058559605117461055)\n",
      "Neur. T kernel (0.07789843207585685, 0.05807850180024033)\n",
      "Neur. T kernel (0.07765789491069477, 0.05853938504622346)\n",
      "Neur. T kernel (0.07847699781825675, 0.060137544119031154)\n",
      "k = 440\n",
      "Dirich. kernel (0.0808900623123926, 0.05590405219793849)\n",
      "Gaussi. kernel (0.07916111022663243, 0.052287372564541114)\n",
      "Neur. T kernel (0.07578623007864846, 0.05017554274103854)\n",
      "Neur. T kernel (0.07537110804188193, 0.04921807712104965)\n",
      "Neur. T kernel (0.0752828102972978, 0.0497949543768624)\n",
      "Neur. T kernel (0.07631605136085211, 0.05129451891296696)\n",
      "k = 441\n",
      "Dirich. kernel (0.207119168507721, 0.16554176007871446)\n",
      "Gaussi. kernel (0.171611432387112, 0.12833827583571666)\n",
      "Neur. T kernel (0.201005035474691, 0.15532402207578871)\n",
      "Neur. T kernel (0.19723023893881622, 0.15083781194202434)\n",
      "Neur. T kernel (0.1913909210105215, 0.14691225858592796)\n",
      "Neur. T kernel (0.18775185899661134, 0.14506216037458244)\n",
      "k = 442\n",
      "Dirich. kernel (-0.0, 2.774447116404799e-15)\n",
      "Gaussi. kernel (-0.0, 2.774447116404799e-15)\n",
      "Neur. T kernel (-0.0, 2.774447116404799e-15)\n",
      "Neur. T kernel (-0.0, 2.774447116404799e-15)\n",
      "Neur. T kernel (-0.0, 2.774447116404799e-15)\n",
      "Neur. T kernel (-0.0, 2.774447116404799e-15)\n",
      "k = 443\n",
      "Dirich. kernel (0.16854300825802432, 0.18157454099484605)\n",
      "Gaussi. kernel (0.151525872783068, 0.14983736900736394)\n",
      "Neur. T kernel (0.16164946374886638, 0.15699297873869827)\n",
      "Neur. T kernel (0.1587704117767596, 0.15435493025972508)\n",
      "Neur. T kernel (0.15640215255700507, 0.1532207687343943)\n",
      "Neur. T kernel (0.15703719917525327, 0.1566237337311652)\n",
      "k = 444\n",
      "Dirich. kernel (0.06471130085667905, 0.0787375538977051)\n",
      "Gaussi. kernel (0.06323644674903332, 0.07740882977906234)\n",
      "Neur. T kernel (0.06379658964574346, 0.08046185879809424)\n",
      "Neur. T kernel (0.06357453649864789, 0.07778668213017495)\n",
      "Neur. T kernel (0.06328879924608713, 0.08276350113682406)\n",
      "Neur. T kernel (0.06316855426259285, 0.07727463533536252)\n",
      "k = 445\n",
      "Dirich. kernel (0.07948718787471684, 0.07705093652808342)\n",
      "Gaussi. kernel (0.08054108242402971, 0.07568665613429605)\n",
      "Neur. T kernel (0.08055504283616963, 0.07604537167751041)\n",
      "Neur. T kernel (0.08051003211318587, 0.07601873448973112)\n",
      "Neur. T kernel (0.08043577100017349, 0.0760165933154647)\n",
      "Neur. T kernel (0.08032379430308587, 0.07607952379986672)\n",
      "k = 446\n",
      "Dirich. kernel (0.08844255775993018, 0.06214943829952389)\n",
      "Gaussi. kernel (0.09021451958698337, 0.060017181841679285)\n",
      "Neur. T kernel (0.09058911077855628, 0.06171396080043439)\n",
      "Neur. T kernel (0.09049263617627924, 0.06152167946861466)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.0903663017632017, 0.06129426266280682)\n",
      "Neur. T kernel (0.09021488608006989, 0.060190876591401966)\n",
      "k = 447\n",
      "Dirich. kernel (0.1765634924425888, 0.23538738780182195)\n",
      "Gaussi. kernel (0.18758490218735652, 0.17343206602133354)\n",
      "Neur. T kernel (0.20341065348146642, 0.19103140222861695)\n",
      "Neur. T kernel (0.20046514723530198, 0.1856070912942038)\n",
      "Neur. T kernel (0.19877319893112397, 0.18213375920667746)\n",
      "Neur. T kernel (0.19800406302139492, 0.18226436558024434)\n",
      "k = 448\n",
      "Dirich. kernel (0.08913653447837577, 0.07797553254365011)\n",
      "Gaussi. kernel (0.08695553390318551, 0.07909475422522495)\n",
      "Neur. T kernel (0.0871738136219421, 0.07816442810055914)\n",
      "Neur. T kernel (0.08648943155691396, 0.07816671650116076)\n",
      "Neur. T kernel (0.0869347730648545, 0.07852434465460703)\n",
      "Neur. T kernel (0.0870313646759623, 0.07714469666280982)\n",
      "k = 449\n",
      "Dirich. kernel (0.08968246121238892, 0.09215732415837771)\n",
      "Gaussi. kernel (0.08894542940450065, 0.08251949487445097)\n",
      "Neur. T kernel (0.08996209053050083, 0.08159469543130324)\n",
      "Neur. T kernel (0.08939013944359461, 0.0815203847618377)\n",
      "Neur. T kernel (0.08931762322075684, 0.08269097404599786)\n",
      "Neur. T kernel (0.08951078992960498, 0.08351470007947132)\n",
      "k = 450\n",
      "Dirich. kernel (0.060065211211081625, 0.052440065539268624)\n",
      "Gaussi. kernel (0.0679215937261625, 0.04582121869649657)\n",
      "Neur. T kernel (0.06794704591473896, 0.04523098636766769)\n",
      "Neur. T kernel (0.06792723797015003, 0.045519123253328686)\n",
      "Neur. T kernel (0.06788818331802528, 0.045481043942578965)\n",
      "Neur. T kernel (0.06784196048059274, 0.04566740790287029)\n",
      "k = 451\n",
      "Dirich. kernel (0.07157782812283589, 0.04397890969157896)\n",
      "Gaussi. kernel (0.0713408815069473, 0.044556827698865265)\n",
      "Neur. T kernel (0.07133607311728082, 0.044932903893259026)\n",
      "Neur. T kernel (0.07133846361744348, 0.045080452222217196)\n",
      "Neur. T kernel (0.07133254704510576, 0.044867634249735375)\n",
      "Neur. T kernel (0.07130965456424136, 0.04489246321649942)\n",
      "k = 452\n",
      "Dirich. kernel (0.065096229117347, 0.05111730651448935)\n",
      "Gaussi. kernel (0.06564406153320705, 0.04845814294212957)\n",
      "Neur. T kernel (0.06583692057860839, 0.049799677577539316)\n",
      "Neur. T kernel (0.06584599057583188, 0.04978880411478776)\n",
      "Neur. T kernel (0.06586984188565623, 0.04977503990043075)\n",
      "Neur. T kernel (0.0652812366313982, 0.04774481113882711)\n",
      "k = 453\n",
      "Dirich. kernel (0.07609956128160489, 0.05140839336805996)\n",
      "Gaussi. kernel (0.07372942811061448, 0.048888311501272846)\n",
      "Neur. T kernel (0.0750248203201278, 0.050483431073312345)\n",
      "Neur. T kernel (0.07476383995650975, 0.05061677421435802)\n",
      "Neur. T kernel (0.07403662430623828, 0.04879757863041495)\n",
      "Neur. T kernel (0.07421046024354627, 0.0508260791769657)\n",
      "k = 454\n",
      "Dirich. kernel (0.06464336427402656, 0.05404055274432468)\n",
      "Gaussi. kernel (0.062140057315812666, 0.05320645124765898)\n",
      "Neur. T kernel (0.06267902125660214, 0.05376969570102335)\n",
      "Neur. T kernel (0.062347308533435154, 0.05372820758431336)\n",
      "Neur. T kernel (0.06202247080977154, 0.05369593326097351)\n",
      "Neur. T kernel (0.061799310691420715, 0.05365695728897492)\n",
      "k = 455\n",
      "Dirich. kernel (0.06598070906043528, 0.058678031327515555)\n",
      "Gaussi. kernel (0.07409476081564144, 0.04030273702702543)\n",
      "Neur. T kernel (0.07447570240562984, 0.0396297403473463)\n",
      "Neur. T kernel (0.07436121189916838, 0.03964274716173241)\n",
      "Neur. T kernel (0.07427833830594813, 0.03971161863906533)\n",
      "Neur. T kernel (0.07425544989508572, 0.039812381604875276)\n",
      "k = 456\n",
      "Dirich. kernel (0.07601088103723828, 0.04184601964654634)\n",
      "Gaussi. kernel (0.07586832189148446, 0.04139574949347094)\n",
      "Neur. T kernel (0.0752626922651723, 0.04076758757593743)\n",
      "Neur. T kernel (0.07489870913129318, 0.03963104229326111)\n",
      "Neur. T kernel (0.07461256562499269, 0.03753436556023651)\n",
      "Neur. T kernel (0.07425804660881427, 0.03796995200404363)\n",
      "k = 457\n",
      "Dirich. kernel (0.07696677342910661, 0.05593841343641789)\n",
      "Gaussi. kernel (0.07639264144336916, 0.05521598582473528)\n",
      "Neur. T kernel (0.0749962931371114, 0.055884505366552505)\n",
      "Neur. T kernel (0.07464918794394369, 0.056851864968734275)\n",
      "Neur. T kernel (0.07533619188732524, 0.05668389392407492)\n",
      "Neur. T kernel (0.07587802899376572, 0.05417103938899747)\n",
      "k = 458\n",
      "Dirich. kernel (0.07601927275601433, 0.06428615291172367)\n",
      "Gaussi. kernel (0.07475575736708895, 0.06167440648994468)\n",
      "Neur. T kernel (0.0755405560720291, 0.06052398879938316)\n",
      "Neur. T kernel (0.07494005024581851, 0.060670911560187835)\n",
      "Neur. T kernel (0.07510684929513653, 0.06128112666153248)\n",
      "Neur. T kernel (0.07520013932495605, 0.062073728892786395)\n",
      "k = 459\n",
      "Dirich. kernel (0.07297244520726624, 0.07214653030309862)\n",
      "Gaussi. kernel (0.07163516882465765, 0.07207377326703275)\n",
      "Neur. T kernel (0.07228246594150681, 0.07275596732645835)\n",
      "Neur. T kernel (0.07129469037150467, 0.07265913618505641)\n",
      "Neur. T kernel (0.07143406032959228, 0.0724961841308577)\n",
      "Neur. T kernel (0.071528862198728, 0.07268115196198562)\n",
      "k = 460\n",
      "Dirich. kernel (0.06273859483699598, 0.04821354221828538)\n",
      "Gaussi. kernel (0.06291079363430244, 0.047624938857516654)\n",
      "Neur. T kernel (0.06304635305922959, 0.04783389867322323)\n",
      "Neur. T kernel (0.06304976657066791, 0.047833619101356716)\n",
      "Neur. T kernel (0.06294313104958794, 0.04744465490631018)\n",
      "Neur. T kernel (0.06283617534679838, 0.047447729611505327)\n",
      "k = 461\n",
      "Dirich. kernel (0.07539409051612281, 0.05693655147141239)\n",
      "Gaussi. kernel (0.0754187400103438, 0.057307907710868154)\n",
      "Neur. T kernel (0.07572953501220119, 0.05795678881941598)\n",
      "Neur. T kernel (0.07548660047779869, 0.05786621243502657)\n",
      "Neur. T kernel (0.07526512910845348, 0.057802998835827936)\n",
      "Neur. T kernel (0.0751270212145749, 0.05776779820298706)\n",
      "k = 462\n",
      "Dirich. kernel (0.09275798194907371, 0.07022807110526617)\n",
      "Gaussi. kernel (0.089621838145743, 0.06902481216051659)\n",
      "Neur. T kernel (0.08856832415530944, 0.06843410884810673)\n",
      "Neur. T kernel (0.08848636870833644, 0.06958134436573014)\n",
      "Neur. T kernel (0.08901584704538176, 0.06869408021314131)\n",
      "Neur. T kernel (0.0884215003488987, 0.06834298068186986)\n",
      "k = 463\n",
      "Dirich. kernel (0.19166466195792847, 0.20773883750747463)\n",
      "Gaussi. kernel (0.15989877038578573, 0.14557230310763636)\n",
      "Neur. T kernel (0.19399844589613346, 0.17310028700333527)\n",
      "Neur. T kernel (0.18922079023671468, 0.17364198779435602)\n",
      "Neur. T kernel (0.1814378345817264, 0.17002664093585015)\n",
      "Neur. T kernel (0.17540124503043403, 0.16278816374587335)\n",
      "k = 464\n",
      "Dirich. kernel (0.07584515046358863, 0.06535309552421631)\n",
