Chapter06-2 Max_Entropy.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "from copy import deepcopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = [['no', 'sunny', 'hot', 'high', 'FALSE'],\n",
    "           ['no', 'sunny', 'hot', 'high', 'TRUE'],\n",
    "           ['yes', 'overcast', 'hot', 'high', 'FALSE'],\n",
    "           ['yes', 'rainy', 'mild', 'high', 'FALSE'],\n",
    "           ['yes', 'rainy', 'cool', 'normal', 'FALSE'],\n",
    "           ['no', 'rainy', 'cool', 'normal', 'TRUE'],\n",
    "           ['yes', 'overcast', 'cool', 'normal', 'TRUE'],\n",
    "           ['no', 'sunny', 'mild', 'high', 'FALSE'],\n",
    "           ['yes', 'sunny', 'cool', 'normal', 'FALSE'],\n",
    "           ['yes', 'rainy', 'mild', 'normal', 'FALSE'],\n",
    "           ['yes', 'sunny', 'mild', 'normal', 'TRUE'],\n",
    "           ['yes', 'overcast', 'mild', 'high', 'TRUE'],\n",
    "           ['yes', 'overcast', 'hot', 'normal', 'FALSE'],\n",
    "           ['no', 'rainy', 'mild', 'high', 'TRUE']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MaxEntropy:\n",
    "    def __init__(self, EPS=0.005):\n",
    "        self._samples = []\n",
    "        self._Y = set()  # 标签集合，相当去去重后的y\n",
    "        self._numXY = {}  # key为(x,y)，value为出现次数\n",
    "        self._N = 0  # 样本数\n",
    "        self._Ep_ = []  # 样本分布的特征期望值\n",
    "        self._xyID = {}  # key记录(x,y),value记录id号\n",
    "        self._n = 0  # 特征键值(x,y)的个数\n",
    "        self._C = 0  # 最大特征数\n",
    "        self._IDxy = {}  # key为(x,y)，value为对应的id号\n",
    "        self._w = []\n",
    "        self._EPS = EPS  # 收敛条件\n",
    "        self._lastw = []  # 上一次w参数值\n",
    "\n",
    "    def loadData(self, dataset):\n",
    "        self._samples = deepcopy(dataset)\n",
    "        for items in self._samples:\n",
    "            y = items[0]\n",
    "            X = items[1:]\n",
    "            self._Y.add(y)  # 集合中y若已存在则会自动忽略\n",
    "            for x in X:\n",
    "                if (x, y) in self._numXY:\n",
    "                    self._numXY[(x, y)] += 1\n",
    "                else:\n",
    "                    self._numXY[(x, y)] = 1\n",
    "\n",
    "        self._N = len(self._samples)\n",
    "        self._n = len(self._numXY)\n",
    "        self._C = max([len(sample) - 1 for sample in self._samples])\n",
    "        self._w = [0] * self._n\n",
    "        self._lastw = self._w[:]\n",
    "\n",
    "        self._Ep_ = [0] * self._n\n",
    "        for i, xy in enumerate(self._numXY):  # 计算特征函数fi关于经验分布的期望\n",
    "            self._Ep_[i] = self._numXY[xy] / self._N\n",
    "            self._xyID[xy] = i\n",
    "            self._IDxy[i] = xy\n",
    "\n",
    "    def _Zx(self, X):  # 计算每个Z(x)值\n",
    "        zx = 0\n",
    "        for y in self._Y:\n",
    "            ss = 0\n",
    "            for x in X:\n",
    "                if (x, y) in self._numXY:\n",
    "                    ss += self._w[self._xyID[(x, y)]]\n",
    "            zx += math.exp(ss)\n",
    "        return zx\n",
    "\n",
    "    def _model_pyx(self, y, X):  # 计算每个P(y|x)\n",
    "        zx = self._Zx(X)\n",
    "        ss = 0\n",
    "        for x in X:\n",
    "            if (x, y) in self._numXY:\n",
    "                ss += self._w[self._xyID[(x, y)]]\n",
    "        pyx = math.exp(ss) / zx\n",
    "        return pyx\n",
    "\n",
    "    def _model_ep(self, index):  # 计算特征函数fi关于模型的期望\n",
    "        x, y = self._IDxy[index]\n",
    "        ep = 0\n",
    "        for sample in self._samples:\n",
    "            if x not in sample:\n",
    "                continue\n",
    "            pyx = self._model_pyx(y, sample)\n",
    "            ep += pyx / self._N\n",
    "        return ep\n",
    "\n",
    "    def _convergence(self):  # 判断是否全部收敛\n",
    "        for last, now in zip(self._lastw, self._w):\n",
    "            if abs(last - now) >= self._EPS:\n",
    "                return False\n",
    "        return True\n",
    "\n",
    "    def predict(self, X):  # 计算预测概率\n",
    "        Z = self._Zx(X)\n",
    "        result = {}\n",
    "        for y in self._Y:\n",
    "            ss = 0\n",
    "            for x in X:\n",
    "                if (x, y) in self._numXY:\n",
    "                    ss += self._w[self._xyID[(x, y)]]\n",
    "            pyx = math.exp(ss) / Z\n",
    "            result[y] = pyx\n",
    "        return result\n",
    "\n",
    "    def train(self, maxiter=1000):  # 训练数据\n",
    "        for loop in range(maxiter):  # 最大训练次数\n",
    "            print(\" * iter:%d\" % loop)\n",
    "            self._lastw = self._w[:]\n",
    "            for i in range(self._n):\n",
    "                ep = self._model_ep(i)  # 计算第i个特征的模型期望\n",
    "                self._w[i] += math.log(self._Ep_[i] / ep) / self._C  # 更新参数\n",
    "            print(\"w:\", self._w)\n",
    "            if self._convergence():  # 判断是否收敛\n",
    "                break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * iter:0\n",
      "w: [0.0455803891984887, -0.002832177999673058, 0.031103560672370825, -0.1772024616282862, -0.0037548445453157455, 0.16394435955437575, -0.02051493923938058, -0.049675901430111545, 0.08288783767234777, 0.030474400362443962, 0.05913652210443954, 0.08028783103573349, 0.1047516055195683, -0.017733409097415182, -0.12279936099838235, -0.2525211841208849, -0.033080678592754015, -0.06511302013721994, -0.08720030253991244]\n",
      " * iter:1\n",
      "w: [0.11525071899801315, 0.019484939219927316, 0.07502777039579785, -0.29094979172869884, 0.023544184009850026, 0.2833018051925922, -0.04928887087664562, -0.101950931659509, 0.12655289130431963, 0.016078718904129236, 0.09710585487843026, 0.10327329399123442, 0.16183727320804359, 0.013224083490515591, -0.17018583153306513, -0.44038644519804815, -0.07026660158873668, -0.11606564516054546, -0.1711390483931799]\n",
      " * iter:2\n",
      "w: [0.18178907332733973, 0.04233703122822168, 0.11301330241050131, -0.37456674484068975, 0.05599764270990431, 0.38356978711239126, -0.07488546168160945, -0.14671211613144097, 0.15633348706002106, -0.011836411721359321, 0.12895826039781944, 0.10572969681821211, 0.19953102749655352, 0.06399991656546679, -0.17475388854415905, -0.5893308194447993, -0.10405912653008922, -0.16350962040062977, -0.24701967386590512]\n",
      " * iter:3\n",
      "w: [0.2402117261976856, 0.06087651054892573, 0.14300856884173724, -0.44265412294427664, 0.08623192206158618, 0.47264512563925376, -0.09600090083002198, -0.18353847640798293, 0.17967535014110475, -0.04398112111909075, 0.15854994616895085, 0.09937760679990165, 0.22754399461146121, 0.12138068016302067, -0.15616500410638443, -0.7136213594089919, -0.13342640817803014, -0.2097936229338585, -0.3153356710047331]\n",
      " * iter:4\n",
      "w: [0.2914313208012359, 0.07547654306538813, 0.16668283431764536, -0.5013655616789854, 0.1129176109082406, 0.553725824276617, -0.11340104779016447, -0.214026170852028, 0.19932565541497924, -0.07698174342694904, 0.18676347888513212, 0.08897527479225055, 0.250034281885875, 0.17966909953761648, -0.12561912266368833, -0.8214131440732644, -0.15887039192864807, -0.255021849396353, -0.3775163032854775]\n",
      " * iter:5\n",
      "w: [0.3371038340609469, 0.08719816942080917, 0.1858885244336221, -0.5536101929687616, 0.13629778855333752, 0.6284587190599515, -0.12800357294309486, -0.23983404211792342, 0.21652676634149073, -0.10944257416223822, 0.2137132093479417, 0.07676820672685672, 0.2690824414813502, 0.2363909590693551, -0.0894456215757756, -0.9176374337279947, -0.18113135827470755, -0.298867529863144, -0.43486330681003177]\n",
      " * iter:6\n",
      "w: [0.3785824456804424, 0.09688384478129128, 0.2020182323803342, -0.6009874705178111, 0.15692184161636785, 0.6978719259357552, -0.14051015547758733, -0.26225964542470354, 0.231946295562788, -0.14075188805495795, 0.23936253047337575, 0.06390380813674021, 0.2858409112894462, 0.290497131241793, -0.05118245076440544, -1.0054122371529666, -0.20087035680546067, -0.34104258966535955, -0.4883751534969831]\n",
      " * iter:7\n",
      "w: [0.41683868296814264, 0.10509553912347498, 0.2160232475329699, -0.644505058740366, 0.1753178575881968, 0.7626984543065831, -0.1514056957963993, -0.282232009175799, 0.24599431757478898, -0.17065092475910307, 0.26368621835608597, 0.0509851487070869, 0.3009923148407335, 0.3416039921608126, -0.012757343850577675, -1.0867762087449189, -0.218615635191165, -0.3813835600318599, -0.5387838195368846]\n",
      " * iter:8\n",
      "w: [0.45255283727071915, 0.11219377184169538, 0.2285350985725094, -0.6848643375624139, 0.19192374296509346, 0.823505441985143, -0.1610195381343653, -0.3003952716953118, 0.2589475960707626, -0.19905447303514948, 0.28670003432375235, 0.03832451391813461, 0.3149608328705212, 0.38965093728157896, 0.024829827991967576, -1.1631007696620375, -0.234775223274346, -0.4198375433999549, -0.5866232900677824]\n",
      " * iter:9\n",
      "w: [0.4862047341699185, 0.11841188281430236, 0.23997121190141055, -0.7225858897027357, 0.20708669598089463, 0.8807531715193149, -0.16957936712401173, -0.3171924798474509, 0.27100498873946605, -0.2259668872025463, 0.30845455112675946, 0.02607293739294267, 0.3280204662447941, 0.43473488104744773, 0.06110854499605007, -1.235334453720919, -0.2496614393236233, -0.4564297086590982, -0.632287633902211]\n",
      " * iter:10\n",
      "w: [0.5181394259405306, 0.12390610358940803, 0.25060941880919724, -0.7580715708198793, 0.22107810865652675, 0.9348258037844982, -0.17724821171219282, -0.3329298610812439, 0.28231538356745023, -0.25143909184677066, 0.3290224934515896, 0.01429111840050851, 0.34035457030022254, 0.4770259468712468, 0.09590445328801561, -1.3041525627362545, -0.2635134591021718, -0.4912340995712618, -0.676073174743828]\n",
      " * iter:11\n",
      "w: [0.5486110820346487, 0.12878621492610728, 0.260637166739537, -0.7916392134506605, 0.23410952494004347, 0.9860494937682006, -0.18414786231688304, -0.34782183358804564, 0.29299341588094513, -0.2755452075588528, 0.3484877282959149, 0.0029897746989391953, 0.3520901674994048, 0.5167232266096159, 0.12920353885993147, -1.3700506081491441, -0.2765153028028459, -0.5243519897715138, -0.7182076215567675]\n",
      " * iter:12\n",
      "w: [0.5778117345209275, 0.13313363017604996, 0.27018325256816517, -0.8235442751999533, 0.24634619366524757, 1.0347042729774998, -0.19037323865834888, -0.36202132448933444, 0.3031291458576307, -0.2983694137224091, 0.36693744589848354, -0.007847001125305455, 0.36331836466580314, 0.5540314435560996, 0.16107375873385849, -1.43340343709795, -0.2888095132477581, -0.5558971523336302, -0.7588699023545793]\n",
      " * iter:13\n",
      "w: [0.6058901351026187, 0.13701191167326482, 0.27933812605788444, -0.8539945297938123, 0.2579178021404349, 1.0810325152985145, -0.19600113559558124, -0.3756398474403068, 0.3127944422531689, -0.31999848717048135, 0.3844571763850762, -0.01824819811068835, 0.374106791262247, 0.5891489137038122, 0.19162049156992134, -1.494503092195292, -0.3005073854549682, -0.5859863925416857, -0.7982036819948133]\n",
      " * iter:14\n",
      "w: [0.6329642597528577, 0.14047287909653053, 0.288166877587425, -0.8831606263070614, 0.2689267548911857, 1.1252453301017262, -0.2010955813068598, -0.38876072186638005, 0.3220474084558613, -0.3405176107915853, 0.4011279016168997, -0.02824811730597898, 0.38450732666115006, 0.6222617230970029, 0.22096178876573108, -1.553583366887057, -0.3116965772848506, -0.614733784830676, -0.8363266559598186]\n",
      " * iter:15\n",
      "w: [0.6591297272306862, 0.14356019142928794, 0.29671758022981304, -0.9111839584847241, 0.27945449028395125, 1.1675275789036936, -0.2057111806049296, -0.40144778446237106, 0.33093556073797664, -0.3600081062970341, 0.41702458622921607, -0.0378820228099265, 0.3945609896455332, 0.6535413341943247, 0.2492151298378952, -1.6108359714954945, -0.32244677013022793, -0.6422474013311557, -0.8733370228190042]\n",
      " * iter:16\n",
      "w: [0.6844655652033881, 0.14631149268101387, 0.3050266859363578, -0.9381826602314054, 0.28956628018821073, 1.208041909775652, -0.20989526326523208, -0.4137511617306136, 0.3394981675496672, -0.37854630883233975, 0.4322156158791387, -0.04718381592817196, 0.40430109093285005, 0.6831440602226162, 0.27649078947951705, -1.6664213645385508, -0.33281388843517457, -0.6686276609175331, -0.9093180606867393]\n",
      " * iter:17\n",
      "w: [0.7090382322303439, 0.14875974316242174, 0.3131225496097003, -0.9642562360118443, 0.29931487416739566, 1.2469320534764214, -0.21368931996032484, -0.42571112990484933, 0.3477680022713951, -0.39620311776233963, 0.4467627857364784, -0.05618489532677282, 0.41375530711155634, 0.7112115242872563, 0.30288894318648024, -1.7204761577827474, -0.34284325627460627, -0.6939666992818952, -0.9443414163459253]\n",
      " * iter:18\n",
      "w: [0.7329044755919177, 0.15093408736171834, 0.3210277580307023, -0.9894891689757307, 0.30874326974092275, 1.2843255450191382, -0.21713000784910344, -0.4373607274008869, 0.3557726742500604, -0.41304394260476845, 0.46072160215492297, -0.06491370074276526, 0.422947075247345, 0.7378716028031354, 0.328498833440739, -1.7731182942183688, -0.3525719694978747, -0.7183483589746492, -0.9784695091163789]\n",
      " * iter:19\n",
      "w: [0.7561133995570936, 0.15286045515640212, 0.32876069090102394, -1.0139537508210092, 0.31788682371577265, 1.3203359878921699, -0.22024989032144235, -0.448727549339497, 0.36353565046377634, -0.4291288733368194, 0.474141745644728, -0.07339563949692648, 0.43189655319860304, 0.7632395717459113, 0.35339902389681255, -1.8244507576736042, -0.3620306877237353, -0.7418485369835646, -1.0117573172957148]\n",
      " * iter:20\n",
      "w: [0.7787079892539899, 0.15456200602459644, 0.3363365845031459, -1.0377123132497756, 0.3267748670740448, 1.3550649489120608, -0.22307800708327316, -0.4598350016169348, 0.37107704685084625, -0.4445129711331328, 0.4870676010138121, -0.08165321702581128, 0.4406212977651862, 0.7874193002477285, 0.37765818433851467, -1.8745642981534274, -0.37124499589743665, -0.7645357216530281, -1.0442537275202144]\n",
      " * iter:21\n",
      "w: [0.8007262529140036, 0.1560594772059649, 0.34376827002154425, -1.060818996362751, 0.33543194552371397, 1.3886035518622473, -0.2256403312679843, -0.4707031942919707, 0.3784142461967868, -0.4592466165100185, 0.49953879849811195, -0.08970626642269304, 0.4491367562208728, 0.8105044087079029, 0.4013360928412452, -1.9235394849020984, -0.38023644521389477, -0.7864716135654637, -1.0760025700060472]\n",
      " * iter:22\n",
      "w: [0.8222020921833231, 0.15737146972957614, 0.35106669658987016, -1.0833211570708576, 0.3438787772162431, 1.4210338238029174, -0.22796014748385007, -0.4813495913406772, 0.3855623842257191, -0.47337587706002593, 0.5115907340536996, -0.097572216484821, 0.4574566319936303, 0.83257935031115, 0.424484683802042, -1.971448290683485, -0.3890233541033427, -0.8077117662399447, -1.1070434246350234]\n",
      " * iter:23\n",
      "w: [0.8431659755582256, 0.15851469135106674, 0.3582413099761184, -1.1052604965753057, 0.3521329961400076, 1.4524298372162394, -0.23005837157733589, -0.4917894935106267, 0.39253473476396605, -0.4869428725491193, 0.5232550522617136, -0.1052663644782318, 0.465593163658731, 0.8537203985625873, 0.4471490528467217, -2.0183553418422466, -0.39762142875643264, -0.8283062091823948, -1.1374122574144727]\n",
      " * iter:24\n",
      "w: [0.8636454670864389, 0.15950416732792658, 0.3653003329720428, -1.1266739678034468, 0.36020973250970306, 1.482858682861421, -0.23195382530073866, -0.5020364049989126, 0.39934301707696696, -0.49998612479593446, 0.5345600846495384, -0.11280213572953293, 0.47355734286275886, 0.8739965366602681, 0.46936837668843867, -2.064318924528685, -0.406044247183912, -0.848300032825856, -1.1671419296079542]\n",
      " * iter:25\n",
      "w: [0.8836656471038739, 0.1603534255734902, 0.37225097770055826, -1.1475945098423088, 0.3681220686586352, 1.5123813016864462, -0.23366347464932263, -0.5121023178222437, 0.40599764280453976, -0.5125408857080918, 0.5455312417781029, -0.12019132149050886, 0.48135908820857093, 0.8934702516155534, 0.491176732355382, -2.109391808862334, -0.41430363948916343, -0.8677339255435277, -1.196262610007351]\n",
      " * iter:26\n",
      "w: [0.9032494513148862, 0.16107466037129672, 0.37909960987648667, -1.1680516458111565, 0.375881399398912, 1.5410531989440968, -0.23520263801690175, -0.521997936755754, 0.41250791572692497, -0.5246394405006507, 0.556191360585383, -0.1274442918912381, 0.48900738662403054, 0.9121982395725802, 0.5126038144468337, -2.1536219340679152, -0.42240998873736496, -0.8866446594233549, -1.224802112593848]\n",
      " * iter:27\n",
      "w: [0.9224179473040389, 0.1616788775625432, 0.3858518784736532, -1.1880719724770439, 0.3834977187065189, 1.5689250594879982, -0.23658516873192442, -0.5317328604974513, 0.4188821944712612, -0.536311385327286, 0.5665610101206566, -0.1345701837836438, 0.49651041016127917, 0.9302320302856513, 0.5336755563163902, -2.1970529851769465, -0.4303724707053911, -0.9050655253342554, -1.252786176041659]\n",
      " * iter:28\n",
      "w: [0.9411905625141771, 0.1621760234256838, 0.3925128199597349, -1.2076795636593056, 0.39097984928598156, 1.5960432798599258, -0.23782361553620068, -0.5413157299328164, 0.42512802592617016, -0.5475838798535488, 0.5766587595378966, -0.14157706484455107, 0.5038756138194018, 0.9476185390802628, 0.5544146643308008, -2.239724883508588, -0.4381992462937832, -0.9230267199596869, -1.2802386973829953]\n",
      " * iter:29\n",
      "w: [0.9595852741409164, 0.16257509907066567, 0.39908694343633133, -1.226896304648176, 0.3983356276053569, 1.6224504300557419, -0.23892936390516484, -0.550754351175396, 0.4312522553652854, -0.5584818760317879, 0.5865014124117356, -0.14847207604172707, 0.5111098184106876, 0.9644005543745499, 0.5748410753847141, -2.2816742074069607, -0.4458976170440246, -0.9405556885568457, -1.3071819291635136]\n",
      " * iter:30\n",
      "w: [0.9776187688173721, 0.1628842619233561, 0.4055783011441862, -1.245742171142409, 0.40557205402039515, 1.6481856556449563, -0.23991276064108405, -0.5600557988963532, 0.4372611179404302, -0.5690283247125374, 0.5961042113291978, -0.15526155482302376, 0.5182192814229061, 0.9806171682798118, 0.5949723477012532, -2.3229345557159826, -0.45347415171844124, -0.9576774276294636, -1.3336366472304255]\n",
      " * iter:31\n",
      "w: [0.9953065780883318, 0.16311091570219194, 0.41199054753055353, -1.2642354633336526, 0.4126954153711069, 1.6732850291165284, -0.24078322381995132, -0.5692265039754737, 0.44316031518353244, -0.5792443618829074, 0.6054810164394, -0.1619511413811579, 0.5252097580923409, 0.9963041571084452, 0.6148239942141388, -2.363536863636533, -0.4609347900399, -0.9744147517426333, -1.3596222946768446]\n",
      " * iter:32\n",
      "w: [1.012663194292933, 0.16326179015105083, 0.4183269892150685, -1.2823930035348634, 0.41971138574590244, 1.6977818578508115, -0.24154933989483948, -0.5782723284789731, 0.4489550793737584, -0.589149476344859, 0.6146444612995081, -0.16854587020199452, 0.5320865543832194, 1.011494317894958, 0.634409766848547, -2.4035096785583288, -0.4682849282896803, -0.9907885285272436, -1.3851571062550205]\n",
      " * iter:33\n",
      "w: [1.0297021704475326, 0.16334301167193768, 0.42459062759549365, -1.3002303040160665, 0.4266251098286477, 1.7217069549105917, -0.24221894952857137, -0.5871986302462174, 0.45465022802395516, -0.5987616605900034, 0.6236060889903037, -0.17505024889696627, 0.5388545731968212, 1.026217766334997, 0.6537418989819438, -2.442879401944159, -0.47552949040467773, -1.0068178856250025, -1.410258216655991]\n",
      " * iter:34\n",
      "w: [1.0464362069477349, 0.16336016589063845, 0.43078419541685625, -1.3177617103585402, 0.4334412722694841, 1.7450888778519553, -0.24279922353275335, -0.5960103188500858, 0.4602502102746009, -0.6080975465274945, 0.6323764711182516, -0.18146832609308036, 0.5455183548611607, 1.040502200895833, 0.6728313123705808, -2.4816705022041226, -0.4826729874119253, -1.0225203929778095, -1.4349417553550248]\n",
      " * iter:35\n",
      "w: [1.0628772273216862, 0.16331835308523002, 0.4369101883290208, -1.3350005245804006, 0.4401641557749124, 1.767954139937502, -0.243296730120451, -0.6047119043193364, 0.4657591466214232, -0.61717252759963, 0.640965311988528, -0.18780374993023385, 0.5520821127489619, 1.0543731372612553, 0.6916877939185441, -2.5199057026233214, -0.48971956742505857, -1.0379122235066311, -1.4592229301848803]\n",
      " * iter:36\n",
      "w: [1.0790364448169802, 0.16322223731062693, 0.44297089224072084, -1.3519591114555576, 0.44679769003991343, 1.790327397457484, -0.24371749453115996, -0.6133075397327733, 0.4711808631201612, -0.6260008686895925, 0.6493815399322237, -0.19405981850724935, 0.558549764717187, 1.0678541167471882, 0.7103201468616922, -2.557606147724077, -0.49667305795648586, -1.0530082948776112, -1.4831161013818943]\n",
      " * iter:37\n",
      "w: [1.09492442125585, 0.1630760899623473, 0.44896840711734454, -1.3686489907928263, 0.45334549320271555, 1.8122316163026093, -0.24406705195602552, -0.6218010585852061, 0.4765189209901602, -0.6345958050957102, 0.6576333875030339, -0.20023952343042706, 0.5649249609418181, 1.0809668918596085, 0.7287363202401674, -2.5947915509024, -0.5035370019356569, -1.0678223947291066, -1.5066348475237694]\n",
      " * iter:38\n",
      "w: [1.1105511193224096, 0.162883828439689, 0.45490466774852484, -1.385080917923318, 0.45981090715981493, 1.8336882204643785, -0.24435049457618874, -0.6301960076644312, 0.48177664236364287, -0.642969631721608, 0.6657284620235139, -0.20634558745295645, 0.5712111086274902, 1.0937315917590797, 0.7469435199341005, -2.6314803257426767, -0.5103146885419311, -1.082367291438341, -1.5297920245209762]\n",
      " * iter:39\n",
      "w: [1.1259259492329805, 0.16264905049269926, 0.46078146191845637, -1.4012649542319067, 0.46619702781148503, 1.8547172247479498, -0.24457251342586667, -0.6384956760532193, 0.4869571327889946, -0.651133783514366, 0.6736738077562269, -0.21238049704962578, 0.57741139399637, 1.1061668700409766, 0.7649483040277116, -2.6676897030592097, -0.5170091797407272, -1.0966548322421525, -1.5525998186198335]\n",
      " * iter:40\n",
      "w: [1.1410578105722686, 0.1623750647686865, 0.4666004463390947, -1.4172105292393644, 0.47250673109858593, 1.8753373536548952, -0.2447374357027776, -0.6467031207711923, 0.4920633009861492, -0.6590989080746382, 0.6814759607979815, -0.21834653064726986, 0.58352880189976, 1.118290036931512, 0.782756664836176, -2.703435835420269, -0.5236233332393196, -1.1106960302923272, -1.575069794212521]\n",
      " * iter:41\n",
      "w: [1.1559551299441306, 0.16206491801235579, 0.4723631606486214, -1.432926495477744, 0.4787426955266447, 1.8955661481177095, -0.24484925807044364, -0.6548211894919178, 0.49709787626398166, -0.6668749312640252, 0.68914099764274, -0.22424578312520763, 0.5895661333459765, 1.1301171777314647, 0.8003740995664982, -2.738733890666386, -0.5301598224428797, -1.1245011420204416, -1.5972129371184205]\n",
      " * iter:42\n",
      "w: [1.1706258949781936, 0.16172141931861392, 0.4780710397310233, -1.4484211771889233, 0.48490742174280477, 1.9154200615355261, -0.2449116764285217, -0.6628525407058646, 0.5020634239387433, -0.6744711165457574, 0.6966745782276667, -0.23008018710936526, 0.5955260211966928, 1.141663259106879, 0.8178056712782106, -2.7735981357298707, -0.5366211538838392, -1.1380797360075168, -1.6190396938953464]\n",
      " * iter:43\n",
      "w: [1.1850776851468319, 0.16134716178822855, 0.48372542457466244, -1.4637024137041252, 0.4910032496276281, 1.9349145463638193, -0.24492811256751967, -0.6707996616466451, 0.506962359035349, -0.6818961187145013, 0.7040819841643154, -0.23585153150675078, 0.6014109442493859, 1.152942224624335, 0.835056061553053, -2.808042011889481, -0.5430096825120659, -1.1514407543974905, -1.6405600076531104]\n",
      " * iter:44\n",
      "w: [1.1993176997765402, 0.16094454189335367, 0.48932757185638426, -1.4787775982223486, 0.49703237328099215, 1.954064132343929, -0.24490173807203938, -0.678664884253761, 0.5117969585068955, -0.6891580325992616, 0.7113681527605952, -0.24156147766152558, 0.6072232398944303, 1.1639670807535205, 0.8521296160671726, -2.8420782024469866, -0.5493276251648829, -1.1645925677578381, -1.661783350771384]\n",
      " * iter:45\n",
      "w: [1.213352783580141, 0.16051577682191628, 0.4948786624116011, -1.4936537125914016, 0.5029968542149325, 1.9728824973161108, -0.2448354957911387, -0.68645039940801, 0.5165693721699401, -0.6962644372592383, 0.7185377073566026, -0.24721157345839384, 0.6129651155107274, 1.1747499744081586, 0.8690303840781798, -2.8757186936866366, -0.5555770724809243, -1.1775430241731384, -1.6827187548658014]\n",
      " * iter:46\n",
      "w: [1.2271894499888987, 0.16006292003648348, 0.5003798087288612, -1.5083373586015465, 0.508898633012764, 1.9913825314384455, -0.24473211915470341, -0.6941582696444136, 0.52128163252208, -0.7032224361354146, 0.725594984426699, -0.25280326565191225, 0.6186386587427477, 1.1853022629646979, 0.8857621526870052, -2.908974829870566, -0.5617599994773589, -1.190299493255645, -1.7033748382982066]\n",
      " * iter:47\n",
      "w: [1.240833902524439, 0.15958787525399074, 0.5058320615888524, -1.522834786224548, 0.514739539670465, 2.0095763955300066, -0.24459414958013367, -0.7017904405209364, 0.5259356635828739, -0.7100386935699116, 0.7325440578395995, -0.25833791066032147, 0.6242458467838731, 1.1956345775838004, 0.9023284766062019, -2.9418573629302087, -0.5678782749739237, -1.2028689056689232, -1.7237598314869573]\n",
      " * iter:48\n",
      "w: [1.25429205441777, 0.15909240902714536, 0.5112364159520031, -1.5371519191670295, 0.5205213028010425, 2.027475574167438, -0.2444239521835254, -0.7093487507985309, 0.5305332888780785, -0.716719468060096, 0.7393887606162666, -0.26381678402852177, 0.6297885547754618, 1.2057568805602181, 0.918732704058188, -2.9743764974333895, -0.5739336700177768, -1.215257788684493, -1.7438816002397184]\n",
      " * iter:49\n",
      "w: [1.26756954665543, 0.15857816208598838, 0.516593816185335, -1.5512943780539226, 0.5262455578537668, 2.0450909240872455, -0.24422372998329459, -0.7168349415685344, 0.5350762386696887, -0.7232706425744584, 0.7461327044807721, -0.26924108873591945, 0.6352685634177094, 1.215678517340075, 0.9349779993356275, -3.006541931337128, -0.5799278654390618, -1.2274722982255624, -1.7637476673030001]\n",
      " * iter:50\n",
      "w: [1.2806717646098411, 0.15804665957860917, 0.5219051607076249, -1.5652675015134492, 0.5319138544765056, 2.0624327183797524, -0.24399553676134347, -0.7242506644466234, 0.5395661565196902, -0.7296977522218351, 0.7527792974609447, -0.2746119625002787, 0.6406875658768322, 1.2254082637691284, 0.9510673624789551, -3.038362892975636, -0.5858624586472237, -1.2395182477949291, -1.7833652322988558]\n",
      " * iter:51\n",
      "w: [1.2936038533915346, 0.1574993203330123, 0.5271713061219353, -1.5790763653978965, 0.537527663129864, 2.079510686903264, -0.24374128872695758, -0.7315974889379812, 0.5440046052632351, -0.736006009534124, 0.7593317597626166, -0.2799304842077479, 0.6460471740630699, 1.2349543690697449, 0.967003646460685, -3.069848174680293, -0.5917389697617063, -1.2514011346347524, -1.802741190198874]\n",
      " * iter:52\n",
      "w: [1.3063707320444091, 0.15693746524731284, 0.5323930708959318, -1.5927258003431404, 0.5430883810456846, 2.0963340532971406, -0.24346277511126818, -0.738876909065715, 0.5483930724566909, -0.742200327594777, 0.7657931381128499, -0.2851976795813396, 0.6513489243452851, 1.2443245949868122, 0.9827895722106955, -3.1010061633823827, -0.5975588471570251, -1.2631261634230821, -1.821882148468272]\n",
      " * iter:53\n",
      "w: [1.3189771066910794, 0.15636232490251273, 0.5375712386429191, -1.6062204078434035, 0.5485973376090169, 2.1129115689291647, -0.2431616678049767, -0.7460903493435848, 0.5527329753573567, -0.7482853412206438, 0.7721663187429896, -0.2904145261848515, 0.6565942827603265, 1.253526251492485, 0.9984277417695612, -3.1318448685091513, -0.6033234724908482, -1.274698267774881, -1.8407944429980057]\n",
      " * iter:54\n",
      "w: [1.3314274827232553, 0.15577504648083604, 0.5427065610500207, -1.6195645749952792, 0.5540557992314449, 2.1292515440748003, -0.24283953013882242, -0.7532391701645318, 0.557025665484308, -0.7542654263828164, 0.778454039161185, -0.29558195784612656, 0.6617846497686762, 1.2625662293955893, 1.0139206498169098, -3.1623719474485372, -0.6090341652741876, -1.2861221297830003, -1.8594841529299608]\n",
      " * iter:55\n",
      "w: [1.3437261761216421, 0.15517670006276396, 0.5477997604942678, -1.6327624880459015, 0.559464973774248, 2.1453618765929385, -0.24249782489472851, -0.7603246726681446, 0.5612724328035875, -0.7601447180326724, 0.7846588988456782, -0.3007008685723333, 0.6669213646020843, 1.271451030162849, 1.0292706937875882, -3.192594728827026, -0.6146921870348034, -1.2974021978064845, -1.8779571144691576]\n",
      " * iter:56\n",
      "w: [1.355877323980789, 0.15456828436732215, 0.5528515323824309, -1.6458181448637803, 0.5648260145719507, 2.1612500783338215, -0.24213792162546663, -0.7673481031428819, 0.5654745095756345, -0.7659271264820343, 0.7907833689742487, -0.3057721160203116, 0.6720057092437856, 1.2801867932251363, 1.0444801827592263, -3.2225202338179395, -0.6202987451181532, -1.3085427026891356, -1.8962189337671926]\n",
      " * iter:57\n",
      "w: [1.3678848943064303, 0.15395073199266604, 0.5578625472461194, -1.6587353664367566, 0.5701400241001214, 2.1769232994894803, -0.2417611033518385, -0.7743106570124643, 0.5696330738982797, -0.7716163524710108, 0.7968298012914022, -0.31079652457675144, 0.677038912077413, 1.2887793210120901, 1.059551345269809, -3.2521551956735943, -0.6258549961644927, -1.3195476725699349, -1.914274998952667]\n",
      " * iter:58\n",
      "w: [1.3797526951459713, 0.1533249142074494, 0.5628334526199115, -1.6715178074894281, 0.5754080573256013, 2.1923883510747104, -0.2413685726986288, -0.7812134824502212, 0.5737492529747071, -0.7772159010434375, 0.8028004362028807, -0.315774888095839, 0.6820221512367747, 1.2972341019321387, 1.074486336202476, -3.281506077653724, -0.631362049295853, -1.3304209464283026, -1.932130491376898]\n",
      " * iter:59\n",
      "w: [1.3914843831067196, 0.15269164533771679, 0.5677648747269816, -1.6841689663019288, 0.5806311247725096, 2.207651725706976, -0.24096145752378473, -0.7880576836602359, 0.577824126132395, -0.7827290943376857, 0.8086974101766187, -0.3207079723358565, 0.6869565576851887, 1.3055563314917753, 1.0892872428563953, -3.3105790895040035, -0.6368209690424526, -1.3411661864908895, -1.9497903961366554]\n",
      " * iter:60\n",
      "w: [1.4030834713111433, 0.1520516867890266, 0.5726574199938065, -1.6966921938028556, 0.5858101953332409, 2.2227196168362813, -0.24054081608930838, -0.7948443238597769, 0.5818587276161163, -0.788159083389792, 0.814522762520151, -0.32559651713091187, 0.6918432180499974, 1.3137509317274498, 1.10395609030679, -3.3393802026221158, -0.6422327780345326, -1.3517868896123353, -1.967259511929859]\n",
      " * iter:61\n",
      "w: [1.4145533368337264, 0.15140575073909854, 0.5775116764130008, -1.709090702001243, 0.5909461988501291, 2.2375979365607077, -0.24010764181709418, -0.8015744279936727, 0.5858540491755331, -0.7935088590362206, 0.8202784415965051, -0.33044123832938066, 0.6966831772351779, 1.3218225691053338, 1.1184948461435995, -3.3679151640343075, -0.6475984594825316, -1.3622863977299238, -1.9845424602950261]\n",
      " * iter:62\n",
      "w: [1.425897227659823, 0.15075450353240116, 0.5823282147711089, -1.7213675718155756, 0.5960400284904036, 2.252292332149733, -0.23966286766831962, -0.8082489852079051, 0.5898110424656942, -0.7987812619949676, 0.8259663105336433, -0.3352428295266686, 0.7014774408325631, 1.329775671028182, 1.132905424666565, -3.396189509292535, -0.6529189594658632, -1.3726679074810852, -2.001643694280673]\n",
      " * iter:63\n",
      "w: [1.4371182692032014, 0.150098568804689, 0.587107589756231, -1.733525760351798, 0.6010925429344349, 2.2668082013853774, -0.23920737018091678, -0.8148689511067073, 0.5937306212768135, -0.8039789921960405, 0.8315881524764052, -0.3400019636164512, 0.7062269773500655, 1.3376144410742965, 1.1471896906044101, -3.4242085743909234, -0.6581951890482663, -1.3829344790630391, -2.018567506586789]\n",
      " * iter:64\n",
      "w: [1.448219470415664, 0.14943853036249458, 0.591850340958642, -1.7455681076769627, 0.6061045683949902, 2.281150706820507, -0.23874197319604984, -0.8214352498148179, 0.5976136636079988, -0.8091046174254815, 0.8371456754245367, -0.3447192941815544, 0.710932720273409, 1.3453428730809849, 1.161349462417062, -3.4519775067901555, -0.6634280262357015, -1.3930890444053634, -2.0353180372168347]\n",
      " * iter:65\n",
      "w: [1.4592037295191644, 0.14877493483993992, 0.5965569937760512, -1.7574973431304983, 0.6110769004832387, 2.2953247890440585, -0.2382674513013389, -0.8279487758642018, 0.6014610135981118, -0.8141605813409633, 0.8426405166956779, -0.3493954567430357, 0.7155955699762047, 1.3529647641736868, 1.1753865152323004, -3.479501275629429, -0.6686183177910302, -1.403134414718782, -2.051899280675428]\n",
      " * iter:66\n",
      "w: [1.470073839388202, 0.1481082941528937, 0.6012280602338225, -1.769316091210941, 0.6160103059355287, 2.309335179034454, -0.2377845330157481, -0.8344103959224851, 0.6052734833256204, -0.819149210911494, 0.8480742470480247, -0.35403106988375815, 0.7202163954917103, 1.3604837268319607, 1.189302583461669, -3.506784681197632, -0.6737668809181947, -1.4130732874768341, -2.0683150927439318]\n",
      " * iter:67\n",
      "w: [1.4808324926078802, 0.14743908776843906, 0.6058640397292991, -1.7810268770723283, 0.6209055242134481, 2.3231864096748325, -0.23729390373855455, -0.840820950378514, 0.6090518544881425, -0.8240727233288345, 0.8534483744937195, -0.35862673626077524, 0.7247960361582971, 1.3679032000746272, 1.2030993631348053, -3.5338323637282762, -0.6788745048272872, -1.422908252881228, -2.0845691968634803]\n",
      " * iter:68\n",
      "w: [1.4914822862308816, 0.14676776480578935, 0.6104654197083458, -1.7926321316612122, 0.6257632689883651, 2.3368828264969475, -0.23679620848259417, -0.8471812547988242, 0.6127968799713495, -0.8289332324338197, 0.8587643478307891, -0.3631830435191197, 0.7293353031494594, 1.3752264598384303, 1.2167785139864098, -3.560648811576374, -0.6839419521907244, -1.4326417998565018, -2.1006651901525792]\n",
      " * iter:69\n",
      "w: [1.5020257262546703, 0.14609474598317004, 0.6150326762813042, -1.8041341965223543, 0.6305842295204869, 2.3504285977144463, -0.23629205441000328, -0.8534921012673613, 0.6165092853159811, -0.8337327546967985, 0.8640235599185887, -0.36770056511808324, 0.7338349808981524, 1.382456628617486, 1.230341661325788, -3.5872383688298, -0.688969960499717, -1.4422763216150012, -2.1166065490842296]\n",
      " * iter:70\n",
      "w: [1.5124652318384832, 0.1454204254237493, 0.619566274784756, -1.8155353282986115, 0.635369071941453, 2.3638277236007936, -0.23578201318691658, -0.8597542596195088, 0.620189770090912, -0.8384732147878482, 0.8692273507191731, -0.37217986107975765, 0.7382958284243015, 1.3895966844244452, 1.2437903977151612, -3.6136052424025995, -0.6939592433293102, -1.4518141208291067, -2.1323966348455468]\n",
      " * iter:71\n",
      "w: [1.5228031392780914, 0.1447451723324196, 0.6240666702947714, -1.8268377029482044, 0.6401184404485823, 2.3770840452621673, -0.2352666231720126, -0.8659684785803401, 0.6238390091794805, -0.8431564507691998, 0.8743770101247694, -0.37662147866845314, 0.7427185805734828, 1.3966494691286198, 1.2571262844796922, -3.6397535086531962, -0.6989104915194684, -1.4612574144439974, -2.148038698401048]\n",
      " * iter:72\n",
      "w: [1.5330417057548706, 0.14406933255409884, 0.6285343080966931, -1.8380434197005187, 0.6448329584180928, 2.3902012528512304, -0.2347463914523975, -0.8721354868159923, 0.6274576539856439, -0.8477842189394276, 0.8794737805895263, -0.3810259530086014, 0.7471039491740235, 1.4036176962212257, 1.2703508530693355, -3.6656871195663907, -0.7038243742789589, -1.470608338161013, -2.1635358852791455]\n",
      " * iter:73\n",
      "w: [1.5431831128744193, 0.14339323002320292, 0.6329696241159469, -1.849154504769731, 0.6495132294439085, 2.403182893263689, -0.2342217957390637, -0.8782559939061556, 0.631046333565941, -0.8523581983563445, 0.884518859581938, -0.3853938076478605, 0.7514526241190911, 1.4105039580533274, 1.2834656062901413, -3.691409908534411, -0.7087015402181581, -1.479868950618778, -2.178891240099888]\n",
      " * iter:74\n",
      "w: [1.5532294700087694, 0.14271716811303836, 0.6373730453138767, -1.8601729148439008, 0.6541598383080397, 2.41603237735595, -0.23369328613303955, -0.8843306912448635, 0.6346056556927214, -0.856879995063193, 0.8895134018727576, -0.38972555507136336, 0.7557652743797412, 1.417310732587956, 1.2964720194204873, -3.7169255957690157, -0.7135426183163297, -1.4890412372966793, -2.1941077108606395]\n",
      " * iter:75\n",
      "w: [1.5631828174551556, 0.14204143089305352, 0.6417449900521649, -1.8711005403656649, 0.6587733518879617, 2.428752986718936, -0.23316128677233763, -0.8903602528760491, 0.6381362078536329, -0.861351146040598, 0.8944585216717992, -0.3940216971723648, 0.7600425489543392, 1.4240403897041793, 1.3093715412258133, -3.7422377933737283, -0.7183482188284248, -1.4981271141629846, -2.209188152995126]\n",
      " * iter:76\n",
      "w: [1.5730451294233214, 0.14136628430116238, 0.6460858684290095, -1.881939208619333, 0.6633543200059198, 2.441347880040172, -0.23262619736890855, -0.8963453362696883, 0.6416385581919325, -0.8657731229048234, 0.8993552946257695, -0.39828272568394185, 0.7642850777592922, 1.4306951970875696, 1.3221655948837854, -3.7673500101026387, -0.7231189341359959, -1.5071284310878212, -2.2241353332201617]\n",
      " * iter:77\n",
      "w: [1.5828183168624346, 0.14069197723770646, 0.6503960825898881, -1.8926906866379551, 0.6679032762246374, 2.453820099083594, -0.23208839464399236, -0.9022865830437762, 0.6451132563918097, -0.8701473353711369, 0.9042047596881374, -0.40250912257586907, 0.7684934724655783, 1.4372773257385083, 1.3348555788303615, -3.792265655829847, -0.7278553395464122, -1.516046975039388, -2.238951933183301]\n",
      " * iter:78\n",
      "w: [1.592504230137864, 0.1400187425870353, 0.6546760270154312, -1.9033566839428315, 0.6724207385935104, 2.466172574314123, -0.23154823366952884, -0.9081846196368684, 0.6485608345125621, -0.8744751344995098, 0.9090079208710403, -0.40670136042032584, 0.7726683272851688, 1.4437888551270606, 1.3474428675359693, -3.8169880457514895, -0.7325579940441964, -1.5248844730801103, -2.253640552923723]\n",
      " * iter:79\n",
      "w: [1.6021046615673118, 0.13934679817216336, 0.6589260887886565, -1.913938855126934, 0.6769072103490035, 2.478408130191831, -0.23100604912262915, -0.9140400579354581, 0.651981807775153, -0.87875781573845, 0.9137657488883163, -0.4108599027296789, 0.7768102197110783, 1.450231778020696, 1.3599288122198838, -3.8415204043403555, -0.7372274409979777, -1.5336425951779604, -2.2682037141577704]\n",
      " * iter:80\n",
      "w: [1.6116213478250994, 0.1386763476474871, 0.663146647843578, -1.9244388022928025, 0.6813631805726477, 2.490529490158563, -0.23046215645951434, -0.9198534958600462, 0.6553766753043987, -0.8829966217814681, 0.9184791826979402, -0.41498520426922003, 0.7809197112144556, 1.4566080050089145, 1.372314741509924, -3.865865869071373, -0.7418642088262551, -1.542322956846813, -2.282643863399753]\n",
      " * iter:81\n",
      "w: [1.6210559722227764, 0.13800758133412222, 0.6673380771969836, -1.9348580773546484, 0.6857891248097422, 2.5025392813380454, -0.22991685301478992, -0.9256255179133948, 0.6587459208297729, -0.8871927452494963, 0.9231491309514045, -0.41907771134741706, 0.7849973479018348, 1.4629193687468296, 1.3846019620537282, -3.890027493934669, -0.7464688116249024, -1.550927121628509, -2.2969633749278877]\n",
      " * iter:82\n",
      "w: [1.6304101668736348, 0.1373406770020346, 0.6715007431649921, -1.9451981842136492, 0.6901855056516043, 2.5144400389688624, -0.22937041903143632, -0.9313566956941187, 0.6620900133475862, -0.8913473312115114, 0.9277764733569304, -0.423137862085953, 0.7890436611354044, 1.4691676279379335, 1.396791759087113, -3.914008252751488, -0.7510417497590982, -1.559456603428198, -2.3111645536045695]\n",
      " * iter:83\n",
      "w: [1.6396855147481708, 0.13667580060279272, 0.6756350055658243, -1.9554605808147294, 0.6945527732839716, 2.526234210588188, -0.22882311862645632, -0.9370475883784747, 0.665409407747083, -0.895461479554631, 0.932362061962796, -0.4271660866715754, 0.7930591681189084, 1.4753544710746223, 1.4088853969643624, -3.937811042306968, -0.7555835104221513, -1.5679128687135517, -2.3252496375595166]\n",
      " * iter:84\n",
      "w: [1.64888355162705, 0.13601310695645316, 0.6797412179100767, -1.9656466810925, 0.6988913660039461, 2.537924159982773, -0.2282752006967176, -0.9426987431729386, 0.6687045454028053, -0.899536247214066, 0.9369067223665355, -0.43116280759155706, 0.7970443724515828, 1.4814815199535492, 1.4208841196547097, -3.96143868531261, -0.7600945681634891, -1.5762973385875456, -2.3392208007437767]\n",
      " * iter:85\n",
      "w: [1.6580057679576714, 0.1353527403958069, 0.6838197275796476, -1.9757578568134535, 0.7032017107076762, 2.549512170922443, -0.22772689976916655, -0.9483106957399209, 0.6719758547353955, -0.9035726502725024, 0.9414112548552741, -0.43512843985437055, 0.8009997646523273, 1.4875503329815112, 1.432789151208767, -3.984893933210219, -0.7645753853878962, -1.584611390743703, -2.3530801553620253]\n",
      " * iter:86\n",
      "w: [1.6670536106200096, 0.13469483537095364, 0.6878708759963522, -1.9857954393209876, 0.7074842233507951, 2.561000450690207, -0.22717843679925712, -0.9538839705987543, 0.675223751742848, -0.9075716659377386, 0.9458764354820294, -0.4390633911970064, 0.80492582265614, 1.4935624082863275, 1.4446016961982027, -4.008179468828134, -0.7690264128279284, -1.5928563613119624, -2.3668297541900993]\n",
      " * iter:87\n",
      "w: [1.6760284846070241, 0.1340395170169388, 0.6918949987811488, -1.9957607211893522, 0.7117393093834711, 2.572391133422035, -0.22663001992113985, -0.9594190815038914, 0.678448640504074, -0.9115342344067353, 0.9503030170824079, -0.44296806228020724, 0.8088230122846742, 1.4995191866460351, 1.456322940131577, -4.031297908899694, -0.7734480899912758, -1.6010335466026673, -2.3804715927842506]\n",
      " * iter:88\n",
      "w: [1.6849317546245748, 0.13338690168697068, 0.6958924259048085, -2.005654957792177, 0.7159673641617851, 2.5836862832683933, -0.22608184515287727, -0.9649165318020758, 0.6816509136565029, -0.9154612606236093, 0.954691730235769, -0.44684284687275516, 0.8126917876926344, 1.5054220542486914, 1.4679540498488917, -4.054251806453097, -0.7778408455847124, -1.609144204755577, -2.394007611588176]\n",
      " * iter:89\n",
      "w: [1.6937647466154448, 0.13273709745354184, 0.6998634818307736, -2.0154793687908237, 0.7201687733370105, 2.5948878973887473, -0.22553409705970728, -0.9703768147700896, 0.6848309528493244, -0.9193536159385417, 0.9590432841745978, -0.45068813202582586, 0.816532591791589, 1.5112723452941288, 1.4794961738971095, -4.077043653081085, -0.7822050979161465, -1.617189557300246, -2.407439697943488]\n",
      " * iter:90\n",
      "w: [1.702528749211774, 0.13209020457960172, 0.7038084856508746, -2.0252351395474477, 0.7243439132242538, 2.6059979087894307, -0.22498694937814107, -0.9758004139345414, 0.6879891291738595, -0.923212139674047, 0.963358367645536, -0.45450429823831584, 0.8203458566526594, 1.5170713444481427, 1.4909504428886229, -4.099675881098219, -0.7865412552761702, -1.6251707906336257, -2.42076968800893]\n",
      " * iter:91\n",
      "w: [1.7112250151199166, 0.1314463159617635, 0.7077277512145079, -2.034923422467302, 0.7284931511518022, 2.61701818901454, -0.22444056560347775, -0.9811878033750233, 0.6911258035724419, -0.927037640604578, 0.9676376497252424, -0.45829171961395176, 0.8241320038894289, 1.5228202891588045, 1.5023179698444182, -4.12215086559294, -0.7908497163004069, -1.6330890574202865, -2.4339993685932986]\n",
      " * iter:92\n",
      "w: [1.719854762441487, 0.13080551754738068, 0.7116215872518147, -2.0445453382745082, 0.7326168457924213, 2.627950550698819, -0.22389509954312342, -0.9865394480118556, 0.694241327227097, -0.930830898355002, 0.9718817805940171, -0.46205076401090545, 0.8278914450223159, 1.5285203718438662, 1.513599850523472, -4.1444709263810235, -0.7951308703138514, -1.6409454779202448, -2.4471304789067165]\n",
      " * iter:93\n",
      "w: [1.7284191759341005, 0.13016788872719282, 0.7154902974913493, -2.054101977225225, 0.7367153474777562, 2.638796749990888, -0.22335069583792827, -0.9918558038795267, 0.6973360419292148, -0.9345926647230832, 0.9760913922698906, -0.46578179318456264, 0.8316245818255609, 1.534172741957564, 1.5247971637397273, -4.166638329866569, -0.7993850976583219, -1.6487411412489996, -2.4601647122346275]\n",
      " * iter:94\n",
      "w: [1.7369194082151056, 0.1295335027051154, 0.7193341807726757, -2.063594400261883, 0.7407889984969033, 2.6495584888545647, -0.22280749045359308, -0.997137318386845, 0.7004102804313344, -0.9383236649307404, 0.9802670993056798, -0.46948516292402465, 0.8353318066578914, 1.539778507944515, 1.5359109716678405, -4.188655290816188, -0.8036127700040517, -1.6564771065740433, -2.4731037175385873]\n",
      " * iter:95\n",
      "w: [1.7453565809113867, 0.12890242684663494, 0.7231535311542868, -2.0730236401119013, 0.7448381333801382, 2.66023741725552, -0.22226561114405063, -1.0023844305647287, 0.703464366782076, -0.9420245988085056, 0.9844094994513235, -0.4731612231828627, 0.8390135027778528, 1.5453387390878484, 1.546942320138745, -4.210523974051647, -0.8078142506463826, -1.6641544042517904, -2.4859491009876966]\n",
      " * iter:96\n",
      "w: [1.7537317857581272, 0.12827472300716491, 0.7269486380172038, -2.0823907023340746, 0.7488630791687219, 2.6708351352399973, -0.22172517788858875, -1.0075975713024836, 0.7064986166451948, -0.9456961419173013, 0.9885191742836389, -0.4768103182045896, 0.8426700446447172, 1.550854467258194, 1.5578922389259493, -4.232246496065828, -0.8119898947884496, -1.6717740369085807, -2.4987024274242753]\n",
      " * iter:97\n",
      "w: [1.7620460856492424, 0.12765044784162247, 0.7307197861645774, -2.0916965663156155, 0.752864155671633, 2.6813531949118796, -0.2211863033043596, -1.0127771635733491, 0.709513337603658, -0.9493389466113634, 0.9925966898054835, -0.4804327866432671, 0.846301798205822, 1.5563266885696847, 1.568761742023378, -4.253824926566539, -0.8161400498106878, -1.6793369804691505, -2.511365221767163]\n",
      " * iter:98\n",
      "w: [1.770300515642024, 0.12702965309639755, 0.7344672559175827, -2.1009421862226305, 0.7568416757100194, 2.6917931023139605, -0.22064909303580346, -1.0179236226500241, 0.712508829449594, -0.9529536430458747, 0.9966425970161653, -0.48402896167962345, 0.8499091211711252, 1.561756364948692, 1.57955182791547, -4.275261289952341, -0.8202650555279305, -1.686844185135718, -2.5239389703558275]\n",
      " * iter:99\n",
      "w: [1.778496083918383, 0.1264123858848034, 0.7381913232078674, -2.1101284919066345, 0.7607959453501031, 2.7021563192188993, -0.2201136461224088, -1.0230373563108301, 0.7154853844609019, -0.956540840132627, 1.0006574324548094, -0.4875991711330177, 0.8534923632757113, 1.567144425620615, 1.5902634798401558, -4.296557566724328, -0.8243652444348206, -1.6942965763206117, -2.5364251222382777]\n",
      " * iter:100\n",
      "w: [1.7866337727049344, 0.12579868894702342, 0.7418922596667963, -2.119256389769543, 0.7647272641252245, 2.7124442648349665, -0.21958005534613365, -1.0281187650371135, 0.718443287665262, -0.9601011264468057, 1.004641718718271, -0.4911437375695536, 0.8570518665309307, 1.5724917685196749, 1.6008976660452632, -4.317715694837452, -0.8284409419402025, -1.7016950555351573, -2.548825090405592]\n",
      " * iter:101\n",
      "w: [1.794714539154031, 0.12518860089549924, 0.7455703327117024, -2.1283267635894156, 0.768635925247662, 2.722658317431364, -0.2190484075597223, -1.0331682422024393, 0.721382817092239, -0.9636350710877798, 1.0085959649550718, -0.4946629784066151, 0.860587965464807, 1.577799261626326, 1.6114553400388383, -4.338737570994796, -0.8324924665911194, -1.709040501237361, -2.5611402529757177]\n",
      " * iter:102\n",
      "w: [1.8027393161877263, 0.12458215644664138, 0.7492258056293436, -2.137340475309093, 0.7725222158108205, 2.73279981588759, -0.21851878399706812, -1.0381861742540897, 0.7243042440141259, -0.9671432244965917, 1.0125206673367368, -0.4981572060140695, 0.8641009873523058, 1.5830677442365857, 1.6219374408338016, -4.359625051887923, -0.8365201302870028, -1.7163337696407426, -2.5733719543290428]\n",
      " * iter:103\n",
      "w: [1.8107090133065378, 0.12397938663968447, 0.7528589376567401, -2.1462983657897245, 0.7763864169823428, 2.742870061171035, -0.21799126056669724, -1.043172940887333, 0.7272078331761352, -0.9706261192326578, 1.0164163095078111, -0.5016267278123583, 0.8675912524360166, 1.5882980281672838, 1.6323448931873163, -4.380379955386242, -0.8405242384845932, -1.7235756954865193, -2.585521506198087]\n",
      " * iter:104\n",
      "w: [1.818624517364758, 0.12338031904345403, 0.7564699840595542, -2.155201255531068, 0.7802288041886596, 2.752870317746729, -0.21746590812937439, -1.0481289152128999, 0.7300938430165079, -0.9740842707120285, 1.0202833630157535, -0.5050718463676763, 0.8710590741377647, 1.5934908989009822, 1.642678607835195, -4.401004061678138, -0.8445050903941066, -1.73076709278119, -2.597590188713542]\n",
      " * iter:105\n",
      "w: [1.8264866933139765, 0.12278497795176195, 0.76005919620816, -2.1640499453603192, 0.78404964729146, 2.762801814922915, -0.216942792760768, -1.0530544639180643, 0.7329625258770727, -0.9775181779094031, 1.0241222877218206, -0.508492859484418, 0.8745047592616334, 1.5986471166740477, 1.6529394817216334, -4.421499114366404, -0.8484629791671184, -1.7379087555014328, -2.6095792514087517]\n",
      " * iter:106\n",
      "w: [1.834296384916364, 0.1221933845681, 0.7636268216515336, -2.1728452170911297, 0.7878492107565325, 2.772665748135894, -0.21642197600005036, -1.0579499474217007, 0.7358141282047583, -0.9809283240259514, 1.0279335321939844, -0.5118900602950553, 0.8779286081888498, 1.6037674175111478, 1.6631283982245268, -4.441866821520388, -0.8523981920766144, -1.7450014582681093, -2.6214899141846093]\n",
      " * iter:107\n",
      "w: [1.8420544154291951, 0.12160555718025857, 0.7671731041890882, -2.1815878341543598, 0.7916277538153976, 2.782463280177373, -0.2159035150852504, -1.0628157200236563, 0.7386488907445287, -0.9843151771248649, 1.031717534082855, -0.5152637373475935, 0.8813309150649533, 1.6088525142092172, 1.6732462273765916, -4.462108856687072, -0.8563110106896217, -1.7520459569910416, -2.633323368236745]\n",
      " * iter:108\n",
      "w: [1.8497615882619904, 0.12102151132545517, 0.7706982839405632, -2.190278542202035, 0.7953855306201248, 2.792195542367353, -0.21538746317612573, -1.0676521300487587, 0.7414670487241828, -0.987679190736435, 1.035474720481519, -0.518614174690739, 0.8847119679796436, 1.6139030972737476, 1.6832938260824877, -4.482226859863192, -0.860201711032814, -1.7590429894861321, -2.645080776946764]\n",
      " * iter:109\n",
      "w: [1.857418687607593, 0.12044125994652247, 0.7742025974140687, -2.198918069685871, 0.7991227903917022, 2.801863635675402, -0.21487386956527077, -1.0724595199857487, 0.7442688320314371, -0.9910208044343437, 1.0392055082701468, -0.521941651956901, 0.8880720491396772, 1.618919835810075, 1.6932720383321183, -4.502222438430355, -0.8640705637514554, -1.7659932760662882, -2.6567632767392064]\n",
      " * iter:110\n",
      "w: [1.86502647904841, 0.11986481353966977, 0.77768627757238, -2.2075071284116636, 0.8028397775623033, 2.8114686317930033, -0.21436277987813307, -1.0772382266214113, 0.7470544653836794, -0.994340444384749, 1.042910304446166, -0.5252464444431367, 0.8914114350351606, 1.6239033783721601, 1.7031816954102588, -4.522097168054989, -0.8679178342620277, -1.7728975201075252, -2.6683719779058097]\n",
      " * iter:111\n",
      "w: [1.8725857101389891, 0.11929218029429825, 0.7811495538975639, -2.21604641407076, 0.8065367319117743, 2.8210115741594812, -0.21385423626256608, -1.081988581170158, 0.7498241684907632, -0.9976385238696432, 1.0465895064407487, -0.5285288231901406, 0.8947303965995654, 1.6288543537712106, 1.7130236161026497, -4.541852593554865, -0.8717437828988625, -1.7797564085915356, -2.67990796539856]\n",
      " * iter:112\n",
      "w: [1.8800971109660376, 0.1187233662253225, 0.784592652454018, -2.2245366067497474, 0.8102138886986442, 2.83049347894389, -0.2133482775685099, -1.0867109093992935, 0.7525781562111902, -1.0009154437858778, 1.0502435024223136, -0.5317890550593699, 0.8980291993637712, 1.6337733718463363, 1.7227986068986751, -4.561490229733798, -0.8755486650550821, -1.786570612625931, -2.6913722995929557]\n",
      " * iter:113\n",
      "w: [1.8875613946869194, 0.11815837529842103, 0.7880157959499922, -2.232978371419453, 0.8138714787859409, 2.8399153359850846, -0.21284493951835262, -1.0914055317501872, 0.7553166387020054, -1.0041715931211572, 1.0538726715877056, -0.5350274028083896, 0.9013081036044248, 1.6386610241993027, 1.732507462190733, -4.5810115621860605, -0.8793327313181339, -1.7933407879432925, -2.702766017022816]\n",
      " * iter:114\n",
      "w: [1.894979258047626, 0.11759720954861376, 0.7914192037976605, -2.2413723584042566, 0.8175097287620814, 2.8492781096920816, -0.21234425486849218, -1.0960727634555498, 0.7580398215627144, -1.0074073494082314, 1.0574773844416656, -0.5382441251645133, 0.9045673644868852, 1.643517884895313, 1.7421509644703923, -4.600418048071939, -0.8830962276001846, -1.8000675753800903, -2.7140901310879055]\n",
      " * iter:115\n",
      "w: [1.9023513818811504, 0.11703986919253914, 0.7948030921718024, -2.249719203832684, 0.8211288610570843, 2.8585827399066845, -0.21184625356258605, -1.1007129146530084, 0.7607479059735127, -1.0106230791584345, 1.0610580030651768, -0.5414394768968109, 0.9078072322030105, 1.6483445111316355, 1.7517298845214224, -4.619711116865781, -0.8868393952636275, -1.806751601336481, -2.7253456327355754]\n",
      " * iter:116\n",
      "w: [1.9096784315871544, 0.11648635273478089, 0.7981676740671513, -2.2580195300701824, 0.8247290940543405, 2.867830142730241, -0.21135096287694774, -1.1053262904951513, 0.7634410888280997, -1.0138191382756576, 1.064614881373232, -0.5446137088865469, 0.9110279521040248, 1.6531414438757817, 1.7612449816097695, -4.638892171077803, -0.8905624712419392, -1.8133934782179177, -2.736533491117567]\n",
      " * iter:117\n",
      "w: [1.9169610575937617, 0.11593665706857449, 0.8015131593544605, -2.2662739461349335, 0.828310642198163, 2.877021211316291, -0.21085840755851967, -1.1099131912562137, 0.7661195628613378, -1.0169958724517714, 1.0681483653625377, -0.5477670681961084, 0.9142297648286929, 1.6579092084748368, 1.7706970036705496, -4.65796258695086, -0.894265688156108, -1.8199938048594642, -2.7476546542230547]\n",
      " * iter:118\n",
      "w: [1.9241998958022763, 0.11539077757120224, 0.8048397548353377, -2.2744830480975087, 0.8318737160973236, 2.886156816630767, -0.21036860995582754, -1.114473912435554, 0.768783516771999, -1.0201536175444594, 1.0716587933496389, -0.5508997981364796, 0.9174129064270153, 1.6626483152374525, 1.7800866874921204, -4.6769237151333005, -0.8979492744268462, -1.8265531669336452, -2.7587100494889567]\n",
      " * iter:119\n",
      "w: [1.931395568015579, 0.11484870819436833, 0.8081476642958891, -2.2826474194651283, 0.8354185226247713, 2.8952378081813115, -0.20988159014329713, -1.119008744858068, 0.7714331353408306, -1.023292699938364, 1.0751464961999224, -0.5540121383333105, 0.9205776084796446, 1.6673592599899165, 1.7894147588972877, -4.6957768813289755, -0.9016134543827828, -1.8330721373426233, -2.769700584388493]\n",
      " * iter:120\n",
      "w: [1.9385486823509148, 0.11431044154982778, 0.8114370885592196, -2.2907676315512475, 0.8389452650137171, 2.904265014717192, -0.2093973660392911, -1.1235179747716735, 0.7740685995441573, -1.0264134368903954, 1.0786117975479284, -0.5571043247916294, 0.9237240982132132, 1.672042524607637, 1.7986819329216985, -4.714523386925406, -0.9052584483648236, -1.839551276595441, -2.7806271469989086]\n",
      " * iter:121\n",
      "w: [1.9456598336377524, 0.11377596899052614, 0.8147082255368228, -2.298844243831147, 0.842454142950258, 2.9132392449012166, -0.2089159535182036, -1.128001883941996, 0.776690086663226, -1.0295161368600054, 1.0820550140093772, -0.5601765899592409, 0.9268525986117531, 1.6766985775232948, 1.8078889139894676, -4.733164509601063, -0.9088844728268568, -1.8459911331710295, -2.7914906065492513]\n",
      " * iter:122\n",
      "w: [1.952729603801358, 0.1132452806874942, 0.8179612702789015, -2.3068778042841744, 0.845945352662704, 2.9221612879549625, -0.20843736651692896, -1.1324607497443715, 0.7792977703894891, -1.0326010998251811, 1.0854764553852947, -0.5632291627888518, 0.9299633285243765, 1.6813278742128521, 1.8170363960860816, -4.751701503912656, -0.9124917404329685, -1.8523922438676474, -2.8022918139490365]\n",
      " * iter:123\n",
      "w: [1.959758562232695, 0.11271836570272464, 0.8211964150236511, -2.314868849723243, 0.8494190870077623, 2.931031914278578, -0.2079616171360047, -1.136894845253278, 0.7818918209260087, -1.035668617584872, 1.0888764248585985, -0.5662622687989608, 0.9330565027693781, 1.6859308576605279, 1.8261250629286232, -4.770135601863282, -0.9160804601513273, -1.85875513413937, -2.813031602298594]\n",
      " * iter:124\n",
      "w: [1.9667472661452323, 0.11219521205824687, 0.824413849245537, -2.3228179061121708, 0.8528755355537229, 2.9398518760463337, -0.20748871573570962, -1.1413044393293055, 0.7844724050851591, -1.0387189740485219, 1.092255219183488, -0.5692761301335497, 0.9361323322349118, 1.6905079588037966, 1.8351555881333512, -4.788468013452237, -0.9196508373448852, -1.8650803184202218, -2.8237107873818577]\n",
      " * iter:125\n",
      "w: [1.9736962609192128, 0.11167580680160272, 0.827613759702597, -2.3307254888713995, 0.8563148846607842, 2.9486219077790428, -0.207018671027383, -1.145689796703757, 0.787039686382791, -1.0417524455133405, 1.0956131288679614, -0.5722709656206076, 0.9391910239763844, 1.6950595969594007, 1.8441286353806756, -4.80669992720726, -0.9232030738590368, -1.8713683004365098, -2.8343301681423148]\n",
      " * iter:126\n",
      "w: [1.9806060804339058, 0.11116013606791461, 0.8307963304827983, -2.338592103172618, 0.8597373175586475, 2.957342726894417, -0.20655149016021518, -1.1500511780609797, 0.7895938251290148, -1.0447693009299135, 1.0989504383497661, -0.5752469908295205, 0.9422327813107059, 1.6995861802313144, 1.8530448585775587, -4.824832510699932, -0.9267373681063691, -1.8776195735078847, -2.8448905271428058]\n",
      " * iter:127\n",
      "w: [1.9874772473883466, 0.11064818513872599, 0.833961743049473, -2.346418244222775, 0.8631430144215021, 2.96601503423635, -0.20608717880374555, -1.1543888401185114, 0.7921349785157525, -1.0477698021567192, 1.1022674261660739, -0.5782044181273551, 0.9452578039075218, 1.7040881059015407, 1.8619049020173801, -4.842866911044899, -0.9302539151486282, -1.883834620837631, -2.8553926310098245]\n",
      " * iter:128\n",
      "w: [1.9943102736110343, 0.11013993849778506, 0.8371101762858589, -2.3542043975379525, 0.866532152440518, 2.974639514584093, -0.2056257412262912, -1.158703035705126, 0.7946633007011987, -1.0507542042040847, 1.1055643651171532, -0.5811434567340662, 0.9482662878775547, 1.7085657608045806, 1.8707094005372928, -4.860804255383604, -0.9337529067760215, -1.890013915792659, -2.865837230862943]\n",
      " * iter:129\n",
      "w: [2.0011056603590447, 0.10963537988393197, 0.8402418065387707, -2.3619510392075385, 0.8699049058939551, 2.9832168371422148, -0.20516718036951598, -1.1629940138368569, 0.7971789428913226, -1.053722755468088, 1.108841522424301, -0.584064312776652, 0.9512584258581689, 1.7130195216863602, 1.879458979673105, -4.878645651353109, -0.9372345315839697, -1.8961579221736446, -2.876225062729954]\n",
      " * iter:130\n",
      "w: [2.0078638986069866, 0.10913449234124158, 0.8433568076614216, -2.369658636149118, 0.8732614462149916, 2.9917476560122065, -0.2047114979193393, -1.167262019791073, 0.7996820534185418, -1.0566756979548857, 1.1120991598822798, -0.5869671893422844, 0.9542344070962688, 1.7174497555483634, 1.888154255811714, -4.896392187540622, -0.9406989750474146, -1.902267094475748, -2.8865568479482984]\n",
      " * iter:131\n",
      "w: [2.0145854693262106, 0.10863725826656408, 0.8464553510554201, -2.3773276463544826, 0.8766019420573711, 3.00023261064654, -0.20425869437337182, -1.1715072951786776, 0.8021727778176853, -1.0596132674959182, 1.1153375340064957, -0.5898522865304372, 0.9571944175286399, 1.7218568199776756, 1.896795836341126, -4.9140449339242736, -0.9441464195927852, -1.908341878140308, -2.8968332935533154]\n",
      " * iter:132\n",
      "w: [2.0212708437546687, 0.10814365945460033, 0.8495376057119591, -2.384958519127134, 0.8799265593589601, 3.0086723262859527, -0.2038087691050553, -1.1757300780144964, 0.804651258899361, -1.06253569395442, 1.1185568961751355, -0.5927198015040349, 0.9601386398598278, 1.726241063463604, 1.9053843197980869, -4.9316049423006785, -0.9475770446677174, -1.914382709797899, -2.907055092653834]\n",
      " * iter:133\n",
      "w: [2.027920483657788, 0.10765367714063839, 0.8526037382522202, -2.392551695311643, 0.8832354614033047, 3.0170674143806893, -0.20336172042467437, -1.1799306027859184, 0.8071176368208378, -1.065443201423642, 1.1217574927664802, -0.5955699285396457, 0.9630672536376552, 1.7306028257015091, 1.9139202960133537, -4.949073246699789, -0.9509910268086202, -1.920390017503112, -2.9172229247955936]\n",
      " * iter:134\n",