      "Gaussi. kernel (0.07836401617072215, 0.06467001063407284)\n",
      "Neur. T kernel (0.07796716849085858, 0.06333541455537316)\n",
      "Neur. T kernel (0.07786380387830684, 0.0626831105613315)\n",
      "Neur. T kernel (0.07745275356615108, 0.0629411239583644)\n",
      "Neur. T kernel (0.07746650857754592, 0.06372023528983939)\n",
      "k = 465\n",
      "Dirich. kernel (0.07463472115973382, 0.03946880067125668)\n",
      "Gaussi. kernel (0.07657266415938477, 0.04201135826362005)\n",
      "Neur. T kernel (0.0756235681116661, 0.04107618381545737)\n",
      "Neur. T kernel (0.07527524908329868, 0.0404670820897165)\n",
      "Neur. T kernel (0.07493551792456939, 0.0398703388322331)\n",
      "Neur. T kernel (0.07468203288234597, 0.03942763659014066)\n",
      "k = 466\n",
      "Dirich. kernel (0.08750690604913748, 0.05496013079446458)\n",
      "Gaussi. kernel (0.08620110148084258, 0.053796308569837734)\n",
      "Neur. T kernel (0.08713910368626021, 0.05453878505273076)\n",
      "Neur. T kernel (0.08685083939348634, 0.05390690495356761)\n",
      "Neur. T kernel (0.08657856553047912, 0.0532498683584596)\n",
      "Neur. T kernel (0.08638641815275656, 0.05269878614851529)\n",
      "k = 467\n",
      "Dirich. kernel (0.16854300825802432, 0.18157454099484605)\n",
      "Gaussi. kernel (0.151525872783068, 0.14983736900736394)\n",
      "Neur. T kernel (0.16164946374886638, 0.15699297873869827)\n",
      "Neur. T kernel (0.1587704117767596, 0.15435493025972508)\n",
      "Neur. T kernel (0.15640215255700507, 0.1532207687343943)\n",
      "Neur. T kernel (0.15703719917525327, 0.1566237337311652)\n",
      "k = 468\n",
      "Dirich. kernel (-0.0, 2.788572169311367e-15)\n",
      "Gaussi. kernel (-0.0, 2.788572169311367e-15)\n",
      "Neur. T kernel (-0.0, 2.788572169311367e-15)\n",
      "Neur. T kernel (-0.0, 2.788572169311367e-15)\n",
      "Neur. T kernel (-0.0, 2.788572169311367e-15)\n",
      "Neur. T kernel (-0.0, 2.788572169311367e-15)\n",
      "k = 469\n",
      "Dirich. kernel (0.1653420235930633, 0.22114652668277504)\n",
      "Gaussi. kernel (0.15266288810855938, 0.18836314501603382)\n",
      "Neur. T kernel (0.1651238720661194, 0.20658238175930618)\n",
      "Neur. T kernel (0.16244997572801406, 0.19349406522795118)\n",
      "Neur. T kernel (0.1584415696324236, 0.18889675757758906)\n",
      "Neur. T kernel (0.15679983857006752, 0.1895283366388073)\n",
      "k = 470\n",
      "Dirich. kernel (0.06669223695598094, 0.04708831787408651)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.0701648161765698, 0.04720734600982501)\n",
      "Neur. T kernel (0.07017521630814713, 0.048423978378538936)\n",
      "Neur. T kernel (0.0703656757755675, 0.04836869385683115)\n",
      "Neur. T kernel (0.07007400479600989, 0.0475871133262676)\n",
      "Neur. T kernel (0.0704217794688949, 0.047363831995260175)\n",
      "k = 471\n",
      "Dirich. kernel (0.09665779205404001, 0.05841196144603033)\n",
      "Gaussi. kernel (0.09541246214058453, 0.06102373642136152)\n",
      "Neur. T kernel (0.0961286290572516, 0.06312231647811171)\n",
      "Neur. T kernel (0.09609204339869304, 0.06062904933131197)\n",
      "Neur. T kernel (0.09549781041020029, 0.06259946671583218)\n",
      "Neur. T kernel (0.09538404951632504, 0.0602285881734361)\n",
      "k = 472\n",
      "Dirich. kernel (0.09047353096409254, 0.07812447063701272)\n",
      "Gaussi. kernel (0.0910890882473941, 0.08130188266266081)\n",
      "Neur. T kernel (0.09165759696014966, 0.08244490153163944)\n",
      "Neur. T kernel (0.09142178661893796, 0.08197325189110635)\n",
      "Neur. T kernel (0.09066183694926572, 0.07782137076775986)\n",
      "Neur. T kernel (0.09083227664732456, 0.08103383103197603)\n",
      "k = 473\n",
      "Dirich. kernel (0.21863742171455156, 0.24843360080591925)\n",
      "Gaussi. kernel (0.1934699256935412, 0.16006002087022655)\n",
      "Neur. T kernel (0.21587031420119226, 0.1834307559862118)\n",
      "Neur. T kernel (0.21418693760424584, 0.18153066572282076)\n",
      "Neur. T kernel (0.2102940558225248, 0.1736135214144877)\n",
      "Neur. T kernel (0.2066212557605398, 0.17197792861307556)\n",
      "k = 474\n",
      "Dirich. kernel (0.07960944677043637, 0.045534336102596225)\n",
      "Gaussi. kernel (0.07724219162398935, 0.04561419962582157)\n",
      "Neur. T kernel (0.07742720170113807, 0.04486608987409218)\n",
      "Neur. T kernel (0.07723701226093357, 0.04453618447907848)\n",
      "Neur. T kernel (0.07705530864210824, 0.044158954443461185)\n",
      "Neur. T kernel (0.07693022143227217, 0.043786302519895536)\n",
      "k = 475\n",
      "Dirich. kernel (0.06870145985101916, 0.04555742994684538)\n",
      "Gaussi. kernel (0.06877933698270138, 0.04526297794470481)\n",
      "Neur. T kernel (0.0688962179946986, 0.04609701700483184)\n",
      "Neur. T kernel (0.06891428144760037, 0.04606472865708975)\n",
      "Neur. T kernel (0.06883888189144827, 0.044740705165527146)\n",
      "Neur. T kernel (0.06875850469942602, 0.04489804273022613)\n",
      "k = 476\n",
      "Dirich. kernel (0.06215618996891483, 0.04187084047738783)\n",
      "Gaussi. kernel (0.06133528591706128, 0.04252491317369748)\n",
      "Neur. T kernel (0.06108560988383564, 0.04220481310844341)\n",
      "Neur. T kernel (0.06094830245045596, 0.04223390749980167)\n",
      "Neur. T kernel (0.06081062590612929, 0.04227937003146223)\n",
      "Neur. T kernel (0.06070244021944465, 0.042312188334235085)\n",
      "k = 477\n",
      "Dirich. kernel (0.06045601384623438, 0.06405137599058347)\n",
      "Gaussi. kernel (0.05840991661928493, 0.0643273430702891)\n",
      "Neur. T kernel (0.05842202708313103, 0.06424981793136936)\n",
      "Neur. T kernel (0.05843425277183116, 0.06424275554091849)\n",
      "Neur. T kernel (0.05844508486305864, 0.06422419832087554)\n",
      "Neur. T kernel (0.058448391049127246, 0.06418662101477586)\n",
      "k = 478\n",
      "Dirich. kernel (0.07471600537678139, 0.05462881438621416)\n",
      "Gaussi. kernel (0.07415706962573633, 0.0555482559947173)\n",
      "Neur. T kernel (0.07684492364910192, 0.06043569306188212)\n",
      "Neur. T kernel (0.07542280942852866, 0.05543602487367903)\n",
      "Neur. T kernel (0.07448456468216577, 0.05610596052103558)\n",
      "Neur. T kernel (0.07466855500562675, 0.055995705048143794)\n",
      "k = 479\n",
      "Dirich. kernel (0.09611651378780482, 0.08606548490282054)\n",
      "Gaussi. kernel (0.0948534174105661, 0.08638343665478035)\n",
      "Neur. T kernel (0.09485788324673809, 0.0864572641986564)\n",
      "Neur. T kernel (0.09483611688789743, 0.08641693562057232)\n",
      "Neur. T kernel (0.0947980231317076, 0.08637628832989339)\n",
      "Neur. T kernel (0.09473611178508148, 0.08635403523797408)\n",
      "k = 480\n",
      "Dirich. kernel (0.06562772384305052, 0.03804211140046559)\n",
      "Gaussi. kernel (0.06481800367917837, 0.038178646986130244)\n",
      "Neur. T kernel (0.0652598254414634, 0.0379323069662586)\n",
      "Neur. T kernel (0.06520202828064345, 0.03795400883732914)\n",
      "Neur. T kernel (0.06516181430875574, 0.03800477342630181)\n",
      "Neur. T kernel (0.06515366083544047, 0.03806251853036309)\n",
      "k = 481\n",
      "Dirich. kernel (0.07159988217306099, 0.04822346109288368)\n",
      "Gaussi. kernel (0.0705481633948846, 0.0484583275897933)\n",
      "Neur. T kernel (0.07055983500041241, 0.04842421408863935)\n",
      "Neur. T kernel (0.0705461351418351, 0.04838894545458689)\n",
      "Neur. T kernel (0.07052378755279616, 0.04834051530212311)\n",
      "Neur. T kernel (0.07049091213564236, 0.048280910374497596)\n",
      "k = 482\n",
      "Dirich. kernel (0.06994758016578224, 0.0486489802657875)\n",
      "Gaussi. kernel (0.06820927008558522, 0.0478935679903982)\n",
      "Neur. T kernel (0.06832152320182712, 0.048535125984151675)\n",
      "Neur. T kernel (0.06829979159583219, 0.04868026364306927)\n",
      "Neur. T kernel (0.06827010841783168, 0.04856313557531193)\n",
      "Neur. T kernel (0.06823180057323629, 0.048417319997958716)\n",
      "k = 483\n",
      "Dirich. kernel (0.07824832461586533, 0.0851588548869)\n",
      "Gaussi. kernel (0.0777504847892333, 0.08335584402097611)\n",
      "Neur. T kernel (0.07868800813605165, 0.08367919733120065)\n",
      "Neur. T kernel (0.07821875953791727, 0.08334301633175323)\n",
      "Neur. T kernel (0.07774277596764662, 0.08301308112156398)\n",
      "Neur. T kernel (0.07737711349012032, 0.08277014335144992)\n",
      "k = 484\n",
      "Dirich. kernel (0.09549374963628862, 0.07614283887610337)\n",
      "Gaussi. kernel (0.08932873314368868, 0.07520081354036773)\n",
      "Neur. T kernel (0.09042674697301557, 0.07392282231029167)\n",
      "Neur. T kernel (0.08820157645590274, 0.0747037710444056)\n",
      "Neur. T kernel (0.08818204555585867, 0.07503729405262134)\n",
      "Neur. T kernel (0.08908837976104843, 0.07393995801739925)\n",
      "k = 485\n",
      "Dirich. kernel (0.06907557302931427, 0.05225577543884721)\n",
      "Gaussi. kernel (0.06948753273271806, 0.05033224578607522)\n",
      "Neur. T kernel (0.0707104854005324, 0.05139688030871404)\n",
      "Neur. T kernel (0.07068856918648932, 0.05128797608900155)\n",
      "Neur. T kernel (0.07048751824873187, 0.05057461932625351)\n",
      "Neur. T kernel (0.07027303832030056, 0.05059926220276826)\n",
      "k = 486\n",
      "Dirich. kernel (0.06609057780345695, 0.05587814698012676)\n",
      "Gaussi. kernel (0.06525574869875422, 0.061274513396200235)\n",
      "Neur. T kernel (0.06523161662082572, 0.06046313507779372)\n",
      "Neur. T kernel (0.06524121827788117, 0.06075313388608598)\n",
      "Neur. T kernel (0.06524142714917289, 0.060672793071064116)\n",
      "Neur. T kernel (0.06524529280293016, 0.0606206481216814)\n",
      "k = 487\n",
      "Dirich. kernel (0.07005347438900203, 0.06437685843621059)\n",
      "Gaussi. kernel (0.06762692913990753, 0.061509175793199734)\n",
      "Neur. T kernel (0.0682637178414368, 0.06560574040387829)\n",
      "Neur. T kernel (0.06820948037321356, 0.06167872715614764)\n",
      "Neur. T kernel (0.06799195929245089, 0.061284803747072986)\n",
      "Neur. T kernel (0.06791125374460846, 0.060870042102262656)\n",
      "k = 488\n",
      "Dirich. kernel (0.09171683347326125, 0.07706661193310241)\n",
      "Gaussi. kernel (0.08870511546221953, 0.07449069465109809)\n",
      "Neur. T kernel (0.08905107394181085, 0.0720359456478559)\n",
      "Neur. T kernel (0.08874051946860714, 0.07164071736431459)\n",
      "Neur. T kernel (0.08841753967267349, 0.07122272040340136)\n",
      "Neur. T kernel (0.08813453449836706, 0.07091550743210699)\n",