      "w: [2.0345348415807214, 0.10716729204107221, 0.8556539129670104, -2.400107607515206, 0.8865288088792681, 3.025418472996392, -0.20291754563739803, -1.1841091005198512, 0.8095720491545443, -1.0683360084171711, 1.1249395652915892, -0.5984028590767372, 0.9659804353264636, 1.7349424378844407, 1.922404346254636, -4.966450863787515, -0.9543885397061743, -1.9263642209614056, -2.927337456312964]\n",
      " * iter:135\n",
      "w: [2.0411143610923115, 0.1066844843918175, 0.858688291855649, -2.407626680321719, 0.8898067599388316, 3.033726087205307, -0.20247624109850132, -1.1882657988480445, 0.8120146309542822, -1.071214328051709, 1.1281033505225506, -0.6012187817660158, 0.9688783583781696, 1.7392602229831498, 1.9308370433672344, -4.983738793256584, -0.9577697542688461, -1.9323057317483554, -2.937399340669415]\n",
      " * iter:136\n",
      "w: [2.0476594770210927, 0.10620523398473217, 0.8617070346641226, -2.415109330498684, 0.8930694702531299, 3.041990829463424, -0.2020378022659086, -1.192400922070841, 0.8144455148192502, -1.0740783682226558, 1.1312490806164743, -0.6040178825168716, 0.9717611933012161, 1.7435564960150083, 1.9392189519124021, -5.000938018206053, -0.961134838684496, -1.938214953521611, -2.9474092187871648]\n",
      " * iter:137\n",
      "w: [2.054170615683641, 0.10572952020214309, 0.8647102989225254, -2.4225559671972374, 0.896317093066795, 3.050213259974154, -0.20160222375019177, -1.1965146912194016, 0.8168648309559651, -1.0769283317728284, 1.1343769832354043, -0.6068003445439428, 0.9746291077274979, 1.7478315643023479, 1.9475506283034614, -5.018049505509924, -0.9644839584801544, -1.944092282225861, -2.957367719366409]\n",
      " * iter:138\n",
      "w: [2.060648195105562, 0.10525732204957693, 0.8676982399817986, -2.4299669921455815, 0.8995497792506754, 3.0583939270391105, -0.20116949936215114, -1.2006073241164583, 0.819272707238166, -1.0797644166546208, 1.1374872816623105, -0.6095663484128216, 0.9774822664773359, 1.7520857277206976, 1.955832620939698, -5.035074206175223, -0.9678172765800384, -1.949938106291085, -2.9672754591945343]\n",
      " * iter:139\n",
      "w: [2.0670926252354067, 0.10478861818678559, 0.8706710110497877, -2.4373427998360877, 0.9027676773529941, 3.0665333673965307, -0.20073962215809907, -1.2046790354356391, 0.8216692692647827, -1.0825868160859018, 1.1405801949133207, -0.6123160720849177, 0.9803208316225724, 1.75631927893738, 1.9640654703380633, -5.052013055689955, -0.9711349533618744, -1.9557528068243621, -2.9771330434456758]\n",
      " * iter:140\n",
      "w: [2.07350430815178, 0.10432338695715279, 0.8736287632266289, -2.4446837777063193, 0.9059709336490089, 3.0746321065478552, -0.2003125844829588, -1.208730036759412, 0.8240546404160443, -1.0853957186999323, 1.1436559378463356, -0.615049690961495, 0.9831449625478552, 1.7605325036408965, 1.9722497092627125, -5.068866974361276, -0.9744371467115942, -1.9615367577954939, -2.9869410659709916]\n",
      " * iter:141\n",
      "w: [2.079883638263896, 0.10386160641556473, 0.8765716455394811, -2.4519903063142228, 0.9091596921892297, 3.0826906590729513, -0.19988837801128773, -1.2127605366356882, 0.8264289419078017, -1.0881913086895634, 1.1467147212661735, -0.6177673779269013, 0.9859548160101754, 1.7647256807615161, 1.980385862852403, -5.085636867644236, -0.9777240120764624, -1.967290326216681, -2.9967001095799843]\n",
      " * iter:142\n",
      "w: [2.0862310025058353, 0.10340325435482109, 0.8794998049766181, -2.459262759507712, 0.9123340948462513, 3.0907095289344504, -0.1994669937863264, -1.2167707406331294, 0.8287922928441351, -1.0909737659459706, 1.1497567520263778, -0.6204693033910025, 0.9887505461967223, 1.7688990826834574, 1.988474448745784, -5.102323626461427, -0.9809957025166963, -1.9730138723164907, -3.0064107463132053]\n",
      " * iter:143\n",
      "w: [2.09254678052473, 0.10294830833066104, 0.8824133865208921, -2.46650150458887, 0.915494281360253, 3.0986892097716394, -0.19904842225716968, -1.2207608513951955, 0.8311448102683109, -1.0937432661921633, 1.1527822331278161, -0.62315563533084, 0.9915323047811139, 1.7730529754490325, 1.9965159772046026, -5.118928127513851, -0.9842523687556327, -1.9787077497083325, -3.0160735377066503]\n",
      " * iter:144\n",
      "w: [2.0988313448631084, 0.10249674568547287, 0.8853125331825833, -2.4737069024729714, 0.9186403893832153, 3.106630185184331, -0.19863265331415228, -1.2247310686929709, 0.8334866092121533, -1.0964999811114962, 1.1557913638141935, -0.6258265393315258, 0.9943002409780602, 1.7771876189551108, 2.0045109512348542, -5.135451233583307, -0.9874941592284954, -1.9843723055536564, -3.0256890350481527]\n",
      " * iter:145\n",
      "w: [2.1050850611356116, 0.10204854357075446, 0.8881973860316477, -2.4808793078425353, 0.9217725545219011, 3.1145329290071175, -0.19821967632253526, -1.2286815894768062, 0.8358178027438915, -1.0992440784713993, 1.1587843396645987, -0.6284821786263886, 0.9970545015965149, 1.7813032671422315, 2.0124598667059055, -5.1518937938265905, -0.9907212201298137, -1.9900078807200734, -3.035257779626056]\n",
      " * iter:146\n",
      "w: [2.1113082882002883, 0.10160367896838587, 0.8910680842293752, -2.4880190692965893, 0.9248909103796473, 3.1223979055743905, -0.19780948015457586, -1.232612607926809, 0.8381385020145388, -1.101975722242534, 1.161761352683194, -0.6311227141363865, 0.9997952310913659, 1.7854001681766885, 2.020363212467615, -5.168256644061786, -0.993933695459541, -1.9956148099345914, -3.044780302970446]\n",
      " * iter:147\n",
      "w: [2.117501378324668, 0.10116212871077443, 0.8939247650594712, -2.4951265294953324, 0.9279955885970116, 3.130225569976495, -0.19740205322005877, -1.2365243155022179, 0.8404488163028607, -1.1046950727135683, 1.1647225913861552, -0.6337483045088009, 1.0025225716137163, 1.7894785646258862, 2.0282214704654824, -5.184540607046912, -0.9971317270679193, -2.00119342193215, -3.0542571270872068]\n",
      " * iter:148\n",
      "w: [2.123664677346798, 0.10072386949992745, 0.8967675639585706, -2.5022020253003707, 0.9310867188913127, 3.138016368307369, -0.1969973834953634, -1.240416900989691, 0.8427488530589845, -1.1074022866017608, 1.1676682408859664, -0.6363591061552225, 1.0052366630598022, 1.7935386936272577, 2.03603511585385, -5.200746492751183, -1.0003154546991335, -2.0067440395996297, -3.0636887646851507]\n",
      " * iter:149\n",
      "w: [2.1297985248314277, 0.10028887792550716, 0.8995966145461991, -2.5092458879106903, 0.9341644290951074, 3.1457707379039985, -0.19659545855113686, -1.2442905505505384, 0.8450387179466993, -1.1100975171595275, 1.1705984829731644, -0.638955273288846, 1.007937643118595, 1.7975807870510172, 2.0438046171071873, -5.2168750986191155, -1.0034850160337994, -2.012266980115504, -3.0730757193964693]\n",
      " * iter:150\n",
      "w: [2.1359032542215126, 0.09985713048191734, 0.9024120486541897, -2.5162584429945287, 0.9372288451936396, 3.1534891075780154, -0.19619626557864003, -1.2481454477669298, 0.8473185148844975, -1.112780914277163, 1.173513496195628, -0.6415369579610845, 1.01062564731813, 1.801605071657009, 2.051530436129481, -5.232927209827745, -1.0066405467303225, -2.0177625550852945, -3.0824184859907366]\n",
      " * iter:151\n",
      "w: [2.141979192985206, 0.09942860358447023, 0.9052139963555667, -2.5232400108172923, 0.9402800913612972, 3.1611718978397327, -0.19579979141482984, -1.2519817736871057, 0.8495883460854019, -1.1154526245818752, 1.1764134559355006, -0.6441043100975167, 1.013300809070607, 1.8056117692458997, 2.0592130283617642, -5.248903599537133, -1.0097821804651723, -2.023231070672979, -3.091717550582689]\n",
      " * iter:152\n",
      "w: [2.148026662758497, 0.099003273584679, 0.9080025859929077, -2.5301909063656716, 0.9433182899971145, 3.168819521114918, -0.19540602256623782, -1.2557997068696165, 0.8518483120956231, -1.1181127915332882, 1.1792985344838325, -0.6466574775331808, 1.015963259716297, 1.8096010968049527, 2.066852842887807, -5.264805029134431, -1.0129100489721006, -2.0286728277285078, -3.1009733908339943]\n",
      " * iter:153\n",
      "w: [2.1540459794836466, 0.09858111678471948, 0.9107779442061938, -2.5371114394680863, 0.9463435617593489, 3.176432381954577, -0.19501494523170274, -1.2595994234266195, 0.8540985118320895, -1.120761555515558, 1.1821689011130234, -0.6491966060472246, 1.018613128566303, 1.8135732666486069, 2.074450322537995, -5.28063224847166, -1.0160242820803478, -2.0340881219115565, -3.110186476149223]\n",
      " * iter:154\n",
      "w: [2.1600374535435707, 0.09816210945110118, 0.9135401959601569, -2.5440019149115995, 0.949356025599166, 3.1840108772380167, -0.19462654532401055, -1.2633810970662567, 0.8563390426188913, -1.1233990539262402, 1.1850247221471455, -0.6517218393969267, 1.0212505429442023, 1.8175284865540775, 2.082005903991429, -5.296385996097448, -1.0191250077518652, -2.0394772438116626, -3.1193572678662087]\n",
      " * iter:155\n",
      "w: [2.16600138989231, 0.09774622782758786, 0.916289464571135, -2.550862632555424, 0.952355798793464, 3.19155539636944, -0.19424080849049463, -1.2671448991341376, 0.8585700002226749, -1.1260254212620457, 1.1878661610302195, -0.6542333193510991, 1.023875628226615, 1.821466959892182, 2.0895200178762634, -5.312066999482884, -1.0222123521175888, -2.044840479064864, -3.1284862194409992]\n",
      " * iter:156\n",
      "w: [2.1719380881817227, 0.0973334481474034, 0.9190258717334454, -2.557693887441142, 0.9553429969768629, 3.199066321468319, -0.19385772013264416, -1.2708909986539525, 0.860791478887028, -1.1286407892016048, 1.1906933783925182, -0.6567311857228818, 1.0264885078827264, 1.8253888857535856, 2.096993088868319, -5.327675975241692, -1.0252864395127945, -2.050178108466968, -3.1375737766275726]\n",
      " * iter:157\n",
      "w: [2.177847842884526, 0.09692374664475896, 0.9217495375452837, -2.56449596989976, 0.9583177341728893, 3.206544027553773, -0.193477265424768, -1.2746195623672367, 0.8630035713658878, -1.1312452866853664, 1.1935065321149652, -0.6592155764019441, 1.0290893035128001, 1.8292944590706546, 2.104425535787989, -5.343213629344894, -1.0283473925115654, -2.0554904080835694, -3.1466203776524986]\n",
      " * iter:158\n",
      "w: [2.1837309434138183, 0.09651709956573441, 0.9244605805341584, -2.5712691656557065, 0.9612801228243831, 3.213988882723185, -0.19309942933175833, -1.2783307547723088, 0.8652063689560087, -1.1338390399927447, 1.1963057773916932, -0.6616866273860991, 1.0316781348857131, 1.8331838707350934, 2.111817771695473, -5.358680657330133, -1.0313953319603995, -2.060777649356926, -3.155626453384711]\n",
      " * iter:159\n",
      "w: [2.1895876742391933, 0.0961134831785458, 0.9271591176818711, -2.578013755927878, 0.9642302738231489, 3.2214012483252543, -0.19272419662599546, -1.282024738162404, 0.8673999615285206, -1.1364221728166233, 1.1990912667908293, -0.6641444728123461, 1.0342551199755412, 1.837057307711534, 2.119170203984355, -5.374077744505824, -1.0344303770109846, -2.0660400992098076, -3.164592427500556]\n",
      " * iter:160\n",
      "w: [2.1954183149995687, 0.09571287378322882, 0.9298452644490492, -2.584730017527842, 0.9671682965388789, 3.228781479127708, -0.19235155190343525, -1.2857016726630224, 0.8695844375596101, -1.1389948063353221, 1.2018631503135646, -0.6665892449873502, 1.0368203749972282, 1.8409149531472422, 2.1264832344735605, -5.389405566150281, -1.0374526451521684, -2.071278020146415, -3.17351871664427]\n",
      " * iter:161\n",
      "w: [2.201223140612834, 0.09531524772076759, 0.9325191347992405, -2.591418222955289, 0.9700942988473708, 3.2361299234798495, -0.19198147959891576, -1.2893617162685131, 0.8717598841603543, -1.1415570592821287, 1.2046215754515675, -0.6690210744173682, 1.0393740144413635, 1.8447569864780915, 2.1337572594977137, -5.40466478770599, -1.0404622522411475, -2.0764916703504745, -3.1824057305840383]\n",
      " * iter:162\n",
      "w: [2.2070024213824255, 0.09492058138169494, 0.9351808412225784, -2.5980786404908334, 0.9730083871580608, 3.2434469234701426, -0.19161396400072084, -1.293005024877912, 0.8739263871057357, -1.1441090480124871, 1.2073666872427966, -0.6714400898376347, 1.0419161511080963, 1.8485835835309552, 2.140992669995923, -5.419856064969144, -1.0434593125339013, -2.081681303780598, -3.1912538723637778]\n",
      " * iter:163\n",
      "w: [2.2127564231009345, 0.09452885121419058, 0.9378304947590254, -2.6047115342862486, 0.9759106664408956, 3.2507328150790076, -0.19124898926443384, -1.2966317523300515, 0.8760840308628657, -1.1466508865689382, 1.2100986283257675, -0.673846418241214, 1.044446896140215, 1.8523949166226559, 2.1481898515990174, -5.43498004427462, -1.0464439387148927, -2.0868471702630096, -3.200063538450784]\n",
      " * iter:164\n",
      "w: [2.2184854071508378, 0.09414003373170207, 0.940468205021203, -2.6113171644522284, 0.9788012402525622, 3.257987928326998, -0.19088653942611566, -1.3002420504379633, 0.8782328986184447, -1.1491826867438975, 1.2128175389923246, -0.6762401849073318, 1.046966359055413, 1.8561911546556056, 2.155349184715261, -5.450037362676496, -1.0494162419260584, -2.0919895155817163, -3.208835118879376]\n",
      " * iter:165\n",
      "w: [2.224189630602456, 0.09375410552011142, 0.9430940802168165, -2.617895787143753, 0.981680210762097, 3.2652125874185294, -0.19052659841483702, -1.3038360690225863, 0.880373072305482, -1.151704558140355, 1.2155235572389669, -0.6786215134291939, 1.0494746477777699, 1.859972463210269, 2.1624710446145716, -5.465028648124265, -1.0523763317951125, -2.0971085815662165, -3.217568997390664]\n",
      " * iter:166\n",
      "w: [2.229869346309221, 0.09337104324446964, 0.9457082271706808, -2.6244476546431454, 0.9845476787758918, 3.2724071108813115, -0.1901691500645959, -1.3074139559458016, 0.8825046326293019, -1.1542166082305767, 1.218216818816777, -0.6809905257413015, 1.0519718686684663, 1.8637390046345683, 2.169555801511265, -5.479954519634861, -1.0553243164631798, -2.102204606176822, -3.2262655515685705]\n",
      " * iter:167\n",
      "w: [2.2355248030003456, 0.09299082365532063, 0.9483107513463569, -2.6309730154408872, 0.9874037437621159, 3.279571811701641, -0.18981417812564785, -1.3109758571428067, 0.884627659092858, -1.156718942412883, 1.2208974572799978, -0.6833473421462756, 1.0544581265557595, 1.8674909381303502, 2.176603820645352, -5.494815587460618, -1.0582603026117845, -2.1072778235876757, -3.234925152972217]\n",
      " * iter:168\n",
      "w: [2.2411562453709752, 0.09261342359463462, 0.9509017568674045, -2.637472114314278, 0.9902485038745715, 3.286706997455696, -0.18946166627527633, -1.3145219166538482, 0.8867422300213796, -1.1592116640665804, 1.2235656040333005, -0.6856920813411952, 1.0569335247642409, 1.8712284198370253, 2.1836154623624133, -5.509612453253286, -1.0611843954892082, -2.1123284642675366, -3.2435481672647977]\n",
      " * iter:169\n",
      "w: [2.2467639141699096, 0.09223882000136963, 0.9534813465382596, -2.6439451924039985, 0.9930820559759992, 3.293812970436976, -0.18911159812802872, -1.318052276655326, 0.888848422586371, -1.1616948746051123, 1.226221388377789, -0.6880248604434611, 1.0593981651433921, 1.8749516029124897, 2.190591082192071, -5.5243457102242095, -1.0640966989362388, -2.1173567550584087, -3.2521349543390423]\n",
      " * iter:170\n",
      "w: [2.252348046284962, 0.0918669899166798, 0.9560496218647427, -2.650392487288656, 0.9959044956608504, 3.3008900277800177, -0.188763957245443, -1.321567077490284, 0.8909463128289846, -1.1641686735274996, 1.2288649375557772, -0.6903457950161946, 1.0618521480954672, 1.8786606376114299, 2.1975310309250875, -5.539015943300782, -1.0669973154113286, -2.12236291925208, -3.260685868439386]\n",
      " * iter:171\n",
      "w: [2.2579088748260414, 0.09149791048878801, 0.9586066830742065, -2.6568142330573674, 0.9987159172775418, 3.3079384615805165, -0.1884187271452874, -1.3250664576983027, 0.8930359756827888, -1.1666331584681326, 1.2314963767943816, -0.6926549990931781, 1.0642955726027132, 1.8823556713611092, 2.204435654689111, -5.553623729279287, -1.069886346015176, -2.1273471766646392, -3.2692012582809387]\n",
      " * iter:172\n",
      "w: [2.2634466292060225, 0.09113155897753879, 0.961152629135327, -2.6632106603804506, 1.001516413950208, 3.314958559011979, -0.18807589131033628, -1.3285505540448084, 0.8951174849959483, -1.1690884252449771, 1.2341158293479666, -0.694952585203347, 1.0667285362539543, 1.8860368488347317, 2.2113052950230903, -5.56816963697421, -1.0727638905147505, -2.1323097437090364, -3.27768146716536]\n",
      " * iter:173\n",
      "w: [2.2689615352194767, 0.09076791275864683, 0.963687557777548, -2.669581996578283, 1.0043060775999642, 3.3219506024390206, -0.18773543319670336, -1.3320195015498097, 0.8971909135528372, -1.1715345679062534, 1.2367234165394771, -0.6972386643948423, 1.0691511352705525, 1.889704312022473, 2.218140288950385, -5.58265422736415, -1.075630047366775, -2.1372508334657474, -3.28612683309373]\n",
      " * iter:174\n",
      "w: [2.274453815119331, 0.0904069493276578, 0.9662115655101836, -2.675928465688383, 1.0070849989656967, 3.3289148695274315, -0.18739733624175153, -1.335473433516077, 0.8992563330951011, -1.1739716787756433, 1.2393192578006949, -0.6995133462586299, 1.0715634645317669, 1.8933582003002634, 2.224940969050591, -5.597078053734391, -1.0784849137406811, -2.1421706557516025, -3.2945376888765114]\n",
      " * iter:175\n",
      "w: [2.2799236876915177, 0.0900486463036334, 0.968724747641185, -2.6822502885307724, 1.0098532676243916, 3.3358516333511057, -0.1870615838715996, -1.338912481556777, 0.9013138143421872, -1.1763998484960811, 1.2419034707114514, -0.7017767389516978, 1.0739656175995254, 1.8969986504964078, 2.231707663530105, -5.611441661816247, -1.0813285855410533, -2.147069417186838, -3.3029143622406933]\n",
      " * iter:176\n",
      "w: [2.285371368327679, 0.08969298143257602, 0.9712271982955792, -2.6885476827716763, 1.012610972011017, 3.3427611624959535, -0.18672815950824384, -1.3423367756225757, 0.9033634270113569, -1.1788191660721787, 1.2444761710378307, -0.7040289492198355, 1.0763576867426266, 1.9006257969561207, 2.2384406962914483, -5.625745589923276, -1.0841611574295749, -2.1519473212604243, -3.3112571759341956]\n",
      " * iter:177\n",
      "w: [2.2907970690959867, 0.08933993259060469, 0.9737190104335848, -2.694820862985605, 1.0153581994379686, 3.3496437211608896, -0.1863970465763122, -1.3457464440282196, 0.9054052398371988, -1.1812297189113343, 1.2470374727693927, -0.7062700824200076, 1.0787397629603888, 1.9042397716040518, 2.245140387001374, -5.639990369084416, -1.0869827228464917, -2.156804568393723, -3.3195664478276243]\n",
      " * iter:178\n",
      "w: [2.2962009988101313, 0.08898947778689541, 0.976200275868411, -2.701070040715878, 1.0180950361140935, 3.356499569255996, -0.18606822850946717, -1.3491416134786094, 0.9074393205906557, -1.1836315928635746, 1.2495874881554465, -0.7085002425423248, 1.0811119360057584, 1.907840704004878, 2.2518070511577797, -5.654176523174171, -1.0897933740316037, -2.1616413560025287, -3.3278424910134543]\n",
      " * iter:179\n",
      "w: [2.3015833630965434, 0.0886415951663972, 0.9786710852837461, -2.707295424533629, 1.0208215671633023, 3.363328962497955, -0.18574168875647404, -1.3525224090943764, 0.909465736097582, -1.1860248722601725, 1.2521263277404038, -0.7107195322316248, 1.0834742944078963, 1.911428721422027, 2.25844100015544, -5.668304569039885, -1.0925932020448008, -2.166457878557541, -3.3360856139027146]\n",
      " * iter:180\n",
      "w: [2.306944364459894, 0.08829626301233442, 0.981131528250942, -2.7134972200953453, 1.0235378766427816, 3.37013215250284, -0.1854174107869493, -1.3558889544369728, 0.9114845522568442, -1.1884096399510877, 1.2546541003982408, -0.7129280528086652, 1.085826925494254, 1.9150039488746038, 2.265042541350591, -5.682375016626216, -1.0953822967861524, -2.1712543276433136, -3.3442961203192545]\n",
      " * iter:181\n",
      "w: [2.31228420234693, 0.08795345974850755, 0.9835816932458978, -2.7196756301989824, 1.0262440475608168, 3.3769093868763513, -0.1850953780968039, -1.3592413715332876, 0.9134958340579802, -1.190785977341269, 1.257170913366093, -0.7151259042909408, 1.0881699154121545, 1.9185665091925825, 2.2716119781243753, -5.6963883690968595, -1.0981607470155657, -2.1760308920157336, -3.35247430959166]\n",
      " * iter:182\n",
      "w: [2.3176030732086943, 0.08761316394140078, 0.9860216676656526, -2.725830854838698, 1.0289401618942362, 3.383660909301583, -0.18477557421339488, -1.3625797808997968, 0.9154996455984279, -1.193153964425861, 1.259676872277013, -0.7173131854131284, 1.0905033491498906, 1.922116523070324, 2.27814960994518, -5.71034512295361, -1.1009286403720215, -2.1807877576580643, -3.3606204766428887]\n",
      " * iter:183\n",
      "w: [2.322901170561179, 0.08727535430210696, 0.9884515378446878, -2.7319630912582467, 1.0316263006054873, 3.3903869596243954, -0.18445798270039915, -1.3659043015662609, 0.9174960501003393, -1.1955136798243526, 1.2621720811919115, -0.7194899936471685, 1.092827310557355, 1.9256541091184822, 2.2846557324298744, -5.724245768152829, -1.103686063392401, -2.185525107835605, -3.368734912077696]\n",
      " * iter:184\n",
      "w: [2.3281786850444552, 0.08694000968807934, 0.9908713890709485, -2.738072534003078, 1.0343025436593543, 3.397087773936476, -0.1841425871624212, -1.3692150510989767, 0.9194851099269888, -1.1978652008137036, 1.2646566426307102, -0.72165642522199, 1.0951418823662136, 1.9291793839143512, 2.2911306374039775, -5.738090788219378, -1.1064331015299131, -2.190243123149002, -3.376817902267907]\n",
      " * iter:185\n",
      "w: [2.333435804480333, 0.08660710910471747, 0.9932813056015876, -2.7441593749711726, 1.0369689700393248, 3.40376358465616, -0.18382937124934798, -1.3725121456235965, 0.9214668865987907, -1.2002086033604882, 1.2671306576027277, -0.7238125751428847, 1.0974471462096342, 1.9326924620507113, 2.2975746129607724, -5.7518806603581, -1.1091698391721325, -2.1949419815862545, -3.384869729435609]\n",
      " * iter:186\n",
      "w: [2.3386727139285846, 0.08627663170679753, 0.9956813706784367, -2.750223803462655, 1.039625657763619, 3.410414620607081, -0.18351831866046064, -1.3757956998475198, 0.9234414408089355, -1.2025439621520857, 1.2695942256363209, -0.7259585372105377, 1.0997431826415827, 1.9361934561832252, 2.303987943519381, -5.765615855562889, -1.111896359658661, -2.1996218585734524, -3.392890671734313]\n",
      " * iter:187\n",
      "w: [2.3438895957417794, 0.0859485567997534, 0.9980716665432117, -2.756266006228221, 1.0422726839008862, 3.4170411070947257, -0.18320941314831646, -1.379065827081872, 0.9254088324386568, -1.2048713506269537, 1.2720474448078045, -0.728094404039722, 1.102030071155699, 1.9396824770764345, 2.3103709098818257, -5.779296838723446, -1.1146127452984194, -2.2042829270242823, -3.400881003328154]\n",
      " * iter:188\n",
      "w: [2.349086629618772, 0.0856228638408166, 1.000452274452455, -2.762286167516413, 1.0449101245855794, 3.4236432659809535, -0.18290263852240887, -1.3823226392630745, 0.9273691205721389, -1.2071908410040157, 1.2744904117696696, -0.7302202670776612, 1.1043078902037622, 1.9431596336484036, 2.316723789289092, -5.792924068729735, -1.11731907738658, -2.20892535738834, -3.4088409944691755]\n",
      " * iter:189\n",
      "w: [2.3542639926568794, 0.0852995324400228, 1.0028232746922223, -2.7682844691197763, 1.047538055033014, 3.4302213157565475, -0.18259797865261782, -1.3855662469740175, 0.9293223635110768, -1.2095025043111904, 1.2769232217781206, -0.7323362166220682, 1.106576717213757, 1.946625033014061, 2.3230468554762087, -5.806497998574243, -1.1200154362211503, -2.2135493176982814, -3.4167709115727636]\n",
      " * iter:190\n",
      "w: [2.3594218594027856, 0.08497854236109063, 1.005184746592515, -2.7742610904199285, 1.0501565495541225, 3.4367754716118597, -0.18229541747245856, -1.3887967594648434, 0.9312686187888962, -1.2118064104130957, 1.2793459687199518, -0.7344423418388663, 1.108836628607551, 1.9500787805272788, 2.329340378726369, -5.820019075452068, -1.1227019011192154, -2.2181549736158477, -3.4246710172912724]\n",
      " * iter:191\n",
      "w: [2.3645604019022124, 0.08465987352218067, 1.0075367685414671, -2.7802162084315754, 1.0527656815699094, 3.443305945505607, -0.18199493898213848, -1.3920142846733492, 0.9332079431846463, -1.2141026280379537, 1.281758745138781, -0.736538730779597, 1.111087699818193, 1.9535209798217341, 2.335604625924105, -5.833487740858907, -1.1253785504328486, -2.222742488476796, -3.432541570585902]\n",
      " * iter:192\n",
      "w: [2.3696797897483917, 0.08434350599653957, 1.0098794179992887, -2.786149997845502, 1.055365523625615, 3.4498129462318783, -0.18169652725143082, -1.3952189292450161, 0.9351403927365711, -1.2163912248037223, 1.2841616422606605, -0.7386254703985227, 1.1133300053068433, 1.956951732850596, 2.341839860607536, -5.846904430686992, -1.1280454615646975, -2.227312023334766, -3.4403828267968732]\n",
      " * iter:193\n",
      "w: [2.374780190129371, 0.08402942001303611, 1.0122127715119704, -2.792062631070568, 1.0579561474045962, 3.456296679485404, -0.18140016642237333, -1.3984107985526737, 0.9370660227553715, -1.2186722672434827, 1.2865547500190797, -0.7407026465694279, 1.1155636185793432, 1.9603711399250758, 2.348046343019705, -5.8602695753190215, -1.1307027109832555, -2.231863737004114, -3.448195037711945]\n",
      " * iter:194\n",
      "w: [2.379861767874188, 0.0837175959565947, 1.0145369047247548, -2.7979542782747333, 1.0605376237419306, 3.4627573479251472, -0.18110584071179997, -1.4015899967158074, 0.9389848878371649, -1.2209458208301036, 1.288938157079381, -0.7427703441021262, 1.1177886122024343, 1.9637792997518762, 2.3542243301590218, -5.873583599720148, -1.1333503742378246, -2.236397786101743, -3.455978451633326]\n",
      " * iter:195\n",
      "w: [2.3849246854979453, 0.08340801436853135, 1.0168518923953775, -2.8038251074251486, 1.0631100226377503, 3.4691951512362618, -0.18081353441371362, -1.4047566266195162, 0.9408970418761506, -1.2232119500002099, 1.2913119508626019, -0.744828646758678, 1.1200050578196377, 1.9671763094695822, 2.36037407582883, -5.886846923528061, -1.1359885259731788, -2.2409143250879593, -3.463733313443021]\n",
      " * iter:196\n",
      "w: [2.3899691032458183, 0.08310065594679755, 1.019157808407084, -2.8096752843273274, 1.0656734132703125, 3.4756102861904696, -0.1805232319015057, -1.4079107899331267, 0.9428025380769913, -1.2254707181774762, 1.293676217568761, -0.7468776372693247, 1.1222130261667986, 1.9705622646840235, 2.366495830686112, -5.900059961141215, -1.1386172399439347, -2.2454135063063765, -3.471459864666658]\n",
      " * iter:197\n",
      "w: [2.3949951791360196, 0.08279550154613718, 1.0214547257814246, -2.8155049726634322, 1.0682278640088145, 3.4820029467049074, -0.18023491763003166, -1.4110525871284743, 0.9447014289669151, -1.2277221877952698, 1.2960310421996035, -0.7489173973481439, 1.1244125870873076, 1.9739372595026445, 2.372589842289347, -5.913223121805249, -1.1412365890286358, -2.2498954800229014, -3.479158343535836]\n",
      " * iter:198\n",
      "w: [2.400003069001759, 0.08249253217816062, 1.0237427166908326, -2.821314334029697, 1.0707734424259567, 3.4883733238994834, -0.17994857613754725, -1.4141821174978544, 0.9465937664075493, -1.2299664203186609, 1.29837650858082, -0.7509480077084325, 1.126603809547005, 1.9773013865679143, 2.3786563551455435, -5.926336809697644, -1.1438466452435587, -2.2543603944638226, -3.4868289850490344]\n",
      " * iter:199\n",
      "w: [2.4049929265322185, 0.08219172901134067, 1.0260218524709899, -2.8271035279730072, 1.0733102153102632, 3.4947216061527957, -0.17966419204751263, -1.4172994791716529, 0.9484796016064903, -1.2322034762658254, 1.300712699383755, -0.7529695480778213, 1.128786761648777, 1.980654737089809, 2.3846956107564514, -5.939401424010659, -1.1464474797562487, -2.2588083958530265, -3.494472021031124]\n",
      " * iter:200\n",
      "w: [2.4099649033125763, 0.08189307337093493, 1.0282922036329833, -2.832872712026667, 1.0758382486781608, 3.501047979156647, -0.17938175007027085, -1.420404769135662, 0.9503589851286184, -1.2344334152288563, 1.3030396961466164, -0.7549820972131269, 1.1309615106468511, 1.9839974008773948, 2.390707847663981, -5.9524173590325855, -1.149039162898788, -2.2632396284483662, -3.502087680191519]\n",
      " * iter:201\n",
      "w: [2.4149191488630994, 0.0815965467388382, 1.0305538398752558, -2.8386220417453676, 1.0783576077858286, 3.5073526259692063, -0.17910123500460495, -1.4234980832480875, 0.9522319669071645, -1.2366562958940037, 1.3053575792952035, -0.7569857329149458, 1.1331281229607981, 1.9873294663695424, 2.3966933014948326, -5.965385004227367, -1.1516217641808058, -2.267654234577207, -3.509676188181003]\n",
      " * iter:202\n",
      "w: [2.4198558106773356, 0.08130213075336887, 1.0328068300953568, -2.844351670739386, 1.0808683571408177, 3.5136357270668492, -0.17882263173918134, -1.4265795162562542, 0.9540985962545336, -1.2388721760613632, 1.3076664281631618, -0.7589805320419957, 1.1352866641892476, 1.9906510206648005, 2.402652205004358, -5.978304744312618, -1.1541953523022368, -2.272052354671167, -3.5172377676472686]\n",
      " * iter:203\n",
      "w: [2.4247750342594276, 0.08100980720899313, 1.0350512424014946, -2.850061750708029, 1.0833705605134507, 3.519897460394723, -0.17854592525388274, -1.4296491618130172, 0.9559589218728942, -1.241081112664029, 1.3099663210117833, -0.7609665705252086, 1.1374371991233247, 1.993962149550455, 2.4085847881196663, -5.991176959336083, -1.1567599951658316, -2.276434127300081, -3.524772638289202]\n",
      " * iter:204\n",
      "w: [2.429676963160574, 0.08071955805599058, 1.037287144123895, -2.8557524314723457, 1.0858642809480024, 3.5261380014160686, -0.17827110062103718, -1.432707112492881, 0.9578129918645371, -1.243283161786729, 1.3122573350493576, -0.76294392338158, 1.1395797917598147, 1.9972629375308004, 2.4144912779819863, -6.004002024750571, -1.1593157598894264, -2.2807996892052023, -3.532281016909951]\n",
      " * iter:205\n",
      "w: [2.434561739014658, 0.080431365400064, 1.0395146018259702, -2.86142386100713, 1.0883495807736714, 3.532357523160338, -0.17799814300654707, -1.435753459807837, 0.9596608537420118, -1.245478378683958, 1.3145395464500924, -0.7649126647277802, 1.1417145053140612, 2.0005534678546493, 2.4203718989883027, -6.016780311487409, -1.1618627128179777, -2.2851491753316644, -3.5397631174688016]\n",
      " * iter:206\n",
      "w: [2.4394295015730694, 0.0801452115018972, 1.041733681315299, -2.867076185472225, 1.0908265216153423, 3.538556196270141, -0.17772703767092332, -1.4387882942229222, 0.9615025544380458, -1.247666817797627, 1.3168130303726109, -0.76687286779353, 1.1438414022326053, 2.0038338225421004, 2.426226872832276, -6.029512186028437, -1.164400919535368, -2.289482718860228, -3.5472191511319013]\n",
      " * iter:207\n",
      "w: [2.44428038873874, 0.07986107877666378, 1.043944447654427, -2.8727095492431562, 1.0932951644041486, 3.5447341890470576, -0.1774577699702288, -1.4418117051715065, 0.9633381403152512, -1.24984853277424, 1.3190778609780378, -0.7688246049347477, 1.1459605442055727, 2.0071040824105957, 2.4320564185444615, -6.0421980104765876, -1.1669304448759852, -2.2938004512383228, -3.554649326321856]\n",
      " * iter:208\n",
      "w: [2.449114536599412, 0.07957894979348923, 1.0461469651714834, -2.878324094941104, 1.0957555693878351, 3.5508916674963453, -0.1771903253569355, -1.4448237810703115, 0.965167657175626, -1.2520235764816172, 1.3213341114476873, -0.7707679476464693, 1.1480719921788116, 2.0103643271002793, 2.4378607525318405, -6.054838142625087, -1.169451352936085, -2.2981025022104107, -3.562053848766234]\n",
      " * iter:209\n",
      "w: [2.453932079460164, 0.07929880727486996, 1.0483412974706234, -2.883919963462239, 1.0982077961409304, 3.5570287953705755, -0.17692468938069952, -1.4478246093341698, 0.9669911502698539, -1.2541920010251764, 1.32358185400036, -0.7727029665755485, 1.1501758063657914, 2.013614635098691, 2.4436400886166756, -6.067432936025297, -1.1719637070849376, -2.3023889998476834, -3.5694329215449963]\n",
      " * iter:210\n",
      "w: [2.45873314987521, 0.07902063409605072, 1.0505275074422966, -2.889497294006431, 1.1006519035747293, 3.5631457342122275, -0.17666084768905704, -1.4508142763905276, 0.9688086643064092, -1.256353857763785, 1.3258211599092622, -0.7746297315331389, 1.1522720462592655, 2.0168550837648036, 2.4493946380747014, -6.079982740053244, -1.1744675699757647, -2.306660070577114, -3.5767867451368964]\n",
      " * iter:211\n",
      "w: [2.463517878678993, 0.07874441328436436, 1.052705657273345, -2.8950562241053532, 1.103087949947091, 3.5692426433952718, -0.1763987860280465, -1.4537928676936958, 0.9706202434604702, -1.2585091973252, 1.3280520995185543, -0.7765483115069629, 1.154360770642703, 2.020085749352435, 2.455124609672666, -6.092487899974851, -1.1769630035564747, -2.31091583920988, -3.5841155174648622]\n",
      " * iter:212\n",
      "w: [2.468286395016592, 0.07847012801853523, 1.054875808456934, -2.900596889649991, 1.1055159928720577, 3.575319680165769, -0.17613849024275824, -1.456760467738855, 0.9724259313826472, -1.2606580696211063, 1.3302747422595413, -0.7784587746733725, 1.1564420376014988, 2.023306707033047, 2.4608302097052346, -6.104948757009922, -1.1794500690801943, -2.3151564289691713, -3.5914194339403926]\n",
      " * iter:213\n",
      "w: [2.473038826373456, 0.0781977616279487, 1.0570380218023196, -2.906119424917578, 1.107936089329298, 3.5813769996815155, -0.17587994627781767, -1.4597171600758216, 0.9742257712075301, -1.2628005238617628, 1.332489156666513, -0.7803611884092037, 1.1585159045339608, 2.0265180309179525, 2.466511642031261, -6.11736564839488, -1.181928827115608, -2.319381961517404, -3.598698687506996]\n",
      " * iter:214\n",
      "w: [2.477775298604493, 0.07792729759188943, 1.0591923574444546, -2.9116239625979667, 1.1103482956733755, 3.587414755050757, -0.1756231401778031, -1.4626630273225742, 0.9760198055620576, -1.2649366085702742, 1.3346954103922406, -0.7822556193034301, 1.160582428162087, 2.02971979407995, 2.4721691081094517, -6.129738907444321, -1.1843993375571045, -2.3235925569828466, -3.6059534686826895]\n",
      " * iter:215\n",
      "w: [2.4824959359625165, 0.07765871953874977, 1.061338874853437, -2.9171106338194543, 1.1127526676428519, 3.5934330973700024, -0.17536805808760186, -1.4655981511785512, 0.9778080765737164, -1.2670663715964956, 1.3368935702231448, -0.7841421331686201, 1.1626416645421296, 2.0329120685744, 2.4778028070334193, -6.1420688636113745, -1.1868616596347372, -2.3277883339856853, -3.6131839656015905]\n",
      " * iter:216\n",
      "w: [2.4872008611260794, 0.07739201124521092, 1.0634776328438023, -2.9225795681740734, 1.1151492603692243, 3.599432175760958, -0.1751146862527088, -1.46852261243772, 0.9795906258785713, -1.2691898601305813, 1.3390837020941362, -0.7860207950521982, 1.164693669074959, 2.0360949254597633, 2.4834129355661467, -6.154355842546932, -1.1893158519240026, -2.331969409663533, -3.620390364054615]\n",
      " * iter:217\n",
      "w: [2.4918901952267016, 0.07712715663539821, 1.0656086895836647, -2.9280308937423616, 1.117538128385702, 3.6054121374066086, -0.174863011019468, -1.4714364910014244, 0.9813674946291321, -1.2713071207161915, 1.3412658711031422, -0.7878916692475175, 1.166738496516224, 2.0392684348176155, 2.488999688173868, -6.166600166157745, -1.1917619723554393, -2.3361358996963992, -3.6275728475293123]\n",
      " * iter:218\n",
      "w: [2.4965640578755126, 0.07686413978001277, 1.0677321026037083, -2.933464737117626, 1.1199193256358242, 3.6113731275864684, -0.17461301883526245, -1.474339865891013, 0.9831387235020611, -1.2734181992633622, 1.3434401415253252, -0.7897548193047458, 1.1687762009863205, 2.0424326657721545, 2.4945632570593785, -6.17880215266343, -1.194200078224053, -2.3402879183311387, -3.6347315972488556]\n",
      " * iter:219\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w: [2.501222567189321, 0.07660294489544052, 1.0698479288060314, -2.9388812234297106, 1.1222929054819264, 3.617315289711025, -0.17436469624865278, -1.477232815260255, 0.9849043527057243, -1.2755231410610537, 1.345606576827002, -0.7916103080415674, 1.1708068359801682, 2.0455876865092146, 2.500103832194786, -6.190962116652396, -1.1966302261985702, -2.3444255784053825, -3.6418667922102084]\n",
      " * iter:220\n",
      "w: [2.5058658398161286, 0.07634355634284108, 1.0719562244728462, -2.9442804763682826, 1.1246589207134539, 3.623238765355398, -0.17411802990946834, -1.4801154164075447, 0.986664421987592, -1.2776219907893833, 1.3477652396792692, -0.793458197553706, 1.1728304543768011, 2.048733564294805, 2.505621601353709, -6.2030803691367336, -1.199052472330526, -2.348548991370976, -3.6489786092214884]\n",
      " * iter:221\n",
      "w: [2.510493990960098, 0.07608595862721762, 1.0740570452750384, -2.9496626182056476, 1.1270174235551282, 3.629143694292232, -0.17387300656885243, -1.4829877457879022, 0.9884189706414899, -1.279714792531554, 1.3499161919713445, -0.7952985492252711, 1.1748471084487766, 2.051870365493183, 2.511116750142938, -6.215157217606069, -1.2014668720631874, -2.3526582673169267, -3.656067222938551]\n",
      " * iter:222\n",
      "w: [2.515107134405992, 0.07583013639646868, 1.0761504462805864, -2.955027769819106, 1.1293684656749703, 3.635030214523851, -0.17362961307926494, -1.4858498790247705, 0.9901680375147065, -1.281801589785485, 1.35205949482363, -0.7971314237389314, 1.1768568498714067, 2.0549981555844776, 2.516589462033563, -6.227192966080423, -1.203873480240317, -2.3567535149918784, -3.6631328059008066]\n",
      " * iter:223\n",
      "w: [2.5197053825431, 0.07557607444042436, 1.078236481962845, -2.960376050712863, 1.1317120981921815, 3.6408984623136824, -0.1733878363944431, -1.4887018909216163, 0.9919116610149599, -1.2838824254751586, 1.3541952086005047, -0.7989568810859181, 1.178859729731815, 2.058116999181878, 2.5220399183915867, -6.239187915162092, -1.206272351114781, -2.3608348418261222, -3.6701755285662965]\n",
      " * iter:224\n",
      "w: [2.524288846388655, 0.07532375768986742, 1.0803152062086947, -2.965707579039498, 1.1340483716848864, 3.6467485722169832, -0.1731476635693239, -1.4915438554733367, 0.9936498791172255, -1.2859573419616834, 1.3563233929228515, -0.8007749805758615, 1.1808557985378245, 2.061226960048397, 2.5274682985080204, -6.251142362086563, -1.2086635383570032, -2.364902353953158, -3.6771955593460417]\n",
      " * iter:225\n",
      "w: [2.5288576356107657, 0.07507317121554083, 1.08238667232656, -2.971022471621014, 1.1363773361977405, 3.652580677110879, -0.17290908175992908, -1.4943758458774756, 0.9953827293704309, -1.2880263810540913, 1.358444106680328, -0.8025857808464641, 1.182845106226678, 2.0643281011132215, 2.5328747796284836, -6.263056600772499, -1.21104709506327, -2.368956156230815, -3.684193064637685]\n",
      " * iter:226\n",
      "w: [2.5334118585508665, 0.07482430022714305, 1.0844509330542977, -2.9763208439694626, 1.1386990412494062, 3.658394908223734, -0.17267207822321523, -1.4971979345452535, 0.9971102489040191, -1.2900895840198676, 1.3605574080433833, -0.8043893398730135, 1.1848277021735985, 2.06742048448767, 2.53825953698231, -6.274930921870804, -1.2134230737638882, -2.3729963522619393, -3.691168208858442]\n",
      " * iter:227\n",
      "w: [2.537951622245702, 0.07457713007231194, 1.0865080405669594, -2.981602810307172, 1.1410135358398974, 3.664191395163876, -0.17243664031689077, -1.5000101931124143, 0.9988324744343836, -1.2921469915952286, 1.3626633544750328, -0.8061857149777368, 1.1868036352001878, 2.070504171480753, 2.54362274381117, -6.286765612812794, -1.2157915264312005, -2.3770230444146687, -3.6981211544773767]\n",
      " * iter:228\n",
      "w: [2.5424770324488577, 0.07433164623559871, 1.0885580464844287, -2.9868684835865724, 1.1433208684577985, 3.6699702659476854, -0.17220275549920086, -1.5028126924498937, 1.0005494422711785, -1.2941986439951487, 1.3647620027423906, -0.8079749628390014, 1.1887729535826728, 2.0735792226143634, 2.5489645713972195, -6.298560957857491, -1.2181525044874586, -2.3810363338422933, -3.705052062047023]\n",
      " * iter:229\n",
      "w: [2.5469881936518437, 0.07408783433743275, 1.0906010018789365, -2.992117975509636, 1.1456210870873593, 3.675731647027071, -0.17197041132868285, -1.5056055026743094, 1.0022611883235066, -1.2962445809231489, 1.3668534089279694, -0.8097571395003629, 1.1907357050599974, 2.0766456976380994, 2.554285189090784, -6.310317238138057, -1.2205060588125607, -2.38503632050272, -3.7119610902343623]\n",
      " * iter:230\n",
      "w: [2.551485209104749, 0.07384568013307798, 1.0926369572824564, -2.997351396546941, 1.147914239215467, 3.6814756633163452, -0.1717395954638936, -1.5083886931582817, 1.0039677481059892, -1.2982848415808486, 1.3689376284407528, -0.8115323003794647, 1.1926919368417672, 2.07970365554373, 2.5595847643375857, -6.322034731707388, -1.2228522397516535, -2.389023103177546, -3.7188483958511767]\n",
      " * iter:231\n",
      "w: [2.5559681808364716, 0.07360516951158268, 1.0946659626939814, -3.002568855956366, 1.1502003718385, 3.6872024382185162, -0.17151029566310969, -1.511162332540582, 1.005669156744718, -1.3003194646772924, 1.371014716027045, -0.8133005002767912, 1.194641695616049, 2.0827531545793168, 2.564863462705521, -6.333713713582894, -1.2251910971226028, -2.3929967794907534, -3.7257141338837894]\n",
      " * iter:232\n",
      "w: [2.5604372096745354, 0.07336628849472256, 1.096688067586686, -3.0077704618014227, 1.1524795314690637, 3.6929120936510107, -0.17128249978400248, -1.5139264887361172, 1.0073654489830943, -1.3023484884380538, 1.3730847257811019, -0.8150617933842776, 1.1965850275570276, 2.085794252263001, 2.570121447911, -6.34535445579046, -1.2275226802233343, -2.3969574459270317, -3.732558457522211]\n",
      " * iter:233\n",
      "w: [2.5648923952645064, 0.07312902323593842, 1.098703320914973, -3.012956320969239, 1.154751764142613, 3.698604750070843, -0.17105619578328932, -1.5166812289457496, 1.0090566591875572, -1.3043719506141251, 1.3751477111555523, -0.8168162332937778, 1.1985219783325236, 2.088827005396462, 2.5753588818448523, -6.356957227407642, -1.229847037839049, -2.400905197849739, -3.739381518188701]\n",
      " * iter:234\n",
      "w: [2.569333836089017, 0.07289336001926934, 1.1007117711214112, -3.018126539188199, 1.1570171154239632, 3.7042805264992458, -0.17083137171636217, -1.5194266196659576, 1.0107428213532026, -1.3063898884905984, 1.377203724971611, -0.8185638730053953, 1.2004525931113756, 2.091851470078061, 2.580575924597808, -6.36852229460607, -1.232164218249314, -2.404840129518509, -3.7461834655657653]\n",
      " * iter:235\n",
      "w: [2.573761629486405, 0.07265928525828197, 1.1027134661435591, -3.0232812210452433, 1.1592756304136893, 3.7099395405457702, -0.17060801573689513, -1.5221627266983395, 1.012423969109297, -1.308402338895143, 1.3792528194290892, -0.8203047649356772, 1.2023769165706895, 2.094867701715674, 2.5857727344855643, -6.380049920693116, -1.234474269235033, -2.408762334106511, -3.752964447623593]\n",
      " * iter:236\n",
      "w: [2.5781758716689804, 0.0724267854949964, 1.104708453420686, -3.0284204700028474, 1.1615273537544193, 3.715581908431881, -0.1703861160964315, -1.5248896151589635, 1.0141001357246875, -1.310409338206286, 1.3812950461162097, -0.8220389609256752, 1.204294992902956, 2.0978757550392286, 2.590949468073441, -6.391540366152814, -1.2367772380852966, -2.412671903717378, -3.7597246106469564]\n",
      " * iter:237\n",
      "w: [2.582576657740928, 0.07219584739880994, 1.1066967799003826, -3.0335443884156756, 1.1637723296370208, 3.7212077450140444, -0.17016566114395243, -1.5276073494875657, 1.0157713541131097, -1.3124109223615015, 1.3833304560192272, -0.8237665122488763, 1.2062068658230427, 2.1008756841129475, 2.596106280200636, -6.4029938886860585, -1.239073171604118, -2.416568929401797, -3.7664640992615808]\n",
      " * iter:238\n",
      "w: [2.58696408171585, 0.07196645776541878, 1.1086784920450716, -3.038653077546923, 1.1660106018066863, 3.7268171638063348, -0.16994663932542733, -1.530315993456601, 1.0174376568383985, -1.3144071268651112, 1.3853590995318614, -0.8254874696190041, 1.20811257857506, 2.1038675423473086, 2.6012433240040855, -6.4144107432501025, -1.241362116117053, -2.420453501173787, -3.7731830564599953]\n",
      " * iter:239\n",
      "w: [2.5913382365339666, 0.07173860351573852, 1.1106536358384127, -3.043746637584353, 1.1682422135689146, 3.732410277002564, -0.16972903918334817, -1.5330156101801478, 1.0190990761196006, -1.3163979867960056, 1.3873810264645463, -0.8272018831976944, 1.2100121739391054, 2.1068513825107305, 2.6063607509419393, -6.425791182097355, -1.2436441174777102, -2.424325708026655, -3.779881623626882]\n",
      " * iter:240\n",
      "w: [2.5956992140789708, 0.0715122716948244, 1.11262225679161, -3.048825167656034, 1.1704672077953953, 3.737987195497947, -0.16951284935624744, -1.5357062621226694, 1.0207556438359928, -1.3183835368151877, 1.3893962860535, -0.8289098026020465, 1.2119056942378885, 2.1098272567409895, 2.611458710816653, -6.4371354548135065, -1.2459192210741497, -2.428185637948649, -3.7865599405639307]\n",
      " * iter:241\n",
      "w: [2.6000471051945557, 0.07128744947079063, 1.1145843999496194, -3.0538887658457856, 1.172685626929795, 3.7435480289103222, -0.16929805857820213, -1.538388011107637, 1.0224073915320084, -1.3203638111731448, 1.3914049269696191, -0.8306112769120537, 1.2137931813432383, 2.112795216556377, 2.6165373517977093, -6.4484438083549875, -1.2481874718351762, -2.4320333779383105, -3.793218145514211]\n",
      " * iter:242\n",
      "w: [2.6043819997006166, 0.07106412413373113, 1.1165401098972596, -3.058937529208338, 1.1748975129934482, 3.7490928856009234, -0.1690846556783232, -1.5410609183260129, 1.024054350422073, -1.3223388437170536, 1.3934069973272012, -0.8323063546779136, 1.2156746766824968, 2.1157553128666025, 2.6215968204439726, -6.45971648708578, -1.2504489142365265, -2.435869014019534, -3.799856375186077]\n",
      " * iter:243\n",
      "w: [2.608703986409136, 0.0708422830946408, 1.118489430765228, -3.0639715537842127, 1.177102907590955, 3.754621872694729, -0.16887262958023297, -1.5437250443446004, 1.0256965513953515, -1.3243086678978226, 1.3954025446925011, -0.8339950839272214, 1.2175502212448, 2.1187075959834503, 2.626637261725684, -6.470953732813589, -1.2527035923069536, -2.4396926312563374, -3.8064747647766115]\n",
      " * iter:244\n",
      "w: [2.6130131531397613, 0.07062191388433788, 1.1204324062360238, -3.0689909346143316, 1.1793018519156862, 3.7601350961003916, -0.16866196930152957, -1.5463804491142603, 1.0273340250204104, -1.3262733167769762, 1.397391616092123, -0.8356775121720484, 1.2194198555872486, 2.1216521156311954, 2.6316588190461023, -6.482155784825393, -1.2549515496342105, -2.4435043137673587, -3.813073447994618]\n",
      " * iter:245\n",
      "w: [2.6173095867350793, 0.07040300415238882, 1.122369079549778, -3.073995765754357, 1.181494386755201, 3.7656326605297576, -0.1684526639532413, -1.549027191977997, 1.0289668015497924, -1.3282328230333853, 1.3993742580212514, -0.8373536864159067, 1.2212836198409727, 2.1245889209567883, 2.636661634262799, -6.49332287992238, -1.2571928293709347, -2.447304144740072, -3.819652557083178]\n",
      " * iter:246\n",
      "w: [2.621593373075596, 0.07018554166603484, 1.1242994935099944, -3.078986140288771, 1.1836805524965737, 3.77111466951699, -0.1682447027392694, -1.5516653316789184, 1.0305949109245116, -1.330187218969847, 1.4013505164517286, -0.8390236531606037, 1.223141553717089, 2.127518060539809, 2.6416458477086113, -6.504455252454293, -1.2594274742404359, -2.451092206444741, -3.8262122228417765]\n",
      " * iter:247\n",
      "w: [2.6258645970944285, 0.06996951430912159, 1.1262236904892013, -3.083962150344702, 1.1858603891316355, 3.7765812254373037, -0.16803807495582215, -1.554294926368068, 1.0322183827784663, -1.3321365365195188, 1.4033204368399768, -0.840687458412987, 1.2249936965125576, 2.130439582402202, 2.6466115982122638, -6.515553134353178, -1.2616555265423879, -2.45486858024811, -3.832752574648012]\n",
      " * iter:248\n",
      "w: [2.630123342791716, 0.06975491008103182, 1.1281417124345174, -3.0889238871055005, 1.1880339362621324, 3.7820324295253203, -0.1678327699908395, -1.5569160336121366, 1.033837246442773, -1.3340808072522126, 1.4052840641347726, -0.8423451476915826, 1.2268400871159346, 2.133353534017797, 2.651559023118658, -6.52661675516657, -1.2638770281584288, -2.458633346626838, -3.839273740478891]\n",
      " * iter:249\n",
      "w: [2.6343696932487553, 0.06954171709562099, 1.1300536008731306, -3.0938714408240675, 1.1902012331047975, 3.787468381893054, -0.1676287773234094, -1.5595287104010502, 1.0354515309500225, -1.3360200623805467, 1.4072414427848752, -0.8439967660331279, 1.2286807640130284, 2.136259962321617, 2.6564882583088405, -6.537646342090104, -1.266092020557668, -2.462386585180686, -3.845775846931728]\n",
      " * iter:250\n",
      "w: [2.638603730641865, 0.06932992358015722, 1.131959396917693, -3.0988049008359497, 1.1923623184963452, 3.792889181547537, -0.1674260865231767, -1.5621330131554418, 1.037061265038462, -1.3379543327659666, 1.4091926167465114, -0.845642357999001, 1.230515765292458, 2.139158913718983, 2.6613994382196564, -6.548642119999586, -1.268300544802105, -2.466128374645456, -3.85225901924465]\n",
      " * iter:251\n",
      "w: [2.6428255362559927, 0.06911951787426482, 1.1338591412716357, -3.103724355572197, 1.1945172308983822, 3.798294926408092, -0.16722468724974507, -1.564728997734005, 1.038666477156101, -1.339883648924633, 1.4111376294907223, -0.8472819676815496, 1.2323451286511167, 2.1420504340944215, 2.6662926958630893, -6.5596043114825155, -1.2705026415519591, -2.469858792905694, -3.8587233813167203]\n",
      " * iter:252\n",
      "w: [2.647035190498059, 0.0689104884288726, 1.1357528742343983, -3.1086298925719933, 1.1966660084022422, 3.803685713323259, -0.16702456925207218, -1.5673167194407343, 1.0402671954647456, -1.3418080410331825, 1.4130765240105718, -0.848915638710319, 1.234168891399542, 2.144934568820378, 2.671168162845295, -6.570533136869082, -1.272698351070914, -2.47357791700716, -3.865169055727687]\n",
      " * iter:253\n",
      "w: [2.6512327729100558, 0.06870282380516628, 1.1376406357065827, -3.113521598495062, 1.198808688733743, 3.8090616380873934, -0.1668257223678594, -1.5698962330320514, 1.0418634478439626, -1.3437275389343635, 1.4150093428282238, -0.8505434142581836, 1.2359870904671948, 2.147811362765739, 2.6760259693853374, -6.581428814262641, -1.2748877132312773, -2.4772858231690686, -3.871596163757366]\n",
      " * iter:254\n",
      "w: [2.655418362181895, 0.06849651267354605, 1.1395224651950262, -3.118399559133855, 1.2009453092578681, 3.814422795456928, -0.16662813652293595, -1.5724675927238234, 1.043455261894973, -1.345642172142551, 1.4169361280018877, -0.8521653370473808, 1.2377997624076509, 2.1506808603041754, 2.6808662443336293, -6.592291559569686, -1.2770707675190567, -2.4809825867961033, -3.8780048254046653]\n",
      " * iter:255\n",
      "w: [2.6595920361640206, 0.0682915438125895, 1.141398401817799, -3.123263859425525, 1.203075906983375, 3.8197692791663203, -0.1664318017306385, -1.5750308521982703, 1.0450426649444788, -1.3475519698491445, 1.4188569211326367, -0.8537814493554527, 1.239606943403702, 2.1535431053223006, 2.685689115190082, -6.603121586529315, -1.2792475530389562, -2.484668282490218, -3.8843951594062602]\n",
      " * iter:256\n",
      "w: [2.6637538718797833, 0.06808790610801924, 1.143268484309124, -3.1281145834636908, 1.205200518567329, 3.8251011819436878, -0.1662367080911862, -1.5775860646107678, 1.0466256840484216, -1.3494569609278486, 1.420771763371101, -0.8553917930210926, 1.241408669272373, 2.1563981412276605, 2.690494708121972, -6.613919106742211, -1.2814181085192906, -2.4883429840622195, -3.890767283254927]\n",
      " * iter:257\n",
      "w: [2.667903945537588, 0.06788558855167688, 1.1451327510242257, -3.132951814509994, 1.207319180319568, 3.8304185955261345, -0.16604284579105202, -1.5801332825965446, 1.0482043459956774, -1.3513571739398438, 1.4226806954240396, -0.8569964094499023, 1.2432049754698549, 2.159246010956549, 2.6952831479815265, -6.6246843296991464, -1.2835824723168234, -2.4920067645431447, -3.8971213132175397]\n",
      " * iter:258\n",
      "w: [2.672042332542816, 0.06768458024050197, 1.1469912399441018, -3.137775635005458, 1.2094319282070962, 3.8357216106747836, -0.1658502051023307, -1.5826725582772772, 1.0497786773116873, -1.3532526371388462, 1.4245837575607927, -0.8585953396200591, 1.244995897096355, 2.162086756981661, 2.7000545583232376, -6.635417462809015, -1.285740682421527, -2.4956596961954314, -3.90345736435274]\n",
      " * iter:259\n",
      "w: [2.676169107509528, 0.06748487037551755, 1.1488439886802269, -3.1425861265816497, 1.211538797858409, 3.841010317189518, -0.16565877638210372, -1.5852039432675837, 1.051348704262026, -1.3551433784760623, 1.426480989619616, -0.8601886240878953, 1.246781468900867, 2.1649204213195805, 2.7048090614209035, -6.646118711426401, -1.2878927764612675, -2.499301850523887, -3.9097755505282876]\n",
      " * iter:260\n",
      "w: [2.6802843442719526, 0.06728644826082134, 1.1506910344791828, -3.1473833700716467, 1.2136398245677504, 3.846284803923435, -0.1654685500718018, -1.5877274886814197, 1.052914452855908, -1.357029425605038, 1.4283724310139025, -0.8617763029933914, 1.248561725285861, 2.167747045538116, 2.709546778284407, -6.656788278878702, -1.290038791706417, -2.502933298286465, -3.916075984438096]\n",
      " * iter:261\n",
      "w: [2.684388115895764, 0.06708930330258335, 1.152532414227221, -3.152167445520819, 1.215735043299306, 3.8515451587970273, -0.1652795166965652, -1.5902432451383743, 1.054475948849636, -1.3589108058864086, 1.4302581207382916, -0.8633584160655834, 1.2503367003118966, 2.1705666707634768, 2.714267828676234, -6.667426366492806, -1.292178765074391, -2.5065541095048482, -3.922358777618963]\n",
      " * iter:262\n",
      "w: [2.688480494689156, 0.06689342500805023, 1.154368164454757, -3.156938432197422, 1.217824488691328, 3.8567914688120877, -0.16509166686460194, -1.5927512627698737, 1.056033217749988, -1.3607875463925492, 1.432138097374668, -0.864935002627889, 1.2521064277021603, 2.1733793376873067, 2.718972331127733, -6.678033173621333, -1.2943127331341162, -2.5101643534748432, -3.928624040466998]\n",
      " * iter:263\n",
      "w: [2.6925615522137147, 0.06669880298455567, 1.156198321340796, -3.1616964086030146, 1.2199081950602002, 3.8620238200653536, -0.16490499126654531, -1.5952515912252876, 1.0575862848175501, -1.3626596739121282, 1.4340123990980551, -0.86650610160335, 1.2538709408469275, 2.176185086573566, 2.723660402955131, -6.688608897668455, -1.2964407321104283, -2.513764098776592, -3.9348718822537587]\n",
      " * iter:264\n",
      "w: [2.6966313592950937, 0.06650542693853778, 1.158022920717295, -3.1664414524826943, 1.221986196404437, 3.8672422977618908, -0.16471948067480935, -1.5977442796779464, 1.0591351750699896, -1.3645272149545675, 1.4358810636824026, -0.8680717515197947, 1.2556302728079514, 2.1789839572652734, 2.7283321602752912, -6.699153734115292, -1.2985627978884011, -2.517353413284604, -3.9411024111421]\n",
      " * iter:265\n",
      "w: [2.700689986033498, 0.06631328667456325, 1.159841998073458, -3.1711736408351627, 1.224058526408623, 3.872446986228223, -0.1645351259429443, -1.6002293768310656, 1.060679913285276, -1.3663901957544122, 1.4377441285062715, -0.8696319905149219, 1.2573844563227812, 2.1817759891911104, 2.732987718021241, -6.7096678765449065, -1.3006789660176077, -2.5209323641776114, -3.9473157342017386]\n",
      " * iter:266\n",
      "w: [2.7047375018139794, 0.06612237209435844, 1.1616555885599693, -3.17589304992262, 1.2261252184472924, 3.8776379689252174, -0.1643519180049913, -1.6027069309235815, 1.0622205240048463, -1.3682486422756095, 1.439601630558419, -0.871186856341307, 1.2591335238090091, 2.1845612213718897, 2.737627189957453, -6.720151516666889, -1.3027892717163168, -2.524501017948254, -3.953511957424547]\n",
      " * iter:267\n",
      "w: [2.708773975316548, 0.06593267319584749, 1.1634637269931631, -3.1805997552804928, 1.2281863055887476, 3.8828153284607243, -0.16416984787483666, -1.6051769897359, 1.063757031536718, -1.3701025802157012, 1.4414536064432844, -0.8727363863713313, 1.260877507368449, 2.187339692426891, 2.7422506886948943, -6.730604844341554, -1.304893749875623, -2.528059440412591, -3.9596911857395725]\n",
      " * iter:268\n",
      "w: [2.712799474526103, 0.06574418007219733, 1.165266447859132, -3.1852938317269994, 1.230241820598822, 3.887979146601985, -0.16398890664556667, -1.6076396005955589, 1.0652894599585494, -1.371952035009932, 1.4433000923863801, -0.8742806176020371, 1.2626164387912464, 2.1901114405800692, 2.7468583257058468, -6.741028047603744, -1.3069924350635147, -2.5316076967194543, -3.9658535230277963]\n",
      " * iter:269\n",
      "w: [2.7168140667421885, 0.06555688291087045, 1.1670637853177745, -3.1899753533725552, 1.2322917959445827, 3.8931295042878054, -0.16380908548882236, -1.6100948103828059, 1.066817833120651, -1.3737970318352732, 1.445141124239587, -0.8758195866599083, 1.2643503495599238, 2.192876503666137, 2.751450211338502, -6.751421312686265, -1.3090853615288778, -2.535145851359633, -3.971999072136633]\n",
      " * iter:270\n",
      "w: [2.720817818588576, 0.06537077199268404, 1.1688557732067848, -3.194644393629022, 1.2343362637979811, 3.8982664816405066, -0.16363037565415528, -1.6125426655360933, 1.068342174648945, -1.3756375956143683, 1.446976737486358, -0.8773533298055797, 1.2660792708533597, 2.1956349191365234, 2.7560264548313316, -6.761784824042936, -1.3111725632054394, -2.538673968174904, -3.978127934894176]\n",
      " * iter:271\n",
      "w: [2.7248107960226764, 0.06518583769087741, 1.1706424450455808, -3.199301025218803, 1.2363752560394445, 3.9033901579776527, -0.16345276846838355, -1.614983212057491, 1.0698625079478772, -1.3774737510193962, 1.4488069672468316, -0.8788818829384739, 1.2678032335507041, 2.198386724065217, 2.760587164327242, -6.7721187643712835, -1.3132540737156517, -2.542192110366906, -3.984240212123198]\n",
      " * iter:272\n",
      "w: [2.7287930643447886, 0.06500207047018615, 1.1724238340391786, -3.2039453201837893, 1.2384088042614165, 3.9085006118235626, -0.16327625533494952, -1.6174164955180201, 1.071378856203281, -1.3793055224758608, 1.4506318482828564, -0.8804052816013693, 1.2695222682352316, 2.2011319551544863, 2.765132446887513, -6.782423314634874, -1.315329926374515, -2.545700340505861, -3.990336003654905]\n",
      " * iter:273\n",
      "w: [2.7327646882071868, 0.064819460885924, 1.174199973082007, -3.2085773498941563, 1.2404369397718424, 3.913597920920614, -0.16310082773327833, -1.6198425610629066, 1.0728912423851946, -1.3811329341663034, 1.4524514150029293, -0.8819235609848992, 1.2712364051981337, 2.2038706487404935, 2.769662408505526, -6.792698654085295, -1.3174001541933438, -2.549198720539149, -3.996415408342457]\n",
      " * iter:274\n",
      "w: [2.7367257316230456, 0.06463799958307206, 1.1759708947616685, -3.2131971850570196, 1.2424596935976042, 3.918682162240338, -0.16292647721813805, -1.6222614534167576, 1.0743996892506307, -1.3829560100339424, 1.4542657014670488, -0.8834367559319826, 1.2729456744422492, 2.206602840798791, 2.7741771541202866, -6.802944960283791, -1.3194647898834757, -2.5526873117997337, -4.002478524074252]\n",
      " * iter:275\n",
      "w: [2.7406762579752146, 0.06445767729537587, 1.1777366313626452, -3.217804895724946, 1.2444770964879026, 3.9237534119943116, -0.16275319541900155, -1.624673216888663, 1.075904219346304, -1.3847747737862415, 1.4560747413914847, -0.8849449009421896, 1.274650105685737, 2.2093285669497127, 2.778676787629741, -6.813162409122564, -1.3215238658599247, -2.5561661750144484, -4.008525447786987]\n",
      " * iter:276\n",
      "w: [2.7446163300248374, 0.06427848484444978, 1.1794972148699507, -3.2224005513043275, 1.24648917891759, 3.928811745644856, -0.16258097403941016, -1.62707789537722, 1.0774048550113124, -1.3865892488984077, 1.4578785681534674, -0.8864480301760412, 1.2763497283656906, 2.212047862463659, 2.783161411903895, -6.823351174845736, -1.323577414244978, -2.5596353703121397, -4.014556275478489]\n",
      " * iter:277\n",
      "w: [2.7485460099198233, 0.06410041313888866, 1.1812526769727294, -3.22698422056362, 1.248495971090454, 3.9338572379155394, -0.16240980485633935, -1.6294755323754857, 1.078901618379776, -1.3883994586168218, 1.4596772147957955, -0.8879461774592449, 1.2780445716416957, 2.2147607622662786, 2.787631128797736, -6.83351143006999, -1.3256254668717413, -2.563094957231675, -4.020571102220334]\n",
      " * iter:278\n",
      "w: [2.752465359203174, 0.063923453173388, 1.183003049067803, -3.2315559716414466, 1.2504975029424508, 3.93888996280149, -0.16223967971956652, -1.6318661709758566, 1.0803945313834318, -1.390205425962401, 1.4614707140313679, -0.889439376286867, 1.2797346643993315, 2.2174673009435493, 2.7920860391639573, -6.843643345804889, -1.327668055287628, -2.566544994729816, -4.026570022170249]\n",
      " * iter:279\n",
      "w: [2.756374438821164, 0.06374759602787092, 1.1847483622631672, -3.236115872054572, 1.2524938041448932, 3.943909993579527, -0.16207059055104128, -1.6342498538748773, 1.08188361575419, -1.3920071737338982, 1.4632590982476366, -0.890927659827444, 1.2814200352536174, 2.2201675127467597, 2.796526242865501, -6.853747091472883, -1.329705210757799, -2.56998554118896, -4.032553128584305]\n",
      " * iter:280\n",
      "w: [2.760273309131387, 0.06357283286662309, 1.186488647381438, -3.2406639887057485, 1.25448490410759, 3.9489174028181098, -0.16190252934425794, -1.6366266233779787, 1.0833688930266463, -1.3938047245111358, 1.4650423995109867, -0.8924110609270317, 1.2831007125524063, 2.2228614315973956, 2.800951838787907, -6.863822834929002, -1.3317369642685493, -2.5734166544247525, -4.038520513828901]\n",
      " * iter:281\n",