      "k = 489\n",
      "Dirich. kernel (0.26018254709338645, 0.21519691486747514)\n",
      "Gaussi. kernel (0.2152786581615572, 0.15586614449830805)\n",
      "Neur. T kernel (0.2427819244401249, 0.19528573784497735)\n",
      "Neur. T kernel (0.23741534944489096, 0.1906078434359651)\n",
      "Neur. T kernel (0.23208477978002695, 0.18582429950281007)\n",
      "Neur. T kernel (0.22860279720295837, 0.18115742178618233)\n",
      "k = 490\n",
      "Dirich. kernel (0.06449548863220417, 0.04153418884316978)\n",
      "Gaussi. kernel (0.06286124441701185, 0.04089056018138007)\n",
      "Neur. T kernel (0.06220606458549344, 0.03959616073755267)\n",
      "Neur. T kernel (0.062066400769960596, 0.039921208925414314)\n",
      "Neur. T kernel (0.06243074829876678, 0.040581664839331094)\n",
      "Neur. T kernel (0.06216597221341162, 0.039383914089102405)\n",
      "k = 491\n",
      "Dirich. kernel (0.06682393350355847, 0.06351100908726368)\n",
      "Gaussi. kernel (0.06644936208295368, 0.05999246274015718)\n",
      "Neur. T kernel (0.06693625119792297, 0.06017604003962101)\n",
      "Neur. T kernel (0.06669832597073812, 0.05984174001504395)\n",
      "Neur. T kernel (0.06645660571981185, 0.05946228745351293)\n",
      "Neur. T kernel (0.06629057678032264, 0.05911256925969521)\n",
      "k = 492\n",
      "Dirich. kernel (0.06471130085667905, 0.0787375538977051)\n",
      "Gaussi. kernel (0.06323644674903332, 0.07740882977906234)\n",
      "Neur. T kernel (0.06379658964574346, 0.08046185879809424)\n",
      "Neur. T kernel (0.06357453649864789, 0.07778668213017495)\n",
      "Neur. T kernel (0.06328879924608713, 0.08276350113682406)\n",
      "Neur. T kernel (0.06316855426259285, 0.07727463533536252)\n",
      "k = 493\n",
      "Dirich. kernel (0.1653420235930633, 0.22114652668277504)\n",
      "Gaussi. kernel (0.15266288810855938, 0.18836314501603382)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.1651238720661194, 0.20658238175930618)\n",
      "Neur. T kernel (0.16244997572801406, 0.19349406522795118)\n",
      "Neur. T kernel (0.1584415696324236, 0.18889675757758906)\n",
      "Neur. T kernel (0.15679983857006752, 0.1895283366388073)\n",
      "k = 494\n",
      "Dirich. kernel (-0.0, 2.8403597483136453e-15)\n",
      "Gaussi. kernel (-0.0, 2.8403597483136453e-15)\n",
      "Neur. T kernel (-0.0, 2.8403597483136453e-15)\n",
      "Neur. T kernel (-0.0, 2.8403597483136453e-15)\n",
      "Neur. T kernel (-0.0, 2.8403597483136453e-15)\n",
      "Neur. T kernel (-0.0, 2.8403597483136453e-15)\n",
      "k = 495\n",
      "Dirich. kernel (0.0577675076913148, 0.06305098207186643)\n",
      "Gaussi. kernel (0.05764787494521238, 0.062041424067932206)\n",
      "Neur. T kernel (0.057315648981980515, 0.06315170652958386)\n",
      "Neur. T kernel (0.05737718925920292, 0.06209477812326408)\n",
      "Neur. T kernel (0.057136493453252536, 0.06161933437116394)\n",
      "Neur. T kernel (0.05693345264292421, 0.06116361529373664)\n",
      "k = 496\n",
      "Dirich. kernel (0.06309618341805905, 0.05842746294434568)\n",
      "Gaussi. kernel (0.06282016980261819, 0.05804862709248763)\n",
      "Neur. T kernel (0.06316297253573812, 0.0576374210447933)\n",
      "Neur. T kernel (0.06290873719870645, 0.05766719520724059)\n",
      "Neur. T kernel (0.06264122016442168, 0.05768085570272457)\n",
      "Neur. T kernel (0.06242677992338256, 0.05764004410886344)\n",
      "k = 497\n",
      "Dirich. kernel (0.08944239116696484, 0.08344334125491093)\n",
      "Gaussi. kernel (0.08890737836214216, 0.08325318358588035)\n",
      "Neur. T kernel (0.08866661106762244, 0.08345275016499157)\n",
      "Neur. T kernel (0.08868411407490748, 0.08339231109695602)\n",
      "Neur. T kernel (0.08867364861619773, 0.08331006954200777)\n",
      "Neur. T kernel (0.0886466086190407, 0.08321329607632208)\n",
      "k = 498\n",
      "Dirich. kernel (0.08071183357071045, 0.059595253097290135)\n",
      "Gaussi. kernel (0.07857318033578259, 0.05956501342306816)\n",
      "Neur. T kernel (0.07836495240972915, 0.05999869752020593)\n",
      "Neur. T kernel (0.07752022982852107, 0.0616237098003815)\n",
      "Neur. T kernel (0.07713012891594041, 0.06164030305564457)\n",
      "Neur. T kernel (0.07757796790399489, 0.061102983859239325)\n",
      "k = 499\n",
      "Dirich. kernel (0.21585971358499348, 0.247346626490255)\n",
      "Gaussi. kernel (0.18790194375654606, 0.21083648782135012)\n",
      "Neur. T kernel (0.2076417219346977, 0.24126923139772613)\n",
      "Neur. T kernel (0.20303170228731265, 0.23536593640350292)\n",
      "Neur. T kernel (0.1989522958499216, 0.22680611650368007)\n",
      "Neur. T kernel (0.1965309691578098, 0.22546200277047193)\n",
      "k = 500\n",
      "Dirich. kernel (0.07884586048460913, 0.0539948840189207)\n",
      "Gaussi. kernel (0.07742419766151747, 0.04947015646541665)\n",
      "Neur. T kernel (0.07790686529345889, 0.05071822232392709)\n",
      "Neur. T kernel (0.07790524786703101, 0.05055890161129432)\n",
      "Neur. T kernel (0.07791138989337154, 0.050352192084791365)\n",
      "Neur. T kernel (0.0778484186439748, 0.050485552626121644)\n",
      "k = 501\n",
      "Dirich. kernel (0.05980934279682306, 0.05529922804869451)\n",
      "Gaussi. kernel (0.06224070589189953, 0.04864256396165098)\n",
      "Neur. T kernel (0.061954162150384996, 0.05009153328323397)\n",
      "Neur. T kernel (0.06205742464805555, 0.0490361428984784)\n",
      "Neur. T kernel (0.0621840098962829, 0.048895957745862396)\n",
      "Neur. T kernel (0.06226392806291734, 0.04875489191693316)\n",
      "k = 502\n",
      "Dirich. kernel (0.06060486033185948, 0.05415706608454556)\n",
      "Gaussi. kernel (0.059408167029834, 0.05457885678761339)\n",
      "Neur. T kernel (0.05968780412952095, 0.05536527909726895)\n",
      "Neur. T kernel (0.05969105426838385, 0.055354264114459775)\n",
      "Neur. T kernel (0.05969351762486051, 0.05533524499266662)\n",
      "Neur. T kernel (0.05969393740481608, 0.05530428034905055)\n",
      "k = 503\n",
      "Dirich. kernel (0.06760351988861438, 0.04362685334921019)\n",
      "Gaussi. kernel (0.06604861607385103, 0.041423020484666846)\n",
      "Neur. T kernel (0.06621985901488363, 0.042962601446807226)\n",
      "Neur. T kernel (0.06622724144028425, 0.04295773907083809)\n",
      "Neur. T kernel (0.06618263239629545, 0.041182495112023175)\n",
      "Neur. T kernel (0.06598650145191928, 0.041189797128436983)\n",
      "k = 504\n",
      "Dirich. kernel (0.062185372267841335, 0.04424263115835626)\n",
      "Gaussi. kernel (0.061869781286616785, 0.04386416262735819)\n",
      "Neur. T kernel (0.06219526756334128, 0.043151236143359556)\n",
      "Neur. T kernel (0.06197869276167658, 0.04328734814541765)\n",
      "Neur. T kernel (0.06198548359432867, 0.043512256710437715)\n",
      "Neur. T kernel (0.06203677655419534, 0.04273069718433952)\n",
      "k = 505\n",
      "Dirich. kernel (0.07089663105007356, 0.06764750889532899)\n",
      "Gaussi. kernel (0.06949900142350436, 0.06616682098742069)\n",
      "Neur. T kernel (0.06966211274971622, 0.06434774718803865)\n",
      "Neur. T kernel (0.0697408028823328, 0.06417570083940996)\n",
      "Neur. T kernel (0.06998278088823827, 0.06571430630155135)\n",
      "Neur. T kernel (0.07006190989560539, 0.06683618322540649)\n",
      "k = 506\n",
      "Dirich. kernel (0.07060651808311148, 0.04214619666684879)\n",
      "Gaussi. kernel (0.06958588606633868, 0.04045901287386506)\n",
      "Neur. T kernel (0.06925477621713766, 0.04072174498898237)\n",
      "Neur. T kernel (0.06930713199089229, 0.041128020052233254)\n",
      "Neur. T kernel (0.06868239049965741, 0.04125075533567641)\n",
      "Neur. T kernel (0.0689446968842189, 0.04119774626421467)\n",
      "k = 507\n",
      "Dirich. kernel (0.0678110215056803, 0.0439369269327178)\n",
      "Gaussi. kernel (0.06758184675527631, 0.04373360087236418)\n",
      "Neur. T kernel (0.06726023764960051, 0.043634113853483134)\n",
      "Neur. T kernel (0.0672693778719331, 0.04364021742716917)\n",
      "Neur. T kernel (0.0672851112126195, 0.04364401503369807)\n",
      "Neur. T kernel (0.06729328776048529, 0.043648006155184764)\n",
      "k = 508\n",
      "Dirich. kernel (0.07461856452614532, 0.042462555277764935)\n",
      "Gaussi. kernel (0.07499394118141092, 0.04154642292391988)\n",
      "Neur. T kernel (0.07532309067485031, 0.04081915638673138)\n",
      "Neur. T kernel (0.07551323614502745, 0.041793033129544695)\n",
      "Neur. T kernel (0.07555410904767049, 0.041752712145722105)\n",
      "Neur. T kernel (0.07557338035161926, 0.04177888669791037)\n",
      "k = 509\n",
      "Dirich. kernel (0.06982197501000675, 0.056051762506024845)\n",
      "Gaussi. kernel (0.06945942802584747, 0.05538199614065127)\n",
      "Neur. T kernel (0.06986127742005516, 0.05581170214810042)\n",
      "Neur. T kernel (0.06968558990668187, 0.054601771917037065)\n",
      "Neur. T kernel (0.06983567555769458, 0.05510192319850078)\n",
      "Neur. T kernel (0.06984528905778489, 0.055603396721203346)\n",
      "k = 510\n",
      "Dirich. kernel (0.0724130162130078, 0.07390064092317754)\n",
      "Gaussi. kernel (0.07302713623804868, 0.07395354908379347)\n",
      "Neur. T kernel (0.0730770783889424, 0.07498081451233699)\n",
      "Neur. T kernel (0.07307381541905208, 0.07496629505602523)\n",
      "Neur. T kernel (0.07303914354645248, 0.0747805643118307)\n",
      "Neur. T kernel (0.07301548427851592, 0.07485135058115008)\n",
      "k = 511\n",
      "Dirich. kernel (0.06628074109382387, 0.06663172641022296)\n",
      "Gaussi. kernel (0.06459098440353037, 0.06976334679466588)\n",
      "Neur. T kernel (0.06473311100697543, 0.07010835954551502)\n",
      "Neur. T kernel (0.06457712354616084, 0.06994051965809414)\n",
      "Neur. T kernel (0.0643863461426121, 0.06979883056158952)\n",
      "Neur. T kernel (0.06419455297462459, 0.06974131940934505)\n",
      "k = 512\n",
      "Dirich. kernel (0.0710784590346671, 0.04540339829024651)\n",
      "Gaussi. kernel (0.07074630442803535, 0.044912751539845634)\n",
      "Neur. T kernel (0.07119768029385977, 0.04510474904151543)\n",
      "Neur. T kernel (0.07078861858482074, 0.04513365929716382)\n",
      "Neur. T kernel (0.07062008597326486, 0.04534866627297899)\n",
      "Neur. T kernel (0.07065141037050689, 0.04541006665999525)\n",
      "k = 513\n",
      "Dirich. kernel (0.05639168303034973, 0.05010488403505279)\n",
      "Gaussi. kernel (0.05667758548174782, 0.0499395146780909)\n",
      "Neur. T kernel (0.05608754918012939, 0.04991829061304968)\n",
      "Neur. T kernel (0.05635816389577617, 0.04998146747912927)\n",