      "w: [2.764162029910659, 0.06339915493743552, 1.1882239349632469, -3.245200387891436, 1.2564708319819404, 3.9539122623871075, -0.1617354881636309, -1.6389965214041489, 1.0848503845405564, -1.3955981006581792, 1.4668206495710412, -0.8938896121131952, 1.2847767243797252, 2.225549091091932, 2.8053629248514795, -6.873870742480256, -1.3337633465306458, -2.5768383916935726, -4.0444722693925526]\n",
      " * iter:282\n",
      "w: [2.7680406603627916, 0.06322655357075473, 1.1899542552705895, -3.249725135309398, 1.2584516166639816, 3.9588946434674006, -0.16156945914387275, -1.6413595894905346, 1.0863281114432695, -1.3973873243264485, 1.468593879864894, -0.8953633455989402, 1.2864480985590634, 2.2282305245065337, 2.8097595980232777, -6.8838909789047245, -1.3357843879826148, -2.5802508096998946, -4.050408485897477]\n",
      " * iter:283\n",
      "w: [2.771909259126232, 0.06305502017884065, 1.1916796382901254, -3.25423829606618, 1.2604272867973938, 3.963864616560308, -0.16140443448937486, -1.643715868796978, 1.0878020946921245, -1.3991724174577718, 1.4703621215212743, -0.8968322932865861, 1.2881148626566101, 2.2309057648016655, 2.814141954328923, -6.893883707470367, -1.337800118793981, -2.5836539646035295, -4.056329253110991]\n",
      " * iter:284\n",
      "w: [2.7757678842815743, 0.06288454625493245, 1.1934001137364307, -3.2587399346844648, 1.2623978707764605, 3.968822251496853, -0.16124040647359156, -1.6460654001104862, 1.0892723550568082, -1.4009534017873797, 1.4721254053646378, -0.8982964867715821, 1.2897770439844423, 2.2335748446266153, 2.818510088864235, -6.903849089953539, -1.3398105688684592, -2.587047912026746, -4.062234659956711]\n",
      " * iter:285\n",
      "w: [2.7796165933589454, 0.06271512337242158, 1.1951157110552053, -3.2632301151103142, 1.264363396748986, 3.9737676174468612, -0.1610773674384268, -1.648408223849639, 1.0907389131216763, -1.4027302988468446, 1.4738837619191942, -0.899755957346268, 1.2914346696036632, 2.236237796323933, 2.822864095806698, -6.913787286657229, -1.341815767847099, -2.590432707061275, -4.068124794525577]\n",
      " * iter:286\n",
      "w: [2.783455443345266, 0.06254674318403278, 1.1968264594264335, -3.267708900720298, 1.2663238926191709, 3.978700782927906, -0.16091530979362434, -1.6507443800689308, 1.0922017892880374, -1.4045031299669635, 1.475637221412866, -0.9012107360035789, 1.2930877663274936, 2.238894651933783, 2.8272040684267554, -6.923698456429018, -1.343815745111383, -2.593808404275199, -4.073999744086689]\n",
      " * iter:287\n",
      "w: [2.7872844906913907, 0.06237939742101297, 1.1985323877675007, -3.2721763543285087, 1.2682793860504447, 3.9836218158140935, -0.16075422601616118, -1.6530739084630528, 1.0936610037764025, -1.4062719162805875, 1.4773858137811815, -0.9026608534406971, 1.2947363607243145, 2.2415454431982176, 2.831530099098938, -6.933582756678772, -1.3458105297862806, -2.5971750577197312, -4.079859595097962]\n",
      " * iter:288\n",
      "w: [2.7911037913191317, 0.06221307789232702, 1.2002335247362652, -3.276632538193466, 1.2702299044682601, 3.9885307833446983, -0.1605941086496443, -1.6553968483711126, 1.0951165766286994, -1.4080366787253984, 1.4791295686711061, -0.90410634006265, 1.2963804791206648, 2.244190201565369, 2.835842279312833, -6.9434403433960625, -1.3478001507432564, -2.6005327209358824, -4.085704433216614]\n",
      " * iter:289\n",
      "w: [2.7949134006281606, 0.062047776483861866, 1.201929898734088, -3.2810775140249167, 1.2721754750628456, 3.9934277521326482, -0.160434950303711, -1.657713238780794, 1.0965685277104509, -1.409797438046634, 1.480868515444809, -0.9055472259858558, 1.2980201476041922, 2.2468289581935643, 2.8401406996838916, -6.953271371167326, -1.349784636603236, -2.6038814469610214, -4.091534343309475]\n",
      " * iter:290\n",
      "w: [2.7987133735028022, 0.06188348515763782, 1.2036215379088189, -3.2855113429905263, 1.2741161247919186, 3.9983127881728637, -0.16027674365343236, -1.6600231183324585, 1.0980168767129221, -1.4115542147997626, 1.4826026831833687, -0.9069835410416184, 1.2996553920265606, 2.2494617439553637, 2.8444254499640778, -6.963075993192771, -1.3517640157395272, -2.60722128833533, -4.097349409463132]\n",
      " * iter:291\n",
      "w: [2.8025037643187134, 0.061720195951027644, 1.2053084701577408, -3.2899340857224684, 1.2760518803833603, 4.003185956850455, -0.16011948143872096, -1.6623265253231876, 1.0994616431552324, -1.413307029353109, 1.4843321006904198, -0.9084153147795708, 1.3012862380063128, 2.252088589441524, 2.8486966190523613, -6.972854361303026, -1.353738316280701, -2.610552297108151, -4.103149714993908]\n",
      " * iter:292\n",
      "w: [2.8062846269494512, 0.061557900975983064, 1.206990723130473, -3.2943458023239116, 1.2779827683378522, 4.008047322948779, -0.15996315646374146, -1.6646234977107688, 1.100902846386436, -1.4150559018904307, 1.4860567964957385, -0.9098425764710697, 1.30291271093169, 2.2547095249648903, 2.8529542950050617, -6.982606625975547, -1.35570756611343, -2.61387452484424, -4.108935342457679]\n",
      " * iter:293\n",
      "w: [2.8100560147729365, 0.061396592418268586, 1.2086683242318346, -3.2987465523754067, 1.2799088149314757, 4.012896950657358, -0.15980776159632573, -1.666914073117625, 1.102340505587571, -1.4168008524134494, 1.487776798858772, -0.9112653551125405, 1.3045348359634097, 2.2573245805642146, 2.857198565046041, -6.992332936350774, -1.3576717928852848, -2.617188022629911, -4.1147063736595335]\n",
      " * iter:294\n",
      "w: [2.8138179806778103, 0.061236262536703286, 1.2103413006246655, -3.303136394941177, 1.281830046218274, 4.0177349035796635, -0.1596532897673912, -1.6691982888346892, 1.1037746397736756, -1.4185419007443345, 1.48949213577211, -0.9126836794287746, 1.3061526380374011, 2.259933786007907, 2.8614295155767486, -7.002033440248054, -1.359631024007494, -2.6204928410790895, -4.120462889663275]\n",
      " * iter:295\n",
      "w: [2.817570577069686, 0.061076903662409705, 1.212009679232612, -3.30751538857531, 1.283746488032778, 4.022561244740775, -0.15949973397036338, -1.6714761818252237, 1.1052052677957755, -1.4202790665281424, 1.4912028349649007, -0.9140975778761797, 1.3077661418675004, 2.262537170797717, 2.8656472321861206, -7.0117082841813225, -1.36158528665766, -2.6237890303392666, -4.126204970800774]\n",
      " * iter:296\n",
      "w: [2.821313855877304, 0.060918508198070084, 1.21367348674287, -3.3118835913278586, 1.2856581659924982, 4.027376036594899, -0.15934708726060187, -1.673747788728587, 1.10663240834284, -1.4220123692352116, 1.4929089239062123, -0.9155070786459829, 1.3093753719481056, 2.2651347641723496, 2.8698517996603394, -7.021357613374561, -1.3635346077824402, -2.6270766400973597, -4.131932696681168]\n",
      " * iter:297\n",
      "w: [2.8250478685585816, 0.06076106861719029, 1.2153327496088921, -3.316241060750845, 1.2875651055003785, 4.032179341032772, -0.1591953427548308, -1.6760131458639471, 1.1080560799437085, -1.4237418281635155, 1.4946104298083411, -0.9169122096673882, 1.3109803525567925, 2.267726595111015, 2.8740433019924514, -7.0309815717770245, -1.3654790141001873, -2.63035571958548, -4.137646146199914]\n",
      " * iter:298\n",
      "w: [2.8287726661065697, 0.06060457746337074, 1.2169874940530576, -3.3205878539041778, 1.2894673317472187, 4.036971219388932, -0.15904449363057302, -1.6782722892339443, 1.1094763009689887, -1.4254674624409718, 1.4963073796300659, -0.9183129986106897, 1.3125811077568899, 2.270312692336915, 2.878221822391845, -7.040580302078244, -1.3674185321035544, -2.633626317586611, -4.143345397547704]\n",
      " * iter:299\n",
      "w: [2.8324882990553135, 0.06044902734958481, 1.2186377460693043, -3.3249240273614773, 1.291364869714061, 4.041751732448876, -0.15889453312558827, -1.6805252545283018, 1.110893089632926, -1.4271892910277113, 1.4979998000798527, -0.9197094728903398, 1.3141776614000202, 2.272893084320669, 2.882387443293599, -7.05015394572281, -1.3693531880620604, -2.636888482440196, -4.149030528219233]\n",
      " * iter:300\n",
      "w: [2.836194817485617, 0.06029441095746447, 1.220283531425725, -3.3292496372158142, 1.2932577441745439, 4.046520940456093, -0.15874545453731528, -1.6827720771273866, 1.1123064639952442, -1.428907332718307, 1.4996877176190067, -0.9211016596679739, 1.3157700371285994, 2.2754677992836747, 2.8865402463676912, -7.059702642924949, -1.371283008024623, -2.6401422620476414, -4.154701615021826]\n",
      " * iter:301\n",
      "w: [2.839892271030717, 0.06014072103659329, 1.2219248756671282, -3.333564739085362, 1.2951459796972244, 4.051278903118981, -0.1585972512223183, -1.685012792105722, 1.11371644196296, -1.430621606143963, 1.5013711584647762, -0.922489585855393, 1.3173582583783023, 2.278036865201414, 2.890680312528078, -7.069226532682875, -1.3732080178220523, -2.6433877038777283, -4.160358734083939]\n",
      " * iter:302\n",
      "w: [2.8435807088818685, 0.059987950403806244, 1.2235618041175629, -3.3378693881189654, 1.297029600647866, 4.056025679617657, -0.1584499165957375, -1.68724743423545, 1.1151230412921689, -1.4323321297746647, 1.5030501485934071, -0.9238732781175035, 1.318942348380491, 2.2806003098066974, 2.8948077219416497, -7.078725752792942, -1.375128243069512, -2.6466248549719475, -4.166001960863519]\n",
      " * iter:303\n",
      "w: [2.84726017979384, 0.05983609194249681, 1.2251943418828106, -3.342163639001624, 1.2989086311916969, 4.060761328610645, -0.15830344413074368, -1.689476037989747, 1.1165262795898063, -1.4340389219212926, 1.5047247137431492, -0.9252527628752156, 1.3205223301646076, 2.2831581605928526, 2.8989225540370493, -7.08820043986359, -1.3770437091689454, -2.6498537619497475, -4.171631370156233]\n",
      " * iter:304\n",
      "w: [2.850930732090321, 0.0596851386019315, 1.2268225138528417, -3.3464475459598972, 1.300783095295635, 4.065485908241462, -0.1581578273579966, -1.6916986375461935, 1.1179261743153812, -1.4357420007376969, 1.5063948794172166, -0.9266280663083013, 1.322098226560533, 2.2857104448168575, 2.9030248875133777, -7.097650729329088, -1.3789544413114667, -2.653074471013701, -4.177247036103575]\n",
      " * iter:305\n",
      "w: [2.8545924136692475, 0.059535083396570695, 1.2284463447042389, -3.3507211627672273, 1.3026530167304848, 4.0701994761450955, -0.15801305986510844, -1.6939152667900952, 1.1193227427826853, -1.4374413842227385, 1.5080606708867008, -0.9279992143582116, 1.3236700602009104, 2.288257189502417, 2.907114800348767, -7.107076755463086, -1.3808604644797204, -2.656287027954595, -4.182849032200838]\n",
      " * iter:306\n",
      "w: [2.8582452720080402, 0.05938591940539712, 1.2300658589025875, -3.3549845427491842, 1.304518419073102, 4.07490208945437, -0.15786913529611046, -1.6961259593177602, 1.120716002161476, -1.439137090222293, 1.50972211319344, -0.9293662327308555, 1.3252378535234361, 2.2907984214429886, 2.9111923698088367, -7.116478651391964, -1.3827618034502072, -2.6594914781564403, -4.188437431304972]\n",
      " * iter:307\n",
      "w: [2.861889354168765, 0.05923763977125093, 1.2316810807048344, -3.3592377387886336, 1.3063793257085299, 4.079593804806221, -0.1577260473509247, -1.6983307484397325, 1.122105969479135, -1.4408291364312205, 1.5113792311528427, -0.9307291468993387, 1.3268016287731168, 2.2933341672047534, 2.915257672455034, -7.125856549107997, -1.3846584827955775, -2.6626878666014053, -4.194012305642314]\n",
      " * iter:308\n",
      "w: [2.865524706803209, 0.059090237700171765, 1.2332920341616134, -3.3634808033308277, 1.3082357598321046, 4.084274678347855, -0.15758378978483906, -1.7005296671839785, 1.1234926616223047, -1.442517540395301, 1.513032049356669, -0.9320879821066653, 1.3283614080044934, 2.2958644531295374, 2.919310784152851, -7.135210579482328, -1.3865505268868936, -2.665876237874675, -4.199573726816202]\n",
      " * iter:309\n",
      "w: [2.8691513761578804, 0.05894370646074768, 1.2348987431195404, -3.3677137883884245, 1.3100877444515349, 4.088944765742824, -0.15744235640798745, -1.702722748299033, 1.1248760953384966, -1.4442023195131384, 1.5146805921757671, -0.9334427633684013, 1.3299172130838357, 2.298389305337682, 2.923351780079932, -7.1445408722777595, -1.3884379598958612, -2.669056636169236, -4.205121765814471]\n",
      " * iter:310\n",
      "w: [2.87276940807893, 0.05879803938347062, 1.2365012312234773, -3.371936745546431, 1.31193530238895, 4.093604122176991, -0.1573017410848337, -1.7049100242571018, 1.1262562872376802, -1.4458834910380296, 1.516324883762771, -0.9347935154753007, 1.3314690656913024, 2.300908749730866, 2.927380734734065, -7.153847556161365, -1.3903208057970287, -2.6722291052905867, -4.210656493016834]\n",
      " * iter:311\n",
      "w: [2.876378848016997, 0.058653229860098986, 1.2380995219187654, -3.376149725967076, 1.3137784562829224, 4.098252802364406, -0.15716193773365955, -1.7070915272571205, 1.1276332537938472, -1.4475610720798033, 1.5179649480547543, -0.9361402629958966, 1.3330169873230722, 2.3034228119948783, 2.931397721941063, -7.163130758716917, -1.3921990883699584, -2.675393688661382, -4.216177978202153]\n",
      " * iter:312\n",
      "w: [2.879979741031979, 0.058509271343026456, 1.2396936384534283, -3.3803527803946123, 1.3156172285904624, 4.102890860553088, -0.15702294032605738, -1.7092672892277756, 1.129007011346553, -1.4492350796066278, 1.5196008087758448, -0.9374830302790552, 1.334560999293444, 2.3059315176023447, 2.9354028148625346, -7.172390606457143, -1.3940728312013662, -2.678550429326001, -4.221686290555597]\n",
      " * iter:313\n",
      "w: [2.8835721317977305, 0.05836615734465794, 1.2412836038803472, -3.384545959160048, 1.317451641588985, 4.107518350530716, -0.15688474288642676, -1.7114373418304811, 1.1303775761024364, -1.4509055304467873, 1.5212324894397984, -0.9388218414564952, 1.3361011227369077, 2.3084348918154083, 2.9393960860035495, -7.181627224835815, -1.3959420576872332, -2.681699369955052, -4.227181498675691]\n",
      " * iter:314\n",
      "w: [2.8871560646066894, 0.05822388143679153, 1.2428694410594046, -3.3887293121858124, 1.3192817173782514, 4.112135325630228, -0.15674733949147548, -1.713601716462318, 1.131744964136718, -1.452572441290429, 1.5228600133525358, -0.940156720445272, 1.337637378610185, 2.3109329596883645, 2.9433776072201945, -7.190840738259653, -1.3978067910348886, -2.6848405528498067, -4.2326636705812595]\n",
      " * iter:315\n",
      "w: [2.8907315833744316, 0.05808243725000755, 1.244451172659601, -3.392902888990353, 1.321107477882284, 4.116741838735332, -0.15661072426972472, -1.7157604442589334, 1.133109191394676, -1.4542358286912815, 1.5244834036146393, -0.9414876909502286, 1.3391697876942414, 2.3134257460702523, 2.947347449727027, -7.200031270100084, -1.399667054265063, -2.6879740199465694, -4.238132873718269]\n",
      " * iter:316\n",
      "w: [2.8942987316441573, 0.057941818473063574, 1.2460288211611434, -3.3970667386926667, 1.322928944851256, 4.1213379422859315, -0.15647489140101828, -1.7179135560973993, 1.1344702736931016, -1.4558957090683429, 1.5261026831238123, -0.9428147764664118, 1.3406983705962712, 2.315913275607401, 2.951305684104425, -7.209198942704816, -1.4015228702139164, -2.691099812820981, -4.2435891749665595]\n",
      " * iter:317\n",
      "w: [2.89785755259111, 0.05780201885229592, 1.2476024088575055, -3.4012209100167663, 1.324746139863355, 4.125923688283467, -0.15633983511603666, -1.7200610825990366, 1.135828226721734, -1.4575520987075423, 1.5277178745773028, -0.9441380002814567, 1.3422231477516522, 2.318395572745937, 2.9552523803058386, -7.21834387740927, -1.403374261535036, -2.69421797269226, -4.249032640646485]\n",
      " * iter:318\n",
      "w: [2.9014080890269263, 0.05766303219102801, 1.2491719578574607, -3.405365451296085, 1.3265590843266233, 4.130499128296172, -0.15620554969581427, -1.7222030541321987, 1.137183066044674, -1.459205013763374, 1.5293290004742897, -0.9454573854779376, 1.3437441394258756, 2.320872661734246, 2.9591876076649366, -7.227466194547835, -1.4052212507014095, -2.6973285404273786, -4.254463336525446]\n",
      " * iter:319\n",
      "w: [2.9049503834039245, 0.0575248523489843, 1.250737490087089, -3.409500410477818, 1.3283677994807714, 4.135064313464251, -0.15607202947126217, -1.7243395008150189, 1.1385348071017798, -1.4608544702605033, 1.5309360831182333, -0.946772954935687, 1.3452613657164474, 2.323344566625398, 2.9631114349026615, -7.2365660134649845, -1.4070638600073702, -2.7004315565451797, -4.259881327824332]\n",
      " * iter:320\n",
      "w: [2.9084844778193237, 0.05738747324171092, 1.2522990272917558, -3.4136258351271986, 1.3301723063989703, 4.1396192945049695, -0.15593926882269388, -1.7264704525181216, 1.13988346521004, -1.462500484095347, 1.532539144619192, -0.9480847313340838, 1.346774846554763, 2.3258113112795273, 2.9670239301341836, -7.245643452526226, -1.4089021115705171, -2.7035270612204325, -4.265286679223864]\n",
      " * iter:321\n",
      "w: [2.9120104140194036, 0.05725088884000236, 1.2538565910380672, -3.4177417724317216, 1.3319726259896172, 4.144164121717676, -0.15580726217935595, -1.7285959388672982, 1.1412290555649298, -1.4641430710376286, 1.5341382068961038, -0.9493927371543095, 1.3482846017079575, 2.3282729193661806, 2.9709251608757623, -7.254698629128907, -1.410736027333609, -2.706615094287828, -4.270679454870844]\n",
      " * iter:322\n",
      "w: [2.9155282334036006, 0.05711509316933419, 1.2554102027157967, -3.421848269205301, 1.3337687789980806, 4.148698844988739, -0.15567600401896278, -1.7307159892461468, 1.1425715932417473, -1.4657822467319066, 1.535733291679034, -0.9506969946815749, 1.3497906507807282, 2.33072941436662, 2.9748151940515135, -7.263731659712872, -1.4125656290664326, -2.7096956952459164, -4.276059718384315]\n",
      " * iter:323\n",
      "w: [2.9190379770285437, 0.05698008030930194, 1.256959883539789, -3.425945371892371, 1.33556078600842, 4.153223513796412, -0.1555454888672351, -1.7328306327986767, 1.1439110931969312, -1.4674180266990786, 1.5373244205113905, -0.9519975260073157, 1.351293013217134, 2.333180819576093, 2.9786940960000847, -7.272742659770971, -1.4143909383676476, -2.712768903260988, -4.281427532861625]\n",
      " * iter:324\n",
      "w: [2.92253968561203, 0.0568458443930663, 1.2585056545518376, -3.430033126571932, 1.337348667445085, 4.157738177215622, -0.1554157112974431, -1.7349398984318805, 1.1452475702693596, -1.4690504263378625, 1.5389116147521054, -0.9532943530313592, 1.3527917083023675, 2.335627158106062, 2.982561932481241, -7.28173174385943, -1.4162119766666055, -2.7158347571708963, -4.286782960884409]\n",
      " * iter:325\n",
      "w: [2.9260333995369403, 0.05671237960680347, 1.260047536622538, -3.434111578961537, 1.3391324435745913, 4.162242883922685, -0.1552866659299536, -1.7370438148182712, 1.1465810391816322, -1.4706794609262515, 1.5404948955777855, -0.9545874974640618, 1.3542867551645061, 2.3380684528864037, 2.9864187686823604, -7.2906990256080695, -1.418028765225145, -2.718893295488828, -4.2921260645244805]\n",
      " * iter:326\n",
      "w: [2.929519158855101, 0.05657968018916242, 1.2615855504531182, -3.438180774421226, 1.3409121345071744, 4.166737682199956, -0.15515834743178092, -1.7391424103983861, 1.1479115145413332, -1.4723051456229475, 1.5420742839848316, -0.9558769808284177, 1.3557781727762357, 2.340504726667565, 2.990264669224843, -7.299644617730398, -1.4198413251393647, -2.7219445564070153, -4.297456905349633]\n",
      " * iter:327\n",
      "w: [2.932997003291084, 0.05644774043072716, 1.2631197165772425, -3.4422407579574013, 1.3426877601984228, 4.171222619940398, -0.1550307505161425, -1.7412357133832586, 1.1492390108422774, -1.473927495468771, 1.5436498007915254, -0.9571628244621389, 1.3572659799565525, 2.3429360020226917, 2.9940996981704324, -7.308568632033559, -1.4216496773413696, -2.724988577800397, -4.302775544429365]\n",
      " * iter:328\n",
      "w: [2.936466972245955, 0.05631655467348535, 1.2646500553627957, -3.4462915742266547, 1.3444593404508882, 4.17569774465209, -0.15490386994201813, -1.7433237517568572, 1.1505635424657392, -1.4755465253880489, 1.545221466640088, -0.9584450495197087, 1.3587501953724421, 2.345362301349719, 2.9979239190274543, -7.317471179428145, -1.423453842600999, -2.728025397230227, -4.3080820423405175]\n",
      " * iter:329\n",
      "w: [2.9399291048009655, 0.05618611731030242, 1.2661765870136403, -3.4503332675395377, 1.3462268949156775, 4.180163103462666, -0.15477770051371328, -1.7454065532784937, 1.1518851236816647, -1.4771622501899786, 1.5467893019987078, -0.9597236769744065, 1.3602308375405348, 2.3477836468734314, 3.0017373947569688, -7.326352369937881, -1.4252538415275273, -2.731055051947631, -4.313376459172829]\n",
      " * iter:330\n",
      "w: [2.9433834397211895, 0.05605642278440143, 1.2676993315713545, -3.4543658818642817, 1.3479904430940215, 4.184618743123688, -0.1546522370804267, -1.747484145485199, 1.1532037686498675, -1.4787746845699734, 1.548353327163538, -0.9609987276203064, 1.3617079248287378, 2.350200060647487, 3.0055401877788417, -7.335212312709182, -1.427049694571346, -2.734077578897111, -4.318658854534418]\n",
      " * iter:331\n",
      "w: [2.9468300154591116, 0.05592746558884818, 1.269218308916945, -3.4583894608304675, 1.349750004338825, 4.189064710014948, -0.15452747453582183, -1.7495565556940698, 1.1545194914212071, -1.4803838431109846, 1.549913562260667, -0.9622702220742484, 1.3631814754578473, 2.3526115645564127, 3.009332359977736, -7.344051116020572, -1.4288414220256218, -2.7370930147200014, -4.323929287557172]\n",
      " * iter:332\n",
      "w: [2.9502688701581588, 0.05579924026604273, 1.27073353877254, -3.4624040477326443, 1.3515055978561967, 4.193501050148713, -0.15440340781760234, -1.7516238110045832, 1.1558323059387525, -1.4819897402848037, 1.5514700272480604, -0.9635381807777853, 1.3646515075031371, 2.3550181803175665, 3.0131139727090224, -7.352868887291986, -1.4306290440279337, -2.7401013957578764, -4.32918781690208]\n",
      " * iter:333\n",
      "w: [2.9537000416561834, 0.05567174140721576, 1.2722450407030588, -3.466409685533899, 1.3532572427069582, 4.197927809173906, -0.15428003190709152, -1.753685938300883, 1.1571422260389292, -1.483592390453344, 1.5530227419174731, -0.9648026239991017, 1.366118038895927, 2.3574199294830693, 3.016885086804609, -7.361665733093943, -1.4324125805618892, -2.7431027580559078, -4.33443450076447]\n",
      " * iter:334\n",
      "w: [2.957123567488896, 0.055544963651930346, 1.273752834117861, -3.470406416869378, 1.3550049578081362, 4.20234503238022, -0.15415734182881569, -1.7557429642540352, 1.1584492654526515, -1.485191807869902, 1.5545717258963367, -0.966063571834909, 1.367581087425129, 2.359816833441707, 3.0206457625786993, -7.370441759156601, -1.4341920514587194, -2.7460971373661756, -4.339669396879182]\n",
      " * iter:335\n",
      "w: [2.960539484893249, 0.05541890168758982, 1.2752569382723742, -3.4743942840497604, 1.3567487619344332, 4.206752764702179, -0.15403533265009156, -1.7577949153242567, 1.159753437806438, -1.4867880066804002, 1.5561169986496188, -0.9673210442123156, 1.3690406707387737, 2.362208913420803, 3.0243960598334683, -7.379197070378687, -1.4359674763988528, -2.749084569150934, -4.344892562525666]\n",
      " * iter:336\n",
      "w: [2.96394783081077, 0.055293550248950066, 1.2767573722697017, -3.478373329064685, 1.35848867371968, 4.2111510507231324, -0.1539139994806174, -1.7598418177631132, 1.1610547566235143, -1.4883810009246097, 1.5576585794816553, -0.9685750608906712, 1.3704968063455159, 2.3645961904880606, 3.0281360378646656, -7.387931770836313, -1.43773887491347, -2.7520650885858275, -4.350104054533007]\n",
      " * iter:337\n",
      "w: [2.9673486418908515, 0.05516890411763793, 1.2782541550622082, -3.482343593586132, 1.3602247116582713, 4.215539934679195, -0.15379333747206841, -1.7618836976156906, 1.1623532353248986, -1.489970804537354, 1.5591964875379585, -0.9698256414633888, 1.37194951161612, 2.366978685553379, 3.031865755467147, -7.396645963791673, -1.439506266386038, -2.755038730563068, -4.355303929284883]\n",
      " * iter:338\n",
      "w: [2.97074195449399, 0.05504495812167435, 1.279747305453087, -3.4863051189717553, 1.3619568941065805, 4.219919460463131, -0.15367334181769532, -1.763920580722738, 1.1636488872304744, -1.4915574313496958, 1.5607307418069976, -0.9710728053597409, 1.373398803784926, 2.3693564193706402, 3.0355852709403295, -7.405339751701626, -1.4412696700538243, -2.7580055296945614, -4.360492242724442]\n",
      " * iter:339\n",
      "w: [2.974127804694981, 0.05492170713500284, 1.2812368420979066, -3.490257946268176, 1.3636852392843588, 4.224289671628173, -0.15355400775192746, -1.7659524927227839, 1.1649417255600483, -1.493140895090103, 1.5622613611219558, -0.972316571846634, 1.3748446999512964, 2.3717294125394672, 3.0392946420935782, -7.414013236226168, -1.4430291050093922, -2.7609655203149934, -4.365669050359128]\n",
      " * iter:340\n",
      "w: [2.9775062282860687, 0.05479914607702322, 1.2827227835061374, -3.494202116214228, 1.3654097652761155, 4.2286506113917985, -0.15343533054997924, -1.7679794590542253, 1.166231763434393, -1.4947212093856002, 1.5637883641624617, -0.9735569600303586, 1.376287217081043, 2.374097685506959, 3.042993926251519, -7.422666518236791, -1.4447845902020768, -2.7639187364848747, -4.370834407265423]\n",
      " * iter:341\n",
      "w: [2.9808772607800518, 0.054677269912130344, 1.2842051480426606, -3.498137669244162, 1.3671304900324814, 4.23300232263944, -0.15331730552746067, -1.7700015049573903, 1.167519013876279, -1.4962983877628997, 1.5653117694562972, -0.9747939888583176, 1.377726372007835, 2.3764612585693956, 3.046683180259286, -7.4312996978247305, -1.446536144439443, -2.7668652119935397, -4.375988368093535]\n",
      " * iter:342\n",
      "w: [2.9842409374133436, 0.05455607364925766, 1.2856839539292557, -3.5020646454908064, 1.3688474313715546, 4.237344847928151, -0.15319992803999133, -1.7720186554765756, 1.1688034898114885, -1.4978724436495179, 1.5668315953810805, -0.9760276771207315, 1.37916218143459, 2.378820151873919, 3.0503624604876958, -7.439912874309114, -1.448283786388723, -2.769804980362107, -4.381130987072013]\n",
      " * iter:343\n",
      "w: [2.9875972931489923, 0.05443555234142621, 1.287159219246072, -3.5059830847886855, 1.3705606069802296, 4.241678229490211, -0.15308319348281843, -1.7740309354620563, 1.17008520406982, -1.4994433903748727, 1.568347860165927, -0.9772580434523215, 1.3805946619348453, 2.3811743854201883, 3.054031822838359, -7.4485061462449895, -1.4500275345782385, -2.7727380748463983, -4.386262318012304]\n",
      " * iter:344\n",
      "w: [2.9909463626796566, 0.054315701085298033, 1.288630961933079, -3.5098930266770996, 1.37227003441551, 4.246002509236685, -0.15296709729043814, -1.7760383695720734, 1.1713641693860772, -1.501011241171367, 1.569860581893086, -0.9784851063339718, 1.3820238299541108, 2.3835239790620117, 3.0576913227487226, -7.457079611431268, -1.451767407398802, -2.7756645284398163, -4.391382414313242]\n",
      " * iter:345\n",
      "w: [2.9942881804305417, 0.05419651502073475, 1.2900991997915012, -3.5137945104031605, 1.373975731105805, 4.25031772876093, -0.15285163493622117, -1.7780409822747933, 1.1726403984010458, -1.502576009175453, 1.5713697784995555, -0.9797088840943692, 1.3834497018112064, 2.3858689525089503, 3.0613410151970473, -7.465633366918542, -1.453503423105103, -2.7785843738761846, -4.396491328965477]\n",
      " * iter:346\n",
      "w: [2.9976227805622924, 0.05407798933036106, 1.2915639504852339, -3.517687574924791, 1.375677714352208, 4.254623929342052, -0.1527368019320413, -1.7800387978502452, 1.1739139036624577, -1.504137707428683, 1.5728754677786743, -0.9809293949116223, 1.3848722936995799, 2.3882093253279013, 3.064980954707322, -7.4741675090168265, -1.4552355998170738, -2.781497643632549, -4.401589114555847]\n",
      " * iter:347\n",
      "w: [3.000950196973848, 0.05396011923913265, 1.29302523154224, -3.521572258913682, 1.3773760013297631, 4.258921151948315, -0.15262259382790816, -1.7820318403922326, 1.1751846976259412, -1.5056963488787445, 1.5743776673816918, -0.9821466568148604, 1.3862916216886088, 2.3905451169446574, 3.0686111953541118, -7.482682133303176, -1.4569639555212426, -2.7844043699319387, -4.4066758232716845]\n",
      " * iter:348\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w: [3.0042704633052573, 0.053842900013909074, 1.2944830603559314, -3.525448600758213, 1.379070609088711, 4.263209437240499, -0.15250900621160315, -1.7840201338102224, 1.1764527926559614, -1.5072519463804777, 1.5758763948193175, -0.9833606876858102, 1.3877077017248847, 2.3928763466454406, 3.072231790767347, -7.491177334629225, -1.4586885080720642, -2.7873045847460918, -4.411751506905066]\n",
      " * iter:349\n",
      "w: [3.007583612940455, 0.05372632696303156, 1.2959374541865332, -3.529316638566334, 1.380761554555724, 4.267488825575211, -0.1523960347083192, -1.7860037018312092, 1.1777182010267457, -1.5088045126968812, 1.5773716674632476, -0.984571505260355, 1.389120549633482, 2.3952030335784165, 3.0758427941370483, -7.499653207128619, -1.460409275193239, -2.7901983197981437, -4.416816216857005]\n",
      " * iter:350\n",
      "w: [3.01088967901, 0.053610395435904616, 1.2973884301624294, -3.533176410168411, 1.3824488545351221, 4.271759357008156, -0.15228367498030393, -1.7879825680015577, 1.1789809349231992, -1.510354060500101, 1.5788635025476727, -0.9857791271300711, 1.390530181119209, 2.3975251967551845, 3.079444258217993, -7.508109844224351, -1.4621262744790122, -2.7930856065652794, -4.4218700041415895]\n",
      " * iter:351\n",
      "w: [3.014188694393774, 0.05349510082258321, 1.298836005281494, -3.5370279531200306, 1.3841325257100772, 4.276021071297352, -0.15217192272650631, -1.7899567556888216, 1.1802410064418074, -1.5119006023724046, 1.580351917170763, -0.9869835707437469, 1.3919366117678438, 2.3998428550522464, 3.083036235334318, -7.516547338636014, -1.463839523395459, -2.795966476281348, -4.426912919390057]\n",
      " * iter:352\n",
      "w: [3.0174806917236467, 0.05338043855336363, 1.3002801964124033, -3.540871304704776, 1.3858125846438003, 4.280274007906309, -0.1520607736822269, -1.79192628808354, 1.1814984275915275, -1.5134441508071435, 1.581836928296134, -0.9881848534088813, 1.393339857047354, 2.4021560272124542, 3.0866187773840705, -7.524965782386952, -1.465549039281753, -2.7988409599394464, -4.431945012854823]\n",
      " * iter:353\n",
      "w: [3.020765703386105, 0.05326640409837928, 1.3017210202959346, -3.5447065019369592, 1.3874890477807154, 4.284518206007157, -0.15195022361877145, -1.7938911882010118, 1.1827532102946678, -1.5149847182096987, 1.5833185527542932, -0.9893829922931643, 1.3947399323091014, 2.4044647318464363, 3.0901919358436927, -7.533365266811318, -1.4672548393514178, -2.8017090882944626, -4.436966334413447]\n",
      " * iter:354\n",
      "w: [3.024043761524841, 0.053152992967201086, 1.3031584935462472, -3.548533581564323, 1.3891619314476185, 4.288753704483739, -0.15184026834310801, -1.7958514788830486, 1.1840053663877572, -1.5165223168984143, 1.5847968072440668, -0.9905780044259375, 1.3961368527890297, 2.406768987434003, 3.0937557617724565, -7.541745882561058, -1.4689569406935659, -2.8045708918655916, -4.441976933572556]\n",