      "Neur. T kernel (0.056507036600318604, 0.05003478886615024)\n",
      "Neur. T kernel (0.056586892187642235, 0.050103862076093006)\n",
      "k = 514\n",
      "Dirich. kernel (0.05952138246464104, 0.043350693741541484)\n",
      "Gaussi. kernel (0.05845467881774913, 0.043541917467890295)\n",
      "Neur. T kernel (0.058299284280193354, 0.04415371526320715)\n",
      "Neur. T kernel (0.05779412655219177, 0.04412032725943822)\n",
      "Neur. T kernel (0.05801078571513328, 0.04386366427685824)\n",
      "Neur. T kernel (0.05831367396311067, 0.04366957757076529)\n",
      "k = 515\n",
      "Dirich. kernel (0.22088587101155718, 0.21512975000233314)\n",
      "Gaussi. kernel (0.19923586240909516, 0.1772072604498471)\n",
      "Neur. T kernel (0.21416183376480885, 0.20262366828910147)\n",
      "Neur. T kernel (0.21130234172764367, 0.198273189848374)\n",
      "Neur. T kernel (0.20810038064145311, 0.1935279622843223)\n",
      "Neur. T kernel (0.20694497860286765, 0.19263250753647987)\n",
      "k = 516\n",
      "Dirich. kernel (0.07159636510437395, 0.06601223954261744)\n",
      "Gaussi. kernel (0.07314739230392271, 0.06404630482952293)\n",
      "Neur. T kernel (0.07345168043596165, 0.06242839318264289)\n",
      "Neur. T kernel (0.07287641673667958, 0.06387491654724863)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07245429001351544, 0.06417897963890187)\n",
      "Neur. T kernel (0.07279753194458911, 0.06451878712043885)\n",
      "k = 517\n",
      "Dirich. kernel (0.07948718787471684, 0.07705093652808342)\n",
      "Gaussi. kernel (0.08054108242402971, 0.07568665613429605)\n",
      "Neur. T kernel (0.08055504283616963, 0.07604537167751041)\n",
      "Neur. T kernel (0.08051003211318587, 0.07601873448973112)\n",
      "Neur. T kernel (0.08043577100017349, 0.0760165933154647)\n",
      "Neur. T kernel (0.08032379430308587, 0.07607952379986672)\n",
      "k = 518\n",
      "Dirich. kernel (0.06669223695598094, 0.04708831787408651)\n",
      "Gaussi. kernel (0.0701648161765698, 0.04720734600982501)\n",
      "Neur. T kernel (0.07017521630814713, 0.048423978378538936)\n",
      "Neur. T kernel (0.0703656757755675, 0.04836869385683115)\n",
      "Neur. T kernel (0.07007400479600989, 0.0475871133262676)\n",
      "Neur. T kernel (0.0704217794688949, 0.047363831995260175)\n",
      "k = 519\n",
      "Dirich. kernel (0.0577675076913148, 0.06305098207186643)\n",
      "Gaussi. kernel (0.05764787494521238, 0.062041424067932206)\n",
      "Neur. T kernel (0.057315648981980515, 0.06315170652958386)\n",
      "Neur. T kernel (0.05737718925920292, 0.06209477812326408)\n",
      "Neur. T kernel (0.057136493453252536, 0.06161933437116394)\n",
      "Neur. T kernel (0.05693345264292421, 0.06116361529373664)\n",
      "k = 520\n",
      "Dirich. kernel (-0.0, 3.0104757257117485e-15)\n",
      "Gaussi. kernel (-0.0, 3.0104757257117485e-15)\n",
      "Neur. T kernel (-0.0, 3.0104757257117485e-15)\n",
      "Neur. T kernel (-0.0, 3.0104757257117485e-15)\n",
      "Neur. T kernel (-0.0, 3.0104757257117485e-15)\n",
      "Neur. T kernel (-0.0, 3.0104757257117485e-15)\n",
      "k = 521\n",
      "Dirich. kernel (0.2114017708845048, 0.2086726122025063)\n",
      "Gaussi. kernel (0.18866301778814393, 0.17635847321059672)\n",
      "Neur. T kernel (0.20293026352178814, 0.2035784452211604)\n",
      "Neur. T kernel (0.19722995297250284, 0.19690473211016726)\n",
      "Neur. T kernel (0.1933504846084013, 0.19298047109944652)\n",
      "Neur. T kernel (0.19459930600000713, 0.1905870962233025)\n",
      "k = 522\n",
      "Dirich. kernel (0.07440006058234969, 0.07874963727562258)\n",
      "Gaussi. kernel (0.07606034895297895, 0.06473887985547395)\n",
      "Neur. T kernel (0.07575170355969847, 0.06423310648334016)\n",
      "Neur. T kernel (0.07445817022336891, 0.06388725860931589)\n",
      "Neur. T kernel (0.0751351077278001, 0.06414262458092981)\n",
      "Neur. T kernel (0.07549572316755178, 0.06452358553077692)\n",
      "k = 523\n",
      "Dirich. kernel (0.07362556168537816, 0.060448641954506326)\n",
      "Gaussi. kernel (0.07615282958353445, 0.06253358203723981)\n",
      "Neur. T kernel (0.07554948596589862, 0.06171231093852094)\n",
      "Neur. T kernel (0.07540883605992281, 0.06172369449373661)\n",
      "Neur. T kernel (0.07524147865243644, 0.0617818590304115)\n",
      "Neur. T kernel (0.07506201882897402, 0.06186846042825042)\n",
      "k = 524\n",
      "Dirich. kernel (0.05900543904211601, 0.05463919111872069)\n",
      "Gaussi. kernel (0.05865864835898378, 0.055387914624159734)\n",
      "Neur. T kernel (0.059246915156236556, 0.05501242928937132)\n",
      "Neur. T kernel (0.05855848223270362, 0.05573751714263169)\n",
      "Neur. T kernel (0.05825309203831484, 0.05473398520986593)\n",
      "Neur. T kernel (0.05783154360973035, 0.05462988186042311)\n",
      "k = 525\n",
      "Dirich. kernel (0.07817050723394396, 0.05483133098864986)\n",
      "Gaussi. kernel (0.07730830190999217, 0.05419210321954054)\n",
      "Neur. T kernel (0.07729210718195256, 0.05428334861490298)\n",
      "Neur. T kernel (0.07729908086209339, 0.05418550018188843)\n",
      "Neur. T kernel (0.07730463787386867, 0.05405188489539258)\n",
      "Neur. T kernel (0.07703272468107383, 0.05417923260413083)\n",
      "k = 526\n",
      "Dirich. kernel (0.06228939766908394, 0.04262044029436814)\n",
      "Gaussi. kernel (0.06323303485041795, 0.04235358197342366)\n",
      "Neur. T kernel (0.06300253347019222, 0.04309770515188421)\n",
      "Neur. T kernel (0.06300397412758486, 0.04308581843674175)\n",
      "Neur. T kernel (0.06300821674268971, 0.043063621567457605)\n",
      "Neur. T kernel (0.06301875991906311, 0.04302470061222308)\n",
      "k = 527\n",
      "Dirich. kernel (0.07401064738549887, 0.06626309697500096)\n",
      "Gaussi. kernel (0.07314809161777913, 0.059903556656120176)\n",
      "Neur. T kernel (0.07368636334495436, 0.06146748145137324)\n",
      "Neur. T kernel (0.07352173030063228, 0.060206774515622605)\n",
      "Neur. T kernel (0.07334924665127493, 0.06005018655890989)\n",
      "Neur. T kernel (0.07320605488552653, 0.05988452680366649)\n",
      "k = 528\n",
      "Dirich. kernel (0.06087292397450732, 0.041341467677744353)\n",
      "Gaussi. kernel (0.061359723575887024, 0.039916382010233745)\n",
      "Neur. T kernel (0.06113124306626035, 0.03923891985238191)\n",
      "Neur. T kernel (0.06113352950885416, 0.039234498615481984)\n",
      "Neur. T kernel (0.06113622445032476, 0.03922865122941501)\n",
      "Neur. T kernel (0.06114130209936377, 0.03922153335964945)\n",
      "k = 529\n",
      "Dirich. kernel (0.07000069384042842, 0.05097745481431756)\n",
      "Gaussi. kernel (0.06796114970836967, 0.04463001692731394)\n",
      "Neur. T kernel (0.06841229313888737, 0.04538413141367304)\n",
      "Neur. T kernel (0.06813257804017939, 0.04507553282421499)\n",
      "Neur. T kernel (0.06782790263300523, 0.04479065767838089)\n",
      "Neur. T kernel (0.06757235503150462, 0.0446130488159715)\n",
      "k = 530\n",
      "Dirich. kernel (0.058800002671799655, 0.05191331940286528)\n",
      "Gaussi. kernel (0.057179506598860994, 0.049916097459179014)\n",
      "Neur. T kernel (0.057188174605243135, 0.050482426775119826)\n",
      "Neur. T kernel (0.057195351617714274, 0.050150756209314064)\n",
      "Neur. T kernel (0.057255255957041486, 0.0497869770160504)\n",
      "Neur. T kernel (0.05737847421289075, 0.049472491013011634)\n",
      "k = 531\n",
      "Dirich. kernel (0.08449331727423724, 0.055872847065160186)\n",
      "Gaussi. kernel (0.08113901531402787, 0.04800658421856287)\n",
      "Neur. T kernel (0.0812429012987641, 0.04871794067461797)\n",
      "Neur. T kernel (0.08109830660369266, 0.04845657577139893)\n",
      "Neur. T kernel (0.0809415157975008, 0.04826343696279427)\n",
      "Neur. T kernel (0.08080205429614233, 0.048202135017786)\n",
      "k = 532\n",
      "Dirich. kernel (0.061969034252408996, 0.0458762356857378)\n",
      "Gaussi. kernel (0.06137636647510395, 0.046092334545881276)\n",
      "Neur. T kernel (0.061330669359095834, 0.04588583621806555)\n",
      "Neur. T kernel (0.06132695005998774, 0.04605465270202925)\n",
      "Neur. T kernel (0.061322893995432545, 0.045961630943764535)\n",
      "Neur. T kernel (0.06132368608306271, 0.04584233554583579)\n",
      "k = 533\n",
      "Dirich. kernel (0.06872006491603061, 0.05329969424004618)\n",
      "Gaussi. kernel (0.06730714734141177, 0.05218506671602901)\n",
      "Neur. T kernel (0.06840673898509891, 0.053157424096070424)\n",
      "Neur. T kernel (0.06842931463234854, 0.05315559222163933)\n",
      "Neur. T kernel (0.06845042162672332, 0.05314812671441998)\n",
      "Neur. T kernel (0.06842493656293078, 0.05313743932323649)\n",
      "k = 534\n",
      "Dirich. kernel (0.06197275326136516, 0.047400432784832795)\n",
      "Gaussi. kernel (0.061323006202548144, 0.0474065557784069)\n",
      "Neur. T kernel (0.06139362723059022, 0.048723101503952856)\n",
      "Neur. T kernel (0.06140138101488087, 0.048620987701902776)\n",
      "Neur. T kernel (0.06141705547609503, 0.04849056705589911)\n",
      "Neur. T kernel (0.06144650668546729, 0.04834332451025181)\n",
      "k = 535\n",
      "Dirich. kernel (0.07221204811812124, 0.07537341239984306)\n",
      "Gaussi. kernel (0.07167188002994487, 0.07288687994603388)\n",
      "Neur. T kernel (0.07181625568742016, 0.07439957654629925)\n",
      "Neur. T kernel (0.07177038549708288, 0.07355908197470812)\n",
      "Neur. T kernel (0.07168742656499552, 0.07347657184778507)\n",
      "Neur. T kernel (0.07159198742430485, 0.07349839664912351)\n",
      "k = 536\n",
      "Dirich. kernel (0.057602778905804376, 0.06687889439572886)\n",
      "Gaussi. kernel (0.05591205074438289, 0.06253077566312586)\n",
      "Neur. T kernel (0.05615108077239987, 0.06315292841832544)\n",
      "Neur. T kernel (0.055964048347647774, 0.06310186326964863)\n",
      "Neur. T kernel (0.05573705660799375, 0.06312569120185264)\n",
      "Neur. T kernel (0.05549997855280755, 0.06323967190539143)\n",
      "k = 537\n",
      "Dirich. kernel (0.0773442206551977, 0.06310571261343195)\n",
      "Gaussi. kernel (0.07455996054128282, 0.059689075428340406)\n",
      "Neur. T kernel (0.0764785971839949, 0.06360174652500936)\n",
      "Neur. T kernel (0.07554090761461621, 0.06129598418997704)\n",
      "Neur. T kernel (0.07480985204154389, 0.06134406135551985)\n",
      "Neur. T kernel (0.07480783797789645, 0.060762137974518536)\n",
      "k = 538\n",
      "Dirich. kernel (0.07164225250128588, 0.04785154412980804)\n",
      "Gaussi. kernel (0.07248690218766751, 0.04740472172354581)\n",
      "Neur. T kernel (0.072503442462859, 0.04907868920307497)\n",
      "Neur. T kernel (0.07250573587627075, 0.0490733282103741)\n",
      "Neur. T kernel (0.07251173040141681, 0.04906610650216728)\n",
      "Neur. T kernel (0.0725245590722835, 0.04905724399127022)\n",
      "k = 539\n",
      "Dirich. kernel (0.07113858953365729, 0.05826887596290864)\n",
      "Gaussi. kernel (0.06937657159632386, 0.05351289315007572)\n",
      "Neur. T kernel (0.07158748943046489, 0.057673218001484665)\n",
      "Neur. T kernel (0.07147501759080252, 0.05782728964931041)\n",
      "Neur. T kernel (0.07007535026697638, 0.055488871977039486)\n",
      "Neur. T kernel (0.06998709731428794, 0.055489769119565976)\n",
      "k = 540\n",
      "Dirich. kernel (0.06769571332827493, 0.06887274177006113)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.06883231560936567, 0.0679583846609641)\n",
      "Neur. T kernel (0.06854224391212241, 0.06860305548201794)\n",
      "Neur. T kernel (0.06868132861198813, 0.06812228461111601)\n",
      "Neur. T kernel (0.06884423199255012, 0.06869366901581775)\n",
      "Neur. T kernel (0.06892689821444549, 0.06835086100753669)\n",
      "k = 541\n",
      "Dirich. kernel (0.20004142220616847, 0.1870396767080761)\n",
      "Gaussi. kernel (0.1772678666360101, 0.15050027584478268)\n",
      "Neur. T kernel (0.18894987064111815, 0.17497343865757994)\n",
      "Neur. T kernel (0.1843578258451353, 0.1728889064605548)\n",
      "Neur. T kernel (0.1809422211464096, 0.17245063695178378)\n",
      "Neur. T kernel (0.17644894119539764, 0.1699541301064482)\n",
      "k = 542\n",
      "Dirich. kernel (0.08844255775993018, 0.06214943829952389)\n",
      "Gaussi. kernel (0.09021451958698337, 0.060017181841679285)\n",
      "Neur. T kernel (0.09058911077855628, 0.06171396080043439)\n",
      "Neur. T kernel (0.09049263617627924, 0.06152167946861466)\n",
      "Neur. T kernel (0.0903663017632017, 0.06129426266280682)\n",
      "Neur. T kernel (0.09021488608006989, 0.060190876591401966)\n",
      "k = 543\n",
      "Dirich. kernel (0.09665779205404001, 0.05841196144603033)\n",
      "Gaussi. kernel (0.09541246214058453, 0.06102373642136152)\n",
      "Neur. T kernel (0.0961286290572516, 0.06312231647811171)\n",
      "Neur. T kernel (0.09609204339869304, 0.06062904933131197)\n",
      "Neur. T kernel (0.09549781041020029, 0.06259946671583218)\n",
      "Neur. T kernel (0.09538404951632504, 0.0602285881734361)\n",
      "k = 544\n",
      "Dirich. kernel (0.06309618341805905, 0.05842746294434568)\n",
      "Gaussi. kernel (0.06282016980261819, 0.05804862709248763)\n",
      "Neur. T kernel (0.06316297253573812, 0.0576374210447933)\n",
      "Neur. T kernel (0.06290873719870645, 0.05766719520724059)\n",
      "Neur. T kernel (0.06264122016442168, 0.05768085570272457)\n",
      "Neur. T kernel (0.06242677992338256, 0.05764004410886344)\n",
      "k = 545\n",
      "Dirich. kernel (0.2114017708845048, 0.2086726122025063)\n",
      "Gaussi. kernel (0.18866301778814393, 0.17635847321059672)\n",
      "Neur. T kernel (0.20293026352178814, 0.2035784452211604)\n",
      "Neur. T kernel (0.19722995297250284, 0.19690473211016726)\n",
      "Neur. T kernel (0.1933504846084013, 0.19298047109944652)\n",
      "Neur. T kernel (0.19459930600000713, 0.1905870962233025)\n",
      "k = 546\n",
      "Dirich. kernel (-0.0, 2.9253902690895058e-15)\n",
      "Gaussi. kernel (-0.0, 2.9253902690895058e-15)\n",
      "Neur. T kernel (-0.0, 2.9253902690895058e-15)\n",
      "Neur. T kernel (-0.0, 2.9253902690895058e-15)\n",
      "Neur. T kernel (-0.0, 2.9253902690895058e-15)\n",
      "Neur. T kernel (-0.0, 2.9253902690895058e-15)\n",
      "k = 547\n",
      "Dirich. kernel (0.19064885925221078, 0.2599647960953113)\n",
      "Gaussi. kernel (0.18630327314478784, 0.17398920407357324)\n",
      "Neur. T kernel (0.2027609849919291, 0.2003804268849915)\n",
      "Neur. T kernel (0.20190569384865897, 0.1985727391663278)\n",
      "Neur. T kernel (0.19934490886487516, 0.1924515879326079)\n",
      "Neur. T kernel (0.19744634405838274, 0.1862555638111488)\n",
      "k = 548\n",
      "Dirich. kernel (0.08494106960582574, 0.06597430648897289)\n",
      "Gaussi. kernel (0.08491385157999261, 0.06638325511249309)\n",
      "Neur. T kernel (0.0856198474764926, 0.06722596056642832)\n",
      "Neur. T kernel (0.08561129830518245, 0.06700156611331759)\n",
      "Neur. T kernel (0.08560246022440919, 0.06674581140311565)\n",
      "Neur. T kernel (0.08557710264412326, 0.06707666476473556)\n",
      "k = 549\n",
      "Dirich. kernel (0.07539994670548618, 0.0947738741529994)\n",
      "Gaussi. kernel (0.07823297910499045, 0.08913907420229737)\n",
      "Neur. T kernel (0.07966096533957906, 0.08935540784732367)\n",
      "Neur. T kernel (0.07895318980771204, 0.08795459707600259)\n",
      "Neur. T kernel (0.07780760613545026, 0.08821353279726478)\n",
      "Neur. T kernel (0.07802345057839737, 0.0886598922629969)\n",
      "k = 550\n",
      "Dirich. kernel (0.07172963790824442, 0.04322910085254274)\n",
      "Gaussi. kernel (0.07118247888727887, 0.044825275320261114)\n",
      "Neur. T kernel (0.0716283616632711, 0.045014002170435496)\n",
      "Neur. T kernel (0.07138956206265809, 0.044922060995501896)\n",
      "Neur. T kernel (0.07113292721192208, 0.04485131960520549)\n",
      "Neur. T kernel (0.0709114479658823, 0.04479278186891722)\n",
      "k = 551\n",
      "Dirich. kernel (0.07192947571050774, 0.05218810315807466)\n",
      "Gaussi. kernel (0.07138095916481663, 0.04972789171536016)\n",
      "Neur. T kernel (0.07139382105409986, 0.050107236898981326)\n",
      "Neur. T kernel (0.0712795688057353, 0.04945397834717622)\n",
      "Neur. T kernel (0.07106037083068222, 0.0494066782911391)\n",
      "Neur. T kernel (0.07080166792699713, 0.049389625786125296)\n",
      "k = 552\n",
      "Dirich. kernel (0.0632682989683631, 0.05726686764924227)\n",
      "Gaussi. kernel (0.06344824854503758, 0.05553072772608731)\n",
      "Neur. T kernel (0.06347496750438823, 0.055404152053788944)\n",
      "Neur. T kernel (0.06347272716006061, 0.05551299697950216)\n",
      "Neur. T kernel (0.06344688910765764, 0.055493687242655666)\n",
      "Neur. T kernel (0.06339037080535996, 0.055501143603520924)\n",
      "k = 553\n",
      "Dirich. kernel (0.08066341823049486, 0.05310010069493605)\n",
      "Gaussi. kernel (0.07919811682033807, 0.053633482536984294)\n",
      "Neur. T kernel (0.07931325336460157, 0.0533180978601298)\n",
      "Neur. T kernel (0.07931392004138951, 0.05622717392259102)\n",
      "Neur. T kernel (0.07927803413664293, 0.056227737450723216)\n",
      "Neur. T kernel (0.07921606338160796, 0.05624864761379143)\n",
      "k = 554\n",
      "Dirich. kernel (0.06512142440294807, 0.05069568120733642)\n",
      "Gaussi. kernel (0.06514923955557317, 0.049015743606409916)\n",
      "Neur. T kernel (0.06523350998413488, 0.05044060514309776)\n",
      "Neur. T kernel (0.06528554751897728, 0.050522549691500614)\n",
      "Neur. T kernel (0.06529514535495977, 0.050595061245389386)\n",
      "Neur. T kernel (0.06531544706943117, 0.0506058618410371)\n",
      "k = 555\n",
      "Dirich. kernel (0.06888003573562804, 0.04685235146558278)\n",
      "Gaussi. kernel (0.06981006280894493, 0.043243110973537356)\n",
      "Neur. T kernel (0.0703138784991847, 0.04302986376118578)\n",
      "Neur. T kernel (0.07001872417924927, 0.0430114459381555)\n",
      "Neur. T kernel (0.06967940496144097, 0.0430399408569033)\n",
      "Neur. T kernel (0.06936475768445001, 0.04309783775351141)\n",
      "k = 556\n",
      "Dirich. kernel (0.07037711087447926, 0.04110919454498037)\n",
      "Gaussi. kernel (0.07203747126712973, 0.041958396810460936)\n",
      "Neur. T kernel (0.07087466584874771, 0.04282718621781525)\n",
      "Neur. T kernel (0.07059864745485812, 0.04229601902481169)\n",
      "Neur. T kernel (0.07175496546929024, 0.04258115546237258)\n",
      "Neur. T kernel (0.07173846724074204, 0.042166019418811776)\n",
      "k = 557\n",
      "Dirich. kernel (0.07911156286469337, 0.0661877599070629)\n",
      "Gaussi. kernel (0.07610395110609089, 0.06330056632426409)\n",
      "Neur. T kernel (0.07654704235278889, 0.06442048440731525)\n",
      "Neur. T kernel (0.0759678375823507, 0.06393807054322359)\n",
      "Neur. T kernel (0.07535479360872707, 0.06346635288108624)\n",
      "Neur. T kernel (0.07484735184062521, 0.06312140400355942)\n",
      "k = 558\n",
      "Dirich. kernel (0.0675212401367145, 0.051096347472566646)\n",
      "Gaussi. kernel (0.07009285877446134, 0.04708766793587239)\n",
      "Neur. T kernel (0.07002804425059772, 0.04742108339154909)\n",
      "Neur. T kernel (0.0698748142509557, 0.04756715059054069)\n",
      "Neur. T kernel (0.06975160451276477, 0.047804396274343984)\n",
      "Neur. T kernel (0.06969445502459577, 0.048075090429746226)\n",
      "k = 559\n",
      "Dirich. kernel (0.06338539558696184, 0.05711017637277948)\n",
      "Gaussi. kernel (0.06313117368414682, 0.05588051086499972)\n",
      "Neur. T kernel (0.06269257608592274, 0.056585480293834145)\n",
      "Neur. T kernel (0.0622172511375505, 0.05778891032122127)\n",
      "Neur. T kernel (0.06262362751842769, 0.05759264178354454)\n",
      "Neur. T kernel (0.062338750643825325, 0.05588690685374814)\n",
      "k = 560\n",
      "Dirich. kernel (0.06497251385629398, 0.04386653450275657)\n",
      "Gaussi. kernel (0.06220015575547484, 0.04302787703632754)\n",
      "Neur. T kernel (0.06278476778516076, 0.04336245362359866)\n",
      "Neur. T kernel (0.06240475539554567, 0.04341507765243022)\n",
      "Neur. T kernel (0.06199445234250456, 0.04347581007165279)\n",
      "Neur. T kernel (0.061649670773011145, 0.04350237251803768)\n",
      "k = 561\n",
      "Dirich. kernel (0.06940026519150408, 0.05333758406642602)\n",
      "Gaussi. kernel (0.06938753828295458, 0.05332154609489426)\n",
      "Neur. T kernel (0.06908249022123839, 0.05351045742011231)\n",
      "Neur. T kernel (0.06908440673957997, 0.05350336279364997)\n",
      "Neur. T kernel (0.06908522861760584, 0.05349679542505114)\n",
      "Neur. T kernel (0.06909249236139911, 0.05347687190055247)\n",
      "k = 562\n",
      "Dirich. kernel (0.08777570059961809, 0.06994170363407957)\n",
      "Gaussi. kernel (0.08622370485818204, 0.06641848853865992)\n",
      "Neur. T kernel (0.08724697829310721, 0.06770265474054202)\n",
      "Neur. T kernel (0.08672553886237507, 0.06761782219540097)\n",
      "Neur. T kernel (0.08604414740326315, 0.07113422668039837)\n",
      "Neur. T kernel (0.08562305890326337, 0.06764367281699452)\n",