      " * iter:355\n",
      "w: [3.0273148980433118, 0.053040200708441565, 1.3045926326521489, -3.5523525800707074, 1.390831251854822, 4.292980541934647, -0.15173090369752731, -1.797807182799706, 1.1852549076224017, -1.5180569591055173, 1.586271708334006, -0.9917699066996373, 1.3975306336088391, 2.409068812325532, 3.0973103058168365, -7.550107719612787, -1.4706553602741195, -2.807426400938812, -4.446976859471699]\n",
      " * iter:356\n",
      "w: [3.0305791446072607, 0.05292802290936376, 1.3060234539783455, -3.5561635336786814, 1.392497025097287, 4.297198756676237, -0.15162212555930654, -1.7997583224509928, 1.1865018456661314, -1.519588656978024, 1.5877432724637763, -0.9929587158712193, 1.398921289777145, 2.411364224743335, 3.1008556182148324, -7.558450867274594, -1.4723501149370182, -2.810275645569333, -4.451966160887173]\n",
      " * iter:357\n",
      "w: [3.0338365326472054, 0.05281645519549445, 1.3074509737666766, -3.5599664783521416, 1.3941592671557395, 4.301408386745579, -0.15151392984037648, -1.8017049201685607, 1.1877461921032364, -1.5211174225786337, 1.5892115159455265, -0.9941444485635652, 1.4003088361906215, 2.4136552427830007, 3.104391748800232, -7.566775414192752, -1.4740412214054113, -2.8131186555840086, -4.456944886235771]\n",
      " * iter:358\n",
      "w: [3.0370870933608933, 0.05270549323024134, 1.3088752081373356, -3.5637614497988777, 1.3958179938977746, 4.305609469903387, -0.15140631248699218, -1.8036469981173724, 1.1889879584355918, -1.5226432678866098, 1.5906764549652406, -0.9953271212668716, 1.4016932876351318, 2.4159418844147256, 3.107918747006825, -7.575081448358349, -1.475728696282835, -2.81595546058372, -4.461913083578506]\n",
      " * iter:359\n",
      "w: [3.0403308577157238, 0.052595132714514735, 1.3102961730900748, -3.5675484834731064, 1.397473221078947, 4.309802043636896, -0.1512992694794063, -1.80558457829735, 1.1902271560834723, -1.5241662047986473, 1.592138105584071, -0.9965067503400217, 1.4030746587868423, 2.4182241674846185, 3.111436661872559, -7.583369057113833, -1.4774125560543765, -2.8187860899457235, -4.466870800624268]\n",
      " * iter:360\n",
      "w: [3.0435678564511375, 0.052485369386353176, 1.3117138845053966, -3.5713276145779718, 1.3991249643438481, 4.3139861451627075, -0.1511927968315465, -1.8075176825450034, 1.191463796386357, -1.5256862451297302, 1.5935964837396546, -0.9976833520119397, 1.4044529642133259, 2.420502109715992, 3.114945542043647, -7.591638327159479, -1.4790928170878224, -2.8216105728259744, -4.4718180847334414]\n",
      " * iter:361\n",
      "w: [3.046798120080975, 0.05237619902055285, 1.313128358145729, -3.575098878068015, 1.4007732392271712, 4.318161811429588, -0.1510868905906953, -1.8094463325350376, 1.1926978906037238, -1.527203400613974, 1.5950516052474102, -0.9988569423829285, 1.4058282183746473, 2.4227757287106315, 3.1184454357786233, -7.599889344559771, -1.4807694956347948, -2.8244289381614127, -4.476754982921469]\n",
      " * iter:362\n",
      "w: [3.050021678895803, 0.05226761742830186, 1.3145396096565882, -3.5788623086516127, 1.4024180611547619, 4.322329079121242, -0.15098154683717377, -1.8113705497819432, 1.1939294499158337, -1.5287176829054592, 1.5965034858018206, -1.0000275374259908, 1.4072004356244388, 2.4250450419500513, 3.1219363909523454, -7.608122194749708, -1.482442607831872, -2.8272412146722243, -4.481681541862378]\n",
      " * iter:363\n",
      "w: [3.0532385629652103, 0.05215962045681779, 1.315947654567727, -3.5826179407933867, 1.4040594454446573, 4.326487984659033, -0.15087676168402786, -1.8132903556415656, 1.1951584854245052, -1.530229103579051, 1.5979521409776958, -1.0011951529881333, 1.4085696302109596, 2.4273100667967276, 3.1254184550599495, -7.61633696254103, -1.4841121697016968, -2.83004743086407, -4.486597807892251]\n",
      " * iter:364\n",
      "w: [3.0564488021400753, 0.05205220398898936, 1.3173525082942688, -3.58636580871658, 1.4056974073081134, 4.330638564204681, -0.15077253127671822, -1.8152057713126553, 1.1963850081538796, -1.5317376741312085, 1.5993975862314214, -1.002359804791655, 1.4099358162781437, 2.429570820495318, 3.1288916752207543, -7.624533732128372, -1.4857781971540716, -2.832847615030288, -4.491503827012653]\n",
      " * iter:365\n",
      "w: [3.0596524260547993, 0.05194536394302233, 1.3187541861378274, -3.590105946405407, 1.407331961850619, 4.334780853662916, -0.15066885179281292, -1.8171168178384012, 1.1976090290511763, -1.533243405980783, 1.600839836902189, -1.0035215084354203, 1.4112990078666339, 2.431827320173863, 3.1323560981821172, -7.632712587095329, -1.487440705987039, -2.835641795254065, -4.496399644894021]\n",
      " * iter:366\n",
      "w: [3.062849464129514, 0.05183909627208886, 1.3201527032876155, -3.59383838760737, 1.4089631240728975, 4.338914888684098, -0.1505657194416836, -1.819023516107944, 1.198830558987439, -1.534746310469804, 1.602278908213212, -1.004680279396115, 1.4126592189148033, 2.434079582844972, 3.1358117703232438, -7.640873610420467, -1.4890997118879505, -2.838429999410581, -4.501285306879003]\n",
      " * iter:367\n",
      "w: [3.0660399455722605, 0.05173339696398105, 1.321548074821538, -3.597563165835554, 1.410590908871898, 4.3430407046668025, -0.15046313046420398, -1.8209258868578724, 1.2000496087582724, -1.536246398864256, 1.6037148152729244, -1.0058361330294876, 1.414016463259764, 2.436327625406988, 3.1392587376589476, -7.649016884483241, -1.490755230434523, -2.841212255169126, -4.506160857985753]\n",
      " * iter:368\n",
      "w: [3.069223899381137, 0.05162826204076802, 1.3229403157072734, -3.601280314370884, 1.4122153310417733, 4.347158336760373, -0.15036108113245225, -1.8228239506737007, 1.20126618908457, -1.5377436823548432, 1.6051475730761642, -1.006989084571576, 1.415370754638364, 2.438571464645144, 3.1426970458433656, -7.657142491069849, -1.492407277095881, -2.8439885899951896, -4.511026342911188]\n",
      " * iter:369\n",
      "w: [3.0724013543464213, 0.0515236875584567, 1.324329440803342, -3.604989866264363, 1.413836405274848, 4.351267819867436, -0.15025956774941568, -1.8247177279913296, 1.2024803106132325, -1.5392381720577442, 1.606577196505342, -1.0081391491399179, 1.416722106688171, 2.4408111172326983, 3.146126740173626, -7.665250511379019, -1.494055867233587, -2.8467590311525246, -4.5158818060342]\n",
      " * iter:370\n",
      "w: [3.075572339052664, 0.051419669606656566, 1.3257154648601603, -3.608691854339278, 1.4154541461625731, 4.355369188646387, -0.1501585866486988, -1.8266072390984889, 1.2036919839178786, -1.5407298790153572, 1.6080037003315937, -1.0092863417347464, 1.418070532948444, 2.443046599732053, 3.1495478655934734, -7.673341026027713, -1.4957010161026614, -2.849523605705182, -4.5207272914188295]\n",
      " * iter:371\n",
      "w: [3.0787368818807557, 0.051316204308247876, 1.3270984025210855, -3.612386311193377, 1.417068568196471, 4.359462477513841, -0.1500581341942342, -1.8284925041361637, 1.2049012194995457, -1.5422188141970337, 1.6094270992159194, -1.0104306772401723, 1.419416046861094, 2.445277928595864, 3.152960466696846, -7.681414115056778, -1.497342738852587, -2.852282340519522, -4.525562842817395]\n",
      " * iter:372\n",
      "w: [3.081895011009967, 0.05121328781905352, 1.3284782683234446, -3.616073269201027, 1.4186796857690689, 4.36354772064705, -0.14995820677999622, -1.830373543100003, 1.2061080277873824, -1.5437049884998033, 1.610847407710306, -1.0115721704253513, 1.4207586617716321, 2.447505120168128, 3.1563645877314124, -7.689469857936508, -1.4989810505283048, -2.8550352622661994, -4.530388503673585]\n",
      " * iter:373\n",
      "w: [3.0850467544199622, 0.05111091632751452, 1.3298550766995536, -3.6197527605153357, 1.4202875131748212, 4.367624951986295, -0.14985880082971778, -1.832250375841713, 1.2073124191393334, -1.545188412749088, 1.6122646402588374, -1.0127108359456358, 1.422098390930107, 2.4497281906852595, 3.159760272602063, -7.697508333572164, -1.5006159660711957, -2.8577823974221217, -4.535204317125509]\n",
      " * iter:374\n",
      "w: [3.0881921398927874, 0.05100908605436902, 1.3312288419777238, -3.6234248170702563, 1.4218920646110214, 4.3716942052372385, -0.14975991279660986, -1.8341230220704323, 1.208514403842815, -1.5466690976994075, 1.613678811198788, -1.0138466883437147, 1.4234352474920293, 2.4519471562771535, 3.163147564874359, -7.7055296203094015, -1.5022475003200528, -2.8605237722723853, -4.540010326008713]\n",
      " * iter:375\n",
      "w: [3.0913311950148343, 0.050907793252334646, 1.3325995783832565, -3.6270894705826615, 1.4234933541787025, 4.3757555138732505, -0.1496615391630836, -1.8359915013540917, 1.209713992115383, -1.5481470540350746, 1.615089934761705, -1.0149797420507383, 1.4247692445192868, 2.4541620329682314, 3.166526507777941, -7.713533795939653, -1.5038756680120398, -2.8632594129121856, -4.544806572859152]\n",
      " * iter:376\n",
      "w: [3.0944639471787756, 0.05080703420579468, 1.3339673000394254, -3.6307467525543937, 1.4250913958835287, 4.379808911137707, -0.14956367644047594, -1.837855833120759, 1.2109111941053923, -1.5496222923708813, 1.6164980250744745, -1.0161100113874295, 1.4261003949810467, 2.456372836678474, 3.169897144209893, -7.721520937705432, -1.50550048378364, -2.8659893452487033, -4.549593099916126]\n",
      " * iter:377\n",
      "w: [3.09759042358548, 0.05070680523048715, 1.335332020968449, -3.6343966942742907, 1.4266862036366745, 4.383854430046254, -0.14946632116877714, -1.839716036659966, 1.2121060198926488, -1.5510948232527766, 1.6179030961603755, -1.017237510565182, 1.427428711754649, 2.458579583224441, 3.1732595167380677, -7.7294911223055855, -1.5071219621715943, -2.8687135950029665, -4.554369949125187]\n",
      " * iter:378\n",
      "w: [3.1007106512458993, 0.05060710267319788, 1.3366937550924494, -3.6380393268201874, 1.4282777912556957, 4.387892103389044, -0.14936946991636174, -1.841572131124022, 1.2132984794890531, -1.5525646571585339, 1.6193051619401198, -1.0183622536871453, 1.4287542076264867, 2.460782288320278, 3.1766136676043724, -7.737444425900471, -1.5087401176138264, -2.8714321877116915, -4.559137162140996]\n",
      " * iter:379\n",
      "w: [3.1038246569829346, 0.05050792291145623, 1.3380525162344021, -3.641674681060892, 1.4298661724653885, 4.391921963732944, -0.1492731192797218, -1.8434241355293104, 1.2144885828392369, -1.5540318044984105, 1.6207042362328794, -1.019484254749296, 1.4300768952928782, 2.4629809675787064, 3.1799596387280133, -7.745380924117083, -1.510354964450359, -2.874145148729097, -4.563894780330157]\n",
      " * iter:380\n",
      "w: [3.1069324674332766, 0.05040926235323475, 1.3394083181190737, -3.6453027876581405, 1.4314513608986406, 4.395944043423716, -0.14917726588320318, -1.8452720687575714, 1.2156763398211914, -1.5554962756157986, 1.6221003327573005, -1.0206035276414969, 1.431396787360926, 2.465175636512005, 3.1832974717087015, -7.753300692054111, -1.5119665169242194, -2.8768525032286996, -4.568642844774004]\n",
      " * iter:381\n",
      "w: [3.1100341090492236, 0.05031111743665171, 1.3407611743739483, -3.648923677068526, 1.4330333700972706, 4.39995837458817, -0.14908190637874405, -1.8471159495571694, 1.216861760246888, -1.5569580807878667, 1.6234934651325041, -1.0217200861485436, 1.4327138963493682, 2.4673663105329764, 3.1866272078298192, -7.76120380428694, -1.5135747891823326, -2.879554276205084, -4.573381396271364]\n",
      " * iter:382\n",
      "w: [3.1131296081004773, 0.05021348462967714, 1.342111098530144, -3.6525373795454064, 1.4346122135128598, 4.403964989136286, -0.1489870374456165, -1.848955796544345, 1.2180448538628932, -1.5584172302261938, 1.6248836468790757, -1.0228339439511973, 1.4340282346894184, 2.4695530049558982, 3.1899488880615503, -7.769090334872595, -1.5151797952764068, -2.8822504924756536, -4.578110475341276]\n",
      " * iter:383\n",
      "w: [3.116218990675916, 0.05011636042984153, 1.343458104023319, -3.656143925140788, 1.4361879045075725, 4.407963918763312, -0.14889265579017064, -1.850791628204454, 1.2192256303509732, -1.5598737340773947, 1.6262708914200408, -1.0239451146272074, 1.4353398147255954, 2.471735734997468, 3.193262553063971, -7.776960357354619, -1.5167815491638064, -2.8849411766823576, -4.5828301222256895]\n",
      " * iter:384\n",
      "w: [3.1193022826853434, 0.050019741363948426, 1.3448022041945664, -3.6597433437071896, 1.4377604563549677, 4.411955194951838, -0.14879875814558108, -1.8526234628931906, 1.2204040993286946, -1.561327602423737, 1.6276552120818293, -1.0250536116523192, 1.436648648716543, 2.4739145157777296, 3.196568243190105, -7.784813944767903, -1.5183800647084165, -2.8876263532933977, -4.587540376892113]\n",
      " * iter:385\n",
      "w: [3.1223795098612195, 0.04992362398778971, 1.346143412291298, -3.66333566489948, 1.4393298822408023, 4.415938848973835, -0.14870534127159626, -1.8544513188377971, 1.221580270350016, -1.5627788452837508, 1.6290366220952284, -1.0261594484012724, 1.4379547488358415, 2.4760893623209914, 3.199865998488942, -7.792651169643452, -1.5199753556814963, -2.8903060466049126, -4.59224127903624]\n",
      " * iter:386\n",
      "w: [3.125450697760367, 0.04982800488586377, 1.3474817414681206, -3.666920918176698, 1.4408961952638242, 4.419914911892682, -0.14861240195429012, -1.8562752141382606, 1.2227541529058727, -1.5642274726128294, 1.6304151345963214, -1.0272626381487862, 1.4392581271728075, 2.4782602895567307, 3.203155858708419, -7.800472104013101, -1.521567435762524, -2.892980280742645, -4.596932868084544]\n",
      " * iter:387\n",
      "w: [3.128515871765658, 0.04973288067109716, 1.3488172047876998, -3.6704991328038497, 1.4424594084365567, 4.423883414565152, -0.14851993700581628, -1.8580951667684942, 1.2239257564247557, -1.5656734943038237, 1.6317907626274173, -1.0283631940705322, 1.4405587957332864, 2.4804273123204883, 3.2064378632983663, -7.808276819414168, -1.5231563185400303, -2.8956490796635834, -4.601615183196836]\n",
      " * iter:388\n",
      "w: [3.131575057087679, 0.049638247984569145, 1.3501498152216145, -3.6740703378536828, 1.4440195346860742, 4.427844387643386, -0.14842794326416484, -1.859911194577506, 1.2250950902732822, -1.567116920187628, 1.633163519137968, -1.029461129244098, 1.4418567664404331, 2.4825904453547487, 3.2097120514134216, -7.816065386894057, -1.5247420175124242, -2.898312467157589, -4.606288263268795]\n",
      " * iter:389\n",
      "w: [3.134628278766375, 0.04954410349523912, 1.3514795856512023, -3.6776345622084428, 1.4455765868547688, 4.431797861576834, -0.14833641759292182, -1.8617233152905543, 1.226262163756762, -1.5685577600337584, 1.6345334169854737, -1.030556456649937, 1.4431520511354867, 2.484749703309812, 3.212978461915905, -7.823837877014815, -1.5263245460888082, -2.9009704668489977, -4.610952146934465]\n",
      " * iter:390\n",
      "w: [3.137675561672677, 0.04945044389967695, 1.3528065288683948, -3.6811918345616075, 1.4471305777011083, 4.435743866614178, -0.14824535688103044, -1.8635315465102902, 1.2274269861197535, -1.569996023550924, 1.6359004689363776, -1.031649189172308, 1.4444446615785327, 2.486905100744654, 3.216237133378663, -7.831594359857619, -1.5279039175897846, -2.9036231021982073, -4.61560687256872]\n",
      " * iter:391\n",
      "w: [3.140716930510104, 0.04935726592179622, 1.3541306575765428, -3.6847421834196012, 1.4486815199003864, 4.439682432805227, -0.14815475804255546, -1.8653359057178855, 1.2285895665466178, -1.5714317203875914, 1.63726468766695, -1.0327393396002051, 1.4457346094492587, 2.4890566521277737, 3.219488104087877, -7.839334905027228, -1.5294801452482527, -2.906270396503242, -4.620252478289707]\n",
      " * iter:392\n",
      "w: [3.1437524098163485, 0.049264566312590755, 1.3554519843912338, -3.68828563710349, 1.4502294260454633, 4.443613590002786, -0.14806461801644943, -1.8671364102741501, 1.229749914162062, -1.5728648601325403, 1.6386260857641608, -1.0338269206282744, 1.4470219063477012, 2.491204371838031, 3.2227314120458423, -7.847059581656371, -1.5310532422101972, -2.9089123729013, -4.624889001961252]\n",
      " * iter:393\n",
      "w: [3.146782023964844, 0.04917234184987321, 1.3567705218410981, -3.691822223750655, 1.451774308647499, 4.4475373678645145, -0.14797493376632176, -1.8689330774206354, 1.2309080380316793, -1.5742954523154147, 1.6399846757265417, -1.0349119448577209, 1.4483065637949817, 2.4933482741654744, 3.2259670949737087, -7.854768458410091, -1.5326232215354674, -2.9115490543702816, -4.629516481195238]\n",
      " * iter:394\n",
      "w: [3.1498057971663105, 0.049080589338017205, 1.3580862823686073, -3.695351971316449, 1.4533161801366774, 4.451453795854745, -0.1478857022802097, -1.870725924280725, 1.2320639471624815, -1.5757235064072646, 1.641340469965038, -1.0359944247972057, 1.4495885932340364, 2.49548837331216, 3.229195190314195, -7.862461603490038, -1.5341900961985468, -2.9141804637302986, -4.634134953353955]\n",
      " * iter:395\n",
      "w: [3.1528237534702828, 0.048989305607702045, 1.3593992783308633, -3.6988749075758323, 1.4548550528629238, 4.455362903246289, -0.14779692057035182, -1.8725149678607138, 1.2332176505034254, -1.5771490318210826, 1.6426934808038502, -1.0370743728637317, 1.4508680060303372, 2.497624683392953, 3.2324157352342664, -7.87013908463871, -1.5357538790893164, -2.916806623645167, -4.638744455552427]\n",
      " * iter:396\n",
      "w: [3.1558359167666206, 0.04889848751565981, 1.3607095220003784, -3.7023910601249908, 1.4563909390966128, 4.459264719122226, -0.1477085856729639, -1.8743002250508747, 1.2343691569459336, -1.5785720379123336, 1.6440437204812648, -1.0381518013835191, 1.4521448134726023, 2.4997572184363297, 3.235628766627785, -7.8778009691436495, -1.5373145830138066, -2.919427556623879, -4.643345024660699]\n",
      " * iter:397\n",
      "w: [3.158842310786999, 0.048808131944425584, 1.362017025565847, -3.7059004563829343, 1.4579238510292694, 4.463159272377656, -0.14762069464801703, -1.8760817126265135, 1.2355184753244093, -1.5799925339794767, 1.6453912011504754, -1.039226722592871, 1.4534190267735017, 2.501885992385161, 3.2388343211181265, -7.8854473238415865, -1.5388722206949432, -2.9220432850220623, -4.647936697306112]\n",
      " * iter:398\n",
      "w: [3.1618429591063837, 0.048718235802090365, 1.3633218011329074, -3.709403123593078, 1.459453800774262, 4.4670465917214415, -0.14753324457901784, -1.877859447249011, 1.2366656144167443, -1.5814105292644827, 1.6467359348803943, -1.0402991486390294, 1.4546906570703522, 2.5040110190974896, 3.242032435060767, -7.893078215122542, -1.5404268047732828, -2.924653831043416, -4.652519509875537]\n",
      " * iter:399\n",
      "w: [3.164837885144484, 0.04862879602205624, 1.3646238607248968, -3.712899088824804, 1.4609808003674878, 4.470926705677928, -0.14744623257279096, -1.879633445466856, 1.2378105829448225, -1.5828260329533426, 1.6480779336564535, -1.0413690915810199, 1.4559597154258055, 2.506132312347298, 3.2452231445458413, -7.900693708933876, -1.5419783478077418, -2.9272592167411338, -4.657093498517593]\n",
      " * iter:400\n",
      "w: [3.1678271121671933, 0.048539809562794696, 1.365923216283597, -3.7163883789750076, 1.4625048617680505, 4.47479964258864, -0.14735965575926382, -1.8814037237166623, 1.2389533895750169, -1.5842390541765723, 1.6494172093813968, -1.0424365633904884, 1.457226212828528, 2.508249885825265, 3.248406485400669, -7.908293870784293, -1.5435268622763167, -2.9298594640193096, -4.661658699144831]\n",
      " * iter:401\n",
      "w: [3.1708106632880106, 0.04845127340760707, 1.367219879669971, -3.719871020769623, 1.4640259968589306, 4.478665430613956, -0.14727351129125368, -1.8831702983241794, 1.2400940429186813, -1.58564960200971, 1.6507537738760616, -1.0435015759525268, 1.4584901601938733, 2.510363753139516, 3.251582493192254, -7.9158787657478085, -1.545072360576796, -2.932454594634325, -4.666215147435897]\n",
      " * iter:402\n",
      "w: [3.1737885614694425, 0.0483631845643878, 1.3685138626648932, -3.7233470407651335, 1.4655442174476485, 4.48252409773477, -0.14718779634425647, -1.884933185505288, 1.2412325515326357, -1.587057685473807, 1.6520876388801526, -1.0445641410664903, 1.4597515683645463, 2.51247392781636, 3.2547512032297523, -7.923448458467658, -1.5466148550274643, -2.93504463019622, -4.6707628788376665]\n",
      " * iter:403\n",
      "w: [3.1767608295243934, 0.048275540065390345, 1.3698051769698696, -3.726816465350066, 1.46705953526692, 4.486375671754122, -0.14710250811623832, -1.8866924013669872, 1.2423689239196476, -1.5884633135359136, 1.6534188160530052, -1.0456242704468044, 1.4610104481112607, 2.514580423301022, 3.257912650566914, -7.931003013160172, -1.5481543578677994, -2.9376295921700524, -4.67530192856736]\n",
      " * iter:404\n",
      "w: [3.1797274901175347, 0.048188336966995204, 1.3710938342077514, -3.7302793207464653, 1.4685719619753053, 4.490220180298822, -0.1470176438274285, -1.888447961908369, 1.2435031685289064, -1.5898664951095582, 1.65474731697434, -1.0466819757237626, 1.4622668101333884, 2.516683252958362, 3.261066870004495, -7.938542493618605, -1.5496908812591614, -2.940209501877234, -4.679832331614623]\n",
      " * iter:405\n",
      "w: [3.1826885657666613, 0.048101572349480766, 1.3723798459234404, -3.733735633011354, 1.4700815091578499, 4.494057650821043, -0.1469332007201151, -1.8901998830215823, 1.2446352937564933, -1.5912672390552214, 1.6560731531450092, -1.0477372684443165, 1.4635206650596015, 2.518782430073589, 3.264213896092645, -7.946066963216915, -1.551224437285473, -2.942784380496857, -4.684354122743591]\n",
      " * iter:406\n",
      "w: [3.185644078844029, 0.048015243316796505, 1.3736632235845858, -3.7371854280381753, 1.4715881883267192, 4.497888110599903, -0.14684917605844258, -1.8919481804927871, 1.2457653079458457, -1.5926655541808032, 1.6573963359877326, -1.0487901600728546, 1.464772023448507, 2.5208779678529654, 3.2673537631332596, -7.953576484913514, -1.5527550379538944, -2.9453542490670026, -4.688867336494927]\n",
      " * iter:407\n",
      "w: [3.1885940515776796, 0.047929346996338475, 1.374943978582274, -3.740628731558221, 1.4730920109218266, 4.501711586743025, -0.14676556712821096, -1.8936928700030977, 1.2468932193882167, -1.5940614492420866, 1.6587168768478266, -1.0498406619919747, 1.4660208957892755, 2.522969879424501, 3.2704865051823173, -7.96107112125496, -1.554282695195489, -2.9479191284860327, -4.693372007187836]\n",
      " * iter:408\n",
      "w: [3.1915385060527472, 0.04784388053872738, 1.376222122231711, -3.7440655691420415, 1.4745929883114537, 4.505528106188077, -0.14668237123667777, -1.895433967129515, 1.248019036323129, -1.5954549329431928, 1.6600347869939232, -1.050888785503245, 1.467267292502261, 2.525058177838641, 3.2736121560521796, -7.968550934379625, -1.5558074208658825, -2.950479039513871, -4.697868168922053]\n",
      " * iter:409\n",
      "w: [3.1944774642127514, 0.04775884111758891, 1.377497665772897, -3.74749596620084, 1.4760911317928642, 4.509337695704299, -0.14659958571236129, -1.8971714873458496, 1.2491427669388238, -1.5968460139370337, 1.6613500776186816, -1.0519345418279584, 1.4685112239396148, 2.5271428760689445, 3.2767307493138693, -7.976015986021305, -1.5573292267459162, -2.953034002773264, -4.702355855579813]\n",
      " * iter:410\n",
      "w: [3.197410947860874, 0.04767422592933645, 1.3787706203712935, -3.7509199479878546, 1.4775864525929119, 4.513140381894005, -0.1465172079048464, -1.8989054460236339, 1.2502644193727048, -1.5982347008257571, 1.662662759839491, -1.0529779421078784, 1.4697527003858928, 2.529223987012755, 3.279842318299324, -7.983466337512803, -1.5588481245422903, -2.955584038751033, -4.706835100827796]\n",
      " * iter:411\n",
      "w: [3.2003389786612226, 0.04759003219295599, 1.3800409971184835, -3.754337539599721, 1.4790789618686413, 4.516936191194075, -0.14643523518459184, -1.9006358584330247, 1.251384001711778, -1.5996210021611879, 1.663972844699165, -1.0540189974059746, 1.4709917320586554, 2.531301523491864, 3.2829468961036214, -7.99090204978947, -1.5603641258882022, -2.958129167799306, -4.711305938119048]\n",
      " * iter:412\n",
      "w: [3.2032615781400784, 0.047506257149793576, 1.3813088070328234, -3.7577487659778215, 1.480568670707882, 4.520725149877422, -0.14635366494273985, -1.902362739743696, 1.2525015219930855, -1.6010049264452628, 1.665280343166629, -1.055057718707152, 1.4722283291090605, 2.5333754982531653, 3.28604451558718, -7.998323183392695, -1.5618772423439782, -2.960669410136739, -4.715768400694881]\n",
      " * iter:413\n",
      "w: [3.206178767687128, 0.04742289806334467, 1.3825740610600894, -3.761153651909621, 1.482055590129837, 4.524507284054449, -0.1462724945909274, -1.9040861050257216, 1.2536169882041346, -1.6023864821304616, 1.666585266137597, -1.0560941169189708, 1.473462501622451, 2.5354459239693012, 3.2891352093779367, -8.005729798473375, -1.5633874853976968, -2.963204785849723, -4.720222521586753]\n",
      " * iter:414\n",
      "w: [3.209090568556685, 0.04733995221904602, 1.383836770074116, -3.7645522220299856, 1.4835397310856637, 4.528282619674485, -0.1461917215610996, -1.9058059692504485, 1.2547304082833233, -1.6037656776202314, 1.6678876244352439, -1.0571282028723592, 1.4746942596189345, 2.537512813239304, 3.292219009873497, -8.013121954795334, -1.5648948664658067, -2.965735314893575, -4.724668333618125]\n",
      " * iter:415\n",
      "w: [3.2119970018688937, 0.04725741692406969, 1.3850969448774277, -3.7679445008224874, 1.4850211044590507, 4.532051182527202, -0.14611134330532483, -1.9075223472913614, 1.25584179012036, -1.6051425212694066, 1.6691874288108675, -1.058159987322317, 1.4759236130539575, 2.539576178589226, 3.2952959492432634, -8.02049971173871, -1.566399396893737, -2.968261017093719, -4.729105869406297]\n",
      " * iter:416\n",
      "w: [3.2148980886109206, 0.047175289507119106, 1.386354596201863, -3.771330512620697, 1.4864997210667856, 4.535812998244023, -0.14603135729561179, -1.9092352539249362, 1.2569511415566794, -1.6065170213846256, 1.6704846899445442, -1.0591894809486126, 1.4771505718188729, 2.541636032472766, 3.2983660594305393, -8.027863128303295, -1.5679010879565025, -2.97078191214685, -4.7335351613642205]\n",
      " * iter:417\n",
      "w: [3.217793849638132, 0.04709356731822744, 1.3876097347091938, -3.7747102816094578, 1.4879755916593198, 4.539568092299507, -0.14595176102372828, -1.9109447038314862, 1.2580584703858526, -1.6078891862247402, 1.671779418445777, -1.0602166943564704, 1.4783751457415013, 2.5436923872718844, 3.3014293721546077, -8.035212263111855, -1.5693999508593, -2.9732980196220864, -4.737956241702296]\n",
      " * iter:418\n",
      "w: [3.2206843056752597, 0.04701224772855796, 1.3888623709917354, -3.7780838318261516, 1.489448726921325, 4.543316490012719, -0.145872552001022, -1.9126507115959976, 1.2591637843539942, -1.609259024001221, 1.6730716248541344, -1.0612416380772527, 1.479597344586686, 2.5457452552974154, 3.304485918912788, -8.042547174413404, -1.5708959967381002, -2.975809358962109, -4.742369142430146]\n",
      " * iter:419\n",
      "w: [3.223569477317549, 0.04693132813020676, 1.3901125155729521, -3.781451187161946, 1.490919137472245, 4.547058216548591, -0.1457937277582431, -1.9143532917089574, 1.2602670911601646, -1.6106265428785593, 1.6743613196398845, -1.0622643225691328, 1.4808171780568418, 2.5477946487896688, 3.307535730982471, -8.049867920086434, -1.5723892366602337, -2.978315949484287, -4.746773895358368]\n",
      " * iter:420\n",
      "w: [3.2264493850319, 0.04685080593600732, 1.3913601789080554, -3.784812371363031, 1.4923868338668411, 4.550793296919257, -0.14571528584536822, -1.916052458567171, 1.261368398456767, -1.611991750974663, 1.6756485132046206, -1.063284758217761, 1.4820346557924986, 2.549840579919026, 3.3105788394231284, -8.057174557642133, -1.573879681624968, -2.9808178103817933, -4.7511705321002715]\n",
      " * iter:421\n",
      "w: [3.2293240491579898, 0.046770678579337, 1.3926053713845958, -3.7881674080318395, 1.4938518265957321, 4.554521755985379, -0.1456372238314269, -1.9177482264745724, 1.262467713849941, -1.6133546563612484, 1.676933215881879, -1.064302955336922, 1.4832497873728376, 2.551883060786529, 3.313615275078301, -8.064467144227542, -1.5753673425640822, -2.9833149607247025, -4.755559084073591]\n",
      " * iter:422\n",
      "w: [3.232193489909387, 0.0466909435139262, 1.393848103323048, -3.7915163206282574, 1.4953141260859286, 4.558243618457458, -0.14555953930432916, -1.9194406096430245, 1.263565044899952, -1.6147152670642273, 1.678215437937751, -1.0653189241691876, 1.4844625823162236, 2.5539221034244637, 3.316645068577567, -8.071745736628698, -1.5768522303424315, -2.9858074194610813, -4.759939582502181]\n",
      " * iter:423\n",
      "w: [3.2350577273746493, 0.04661159821366878, 1.395088384977391, -3.7948591324708203, 1.4967737427013612, 4.561958908897131, -0.14548222987069512, -1.921129622193112, 1.2646603991215764, -1.61607359106409, 1.6794951895714874, -1.0663326748865594, 1.4856730500807296, 2.555957719796936, 3.319668250338485, -8.079010391273727, -1.5783343557585094, -2.988295205418065, -4.764312058417694]\n",
      " * iter:424\n",
      "w: [3.237916781518412, 0.04653264017243475, 1.39632622653568, -3.7981958667378954, 1.4982306867434039, 4.565667651718446, -0.14540529315568615, -1.9228152781549248, 1.2657537839844812, -1.617429636296284, 1.6807724809160958, -1.0673442175911063, 1.4868812000646565, 2.5579899218004387, 3.322684850568518, -8.08626116423592, -1.5798137295450017, -2.990778337302921, -4.768676542661238]\n",
      " * iter:425\n",
      "w: [3.2407706721824634, 0.04645406690388519, 1.3975616381206146, -3.801526546468852, 1.499684968451391, 4.569369871189133, -0.1453287268028379, -1.9244975914688338, 1.2668452069136018, -1.618783410651588, 1.682047322038932, -1.0683535623155942, 1.4880870416070473, 2.560018721264416, 3.3256948992669337, -8.09349811123676, -1.5812903623693348, -2.9932568337041006, -4.773033065885016]\n",
      " * iter:426\n",
      "w: [3.2436194190868073, 0.04637587594128882, 1.398794629790099, -3.8048511945652193, 1.5011365980031306, 4.573065591431853, -0.14525252847389497, -1.9261765759862584, 1.2679346752895144, -1.6201349219764818, 1.6833197229422838, -1.0693607190241092, 1.4892905839881965, 2.5620441299518193, 3.328698426226687, -8.10072128764893, -1.5827642648342202, -2.9957307130922812, -4.777381658553948]\n",
      " * iter:427\n",
      "w: [3.2464630418307134, 0.04629806483734034, 1.4000252115377971, -3.8081698337918324, 1.50258558551541, 4.576754836425437, -0.145176695848647, -1.9278522454704254, 1.2690221964488049, -1.6214841780735123, 1.684589693563949, -1.0703656976126734, 1.4904918364301516, 2.5640661595596574, 3.3316954610362797, -8.10793074849928, -1.5842354474781901, -2.9981999938213946, -4.781722350947273]\n",
      " * iter:428\n",
      "w: [3.2493015598937585, 0.04622063116398138, 1.4012533932936817, -3.8114824867779658, 1.5040319410444978, 4.580437630006106, -0.14510122662476677, -1.929524613597121, 1.2701077776844327, -1.6228311867016552, 1.685857243777806, -1.0713685079098545, 1.491690808097212, 2.5660848217195396, 3.3346860330815993, -8.11512654847176, -1.5857039207761305, -3.0006646941296444, -4.786055173160136]\n",