      "k = 563\n",
      "Dirich. kernel (0.07558896945455933, 0.061796075804662315)\n",
      "Gaussi. kernel (0.0730926037176189, 0.06503995974551337)\n",
      "Neur. T kernel (0.0727629996809936, 0.06882864396147587)\n",
      "Neur. T kernel (0.07284538931922765, 0.06852364044844063)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.07240340880408444, 0.06556609755431768)\n",
      "Neur. T kernel (0.0719743253378332, 0.06526867678303397)\n",
      "k = 564\n",
      "Dirich. kernel (0.07249997867255359, 0.052926547009191145)\n",
      "Gaussi. kernel (0.07150502753109873, 0.05155302455898323)\n",
      "Neur. T kernel (0.0721301095663282, 0.050337172304831805)\n",
      "Neur. T kernel (0.07202963474922766, 0.049815712386031864)\n",
      "Neur. T kernel (0.07193357316675109, 0.04922289178700613)\n",
      "Neur. T kernel (0.07185069396447077, 0.04867659670680737)\n",
      "k = 565\n",
      "Dirich. kernel (0.1090770174982989, 0.06776107725300871)\n",
      "Gaussi. kernel (0.104254193169754, 0.064738282223742)\n",
      "Neur. T kernel (0.10499481331530844, 0.06616810203629152)\n",
      "Neur. T kernel (0.10433460856061443, 0.06537252469507918)\n",
      "Neur. T kernel (0.1036670953961933, 0.06461222383711947)\n",
      "Neur. T kernel (0.10315683480145928, 0.06411138306115029)\n",
      "k = 566\n",
      "Dirich. kernel (0.08408573392345138, 0.06466173250294127)\n",
      "Gaussi. kernel (0.08693533722794003, 0.05902313574134264)\n",
      "Neur. T kernel (0.08974480357905171, 0.05981942689762182)\n",
      "Neur. T kernel (0.08940993878854128, 0.0591646671758353)\n",
      "Neur. T kernel (0.08853608207097538, 0.05922088161056378)\n",
      "Neur. T kernel (0.08786192501653989, 0.06022989204442905)\n",
      "k = 567\n",
      "Dirich. kernel (0.1765634924425888, 0.23538738780182195)\n",
      "Gaussi. kernel (0.18758490218735652, 0.17343206602133354)\n",
      "Neur. T kernel (0.20341065348146642, 0.19103140222861695)\n",
      "Neur. T kernel (0.20046514723530198, 0.1856070912942038)\n",
      "Neur. T kernel (0.19877319893112397, 0.18213375920667746)\n",
      "Neur. T kernel (0.19800406302139492, 0.18226436558024434)\n",
      "k = 568\n",
      "Dirich. kernel (0.09047353096409254, 0.07812447063701272)\n",
      "Gaussi. kernel (0.0910890882473941, 0.08130188266266081)\n",
      "Neur. T kernel (0.09165759696014966, 0.08244490153163944)\n",
      "Neur. T kernel (0.09142178661893796, 0.08197325189110635)\n",
      "Neur. T kernel (0.09066183694926572, 0.07782137076775986)\n",
      "Neur. T kernel (0.09083227664732456, 0.08103383103197603)\n",
      "k = 569\n",
      "Dirich. kernel (0.08944239116696484, 0.08344334125491093)\n",
      "Gaussi. kernel (0.08890737836214216, 0.08325318358588035)\n",
      "Neur. T kernel (0.08866661106762244, 0.08345275016499157)\n",
      "Neur. T kernel (0.08868411407490748, 0.08339231109695602)\n",
      "Neur. T kernel (0.08867364861619773, 0.08331006954200777)\n",
      "Neur. T kernel (0.0886466086190407, 0.08321329607632208)\n",
      "k = 570\n",
      "Dirich. kernel (0.07440006058234969, 0.07874963727562258)\n",
      "Gaussi. kernel (0.07606034895297895, 0.06473887985547395)\n",
      "Neur. T kernel (0.07575170355969847, 0.06423310648334016)\n",
      "Neur. T kernel (0.07445817022336891, 0.06388725860931589)\n",
      "Neur. T kernel (0.0751351077278001, 0.06414262458092981)\n",
      "Neur. T kernel (0.07549572316755178, 0.06452358553077692)\n",
      "k = 571\n",
      "Dirich. kernel (0.19064885925221078, 0.2599647960953113)\n",
      "Gaussi. kernel (0.18630327314478784, 0.17398920407357324)\n",
      "Neur. T kernel (0.2027609849919291, 0.2003804268849915)\n",
      "Neur. T kernel (0.20190569384865897, 0.1985727391663278)\n",
      "Neur. T kernel (0.19934490886487516, 0.1924515879326079)\n",
      "Neur. T kernel (0.19744634405838274, 0.1862555638111488)\n",
      "k = 572\n",
      "Dirich. kernel (-0.0, 2.9813157716929062e-15)\n",
      "Gaussi. kernel (-0.0, 2.9813157716929062e-15)\n",
      "Neur. T kernel (-0.0, 2.9813157716929062e-15)\n",
      "Neur. T kernel (-0.0, 2.9813157716929062e-15)\n",
      "Neur. T kernel (-0.0, 2.9813157716929062e-15)\n",
      "Neur. T kernel (-0.0, 2.9813157716929062e-15)\n",
      "k = 573\n",
      "Dirich. kernel (0.2165329175142511, 0.2996055050388236)\n",
      "Gaussi. kernel (0.2006124314008185, 0.21586297166237572)\n",
      "Neur. T kernel (0.22794232470602963, 0.2471732791009813)\n",
      "Neur. T kernel (0.22474031165215425, 0.24178819689048187)\n",
      "Neur. T kernel (0.22302995451861932, 0.23650943166745161)\n",
      "Neur. T kernel (0.22132138219049907, 0.22896156555531075)\n",
      "k = 574\n",
      "Dirich. kernel (0.0705939728888226, 0.07402539251164383)\n",
      "Gaussi. kernel (0.08696443881546094, 0.07226118210765539)\n",
      "Neur. T kernel (0.0870932486116561, 0.07206469684828332)\n",
      "Neur. T kernel (0.08714023445499755, 0.07232119019470555)\n",
      "Neur. T kernel (0.0871875966288516, 0.0727052902051575)\n",
      "Neur. T kernel (0.08720849521113638, 0.07305974574895373)\n",
      "k = 575\n",
      "Dirich. kernel (0.06046692454675258, 0.045547749809426955)\n",
      "Gaussi. kernel (0.060906852161831074, 0.04280536311805444)\n",
      "Neur. T kernel (0.06109246244223996, 0.0425243147010112)\n",
      "Neur. T kernel (0.060917687286180966, 0.04231197331429327)\n",
      "Neur. T kernel (0.06073729759956953, 0.04210713207534007)\n",
      "Neur. T kernel (0.06059206994697465, 0.04194470311471854)\n",
      "k = 576\n",
      "Dirich. kernel (0.0623589416572368, 0.03412649236156188)\n",
      "Gaussi. kernel (0.06344509678208453, 0.031755544197011105)\n",
      "Neur. T kernel (0.06349688092902998, 0.03181572037366596)\n",
      "Neur. T kernel (0.06349677633536784, 0.031811560448665906)\n",
      "Neur. T kernel (0.06349459061615728, 0.0318061597114217)\n",
      "Neur. T kernel (0.06348333127048122, 0.031747922522419106)\n",
      "k = 577\n",
      "Dirich. kernel (0.05642088536288722, 0.04119207054219452)\n",
      "Gaussi. kernel (0.055601343201684125, 0.04115308057165339)\n",
      "Neur. T kernel (0.0557178751461936, 0.040858125890097394)\n",
      "Neur. T kernel (0.05565464210593705, 0.041474206809607964)\n",
      "Neur. T kernel (0.05557951942969552, 0.04186139969174777)\n",
      "Neur. T kernel (0.055483552605769246, 0.04089844292031562)\n",
      "k = 578\n",
      "Dirich. kernel (0.06537832676632391, 0.04151760123892691)\n",
      "Gaussi. kernel (0.06516182385340956, 0.0380579221281788)\n",
      "Neur. T kernel (0.06440464014007337, 0.04167922050238636)\n",
      "Neur. T kernel (0.06421526637049066, 0.04178293457417796)\n",
      "Neur. T kernel (0.06477443373795418, 0.04212306670537093)\n",
      "Neur. T kernel (0.06520675770939574, 0.04253398407654032)\n",
      "k = 579\n",
      "Dirich. kernel (0.0912060480210877, 0.04453299546383585)\n",
      "Gaussi. kernel (0.08992010884116071, 0.042008247603875136)\n",
      "Neur. T kernel (0.08990024501976215, 0.04387878849994702)\n",
      "Neur. T kernel (0.08970377686090251, 0.043670611730996865)\n",
      "Neur. T kernel (0.08992514407205143, 0.042755564515488204)\n",
      "Neur. T kernel (0.08973935093335457, 0.04255772441188005)\n",
      "k = 580\n",
      "Dirich. kernel (0.057952639745231994, 0.031920585489400514)\n",
      "Gaussi. kernel (0.05624451083743853, 0.03130810441320528)\n",
      "Neur. T kernel (0.05608591993947461, 0.03044981924322573)\n",
      "Neur. T kernel (0.05600738007878514, 0.030363980487136184)\n",
      "Neur. T kernel (0.055945443373891436, 0.030279527542597107)\n",
      "Neur. T kernel (0.05591692648215692, 0.03019298364259408)\n",
      "k = 581\n",
      "Dirich. kernel (0.06685370138923703, 0.035840593714620575)\n",
      "Gaussi. kernel (0.06315879099158447, 0.034318375041329376)\n",
      "Neur. T kernel (0.06244085081744016, 0.03391404593410867)\n",
      "Neur. T kernel (0.062192311812688715, 0.03373541591266372)\n",
      "Neur. T kernel (0.061936138383511544, 0.03356981747934472)\n",
      "Neur. T kernel (0.06172324940840486, 0.03342836506779362)\n",
      "k = 582\n",
      "Dirich. kernel (0.06393097093872106, 0.04663971208540939)\n",
      "Gaussi. kernel (0.06413479344115047, 0.04414236188653652)\n",
      "Neur. T kernel (0.06389600810969989, 0.041447046030146456)\n",
      "Neur. T kernel (0.06383505756595717, 0.041208833578128275)\n",
      "Neur. T kernel (0.06375098345121998, 0.040948023962095625)\n",
      "Neur. T kernel (0.06363759499166494, 0.04069903511636512)\n",
      "k = 583\n",
      "Dirich. kernel (0.07339925020323554, 0.05051638860951865)\n",
      "Gaussi. kernel (0.07158559734022388, 0.047755898603457816)\n",
      "Neur. T kernel (0.07220639755243237, 0.047677126156897294)\n",
      "Neur. T kernel (0.07237198378541548, 0.04779774495111576)\n",
      "Neur. T kernel (0.07218877626115719, 0.04833515747108194)\n",
      "Neur. T kernel (0.07207221891686752, 0.048234284310795884)\n",
      "k = 584\n",
      "Dirich. kernel (0.06629073811625844, 0.04701598224651718)\n",
      "Gaussi. kernel (0.06544108318815778, 0.04755969314316256)\n",
      "Neur. T kernel (0.06534374359378366, 0.04854272126149018)\n",
      "Neur. T kernel (0.06508799104482808, 0.04879262723781971)\n",
      "Neur. T kernel (0.06530308676756938, 0.04768435338520715)\n",
      "Neur. T kernel (0.06519665490211038, 0.04762592744117238)\n",
      "k = 585\n",
      "Dirich. kernel (0.07253141075153535, 0.04503673071549265)\n",
      "Gaussi. kernel (0.06991644179495668, 0.044893700947650675)\n",
      "Neur. T kernel (0.07070855370968623, 0.044177012324850176)\n",
      "Neur. T kernel (0.0706881741257107, 0.04414372274687185)\n",
      "Neur. T kernel (0.0701162743841764, 0.04513186281699377)\n",
      "Neur. T kernel (0.07008408050029988, 0.044860622701664174)\n",
      "k = 586\n",
      "Dirich. kernel (0.06450262707223622, 0.04746681101041038)\n",
      "Gaussi. kernel (0.06424846760718163, 0.048042723416491726)\n",
      "Neur. T kernel (0.06377606958312046, 0.04876121145216181)\n",
      "Neur. T kernel (0.06410297082518848, 0.048715230905272744)\n",
      "Neur. T kernel (0.06417561786438268, 0.04816170785648706)\n",
      "Neur. T kernel (0.06421599826288973, 0.04799868757593518)\n",
      "k = 587\n",
      "Dirich. kernel (0.08803810318233253, 0.05951684359551231)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussi. kernel (0.08606016476890202, 0.05925143696465201)\n",
      "Neur. T kernel (0.08508054674739625, 0.059233479038961506)\n",