      " * iter:429\n",
      "w: [3.252134992636853, 0.04614357251222228, 1.4024791849245781, -3.814789176018453, 1.5054756745866402, 4.5841139958686865, -0.14502611851764974, -1.9311936939554324, 1.271191426246093, -1.6241759555766717, 1.6871223833943796, -1.0723691596773683, 1.4928875080964206, 2.568100127998213, 3.3376701715477393, -8.122308741910336, -1.5871696951398064, -3.0031248321405135, -4.790380155105155]\n",
      " * iter:430\n",
      "w: [3.2549633593032588, 0.04606688649196674, 1.4037025962347012, -3.818089923874798, 1.5069167960785526, 4.5877839575678045, -0.14495136926025506, -1.9328595000484852, 1.272273149340573, -1.6255184923714636, 1.688385122161398, -1.0733676626106752, 1.494081945478051, 2.570112089898097, 3.340647905420799, -8.129477382821857, -1.5886327809183833, -3.0055804258637573, -4.794697326513974]\n",
      " * iter:431\n",
      "w: [3.2577866790195924, 0.0459905707318376, 1.4049236369661875, -3.821384752576271, 1.5083553153979048, 4.591447538519069, -0.1448769766029484, -1.9345220452941696, 1.2733529541321051, -1.6268588047164216, 1.689645469764346, -1.0743640263395695, 1.4952741292360892, 2.572120718857805, 3.343619263489662, -8.136632524878909, -1.5900931883989415, -3.0080314931963907, -4.799006716938795]\n",
      " * iter:432\n",
      "w: [3.260604970796822, 0.045914622879004705, 1.4061423167996223, -3.824673684220996, 1.5097912423638034, 4.595104762000241, -0.1448029383133462, -1.9361813430258616, 1.2744308477427169, -1.6281969001997718, 1.6909034358270112, -1.0753582604287633, 1.496464068308711, 2.5741260262526664, 3.3465842743477583, -8.14377422142262, -1.5915509278069868, -3.0104780519236596, -4.803308355753895]\n",
      " * iter:433\n",
      "w: [3.2634182535312473, 0.04583904059901451, 1.4073586453545592, -3.8279567407770236, 1.5112245867372665, 4.598755651152391, -0.1447292521761616, -1.937837406493135, 1.275506837252577, -1.6295327863679174, 1.6921590299120233, -1.0763503743784626, 1.4976517715787518, 2.576128023395241, 3.3495429663948046, -8.15090252546545, -1.5930060093069547, -3.0129201197200044, -4.807602272157129]\n",
      " * iter:434\n",
      "w: [3.266226546005475, 0.0457638215756218, 1.4085726321900367, -3.831233944083396, 1.5126553582216957, 4.602400228981048, -0.14465591599305166, -1.9394902488624661, 1.2765809297003372, -1.630866470725777, 1.6934122615213887, -1.0773403776249388, 1.4988372478741756, 2.5781267215358263, 3.352495367838527, -8.158017489693947, -1.59445844300271, -3.0153577141500123, -4.811888495171412]\n",
      " * iter:435\n",
      "w: [3.269029866889379, 0.04568896351062236, 1.409784286805087, -3.8345053158511986, 1.5140835664633432, 4.606038518357323, -0.14458292758246674, -1.9411398832179325, 1.2776531320834705, -1.6321979607371184, 1.6946631400970182, -1.078328279541093, 1.5000205059685343, 2.58012213186296, 3.3554415066963643, -8.165119166471476, -1.5959082389380408, -3.0177908526693598, -4.816167053646189]\n",
      " * iter:436\n",
      "w: [3.271828234741052, 0.04561446412368832, 1.4109936186392416, -3.8377708776646005, 1.5155092210517722, 4.609670542019037, -0.14451028477950037, -1.9427863225619029, 1.2787234513586077, -1.6335272638248903, 1.6959116750212497, -1.079314089437014, 1.5012015545814261, 2.582114265503918, 3.358381410797154, -8.172207607840908, -1.597355407097148, -3.020219552625743, -4.820437976258885]\n",
      " * iter:437\n",
      "w: [3.2746216680077462, 0.04554032115220446, 1.4122006370730305, -3.841030650981885, 1.5169323315203147, 4.613296322571823, -0.14443798543574143, -1.9444295798157203, 1.2797918944418674, -1.6348543873715489, 1.6971578756173642, -1.0802978165605317, 1.5023804023789464, 2.584103133525207, 3.3613151077827994, -8.1792828655273, -1.598799957405129, -3.022643831259801, -4.8247012915163445]\n",
      " * iter:438\n",
      "w: [3.277410185026804, 0.04546653235110667, 1.4134053514284763, -3.8442846571364693, 1.5183529073465232, 4.616915882490222, -0.14436602741912766, -1.9460696678203786, 1.2808584682091853, -1.6361793387193813, 1.6984017511500973, -1.081279470097763, 1.5035570579741355, 2.586088746933049, 3.3642426251099167, -8.186344990940528, -1.600241899728457, -3.0250637057060255, -4.828957027756251]\n",
      " * iter:439\n",
      "w: [3.2801938040265783, 0.045393095492721976, 1.4146077709695835, -3.847532917337914, 1.519770957952619, 4.620529244118768, -0.14429440861380027, -1.947706599337192, 1.2819231794966381, -1.6375021251708257, 1.699643310826144, -1.0822590591736527, 1.5047315299274207, 2.5880711166738624, 3.3671639900514685, -8.193394035177908, -1.6016812438754555, -3.027479192993664, -4.833205213148531]\n",
      " * iter:440\n",
      "w: [3.282972543127344, 0.04532000836660996, 1.4158079049028218, -3.8507754526729205, 1.5211864927059353, 4.624136429673059, -0.14422312691996045, -1.949340387048457, 1.282986035100766, -1.638822753988788, 1.7008825637946583, -1.083236592852508, 1.5059038267470544, 2.59005025363474, 3.3700792296983764, -8.200430049026778, -1.603117999596767, -3.029890310047611, -4.83744587569675]\n",
      " * iter:441\n",
      "w: [3.2857464203421984, 0.045247268779406324, 1.4170057623776064, -3.8540122841063202, 1.5225995209193552, 4.627737461240815, -0.14415218025372692, -1.9509710435581076, 1.2840470417788894, -1.6401412323969549, 1.7021195191477483, -1.0842120801385287, 1.5070739568895473, 2.5920261686439177, 3.372988370961118, -8.207453082967062, -1.6045521765858186, -3.0322970736892905, -4.841679043239484]\n",
      " * iter:442\n",
      "w: [3.2885154535779515, 0.04517487455466749, 1.4182013524867711, -3.857243432482051, 1.5240100518517468, 4.631332360782929, -0.1440815665469952, -1.9525985813923652, 1.2851062062494245, -1.6414575675801035, 1.7033541859209644, -1.085185529976329, 1.5082419287600966, 2.59399887247124, 3.3758914405713067, -8.214463187173797, -1.605983784479281, -3.0346995006375286, -4.845904743451681]\n",
      " * iter:443\n",
      "w: [3.291279660636008, 0.045102823532717204, 1.419394684267038, -3.8604689185241265, 1.5254180947083924, 4.6349211501345025, -0.144011283747298, -1.9542230130003793, 1.2861635351921952, -1.642771766684408, 1.7045865730937833, -1.086156951251458, 1.5094077507130108, 2.5959683758286225, 3.378788465083252, -8.221460411519645, -1.6074128328575243, -3.0370976075094176, -4.850123003846009]\n",
      " * iter:444\n",
      "w: [3.2940390592132394, 0.04503111357049474, 1.4205857666994814, -3.8636887628375938, 1.5268236586414146, 4.638503851005872, -0.1439413298176673, -1.9558443507548637, 1.28721903524874, -1.6440838368177424, 1.7058166895900857, -1.0871263527909094, 1.5105714310521294, 2.5979346893705046, 3.3816794708755076, -8.228444805577377, -1.6088393312450682, -3.03949141082117, -4.8543338517741885]\n",
      " * iter:445\n",
      "w: [3.296793666902847, 0.044959742541404335, 1.4217746087099885, -3.866902985909481, 1.528226752750197, 4.642080484983625, -0.14387170273649755, -1.9574626069527261, 1.288272713022619, -1.6453937850499807, 1.7070445442786306, -1.0880937433636308, 1.511732978031238, 2.5998978236943033, 3.3845644841524, -8.235416418622316, -1.6102632891110282, -3.0418809269889633, -4.85853731442831]\n",
      " * iter:446\n",
      "w: [3.299543501195214, 0.04488870833516645, 1.4229612191697132, -3.870111608109736, 1.5296273860818013, 4.645651073531602, -0.1438024004974103, -1.9590777938156896, 1.2893245750797147, -1.6467016184132939, 1.7082701459735226, -1.089059131681024, 1.51289239985448, 2.601857789340857, 3.3874435309455406, -8.242375299634784, -1.6116847158695573, -3.044266172329777, -4.862733418842138]\n",
      " * iter:447\n",
      "w: [3.3022885794787524, 0.04481800885767049, 1.424145606895527, -3.8733146496921553, 1.5310255676313809, 4.649215637991893, -0.14373342110912027, -1.9606899234909094, 1.2903746279485309, -1.6480073439024425, 1.709493503434675, -1.0900225263974423, 1.514049704676763, 2.6038145967948676, 3.3903166371153244, -8.24932149730249, -1.6131036208802827, -3.0466471630622194, -4.866922191892404]\n",
      " * iter:448\n",
      "w: [3.3050289190407356, 0.044747642030829, 1.425327780650464, -3.8765121307953034, 1.5324213063425887, 4.652774199585819, -0.14366476259530248, -1.9622990080515834, 1.2914228781204897, -1.649310968475068, 1.710714625368268, -1.090983936110681, 1.5152049006041612, 2.6057682564853364, 3.39318382835241, -8.256255060022928, -1.6145200134487387, -3.049023915307346, -4.87110366030008]\n",
      " * iter:449\n",
      "w: [3.307764537068127, 0.04467760579243344, 1.4265077491441638, -3.8797040714434226, 1.5338146111079822, 4.656326779414903, -0.143596422994461, -1.963905059497555, 1.2924693320502236, -1.6506124990519797, 1.7119335204272021, -1.0919433693624636, 1.5163579956943154, 2.6077187787859963, 3.3960451301791843, -8.263176035905719, -1.6159339028267954, -3.051396445089469, -4.875277850631645]\n",
      " * iter:450\n",
      "w: [3.310495450648397, 0.044607898096011254, 1.427685521033306, -3.8828904915473346, 1.5352054907694244, 4.659873398461835, -0.14352840035979883, -1.965508089755911, 1.2935139961558653, -1.6519119425174391, 1.7131501972115466, -1.0929008346389226, 1.5175089979568255, 2.60966617401574, 3.3989005679512156, -8.270084472774947, -1.617345298213082, -3.053764768336959, -4.879444789300332]\n",
      " * iter:451\n",
      "w: [3.3132216767703317, 0.04453851691068476, 1.4288611049220434, -3.886071410905331, 1.53659395411848, 4.6634140775914235, -0.14346069275908913, -1.967108110681574, 1.2945568768193352, -1.6532093057194412, 1.7143646642689823, -1.093856340371076, 1.5186579153536424, 2.6116104524390407, 3.4017501668586854, -8.27698041817147, -1.6187542087534077, -3.0561289008830395, -4.88360450256737]\n",
      " * iter:452\n",
      "w: [3.315943232324836, 0.04446946022103072, 1.4300345093624307, -3.8892468492040573, 1.5379800098968086, 4.6669488375515344, -0.1433932982745475, -1.9687051340578874, 1.2955979803866253, -1.654504595469993, 1.715576930095241, -1.094809894935297, 1.5198047557994536, 2.613551624266372, 3.4045939519278083, -8.283863919355205, -1.620160643541176, -3.058488858466568, -4.887757016543205]\n",
      " * iter:453\n",
      "w: [3.318660134105723, 0.044400726026942665, 1.4312057428548468, -3.892416826019385, 1.539363666796553, 4.670477698974028, -0.143326215002706, -1.970299171597195, 1.2966373131680808, -1.6557978185453892, 1.7167870031345398, -1.0957615066537807, 1.520949527162066, 2.6154896996546224, 3.407431948022239, -8.290735023307386, -1.6215646116177973, -3.060844656732815, -4.891902357188711]\n",
      " * iter:454\n",
      "w: [3.321372398810499, 0.04433231234349322, 1.4323748138484145, -3.89558136081728, 1.5407449334607246, 4.674000682375678, -0.14325944105428792, -1.9718902349414154, 1.2976748814386783, -1.657088981686484, 1.7179948917800099, -1.0967111837950057, 1.5220922372627845, 2.617424688707503, 3.4102641798444595, -8.297593776732803, -1.622966121973096, -3.0631963112342318, -4.896040550316391]\n",
      " * iter:455\n",
      "w: [3.324080043041141, 0.04426421720079862, 1.4335417307414158, -3.8987404729546538, 1.5421238184835848, 4.677517808159086, -0.14319297455408392, -1.97347833566261, 1.2987106914383004, -1.6583780915989619, 1.7192006043741226, -1.097658934574189, 1.5232328938767863, 2.619356601475955, 3.413090671937157, -8.304440226062022, -1.6243651835457136, -3.0655438374312096, -4.900171621591563]\n",
      " * iter:456\n",
      "w: [3.326783083304861, 0.04419643864388429, 1.434706501881703, -3.901894181680216, 1.543500330411022, 4.681029096613584, -0.1431268136408297, -1.9750634852635454, 1.299744749372011, -1.6596651549536041, 1.7204041492091091, -1.098604767153739, 1.5243715047334923, 2.6212854479585492, 3.4159114486845836, -8.311274417453575, -1.6257618052235085, -3.0678872506928325, -4.904295596533537]\n",
      " * iter:457\n",
      "w: [3.3294815360148693, 0.04412897473255228, 1.4358691355671045, -3.9050425061353122, 1.5448744777409258, 4.684534567916129, -0.14306095646708422, -1.97664569517825, 1.3007770614103227, -1.6609501783865528, 1.7216055345273773, -1.0995486896437008, 1.5255080775169336, 2.6232112381018844, 3.4187265343139037, -8.31809639679613, -1.6271559958439512, -3.0702265662976225, -4.9084125005167705]\n",
      " * iter:458\n",
      "w: [3.3321754174911242, 0.04406182354124927, 1.437029640045829, -3.908185465354754, 1.546246268923557, 4.688034242132187, -0.14299540119910975, -1.9782249767725664, 1.3018076336894666, -1.6622331684995728, 1.7228047685219225, -1.1004907101022003, 1.5266426198661163, 2.6251339818009796, 3.4215359528965275, -8.324906209710651, -1.6285477641945159, -3.0725617994342747, -4.9125223587720255]\n",
      " * iter:459\n",
      "w: [3.334864743961077, 0.04399498315893658, 1.4381880235168625, -3.911323078267642, 1.547615712361914, 4.691528139216609, -0.142930146016753, -1.9798013413446955, 1.3028364723116557, -1.6635141318603102, 1.7240018593367363, -1.1014308365358805, 1.5277751393753791, 2.627053688899663, 3.424339728349429, -8.33170390155251, -1.629937119013068, -3.0748929652023875, -4.916625196387504]\n",
      " * iter:460\n",
      "w: [3.337549531560408, 0.043928451688961354, 1.4393442941303642, -3.914455363698181, 1.5489828164120962, 4.695016279014496, -0.14286518911332688, -1.9813748001257383, 1.3038635833453471, -1.6647930750025486, 1.7251968150672083, -1.1023690769003347, 1.5289056435947515, 2.628970369190958, 3.427137884436453, -8.338489517413606, -1.6313240689882489, -3.077220078613185, -4.920721038309977]\n",
      " * iter:461\n",
      "w: [3.340229796333755, 0.04386222724892853, 1.440498459988057, -3.9175823403664873, 1.550347589383663, 4.698498681262059, -0.14280052869549406, -1.9829453642802302, 1.3048889728255026, -1.6660700044264627, 1.7263896437605262, -1.1033054391005364, 1.5300341400303052, 2.630884032417462, 3.4299304447696053, -8.345263102124449, -1.6327086227598546, -3.0795431545902283, -4.924809909345895]\n",
      " * iter:462\n",
      "w: [3.342905554235436, 0.04379630797057496, 1.4416505291436146, -3.920704026889385, 1.5517100395399892, 4.701975365587467, -0.1427361629831514, -1.9845130449066708, 1.3059126467538449, -1.6673449265988696, 1.7275803534160699, -1.104239930991262, 1.5311606361445038, 2.6327946882717255, 3.4327174328103327, -8.352024700256218, -1.6340907889192136, -3.0818622079701252, -4.928891834162498]\n",
      " * iter:463\n",
      "w: [3.345576821130161, 0.043730691999644127, 1.4428005096030434, -3.923820441781199, 1.5530701750986189, 4.705446351511686, -0.1426720902093153, -1.9860778530380487, 1.306934611099112, -1.6686178479534768, 1.7287689519858025, -1.1051725603775122, 1.5322851393565478, 2.634702346396624, 3.4354988718707884, -8.358774356122815, -1.6354705760095585, -3.084177253503229, -4.932966837288905]\n",
      " * iter:464\n",
      "w: [3.3482436127937416, 0.0436653774957624, 1.4439484093250639, -3.9269316034545354, 1.5544280042316134, 4.70891165844931, -0.1426083086200087, -1.9876397996423605, 1.30795487179731, -1.6698887748911282, 1.7299554473746568, -1.1061033350149265, 1.5334076570427166, 2.6366070163857294, 3.4382747851150834, -8.365512113782883, -1.6368479925263961, -3.0864883058543295, -4.937034943117196]\n",
      " * iter:465\n",
      "w: [3.3509059449137872, 0.043600362632316404, 1.4450942362214838, -3.9300375302210595, 1.5557835350658975, 4.712371305709386, -0.14254481647414874, -1.9891988956231246, 1.3089734347519615, -1.6711577137800477, 1.7311398474409185, -1.1070322626101952, 1.534528196536708, 2.6385087077836733, 3.441045195560527, -8.372238017041813, -1.6382230469178725, -3.0887953796033396, -4.941096175903481]\n",
      " * iter:466\n",
      "w: [3.3535638330903996, 0.04353564559633194, 1.4462379981575721, -3.9331382402922617, 1.5571367756836012, 4.715825312496229, -0.14248161204343548, -1.9907551518198914, 1.3099903058343536, -1.67242467095608, 1.732322159996604, -1.1079593508214665, 1.5356467651299723, 2.640407430086511, 3.4438101260788527, -8.378952109453724, -1.6395957475851346, -3.0910984892459736, -4.945150559768966]\n",
      " * iter:467\n",
      "w: [3.356217292836857, 0.04347122458835371, 1.4473797029524256, -3.9362337517802177, 1.5584877341223995, 4.719273697910224, -0.14241869361224205, -1.992308579008746, 1.3110054908837823, -1.673689652722929, 1.7335023928078364, -1.1088846072587493, 1.5367633700720458, 2.6423031927420797, 3.446569599397434, -8.385654434323435, -1.6409661028826894, -3.093397649194418, -4.949198118700996]\n",
      " * iter:468\n",
      "w: [3.3588663395802927, 0.043407097822326525, 1.448519358379334, -3.9393240826983424, 1.559836418375848, 4.722716480948632, -0.14235605947750574, -1.993859187902809, 1.3120189957077943, -1.674952665352395, 1.7346805535952148, -1.1098080394843128, 1.537878018570878, 2.6441960051503517, 3.449323638100486, -8.392345034708402, -1.6423341211187585, -3.0956928737779976, -4.953238876554094]\n",
      " * iter:469\n",
      "w: [3.361510988662367, 0.04334326352547761, 1.4496569721661414, -3.942409250962134, 1.5611828363937152, 4.726153680506372, -0.1422937079486197, -1.995406989152729, 1.3130308260824277, -1.676213715084607, 1.735856650034183, -1.1107296550130807, 1.5389907177931579, 2.646085876663788, 3.4520722646302526, -8.39902395342065, -1.6436998105556302, -3.0979841772438306, -4.957272857050994]\n",
      " * iter:470\n",
      "w: [3.3641512553399315, 0.043279719938200054, 1.4507925519956024, -3.945489274389913, 1.5625269960823127, 4.729585315376808, -0.14223163734732674, -1.996951993347174, 1.314040987752449, -1.6774728081282555, 1.7370306897553924, -1.1116494613130226, 1.5401014748646358, 2.647972816587685, 3.4548155012881874, -8.405691233028678, -1.645063179410007, -3.1002715737574826, -4.961300083783656]\n",
      " * iter:471\n",
      "w: [3.366787154785687, 0.04321646531393737, 1.4519261055057378, -3.9485641707035524, 1.5638689053048205, 4.733011404252522, -0.1421698460076129, -1.9984942110133141, 1.3150494864315887, -1.678729950660821, 1.7382026803450612, -1.1125674658055402, 1.5412102968704426, 2.6498568341805178, 3.4575533702361176, -8.412346915859349, -1.6464242358533514, -3.1025550774036095, -4.9653205802142715]\n",
      " * iter:472\n",
      "w: [3.369418702088835, 0.04315349791906957, 1.4530576402901834, -3.951633957529203, 1.5652085718816107, 4.736431965726082, -0.14210833227560302, -2.0000336526173035, 1.3160563278027742, -1.6799851488288011, 1.7393726293453309, -1.1134836758658515, 1.5423171908554059, 2.6517379386542834, 3.460285893497398, -8.418991043999757, -1.6477829880122263, -3.1048347021865967, -4.969334369676266]\n",
      " * iter:473\n",
      "w: [3.372045912255723, 0.043090816032800024, 1.4541871638985384, -3.95469865239801, 1.5665460035905676, 4.739847018290798, -0.1420470945094566, -2.0015703285647537, 1.3170615175183604, -1.6812384087479353, 1.740540544254619, -1.114398098823369, 1.5434221638243624, 2.6536161391748365, 3.463013092958053, -8.425623659299083, -1.6491394439686344, -3.107110462031191, -4.973341475375285]\n",
      " * iter:474\n",
      "w: [3.374668800210481, 0.043028417947043325, 1.4553146838367084, -3.9577582727468212, 1.567881208167405, 4.743256580341479, -0.1419861310792655, -2.0031042492012063, 1.3180650612003588, -1.6824897365034275, 1.7417064325279665, -1.1153107419620758, 1.5445252227424677, 2.655491444862225, 3.4657349903679067, -8.432244803370425, -1.6504936117603526, -3.109382370783125, -4.97734192039017]\n",
      " * iter:475\n",
      "w: [3.3772873807956576, 0.0429663019663146, 1.4564402075672456, -3.9608128359188934, 1.5692141933059798, 4.746660670175167, -0.14192544036695184, -2.0046354248125984, 1.319066964440663, -1.683739138150166, 1.7428703015773852, -1.1162216125208961, 1.5456263745355037, 2.657363864791019, 3.4684516073417035, -8.438854517592617, -1.6518454993812641, -3.111650442209737, -4.9813357276739305]\n",
      " * iter:476\n",
      "w: [3.3799016687728405, 0.04290446640762006, 1.4575637425096866, -3.9638623591645863, 1.5705449666586033, 4.750059305991886, -0.14186502076616717, -2.006163865625723, 1.3200672328012737, -1.6849866197129422, 1.7440321587721976, -1.1171307176940646, 1.5467256260901812, 2.6592334079906412, 3.471162965360214, -8.445452843112028, -1.6531951147816872, -3.113914690000583, -4.985322920054699]\n",
      " * iter:477\n",
      "w: [3.3825116788232803, 0.04284290960034809, 1.4586852960408856, -3.9669068596420543, 1.5718735358363498, 4.753452505895363, -0.1418048706821928, -2.007689581808688, 1.32106587181452, -1.686232187186666, 1.7451920114393764, -1.1180380646314894, 1.5478229842544413, 2.6611000834456893, 3.4738690857713337, -8.452039820844336, -1.6545424658687011, -3.1161751277680465, -4.989303520236684]\n",
      " * iter:478\n",
      "w: [3.385117425548502, 0.04278162988616173, 1.4598048754953452, -3.9699463544179285, 1.573199908409361, 4.756840287893751, -0.14174498853184084, -2.009212583471368, 1.3220628869832802, -1.68747584653658, 1.746349866863879, -1.1189436604391134, 1.5489184558377538, 2.662963900096258, 3.4765699897911664, -8.458615491476303, -1.6558875605064676, -3.1184317690479353, -4.993277550801109]\n",
      " * iter:479\n",
      "w: [3.387718923470912, 0.04272062561889234, 1.460922488165544, -3.9729808604679944, 1.5745240919071495, 4.760222669900346, -0.14168537274335632, -2.0107328806658535, 1.3230582837811986, -1.688717603698472, 1.747505732288979, -1.1198475121792706, 1.550012047611411, 2.6648248668382575, 3.479265698505102, -8.465179895467513, -1.6572304065165515, -3.1206846273000792, -4.99724503420714]\n",
      " * iter:480\n",
      "w: [3.390316187034401, 0.042659895164434296, 1.4620381413022605, -3.9760103946778615, 1.575846093818897, 4.763599669734294, -0.14162602175632022, -2.012250483386895, 1.3240520676529022, -1.689957464578883, 1.748659614916595, -1.1207496268710402, 1.5511037663088207, 2.6666829925237283, 3.481956232868878, -8.471733073052103, -1.6585710116782366, -3.1229337159089186, -5.001205992792813]\n",
      " * iter:481\n",
      "w: [3.392909230604938, 0.04259943690064021, 1.4631518421148944, -3.979034973843628, 1.5771659215937524, 4.7669713051212925, -0.14156693402155335, -2.013765401572341, 1.3250442440142136, -1.6911954350553176, 1.7498115219076145, -1.1216500114905956, 1.5521936186257954, 2.6685382859611533, 3.484641613709633, -8.478275064240481, -1.6599093837288392, -3.125179048184087, -5.005160448775943]\n",
      " * iter:482\n",
      "w: [3.39549806847116, 0.042539249217217905, 1.4642635977717844, -3.9820546146725375, 1.578483582641125, 4.770337593694285, -0.14150810800102134, -2.015277645103577, 1.3260348182523634, -1.6924315209764471, 1.750961460382217, -1.122548672971552, 1.5532816112208383, 2.6703907559157667, 3.487321861726953, -8.48480590882102, -1.6612455303640188, -3.1274206373609896, -5.009108424255027]\n",
      " * iter:483\n",
      "w: [3.398082714844957, 0.04247933051562825, 1.4653734154005238, -3.985069333783632, 1.5797990843309762, 4.773698552994147, -0.14144954216774044, -2.0167872238059545, 1.3270237957261994, -1.693665728162315, 1.7521094374201915, -1.123445618205308, 1.5543677507154274, 2.6722404111098617, 3.4899969974938996, -8.491325646361737, -1.6625794592380854, -3.1296584966013734, -5.013049941210144]\n",
      " * iter:484\n",
      "w: [3.400663183862049, 0.0424196792089835, 1.4664813020882723, -3.988079147708396, 1.581112433994108, 4.777054200470366, -0.14139123500568396, -2.0182941474492195, 1.3280111817663944, -1.6948980624045387, 1.7532554600612524, -1.1243408540413868, 1.555452043694297, 2.6740872602230907, 3.4926670414580347, -8.49783431621196, -1.6639111779643045, -3.131892638993895, -5.016985021503836]\n",
      " * iter:485\n",
      "w: [3.4032394895825577, 0.04236029372194709, 1.467587264882065, -3.991084072891397, 1.5824236389224484, 4.780404553481719, -0.14133318500969033, -2.0197984257479358, 1.328996981675652, -1.696128529466508, 1.7543995353053516, -1.125234387287771, 1.5565344967057146, 2.6759313118927683, 3.495332013942433, -8.504331957503979, -1.665240694115199, -3.13412307755468, -5.020913686881989]\n",
      " * iter:486\n",
      "w: [3.4058116459915753, 0.04230117249063448, 1.4686913107891182, -3.9940841256909176, 1.5837327063693352, 4.7837496292969375, -0.14127539068537123, -2.0213000683619042, 1.3299812007289105, -1.6973571350835852, 1.7555416701129871, -1.1261262247112362, 1.5576151162617586, 2.6777725747141674, 3.4979919351466826, -8.51081860915467, -1.6665680152228481, -3.1363498252278794, -5.024835958974699]\n",
      " * iter:487\n",
      "w: [3.408379666999725, 0.04224231396251466, 1.469793446777133, -3.9970793223795837, 1.585039643549796, 4.7870894450953685, -0.14121785054902095, -2.022799084896578, 1.3309638441735445, -1.6985838849633, 1.7566818714055101, -1.127016373037681, 1.5586939088385896, 2.679611057240814, 3.500646825147879, -8.517294309867125, -1.6678931487791842, -3.138572894886219, -5.028751859297139]\n",
      " * iter:488\n",
      "w: [3.4109435664437164, 0.04218371659631289, 1.4708936797745955, -4.0000696791449855, 1.586344457640827, 4.790424017967631, -0.14116056312752667, -2.024295484903474, 1.3319449172295657, -1.6998087847855434, 1.7578201460654275, -1.1279048389524526, 1.5597708808767217, 2.681446767984779, 3.503296703901607, -8.523759098132246, -1.669216102236285, -3.1407922993315425, -5.032661409250404]\n",
      " * iter:489\n",
      "w: [3.413503358086897, 0.04212537886191406, 1.4719920166710745, -4.0030552120902945, 1.587647155781668, 4.793753364916263, -0.1411035269582796, -2.025789277880582, 1.33292442508982, -1.7010318402027615, 1.7589565009367016, -1.128791629100671, 1.56084603878129, 2.6832797154169676, 3.505941591242913, -8.530213012230332, -1.670536883006666, -3.1430080512953524, -5.036564630122363]\n",
      " * iter:490\n",
      "w: [3.416059055619797, 0.04206729924026744, 1.4730884643175155, -4.006035937234871, 1.588947745074075, 4.797077502856364, -0.14104674058908684, -2.027280473272766, 1.3339023729201847, -1.7022530568401448, 1.7600909428250482, -1.1296767500875478, 1.5619193889223162, 2.6851099079674046, 3.508581506887268, -8.536656090232658, -1.6718554984635676, -3.1452201634393426, -5.04046154308849]\n",
      " * iter:491\n",
      "w: [3.418610672660668, 0.042009476223292194, 1.4741830295265332, -4.009011870514871, 1.5902462325825915, 4.800396448616231, -0.1409902025780841, -2.028769080472165, 1.3348787658597623, -1.7034724402958181, 1.76122347849823, -1.1305602084787045, 1.5629909376349718, 2.6869373540255195, 3.5112164704315236, -8.543088370003025, -1.6731719559412408, -3.1474286483559277, -5.0443521692126945]\n",
      " * iter:492\n",
      "w: [3.421158222756021, 0.041951908313783516, 1.475275719072701, -4.011983027783844, 1.5915426253348153, 4.803710218937989, -0.1409339114936494, -2.0302551088185905, 1.3358536090210738, -1.7046899961410265, 1.7623541146863482, -1.1314420108004857, 1.5640606912198372, 2.6887620619404258, 3.5138465013548537, -8.549509889199303, -1.6744862627352297, -3.1496335185687667, -5.048236529448141]\n",
      " * iter:493\n",
      "w: [3.4237017193811523, 0.04189459402532009, 1.4763665396928365, -4.014949424813326, 1.5928369303216652, 4.807018830478214, -0.14087786591431728, -2.0317385675999176, 1.3368269074902492, -1.7059057299203217, 1.7634828580821316, -1.1323221635402698, 1.5651286559431608, 2.690584040021201, 3.5164716190196916, -8.555920685274968, -1.6757984261026528, -3.1518347865332816, -5.052114644638063]\n",
      " * iter:494\n",
      "w: [3.426241175940671, 0.04183753188217212, 1.4774554980862857, -4.0179110772934274, 1.594129154497643, 4.810322299808554, -0.1408220644286943, -2.0332194660524743, 1.3377986663272168, -1.7071196471517451, 1.764609715341221, -1.1332006731467772, 1.5661948380371138, 2.6924032965371603, 3.519091842672656, -8.562320795480602, -1.6771084532624796, -3.154032464637171, -5.0559865355165705]\n",
      " * iter:495\n",
      "w: [3.428776605769017, 0.04178072041921069, 1.478542600915204, -4.020868000833415, 1.5954193047810947, 4.8136206434163356, -0.1407665056353748, -2.034697813361427, 1.3387688905658905, -1.7083317533270097, 1.765734693082454, -1.1340775460303745, 1.5672592437000437, 2.6942198397181323, 3.5217071914454667, -8.568710256865407, -1.678416351395806, -3.1562265652009174, -5.0598522227094405]\n",
      " * iter:496\n",
      "w: [3.431308022130977, 0.041724158181817676, 1.4796278548048352, -4.02382021096229, 1.5967073880544689, 4.8169138777051765, -0.14071118814285782, -2.0361736186611616, 1.3397375852143558, -1.7095420539116801, 1.7668577978881432, -1.1349527885633768, 1.5683218790967242, 2.696033677754728, 3.5243176843558546, -8.575089106278678, -1.6797221276461265, -3.1584171004782933, -5.063711726734913]\n",
      " * iter:497\n",
      "w: [3.4338354382221925, 0.04166784372579647, 1.4807112663437862, -4.026767723129358, 1.5979934111645726, 4.820202018995583, -0.14065611056946492, -2.0376468910356613, 1.340704755255053, -1.7107505543453518, 1.767979036304355, -1.1358264070803465, 1.5693827503586046, 2.697844818798608, 3.52692334030846, -8.581457380371285, -1.6810257891196057, -3.160604082656859, -5.06756506800447]\n",
      " * iter:498\n",
      "w: [3.4363588671696665, 0.04161177561728377, 1.4817928420843016, -4.029710552704796, 1.5992773809228245, 4.8234850835255445, -0.1406012715432581, -2.0391176395188824, 1.3416704056449609, -1.7119572600418274, 1.7690984148411837, -1.1366984078783897, 1.570441863584055, 2.69965327096275, 3.5295241780957234, -8.587815115597126, -1.6823273428853438, -3.162787523858456, -5.071412266823612]\n",
      " * iter:499\n",
      "w: [3.438878322032262, 0.041555952432662205, 1.4828725885425336, -4.032648714980217, 1.6005593041055066, 4.826763087451125, -0.14054666970195945, -2.0405858730951243, 1.3426345413157754, -1.7131621763892917, 1.7702159399730244, -1.1375687972174486, 1.57149922483861, 2.7014590423217117, 3.5321202163987677, -8.594162348214569, -1.683626795975644, -3.1649674361396984, -5.075253343392626]\n",
      " * iter:500\n",
      "w: [3.441393815801199, 0.04150037275847366, 1.4839505121988104, -4.03558222516922, 1.6018391874540139, 4.830036046847046, -0.1404923036928708, -2.042051600699398, 1.3435971671740905, -1.7143653087504862, 1.7713316181388417, -1.1384375813205925, 1.5725548401552105, 2.7032621409118907, 3.534711473788272, -8.600499114287894, -1.6849241553862733, -3.1671438314924565, -5.079088317807346]\n",
      " * iter:501\n",
      "w: [3.4439053614005446, 0.04144503519133374, 1.4850266194979023, -4.0385110984079455, 1.6031170376751, 4.8333039777072635, -0.1404381721727944, -2.0435148312177893, 1.3445582881015745, -1.7155666624628805, 1.7724454557424372, -1.1393047663743052, 1.5736087155344434, 2.7050625747317834, 3.5372979687253356, -8.606825449688698, -1.6862194280767246, -3.169316721844337, -5.0829172100599065]\n",
      " * iter:502\n",