      "Neur. T kernel (0.08505835791060437, 0.059355107684656315)\n",
      "Neur. T kernel (0.08506296247443194, 0.05955026185089871)\n",
      "Neur. T kernel (0.08507556372209484, 0.059766977648029795)\n",
      "k = 588\n",
      "Dirich. kernel (0.07996856941643454, 0.05970103489839361)\n",
      "Gaussi. kernel (0.07837393623403115, 0.05874568333626175)\n",
      "Neur. T kernel (0.07748508001928454, 0.06065208411110136)\n",
      "Neur. T kernel (0.07707859878257418, 0.06124188358497943)\n",
      "Neur. T kernel (0.07724783511864469, 0.06082044415353799)\n",
      "Neur. T kernel (0.07749554967582145, 0.059168281237509064)\n",
      "k = 589\n",
      "Dirich. kernel (0.09484329829642331, 0.06770068127472334)\n",
      "Gaussi. kernel (0.09369083402601605, 0.06555409429595156)\n",
      "Neur. T kernel (0.09271041822102391, 0.06521833076707896)\n",
      "Neur. T kernel (0.09328792423117656, 0.06587078879408903)\n",
      "Neur. T kernel (0.09262746225869171, 0.06566238828662486)\n",
      "Neur. T kernel (0.0920300020466902, 0.06549949457975929)\n",
      "k = 590\n",
      "Dirich. kernel (0.06937526076387965, 0.04177530297121639)\n",
      "Gaussi. kernel (0.067648866064593, 0.040337426453965104)\n",
      "Neur. T kernel (0.06787677210029786, 0.03997316526818147)\n",
      "Neur. T kernel (0.06743636228187609, 0.0394765747121396)\n",
      "Neur. T kernel (0.06700388631886103, 0.03900156999407168)\n",
      "Neur. T kernel (0.06669989349264328, 0.03866386126577523)\n",
      "k = 591\n",
      "Dirich. kernel (0.08162094079767654, 0.05701894226546925)\n",
      "Gaussi. kernel (0.08048477824089639, 0.05581828193119304)\n",
      "Neur. T kernel (0.08070373171552958, 0.055549741274528594)\n",
      "Neur. T kernel (0.08060786762586065, 0.05537675616001189)\n",
      "Neur. T kernel (0.08051178015919427, 0.05522860606695204)\n",
      "Neur. T kernel (0.08041765722209374, 0.055122007029600024)\n",
      "k = 592\n",
      "Dirich. kernel (0.08913653447837577, 0.07797553254365011)\n",
      "Gaussi. kernel (0.08695553390318551, 0.07909475422522495)\n",
      "Neur. T kernel (0.0871738136219421, 0.07816442810055914)\n",
      "Neur. T kernel (0.08648943155691396, 0.07816671650116076)\n",
      "Neur. T kernel (0.0869347730648545, 0.07852434465460703)\n",
      "Neur. T kernel (0.0870313646759623, 0.07714469666280982)\n",
      "k = 593\n",
      "Dirich. kernel (0.21863742171455156, 0.24843360080591925)\n",
      "Gaussi. kernel (0.1934699256935412, 0.16006002087022655)\n",
      "Neur. T kernel (0.21587031420119226, 0.1834307559862118)\n",
      "Neur. T kernel (0.21418693760424584, 0.18153066572282076)\n",
      "Neur. T kernel (0.2102940558225248, 0.1736135214144877)\n",
      "Neur. T kernel (0.2066212557605398, 0.17197792861307556)\n",
      "k = 594\n",
      "Dirich. kernel (0.08071183357071045, 0.059595253097290135)\n",
      "Gaussi. kernel (0.07857318033578259, 0.05956501342306816)\n",
      "Neur. T kernel (0.07836495240972915, 0.05999869752020593)\n",
      "Neur. T kernel (0.07752022982852107, 0.0616237098003815)\n",
      "Neur. T kernel (0.07713012891594041, 0.06164030305564457)\n",
      "Neur. T kernel (0.07757796790399489, 0.061102983859239325)\n",
      "k = 595\n",
      "Dirich. kernel (0.07362556168537816, 0.060448641954506326)\n",
      "Gaussi. kernel (0.07615282958353445, 0.06253358203723981)\n",
      "Neur. T kernel (0.07554948596589862, 0.06171231093852094)\n",
      "Neur. T kernel (0.07540883605992281, 0.06172369449373661)\n",
      "Neur. T kernel (0.07524147865243644, 0.0617818590304115)\n",
      "Neur. T kernel (0.07506201882897402, 0.06186846042825042)\n",
      "k = 596\n",
      "Dirich. kernel (0.08494106960582574, 0.06597430648897289)\n",
      "Gaussi. kernel (0.08491385157999261, 0.06638325511249309)\n",
      "Neur. T kernel (0.0856198474764926, 0.06722596056642832)\n",
      "Neur. T kernel (0.08561129830518245, 0.06700156611331759)\n",
      "Neur. T kernel (0.08560246022440919, 0.06674581140311565)\n",
      "Neur. T kernel (0.08557710264412326, 0.06707666476473556)\n",
      "k = 597\n",
      "Dirich. kernel (0.2165329175142511, 0.2996055050388236)\n",
      "Gaussi. kernel (0.2006124314008185, 0.21586297166237572)\n",
      "Neur. T kernel (0.22794232470602963, 0.2471732791009813)\n",
      "Neur. T kernel (0.22474031165215425, 0.24178819689048187)\n",
      "Neur. T kernel (0.22302995451861932, 0.23650943166745161)\n",
      "Neur. T kernel (0.22132138219049907, 0.22896156555531075)\n",
      "k = 598\n",
      "Dirich. kernel (-0.0, 2.966654280947312e-15)\n",
      "Gaussi. kernel (-0.0, 2.966654280947312e-15)\n",
      "Neur. T kernel (-0.0, 2.966654280947312e-15)\n",
      "Neur. T kernel (-0.0, 2.966654280947312e-15)\n",
      "Neur. T kernel (-0.0, 2.966654280947312e-15)\n",
      "Neur. T kernel (-0.0, 2.966654280947312e-15)\n",
      "k = 599\n",
      "Dirich. kernel (0.20588067445332858, 0.2818168064378971)\n",
      "Gaussi. kernel (0.19038224290087571, 0.2433801905673923)\n",
      "Neur. T kernel (0.21308267956837862, 0.25396905094812433)\n",
      "Neur. T kernel (0.20903658012534562, 0.2507349170042909)\n",
      "Neur. T kernel (0.20341843602164414, 0.24943740587011304)\n",
      "Neur. T kernel (0.2005193067087781, 0.24798567126263718)\n",
      "k = 600\n",
      "Dirich. kernel (0.07348482164846994, 0.044162176164541656)\n",
      "Gaussi. kernel (0.07335194545955001, 0.043896181282643214)\n",
      "Neur. T kernel (0.07384674351751469, 0.04379260282684897)\n",
      "Neur. T kernel (0.07354888444467372, 0.04336022658356907)\n",
      "Neur. T kernel (0.07321048580902541, 0.04291082949741562)\n",
      "Neur. T kernel (0.07290639101489489, 0.042534407604173624)\n",
      "k = 601\n",
      "Dirich. kernel (0.0660249560176906, 0.03818910872808697)\n",
      "Gaussi. kernel (0.0657724207523196, 0.03837115695335258)\n",
      "Neur. T kernel (0.06600776654740881, 0.03793423750909342)\n",
      "Neur. T kernel (0.06600913404032777, 0.03793089772255763)\n",
      "Neur. T kernel (0.0660126922269362, 0.037923734362936994)\n",
      "Neur. T kernel (0.06602048594138746, 0.037910753258632045)\n",
      "k = 602\n",
      "Dirich. kernel (0.07052577545211947, 0.05350331111471725)\n",
      "Gaussi. kernel (0.06867663898395363, 0.05258977308067374)\n",
      "Neur. T kernel (0.06955367084445742, 0.05217248534385253)\n",
      "Neur. T kernel (0.06823049024031183, 0.05003697416974044)\n",
      "Neur. T kernel (0.06790669581867936, 0.05086490133551358)\n",
      "Neur. T kernel (0.06800111715332083, 0.051554518796178624)\n",
      "k = 603\n",
      "Dirich. kernel (0.07144793510647894, 0.06847835866347945)\n",
      "Gaussi. kernel (0.0748253836866015, 0.06589036695967311)\n",
      "Neur. T kernel (0.07445947937172229, 0.06466901124407361)\n",
      "Neur. T kernel (0.07454566531542725, 0.06460533022196911)\n",
      "Neur. T kernel (0.07460238074975635, 0.06467739001668374)\n",
      "Neur. T kernel (0.07462795552535721, 0.06475365745407216)\n",
      "k = 604\n",
      "Dirich. kernel (0.07656441332150624, 0.05697836220609169)\n",
      "Gaussi. kernel (0.07561621979822127, 0.058170839757650694)\n",
      "Neur. T kernel (0.07555390388808172, 0.05814073979141377)\n",
      "Neur. T kernel (0.07553926738554725, 0.058123614281019954)\n",
      "Neur. T kernel (0.07551125483979307, 0.058111443078809374)\n",
      "Neur. T kernel (0.0754630797350091, 0.05812147459650817)\n",
      "k = 605\n",
      "Dirich. kernel (0.0647713061351151, 0.03797084623548698)\n",
      "Gaussi. kernel (0.06344359484428647, 0.03856756096283475)\n",
      "Neur. T kernel (0.06346089747473063, 0.03742480725819396)\n",
      "Neur. T kernel (0.06321734758908198, 0.037191491923337816)\n",
      "Neur. T kernel (0.06299134875603105, 0.036928483021810184)\n",
      "Neur. T kernel (0.06284705545151556, 0.03666774200469402)\n",
      "k = 606\n",
      "Dirich. kernel (0.0700847349158314, 0.03875199871080342)\n",
      "Gaussi. kernel (0.07424904408182277, 0.03742653727396496)\n",
      "Neur. T kernel (0.07426590463150631, 0.03764072707492809)\n",
      "Neur. T kernel (0.0742604146862047, 0.037234005448750204)\n",
      "Neur. T kernel (0.07425100688151964, 0.03711679499629539)\n",
      "Neur. T kernel (0.07424441855137998, 0.03696717454024723)\n",
      "k = 607\n",
      "Dirich. kernel (0.0702962129811816, 0.05123145875422655)\n",
      "Gaussi. kernel (0.06808814691380174, 0.049519644156766074)\n",
      "Neur. T kernel (0.06861973372959457, 0.04937772027371577)\n",
      "Neur. T kernel (0.06839906441017926, 0.04899868109433156)\n",
      "Neur. T kernel (0.06813838090381955, 0.04860620587822584)\n",
      "Neur. T kernel (0.067873642423435, 0.04827189100499257)\n",
      "k = 608\n",
      "Dirich. kernel (0.0698121045549259, 0.04849405201744534)\n",
      "Gaussi. kernel (0.07013240878825334, 0.049145219100186655)\n",
      "Neur. T kernel (0.07000002606186131, 0.048534308025400985)\n",
      "Neur. T kernel (0.0699912157243963, 0.04853389625174167)\n",
      "Neur. T kernel (0.06999118641552335, 0.0485085950635769)\n",
      "Neur. T kernel (0.06998495907203069, 0.04867672101183621)\n",
      "k = 609\n",
      "Dirich. kernel (0.10342427062172581, 0.0729118646719646)\n",
      "Gaussi. kernel (0.10065201020475871, 0.07246376589796193)\n",
      "Neur. T kernel (0.10098918445013343, 0.07221348607433853)\n",
      "Neur. T kernel (0.10038336582838578, 0.07194353601478395)\n",
      "Neur. T kernel (0.09968543783728921, 0.07163946078142368)\n",
      "Neur. T kernel (0.09904067648922718, 0.07132355132869263)\n",
      "k = 610\n",
      "Dirich. kernel (0.06294705207936266, 0.04387917306930805)\n",
      "Gaussi. kernel (0.06701201211437724, 0.03998986727784819)\n",
      "Neur. T kernel (0.06760567117200286, 0.039914159490158196)\n",
      "Neur. T kernel (0.06747895827960544, 0.039853672273894844)\n",
      "Neur. T kernel (0.06735418874124839, 0.0398551447880272)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Neur. T kernel (0.06725444064588768, 0.03991408136917195)\n",
      "k = 611\n",
      "Dirich. kernel (0.0648771291075316, 0.06712535875955135)\n",
      "Gaussi. kernel (0.0663299544923722, 0.06031263131330177)\n",
      "Neur. T kernel (0.06611897193966508, 0.06264880638321615)\n",
      "Neur. T kernel (0.06610248747921715, 0.06254231657865589)\n",
      "Neur. T kernel (0.0660858243678267, 0.06250869919706221)\n",
      "Neur. T kernel (0.0660801231701143, 0.06262239034232614)\n",
      "k = 612\n",
      "Dirich. kernel (0.06488576663129916, 0.051858186893788565)\n",
      "Gaussi. kernel (0.06320411859997728, 0.05149918760543296)\n",
      "Neur. T kernel (0.06308659185049857, 0.05102753575487827)\n",
      "Neur. T kernel (0.06310460639719777, 0.05123802840059462)\n",
      "Neur. T kernel (0.06309538825068302, 0.05110800321138273)\n",
      "Neur. T kernel (0.06307321869385976, 0.05094451307115035)\n",
      "k = 613\n",
      "Dirich. kernel (0.09786206487156121, 0.06705152704960221)\n",
      "Gaussi. kernel (0.09346650372042778, 0.06749122513727024)\n",
      "Neur. T kernel (0.09541376941913972, 0.06578362537294917)\n",
      "Neur. T kernel (0.09492477468183672, 0.06551003255463919)\n",
      "Neur. T kernel (0.09505802416332039, 0.06458540740349467)\n",
      "Neur. T kernel (0.09477972128517033, 0.06412607118936231)\n",
      "k = 614\n",
      "Dirich. kernel (0.08592779126319332, 0.06642202805336427)\n",
      "Gaussi. kernel (0.08535188222521148, 0.07066311596258203)\n",
      "Neur. T kernel (0.08476818126180949, 0.0698284079635076)\n",
      "Neur. T kernel (0.0837281403372003, 0.07113991356011581)\n",
      "Neur. T kernel (0.08407532829954571, 0.06948851636819026)\n",
      "Neur. T kernel (0.08379547213246334, 0.06852565713551786)\n",
      "k = 615\n",
      "Dirich. kernel (0.07880711350117924, 0.05648139530976721)\n",
      "Gaussi. kernel (0.08023434031754058, 0.05409810863679667)\n",
      "Neur. T kernel (0.08048305191147967, 0.05204406523407825)\n",
      "Neur. T kernel (0.08055826273260165, 0.05314088273606258)\n",
      "Neur. T kernel (0.08029702884700704, 0.05261874219556365)\n",
      "Neur. T kernel (0.08017706488994791, 0.05217241801813313)\n",
      "k = 616\n",
      "Dirich. kernel (0.07446069717955821, 0.054924863990581246)\n",
      "Gaussi. kernel (0.075256268020719, 0.049358093369263)\n",
      "Neur. T kernel (0.07470467522615036, 0.04836418054861082)\n",
      "Neur. T kernel (0.07474675728281983, 0.04852529297136835)\n",
      "Neur. T kernel (0.07488422790474061, 0.048719703983702886)\n",
      "Neur. T kernel (0.07493904075370078, 0.04711568013661936)\n",
      "k = 617\n",
      "Dirich. kernel (0.08968246121238892, 0.09215732415837771)\n",
      "Gaussi. kernel (0.08894542940450065, 0.08251949487445097)\n",
      "Neur. T kernel (0.08996209053050083, 0.08159469543130324)\n",
      "Neur. T kernel (0.08939013944359461, 0.0815203847618377)\n",
      "Neur. T kernel (0.08931762322075684, 0.08269097404599786)\n",
      "Neur. T kernel (0.08951078992960498, 0.08351470007947132)\n",
      "k = 618\n",
      "Dirich. kernel (0.07960944677043637, 0.045534336102596225)\n",
      "Gaussi. kernel (0.07724219162398935, 0.04561419962582157)\n",
      "Neur. T kernel (0.07742720170113807, 0.04486608987409218)\n",
      "Neur. T kernel (0.07723701226093357, 0.04453618447907848)\n",
      "Neur. T kernel (0.07705530864210824, 0.044158954443461185)\n",
      "Neur. T kernel (0.07693022143227217, 0.043786302519895536)\n",
      "k = 619\n",
      "Dirich. kernel (0.21585971358499348, 0.247346626490255)\n",
      "Gaussi. kernel (0.18790194375654606, 0.21083648782135012)\n",
      "Neur. T kernel (0.2076417219346977, 0.24126923139772613)\n",
      "Neur. T kernel (0.20303170228731265, 0.23536593640350292)\n",
      "Neur. T kernel (0.1989522958499216, 0.22680611650368007)\n",
      "Neur. T kernel (0.1965309691578098, 0.22546200277047193)\n",
      "k = 620\n",
      "Dirich. kernel (0.05900543904211601, 0.05463919111872069)\n",
      "Gaussi. kernel (0.05865864835898378, 0.055387914624159734)\n",
      "Neur. T kernel (0.059246915156236556, 0.05501242928937132)\n",
      "Neur. T kernel (0.05855848223270362, 0.05573751714263169)\n",
      "Neur. T kernel (0.05825309203831484, 0.05473398520986593)\n",
      "Neur. T kernel (0.05783154360973035, 0.05462988186042311)\n",
      "k = 621\n",
      "Dirich. kernel (0.07539994670548618, 0.0947738741529994)\n",
      "Gaussi. kernel (0.07823297910499045, 0.08913907420229737)\n",
      "Neur. T kernel (0.07966096533957906, 0.08935540784732367)\n",
      "Neur. T kernel (0.07895318980771204, 0.08795459707600259)\n",
      "Neur. T kernel (0.07780760613545026, 0.08821353279726478)\n",
      "Neur. T kernel (0.07802345057839737, 0.0886598922629969)\n",
      "k = 622\n",
      "Dirich. kernel (0.0705939728888226, 0.07402539251164383)\n",
      "Gaussi. kernel (0.08696443881546094, 0.07226118210765539)\n",
      "Neur. T kernel (0.0870932486116561, 0.07206469684828332)\n",
      "Neur. T kernel (0.08714023445499755, 0.07232119019470555)\n",
      "Neur. T kernel (0.0871875966288516, 0.0727052902051575)\n",
      "Neur. T kernel (0.08720849521113638, 0.07305974574895373)\n",
      "k = 623\n",
      "Dirich. kernel (0.20588067445332858, 0.2818168064378971)\n",
      "Gaussi. kernel (0.19038224290087571, 0.2433801905673923)\n",
      "Neur. T kernel (0.21308267956837862, 0.25396905094812433)\n",
      "Neur. T kernel (0.20903658012534562, 0.2507349170042909)\n",
      "Neur. T kernel (0.20341843602164414, 0.24943740587011304)\n",
      "Neur. T kernel (0.2005193067087781, 0.24798567126263718)\n",
      "k = 624\n",
      "Dirich. kernel (-0.0, 2.981574160489787e-15)\n",
      "Gaussi. kernel (-0.0, 2.981574160489787e-15)\n",
      "Neur. T kernel (-0.0, 2.981574160489787e-15)\n",
      "Neur. T kernel (-0.0, 2.981574160489787e-15)\n",
      "Neur. T kernel (-0.0, 2.981574160489787e-15)\n",
      "Neur. T kernel (-0.0, 2.981574160489787e-15)\n"
     ]
    }
   ],
   "source": [
    "train_idx, test_idx, _, _ = train_test_split(range(len(Xfull)), range(len(Xfull)), test_size=0.4, random_state=0)\n",
    "\n",
    "for k in range((length * 5) * (length * 5)):\n",
    "    # each k corresponds to the correlation function in a pair of qubits\n",
    "    print(\"k =\", k)\n",
    "\n",
    "    def train_and_predict(kernel, opt=\"linear\"): # opt=\"linear\" or \"rbf\"\n",
    "        \n",
    "        # instance-wise normalization\n",
    "        for i in range(len(kernel)):\n",
    "            kernel[i] /= np.linalg.norm(kernel[i])\n",
    "\n",
    "        # consider the k-th pair\n",
    "        global k\n",
    "        \n",
    "        # training data (estimated from measurement data)\n",
    "        y = np.array([Ytrain[i][k] for i in range(len(Xfull))])\n",
    "        X_train, X_test, y_train, y_test = train_test_split(kernel, y, test_size=0.4, random_state=0)\n",
    "\n",
    "        # testing data (exact expectation values)\n",
    "        y_clean = np.array([Yfull[i][k] for i in range(len(Xfull))])\n",
    "        _, _, _, y_test_clean = train_test_split(kernel, y_clean, test_size=0.4, random_state=0)\n",
    "\n",
    "        # use cross validation to find the best method + hyper-param\n",
    "        best_cv_score, test_score = 999.0, 999.0\n",
    "        for ML_method in [(lambda Cx: svm.SVR(kernel=opt, C=Cx)), (lambda Cx: KernelRidge(kernel=opt, alpha=1/(2*Cx)))]:\n",
    "            for C in [0.0125, 0.025, 0.05, 0.125, 0.25, 0.5, 1.0, 2.0]:\n",
    "                score = -np.mean(cross_val_score(ML_method(C), X_train, y_train, cv=5, scoring=\"neg_root_mean_squared_error\"))\n",
    "                if best_cv_score > score:\n",
    "                    clf = ML_method(C).fit(X_train, y_train.ravel())\n",
    "                    test_score = np.linalg.norm(clf.predict(X_test).ravel() - y_test_clean.ravel()) / (len(y_test) ** 0.5)\n",
    "                    best_cv_score = score\n",
    "                \n",
    "        return best_cv_score, test_score\n",
    "\n",
    "    # Dirichlet\n",
    "    print(\"Dirich. kernel\", train_and_predict(kernel_dir))\n",
    "    # RBF\n",
    "    print(\"Gaussi. kernel\", train_and_predict(Xfull, opt=\"rbf\"))\n",
    "    # Neural tangent\n",
    "    for kernel_NN in list_kernel_NN:\n",
    "        print(\"Neur. T kernel\", train_and_predict(kernel_NN))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3188042e",
   "metadata": {},
   "source": [
    "# Classifying topological-ordered and trivial phases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e2252fd6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Kernel PCA from sklearn\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "\n",
    "# Plotting tools\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set_style(\"ticks\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7c944b74",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the shadow kernel matrix (for 100 different states; 50 topological, 50 trivial)\n",
    "with open('topological_alldep_tr=10.txt', 'r') as f:\n",
    "    all_K = ast.literal_eval(f.read())\n",
    "\n",
    "# Perform kernel PCA based on shadow kernel\n",
    "data = []\n",
    "for d, K in enumerate(all_K[:-1]):\n",
    "    X = []\n",
    "    orig_id = []\n",
    "    for i in range(len(K)):\n",
    "        orig_id.append(i)\n",
    "        single_X = []\n",
    "        for j in range(len(K)):\n",
    "            single_X.append(K[i][j] / ((K[i][i] * K[j][j]) ** 0.5))\n",
    "        X.append(single_X)\n",
    "\n",
    "    X = np.array(X)\n",
    "    pca = PCA(n_components=1)\n",
    "    F = pca.fit_transform(X)\n",
    "    std = np.std(F)\n",
    "    \n",
    "    for z in range(len(X)):\n",
    "        i = orig_id[z]\n",
    "        if d == 0 or d == 9:\n",
    "            data.append((-F[z, 0] / std, d, \"Topological\" if z < 5 else \"Trivial\"))\n",
    "        else:\n",
    "            data.append((F[z, 0] / std, d, \"Topological\" if z < 5 else \"Trivial\"))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3de08695",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x144 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the 1D representation for different circuit depth\n",
    "plt.figure(figsize=(3.0, 2.0))\n",
    "df_toric = pd.DataFrame(data=data, columns = ['PC1', 'Depth', 'Phase'])\n",
    "ax = sns.stripplot(x=\"Depth\", y=\"PC1\", hue='Phase', data=df_toric[df_toric[\"Phase\"]==\"Topological\"], palette=['#ED686D'], orient=\"v\",\n",
    "                   edgecolor=\"black\", marker=\"o\", s=10, alpha=0.85, jitter=0.22)\n",
    "ax = sns.stripplot(x=\"Depth\", y=\"PC1\", hue='Phase', data=df_toric[df_toric[\"Phase\"]==\"Trivial\"], palette=['#80A3FA'], orient=\"v\",\n",
    "                   edgecolor=\"black\", marker=\"D\", s=10, alpha=0.55, jitter=0.22)\n",
    "\n",
    "ax.legend(loc='center left', bbox_to_anchor=(1.0, 0.5), ncol=1)\n",
    "ax.set_xlabel(\"Circuit depth\")\n",
    "ax.set_ylabel(\"1st princ.\\n comp.\")\n",
    "ax.set_ylim(-4.0, 4.0);\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}