      "w: [3.446412971687698, 0.04138993833784663, 1.4861009168492847, -4.041435349755622, 1.604392861441123, 4.836566895945545, -0.1403842738079545, -2.04497557348782, 1.345517908955146, -1.7167662428388426, 1.7735574591527135, -1.1401703585287701, 1.5746608569447773, 2.706860351742241, 3.5398797195623364, -8.613141390097308, -1.6875126209704738, -3.1714861190591592, -5.086740040039486]\n",
      " * iter:503\n",
      "w: [3.4489166594538743, 0.04133508081452115, 1.4871734106273988, -4.0443549941951025, 1.6056666653902865, 4.839824817396033, -0.14033060727391936, -2.0464338362988066, 1.3464760345671476, -1.7179640551658089, 1.7746676347039365, -1.1410343638981515, 1.5757112703227982, 2.7086554798667226, 3.5424567445437782, -8.619446971004173, -1.6888037409552354, -3.1736520349374264, -5.090556827533052]\n",
      " * iter:504\n",
      "w: [3.45141643742458, 0.041280461247687465, 1.4882441071719106, -4.047270046633406, 1.6069384561268811, 4.84307775781381, -0.1402771712555243, -2.0478896283922134, 1.3474326697455197, -1.71916010470645, 1.7757759886959945, -1.1418967885608753, 1.5767599615734418, 2.710447966991548, 3.545029061807132, -8.625742227711239, -1.6900927948832165, -3.1758144812167926, -5.094367592226089]\n",
      " * iter:505\n",
      "w: [3.4539123182600866, 0.04122607827341459, 1.4893130127879664, -4.050180521902246, 1.608208240221522, 4.846325732875455, -0.14022396444679516, -2.0493429584620038, 1.34838781927397, -1.7203543966988382, 1.7768825273946551, -1.1427576385599043, 1.577806936570224, 2.7122378209661453, 3.5475966893836666, -8.632027195333318, -1.6913797895713678, -3.1779734695725237, -5.098172353703326]\n",
      " * iter:506\n",
      "w: [3.4564043145558974, 0.04117193053742866, 1.4903801337464468, -4.0530864347585585, 1.609476024211385, 4.849568758179594, -0.14017098555087268, -2.0507938351549884, 1.3493414879121441, -1.7215469363566107, 1.7779872570318196, -1.1436169199030135, 1.5788522011554698, 2.7140250496032983, 3.5501596451992756, -8.638301908799443, -1.692664731801632, -3.180129011617958, -5.1019711314494565]\n",
      " * iter:507\n",
      "w: [3.458892438843213, 0.04111801669503223, 1.4914454762842184, -4.055987799885023, 1.6107418146004402, 4.852806849247452, -0.1401182332799377, -2.0522422670711697, 1.350293680395793, -1.7227377288691332, 1.7790901838057749, -1.144474638563061, 1.5798957611405384, 2.7158096606793913, 3.552717947075292, -8.644566402854206, -1.693947628321191, -3.182281118904958, -5.1057639448498495]\n",
      " * iter:508\n",
      "w: [3.46137670358939, 0.04106433541102391, 1.4925090466043824, -4.058884631890581, 1.612005617859684, 4.8560400215233885, -0.1400657063551367, -2.053688262764083, 1.3512444014369391, -1.7239267794016613, 1.7801913138814438, -1.1453308004782572, 1.5809376223060487, 2.717591661934651, 3.5552716127292974, -8.650820712059094, -1.69522848584271, -3.1844298029243605, -5.109550813191257]\n",
      " * iter:509\n",
      "w: [3.463857121198396, 0.04101088535961915, 1.493570850876522, -4.061776945310944, 1.6132674404273686, 4.859268290375438, -0.1400134035065084, -2.055131830741136, 1.3521936557240424, -1.7251140930955, 1.7812906533906314, -1.1461854115524308, 1.5819777904021004, 2.719371061073388, 3.5578206597759237, -8.6570648707938, -1.6965073110445803, -3.186575075106422, -5.113331755662511]\n",
      " * iter:510\n",
      "w: [3.466333704011262, 0.04095766522437163, 1.494630895236946, -4.06466475460911, 1.6145272887092301, 4.8624916710958415, -0.1399613234729108, -2.0565729794639425, 1.3531414479221622, -1.7262996750681627, 1.782388208432271, -1.147038477655293, 1.5830162711484945, 2.7211478657642325, 3.5603651057276453, -8.663298913257531, -1.6977841105711586, -3.18871694682126, -5.117106791355218]\n",
      " * iter:511\n",
      "w: [3.4688064643065273, 0.0409046736980955, 1.4956891857889323, -4.067548074175859, 1.615785169078714, 4.865710178901575, -0.139909465001949, -2.058011717348656, 1.3540877826731208, -1.727483530413528, 1.783483985072666, -1.1478900046226992, 1.5840530702349516, 2.7229220836403734, 3.5629049679955664, -8.669522873470301, -1.6990588910330058, -3.1908554293792903, -5.120875939264448]\n",
      " * iter:512\n",
      "w: [3.4712754143006848, 0.04085190948278812, 1.4967457286029673, -4.070426918330256, 1.6170410878771986, 4.868923828934871, -0.13985782684990372, -2.059448052766299, 1.3550326645956632, -1.7286656642019964, 1.7845779893457303, -1.1487399982569069, 1.5850881933213274, 2.724693722299789, 3.5654402638901983, -8.675736785274216, -1.7003316590071218, -3.1929905340316598, -5.12463921828941]\n",
      " * iter:513\n",
      "w: [3.4737405661486176, 0.04079937128955389, 1.4978005297169845, -4.073301301320144, 1.618295051414217, 4.872132636263732, -0.13980640778166048, -2.060881994043088, 1.3559760982856162, -1.729846081480643, 1.7856702272532272, -1.1495884643268333, 1.5861216460378278, 2.726462789305481, 3.5679710106222315, -8.681940682334737, -1.7016024210371803, -3.1951222719706753, -5.128396647234128]\n",
      " * iter:514\n",
      "w: [3.476201931944035, 0.04074705783852849, 1.4988535951365993, -4.076171237322635, 1.619547065967677, 4.875336615882452, -0.1397552065706394, -2.0623135494607583, 1.3569180883160463, -1.731024787273372, 1.7867607047650043, -1.1504354085683086, 1.58715343398522, 2.7282292921857034, 3.5704972253032996, -8.688134598141946, -1.70287118363376, -3.1972506543302295, -5.132148244808113]\n",
      " * iter:515\n",
      "w: [3.4786595237199025, 0.04069496785880416, 1.499904930835344, -4.079036740444597, 1.6207971377840786, 4.878535782712116, -0.1397042219987256, -2.0637427272568836, 1.3578586392374163, -1.732201786581068, 1.7878494278192278, -1.1512808366843281, 1.5881835627350438, 2.72999323843419, 3.573018924946734, -8.694318566011791, -1.7041379532745742, -3.1993756921862206, -5.1358940296270195]\n",
      " * iter:516\n",
      "w: [3.4811133534488694, 0.04064310008835518, 1.5009545427548983, -4.081897824723132, 1.6220452730787305, 4.88173015160111, -0.13965345285620037, -2.065169535625194, 1.35879775557774, -1.7333770843817455, 1.7889364023226142, -1.1521247543453015, 1.589212037829819, 2.7317546355103803, 3.5755361264683168, -8.700492619087319, -1.7054027364046986, -3.201497396556971, -5.139634020213305]\n",
      " * iter:517\n",
      "w: [3.483563433043691, 0.04059145327396471, 1.502002436805319, -4.084754504126058, 1.623291478035963, 4.884919737325617, -0.1396028979416729, -2.066593982715891, 1.3597354418427356, -1.7345506856306991, 1.790021634150659, -1.1529671671892994, 1.5902388647832528, 2.7335134908396435, 3.5780488466870204, -8.706656790339906, -1.706665539436797, -3.2036157784036408, -5.143368234996877]\n",
      " * iter:518\n",
      "w: [3.4860097743576475, 0.0405400261711518, 1.5030486188652685, -4.087606792552377, 1.6245357588093419, 4.888104554590113, -0.1395525560620126, -2.068016076635958, 1.3606717025159782, -1.7357225952606503, 1.7911051291478641, -1.153808080822299, 1.5912640490804442, 2.7352698118134997, 3.5805571023257445, -8.712811112570469, -1.7079263687513446, -3.205730848630636, -5.147096692315741]\n",
      " * iter:519\n",
      "w: [3.4884523891849613, 0.04048881754409931, 1.5040930947822382, -4.090454703832749, 1.6257781215218767, 4.891284618027856, -0.13950242603228238, -2.069435825449471, 1.3616065420590506, -1.7368928181818943, 1.7921868931279639, -1.1546475008184256, 1.5922875961780862, 2.73702360578984, 3.5830609100120445, -8.718955618410668, -1.7091852306968498, -3.2078426180860165, -5.150819410416637]\n",
      " * iter:520\n",
      "w: [3.490891289261206, 0.04043782616558265, 1.5051358703727735, -4.093298251729952, 1.6270185722662311, 4.894459942201373, -0.13945250667567188, -2.0708532371779036, 1.362539964911693, -1.738061359282445, 1.7932669318741468, -1.1554854327201929, 1.5933095115046676, 2.738774880093144, 3.585560286278853, -8.725090340324101, -1.7104421315900742, -3.2099510975618966, -5.15453640745567]\n",
      " * iter:521\n",
      "w: [3.4933264862637152, 0.04038705081689886, 1.5061769514226946, -4.0961374499393495, 1.628257117104929, 4.89763054160294, -0.13940279682343196, -2.0722683198004326, 1.3634719754919509, -1.739228223428179, 1.7943452511392775, -1.1563218820387415, 1.5943298004606719, 2.740523642014697, 3.5880552475651966, -8.731215310607485, -1.71169707771625, -3.2120562977948444, -5.158247701498942]\n",
      " * iter:522\n",
      "w: [3.4957579918119874, 0.04033649028779669, 1.507216343687316, -4.098972312089337, 1.6294937620705583, 4.900796430655061, -0.1393532953148096, -2.073681081254236, 1.3644025781963227, -1.740393415462978, 1.7954218566461149, -1.1571568542540744, 1.5953484684187744, 2.742269898812802, 3.5905458102169017, -8.737330561391827, -1.7129500753292959, -3.2141582294662765, -5.1619533105231685]\n",
      " * iter:523\n",
      "w: [3.4981858174680855, 0.040286143376406965, 1.5082540528916637, -4.101802851741806, 1.630728513165976, 4.903957623710938, -0.13930400099698326, -2.075091529434794, 1.365331777399905, -1.7415569402088702, 1.7964967540875303, -1.1579903548152901, 1.5963655207240384, 2.744013657712993, 3.5930319904872983, -8.743436124643585, -1.714201130652032, -3.2162569032028494, -5.165653252416297]\n",
      " * iter:524\n",
      "w: [3.500609974737034, 0.040236008889174155, 1.5092900847306907, -4.104629082392585, 1.6319613763645078, 4.907114135054945, -0.13925491272499876, -2.0764996721961824, 1.3662595774565367, -1.7427188024661706, 1.797569949126721, -1.1588223891408143, 1.5973809626941087, 2.745754925908247, 3.5955138045379154, -8.749532032165819, -1.7154502498763908, -3.218352329576848, -5.169347544978116]\n",
      " * iter:525\n",
      "w: [3.5030304750672125, 0.0401860856407878, 1.510324444869491, -4.107451017471889, 1.6331923576101488, 4.9102659789030865, -0.13920602936170626, -2.077905517351368, 1.3671859826989428, -1.7438790070136199, 1.7986414473974242, -1.1596529626186292, 1.598394799619404, 2.74749371055919, 3.5979912684391686, -8.75561831559933, -1.7166974391636283, -3.220444519106568, -5.173036205920863]\n",
      " * iter:526\n",
      "w: [3.5054473298507456, 0.040136372454115665, 1.5113571389435108, -4.110268670344756, 1.6344214628177611, 4.913413169403462, -0.13915734977769717, -2.0793090726724954, 1.368110997438876, -1.7450375586085218, 1.7997112545041276, -1.1604820806065008, 1.5994070367633069, 2.749230018794304, 3.600464398171045, -8.761695006423796, -1.7179427046445321, -3.2225334822566993, -5.17671925286982]\n",
      " * iter:527\n",
      "w: [3.5078605504238887, 0.0400868681601363, 1.5123881725587585, -4.11308205431149, 1.63564869787327, 4.916555720636721, -0.13910887285124215, -2.080710345891179, 1.3690346259672577, -1.7461944619868808, 1.8007793760222792, -1.1613097484322041, 1.600417679362354, 2.7509638577101345, 3.6029332096237776, -8.767762135958884, -1.7191860524196285, -3.2246192294387015, -5.1803967033639085]\n",
      " * iter:528\n",
      "w: [3.5102701480674123, 0.04003757159787323, 1.5134175512920127, -4.115891182608089, 1.6368740686338583, 4.919693646616514, -0.13906059746822946, -2.0821093446987855, 1.3699568725543168, -1.747349721863536, 1.8018458174984935, -1.1621359713937454, 1.601426732626421, 2.7526952343714908, 3.6053977185985153, -8.773819735365368, -1.7204274885593869, -3.2267017710111783, -5.184068574856282]\n",
      " * iter:529\n",
      "w: [3.5126761340069796, 0.0399884816143292, 1.5144452806910282, -4.118696068406679, 1.63809758092816, 4.922826961289943, -0.13901252252210375, -2.083506076746717, 1.3708777414497286, -1.7485033429322967, 1.8029105844507576, -1.1629607547595835, 1.6024342017389106, 2.7544241558116496, 3.607857940807988, -8.779867835646227, -1.7216670191044234, -3.2287811172802487, -5.187734884714905]\n",
      " * iter:530\n",
      "w: [3.5150785194135246, 0.03993959706442121, 1.5154713662747406, -4.121496724815939, 1.63931924055645, 4.925955678538008, -0.13896464691380558, -2.084900549646692, 1.371797236882752, -1.7496553298660744, 1.803973682368634, -1.1637841037688492, 1.6034400918569338, 2.7561506290325535, 3.610313891877164, -8.785906467647736, -1.7229046500657024, -3.2308572784999146, -5.191395650223135]\n",
      " * iter:531\n",
      "w: [3.517477315403623, 0.03989091681091627, 1.516495813533468, -4.1242931648815215, 1.6405390532908355, 4.929079812176041, -0.13891696955171173, -2.0862927709710224, 1.3727153630623647, -1.7508056873170157, 1.8050351167134635, -1.1646060236315618, 1.6044444081114944, 2.75787466100501, 3.612765587343901, -8.791935662060549, -1.7241403874247354, -3.2329302648724236, -5.195050888580295]\n",
      " * iter:532\n",
      "w: [3.5198725330398637, 0.03984243972436748, 1.5175186279291133, -4.127085401586473, 1.641757024875443, 4.932199375954148, -0.13886948935157534, -2.0876827482528904, 1.3736321241773988, -1.7519544199166328, 1.8060948929185632, -1.165426519528844, 1.6054471556076677, 2.7595962586688874, 3.615213042659594, -8.797955449420769, -1.7253742371337804, -3.235000086548631, -5.198700616902242]\n",
      " * iter:533\n",
      "w: [3.5222641833312136, 0.039794164683050894, 1.518539814895361, -4.129873447851649, 1.6429731610266043, 4.935314383557639, -0.13882220523646743, -2.0890704889866196, 1.3745475243966738, -1.753101532275933, 1.807153016389426, -1.1662455966131353, 1.6064483394247813, 2.7613154289333095, 3.617656273189812, -8.803965860111012, -1.7266062051160365, -3.2370667536283557, -5.20234485222193]\n",
      " * iter:534\n",
      "w: [3.5246522772333817, 0.039746090572903035, 1.5195593798378766, -4.132657316536127, 1.644187467433042, 4.938424848607462, -0.13877511613671842, -2.0904560006279467, 1.3754615678691295, -1.7542470289855472, 1.8082094925039165, -1.1670632600084023, 1.6074479646165911, 2.7630321786768492, 3.620095294214935, -8.809966924361463, -1.7278362972658396, -3.239130276160738, -5.205983611489971]\n",
      " * iter:535\n",
      "w: [3.5270368256491778, 0.03969821628745898, 1.5205773281345, -4.135437020437613, 1.6453999497560527, 4.941530784660622, -0.13872822098986037, -2.0918392905942897, 1.376374258723957, -1.7553909146158586, 1.8092643266124646, -1.1678795148103487, 1.6084460362114585, 2.7647465147477197, 3.622530120930781, -8.815958672250918, -1.7290645194488556, -3.241190664144588, -5.2096169115751865]\n",
      " * iter:536\n",
      "w: [3.5294178394288704, 0.039650540727790555, 1.5215936651354416, -4.138212572292845, 1.6466106136296887, 4.944632205210607, -0.1386815187405696, -2.0932203662650135, 1.3772856010707286, -1.756533193717128, 1.8103175240382596, -1.1686943660866222, 1.6094425592125237, 2.766458443963964, 3.624960768449229, -8.82194113370782, -1.7302908775022707, -3.243247927528733, -5.213244769265155]\n",
      " * iter:537\n",
      "w: [3.53179532937054, 0.03960306280244595, 1.522608396163472, -4.140983984777999, 1.6478194646609376, 4.947729123687805, -0.13863500834061007, -2.0945992349816938, 1.3781955989995285, -1.7576738708196198, 1.81136909007744, -1.1695078188770198, 1.610437538597879, 2.7681679731136435, 3.627387251798835, -8.827914338511286, -1.7315153772349818, -3.2453020762123668, -5.21686720126676]\n",
      " * iter:538\n",
      "w: [3.534169306220429, 0.03955578142738906, 1.5236215265141144, -4.143751270509081, 1.6490265084299014, 4.9508215534599165, -0.13858868874877717, -2.0959759040483776, 1.3791042565810785, -1.758812950433726, 1.8124190299992835, -1.1703198781936917, 1.6114309793207409, 2.7698751089550253, 3.6298095859254444, -8.833878316292124, -1.7327380244277846, -3.247353120045387, -5.220484224206728]\n",
      " * iter:539\n",
      "w: [3.53653978067329, 0.039508695525940066, 1.5246330614558323, -4.146514442042325, 1.6502317504899737, 4.953909507832369, -0.1385425589308418, -2.097350380731844, 1.3800115778668667, -1.75995043705009, 1.8134673490463944, -1.1711305490213422, 1.6124228863096188, 2.771579858216766, 3.632227785692798, -8.83983309653384, -1.7339588248335596, -3.249401068828737, -5.224095854632162]\n",
      " * iter:540\n",
      "w: [3.5389067633727294, 0.03946180402871607, 1.5256430062302169, -4.149273511874585, 1.6514351963680152, 4.9569930000487235, -0.13849661785949544, -2.098722672261859, 1.3809175668892726, -1.761086335139729, 1.8145140524348893, -1.1719398363174305, 1.6134132644684842, 2.7732822275980973, 3.6346418658831308, -8.845778708573642, -1.7351777841774574, -3.251445932314742, -5.227702109011073]\n",
      " * iter:541\n",
      "w: [3.5412702649115504, 0.03941510587357244, 1.5266513660521728, -4.152028492443723, 1.6526368515645273, 4.960072043291075, -0.13845086451429506, -2.100092785831432, 1.3818222276616923, -1.7622206491541546, 1.8155591453545818, -1.1727477450123684, 1.6144021186769375, 2.774982223769005, 3.637051841197769, -8.851715181603433, -1.7363949081570822, -3.2534877202074406, -5.231303003732907]\n",
      " * iter:542\n",
      "w: [3.5436302958320893, 0.039368600005544964, 1.5276581461101015, -4.154779396128988, 1.6538367215538265, 4.963146650680457, -0.1384052978816093, -2.1014607285970666, 1.382725564178662, -1.7633533835254938, 1.8166026329691651, -1.173554280009717, 1.6153894537903735, 2.7766798533704136, 3.6394577262577177, -8.857642544670787, -1.7376102024426732, -3.2555264421629158, -5.234898555109063]\n",
      " * iter:543\n",
      "w: [3.5459868666265533, 0.03932228537679205, 1.5286633515660843, -4.157526235251406, 1.6550348117842137, 4.966216835277237, -0.1383599169545645, -2.1028265076790116, 1.3836275804159806, -1.764484542666608, 1.8176445204163927, -1.1743594461863802, 1.6163752746401454, 2.778375123014362, 3.641859535604247, -8.86356082667993, -1.738823672677285, -3.257562107789622, -5.238488779373411]\n",
      " * iter:544\n",
      "w: [3.5483399877373514, 0.039276160946537776, 1.5296669875560627, -4.160269022074151, 1.6562311276781456, 4.9692826100815095, -0.13831472073299156, -2.1041901301615096, 1.3845282803308319, -1.765614130971212, 1.818684812808258, -1.1751632483927985, 1.617359586033728, 2.780068039284182, 3.644257283699469, -8.869470056392702, -1.7400353244769666, -3.2595947266487113, -5.242073692682806]\n",
      " * iter:545\n",
      "w: [3.5506896695574253, 0.039230225681015564, 1.5306690591900176, -4.163007768802926, 1.657425674632402, 4.972343988033487, -0.13826970822337295, -2.105551603093042, 1.3854276678619046, -1.7667421528139897, 1.8197235152311726, -1.17596569145314, 1.6183423927548783, 2.7817586087346764, 3.646650984926913, -8.875370262429518, -1.7412451634309387, -3.261624308254352, -5.245653311117592]\n",
      " * iter:546\n",
      "w: [3.5530359224305763, 0.03918447855341204, 1.5316695715521471, -4.165742487586329, 1.6586184580182537, 4.9754009820138885, -0.13822487843879075, -2.106910933486573, 1.386325746929513, -1.7678686125507126, 1.8207606327461416, -1.1767667801654895, 1.619323699563796, 2.7834468378922903, 3.6490406535920945, -8.88126147327032, -1.7424531951017692, -3.2636508620740505, -5.249227650682109]\n",
      " * iter:547\n",
      "w: [3.5553787566517894, 0.039138918543811484, 1.5326685297010427, -4.16847319051623, 1.6598094831816272, 4.9784536048443195, -0.13818023039887453, -2.1082681283197924, 1.3872225214357141, -1.7689935145183537, 1.8217961703889392, -1.1775665193020364, 1.6203035111972819, 2.785132733255287, 3.6514263039230777, -8.887143717255508, -1.7436594250255477, -3.2656743975289646, -5.252796727305193]\n",
      " * iter:548\n",
      "w: [3.557718182467554, 0.039093544639141053, 1.533665938669864, -4.171199889628126, 1.6609987554432704, 4.981501869287656, -0.13813576312975018, -2.1096231945353545, 1.3881179952644271, -1.7701168630352029, 1.8228301331702816, -1.1783649136092604, 1.621281832368895, 2.786816301293919, 3.6538079500710348, -8.893017022586893, -1.7448638587120584, -3.26769492399422, -5.256360556840666]\n",
      " * iter:549\n",
      "w: [3.560054210076184, 0.039048355833116416, 1.5346618034665112, -4.173922596901514, 1.662186280098914, 4.984545788048419, -0.13809147566398902, -2.110976139041116, 1.3890121722815487, -1.7712386624009797, 1.823862526075999, -1.1791619678081164, 1.6222586677691082, 2.7884975484505983, 3.6561856061107996, -8.898881417328603, -1.7460665016449517, -3.2697124507992177, -5.259919155067831]\n",
      " * iter:550\n",
      "w: [3.562386849628133, 0.039003351126187594, 1.5356561290737978, -4.1766413242602445, 1.6633720624194344, 4.987585373773152, -0.13804736704055723, -2.112326968710371, 1.3899050563350692, -1.7723589168969471, 1.8248933540672054, -1.1799576865942172, 1.6232340220654635, 2.7901764811400653, 3.658559286041416, -8.904736929408013, -1.7472673592819137, -3.2717269872279444, -5.263472537691958]\n",
      " * iter:551\n",
      "w: [3.5647161112263066, 0.03895852952548557, 1.5366489204496203, -4.179356083572881, 1.664556107651013, 4.990620639050789, -0.13800343630476597, -2.113675690382086, 1.3907966512551881, -1.7734776307860218, 1.8259226220804676, -1.180752074638014, 1.6242078999027247, 2.7918531057495577, 3.660929003786681, -8.910583586616653, -1.7484664370548353, -3.2737385425192773, -5.267020720344766]\n",
      " * iter:552\n",
      "w: [3.5670420049263756, 0.03891389004476934, 1.5376401825271269, -4.182066886653054, 1.6657384210152955, 4.993651596413024, -0.13795968250822163, -2.115022310861131, 1.391686960854427, -1.7745948083128866, 1.8269503350279719, -1.181545136584977, 1.6251803059030296, 2.793527428638975, 3.663294773195686, -8.91642141661111, -1.7496637403699795, -3.2757471258672854, -5.270563718584901]\n",
      " * iter:553\n",
      "w: [3.5693645407370815, 0.03886943170437355, 1.5386299202148845, -4.184773745259808, 1.6669190077095497, 4.996678258334673, -0.1379161047087773, -2.116366836918508, 1.3925759889277425, -1.775710453704099, 1.827976497797691, -1.1823368770557723, 1.6261512446660404, 2.7951994561410447, 3.6656566080433497, -8.92225044691392, -1.7508592746081468, -3.2777527464215317, -5.274101547898412]\n",
      " * iter:554\n",
      "w: [3.571683728620543, 0.038825153531156315, 1.5396181383970458, -4.187476671097957, 1.6680978729068219, 4.9997006372340405, -0.13787270197048337, -2.117709275291582, 1.393463739252639, -1.7768245711682016, 1.8290011152535468, -1.1831273006464391, 1.6271207207690934, 2.796869194561486, 3.668014522030947, -8.928070704914461, -1.7520530451248402, -3.279755413287369, -5.277634223699219]\n",
      " * iter:555\n",
      "w: [3.5739995784925593, 0.0387810545584477, 1.5406048419335125, -4.1901756758184225, 1.6692750217560914, 5.002718745473274, -0.1378294733635399, -2.119049632684303, 1.394350215589279, -1.7779371648958284, 1.830024192235575, -1.1839164119285643, 1.6280887387673468, 2.7985366501791713, 3.6703685287866343, -8.933882217869831, -1.753245057250428, -3.281755135526236, -5.2811617613295825]\n",
      " * iter:556\n",
      "w: [3.576312100222909, 0.03873713382599873, 1.5415900356600996, -4.192870771018581, 1.6704504593824248, 5.005732595358722, -0.13778641796424845, -2.1203879157674326, 1.3952354216805938, -1.7790482390598144, 1.8310457335600858, -1.1847042154494556, 1.629055303193928, 2.800201829246288, 3.672718641865971, -8.939685012905722, -1.7544353162903052, -3.2837519221559495, -5.284684176060564]\n",
      " * iter:557\n",
      "w: [3.5786213036356482, 0.03869339037993083, 1.5425737243886957, -4.195561968242599, 1.6716241908871283, 5.008742199141287, -0.13774353485496485, -2.121724131178765, 1.3961193612523919, -1.7801577978152998, 1.8320657440198236, -1.1854907157323136, 1.630020418560079, 2.801864737988498, 3.6750648747524335, -8.94547911701728, -1.755623827525055, -3.285745782150994, -5.288201483092485]\n",
      " * iter:558\n",
      "w: [3.580927198509408, 0.038649823272685645, 1.543555912907425, -4.198249278981774, 1.6727962213478995, 5.011747569016773, -0.13770082312405243, -2.1230582855233484, 1.3970020380134685, -1.7812658452998376, 1.8330842283841264, -1.186275917276402, 1.6309840893553007, 2.803525382605096, 3.677407240857927, -8.95126455706997, -1.756810596210607, -3.28773672444281, -5.291713697555383]\n",
      " * iter:559\n",
      "w: [3.5832297945776834, 0.03860643156297518, 1.5445366059808054, -4.2009327146748685, 1.673966555818977, 5.014748717126234, -0.13765828186583506, -2.124390385373702, 1.397883455655712, -1.7823723856334968, 1.8341011913990837, -1.1870598245572161, 1.6319463200474964, 2.805183769269167, 3.6797457535232923, -8.957041359800424, -1.7579956275783957, -3.289724757920078, -5.295220834509462]\n",
      " * iter:560\n",
      "w: [3.585529101529127, 0.03856321431573287, 1.5455158083499065, -4.203612286708436, 1.6751351993312888, 5.017745655556319, -0.13761591018055166, -2.125720437270033, 1.3987636178542113, -1.7834774229189674, 1.835116637787691, -1.1878424420266511, 1.6329071150831138, 2.806839904127742, 3.682080426018808, -8.962809551817285, -1.7591789268355165, -3.291709891429002, -5.29872290894554]\n",
      " * iter:561\n",
      "w: [3.5878251290078356, 0.038520170602064675, 1.5464935247325058, -4.206288006417157, 1.6763021568926015, 5.020738396339613, -0.1375737071743098, -2.1270484477204517, 1.399642528267361, -1.784580961241663, 1.836130572250006, -1.1886237741131667, 1.6338664788872856, 2.8084937933019534, 3.684411271544688, -8.968569159602046, -1.7603604991648811, -3.293692133773591, -5.302219935785492]\n",
      " * iter:562\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w: [3.5901178866136347, 0.038477299499200486, 1.5474697598232439, -4.208959885084161, 1.6774674334876654, 5.023726951454974, -0.13753167195904084, -2.1283744232011848, 1.4005201905369669, -1.785683004669823, 1.8371429994633013, -1.1894038252219525, 1.6348244158639695, 2.8101454428871873, 3.6867383032315755, -8.974320209509877, -1.7615403497253723, -3.295671493715933, -5.3057119298826905]\n",
      " * iter:563\n",
      "w: [3.5924073839023642, 0.03843460009044659, 1.5484445182937783, -4.211627933941348, 1.67863103407836, 5.02671133282787, -0.13748980365245503, -2.1296983701567855, 1.4013966082883493, -1.7867835572546147, 1.8381539240822165, -1.1901825997350908, 1.6357809303960866, 2.811794858953236, 3.6890615341410324, -8.980062727770449, -1.7627184836519956, -3.2976479799764755, -5.309198906022444]\n",
      " * iter:564\n",
      "w: [3.5946936303861565, 0.038392071465137956, 1.5494178047929361, -4.214292164169716, 1.6797929636038385, 5.029691552330711, -0.13744810137799668, -2.131020295000344, 1.4022717851304467, -1.787882623030233, 1.8391633507389094, -1.1909601020117178, 1.6367360268456586, 2.813442047544451, 3.6913809772660238, -8.985796740488754, -1.7638949060560316, -3.299621601234295, -5.312680878922426]\n",
      " * iter:565\n",
      "w: [3.5969766355337165, 0.03834971271859129, 1.5503896239468649, -4.216952586899672, 1.6809532269806706, 5.0326676217831805, -0.13740656426480058, -2.132340204113695, 1.403145724655918, -1.788980206014001, 1.8401712840432047, -1.1917363363881845, 1.6376897095539442, 2.81508701467989, 3.693696645531398, -8.991522273645911, -1.7650696220251858, -3.30159236612737, -5.316157863233106]\n",
      " * iter:566\n",
      "w: [3.599256408770598, 0.038307522952058345, 1.5513599803591829, -4.219609213211351, 1.6821118291029846, 5.0356395529525635, -0.13736519144764772, -2.1336581038476226, 1.4040184304412442, -1.790076310206469, 1.8411777285827433, -1.192511307178215, 1.6386419828415741, 2.8167297663534674, 3.6960085517943657, -8.99723935309997, -1.7662426366237383, -3.3035602832528492, -5.319629873538178]\n",
      " * iter:567\n",
      "w: [3.6015329594794765, 0.03826550127267966, 1.5523288786111278, -4.22226205413493, 1.6832687748426076, 5.038607357554069, -0.13732398206692226, -2.1349740005220665, 1.404889906046829, -1.791170939591513, 1.8421826889231285, -1.1932850186730641, 1.6395928510086855, 2.8183703085341016, 3.698316708844969, -9.002948004586706, -1.7674139548926908, -3.3055253611673177, -5.323096924354977]\n",
      " * iter:568\n",
      "w: [3.603806297000422, 0.03822364679343886, 1.553296323261704, -4.224911120650937, 1.684424069049205, 5.041571047251154, -0.13728293526856858, -2.136287900426323, 1.4057601550170984, -1.7922640981364317, 1.843186169608072, -1.194057475141674, 1.6405423183350538, 2.8200086471658614, 3.7006211294065525, -9.008648253720414, -1.7685835818499145, -3.3074876083870612, -5.326559030134903]\n",
      " * iter:569\n",
      "w: [3.6060764306311675, 0.03818195863311725, 1.5542623188478297, -4.22755642369056, 1.6855777165504195, 5.044530633655844, -0.13724205020404864, -2.1375998098192475, 1.4066291808806006, -1.7933557897920438, 1.8441881751595386, -1.1948286808308275, 1.6414903890802257, 2.821644788168111, 3.7029218261362264, -9.014340125994691, -1.7697515224902944, -3.309447033388329, -5.330016205263834]\n",
      " * iter:570\n",
      "w: [3.6083433696273763, 0.03814043591624877, 1.5552268698844807, -4.230197974135951, 1.6867297221520083, 5.047486128329049, -0.13720132603029975, -2.1389097349294515, 1.4074969871501037, -1.794446018492784, 1.8451887100778888, -1.1955986399653031, 1.6424370674836493, 2.8232787374356536, 3.705218811625327, -9.02002364678321, -1.7709177817858748, -3.3114036446075925, -5.3334684640625385]\n",
      " * iter:571\n",
      "w: [3.610607123202908, 0.03809907777307549, 1.5561899808648354, -4.2328357828205325, 1.687880090637979, 5.050437542780876, -0.13716076190969276, -2.140217681955503, 1.4083635773226935, -1.7955347881567982, 1.846187778842022, -1.1963673567480269, 1.6433823577648037, 2.824910500838876, 3.7075120983998735, -9.025698841340493, -1.7720823646860013, -3.313357450441804, -5.336915820787083]\n",
      " * iter:572\n",
      "w: [3.612867700530081, 0.038057883339503266, 1.5571516562604168, -4.235469860529296, 1.6890288267707247, 5.053384888470945, -0.13712035700999067, -2.1415236570661205, 1.4092289548798698, -1.796622102686038, 1.8471853859095166, -1.1971348353602222, 1.6443262641233278, 2.8265400842238897, 3.7098016989210203, -9.031365734802675, -1.7732452761174644, -3.315308459248652, -5.34035828962924]\n",
      " * iter:573\n",
      "w: [3.615125110739932, 0.038016851757058163, 1.5581119005212347, -4.2381002179991, 1.690175935291159, 5.056328176808697, -0.1370801105043074, -2.1428276664003683, 1.4100931232876432, -1.7977079659663548, 1.8481815357167701, -1.1979010799615606, 1.6452687907391477, 2.82816749341267, 3.7120876255855055, -9.037024352188263, -1.7744065209846387, -3.317256679346814, -5.3437958847168865]\n",
      " * iter:574\n",
      "w: [3.6173793629224753, 0.037975982172843044, 1.5590707180759253, -4.240726865918967, 1.6913214209188476, 5.059267419153699, -0.13704002157106715, -2.1441297160678494, 1.41095608599663, -1.7987923818675926, 1.8491762326791372, -1.1986660946903087, 1.646209941772603, 2.8297927342031985, 3.7143698907260956, -9.042674718398887, -1.7755661041696242, -3.319202119016208, -5.347228620114407]\n",
      " * iter:575\n",
      "w: [3.619630466126961, 0.037935273739494395, 1.5600281133318912, -4.2433498149303785, 1.6924652883521418, 5.06220262681595, -0.137000089393964, -2.145429812148896, 1.4118178464421463, -1.7998753542436805, 1.8501694811910678, -1.199429883663477, 1.647149721364573, 2.8314158123696007, 3.7166485066120267, -9.048316858220044, -1.7767240305323844, -3.321144786498244, -5.350656509823085]\n",
      " * iter:576\n",
      "w: [3.621878429362127, 0.03789472561513989, 1.5609840906754386, -4.245969075627563, 1.6936075422683083, 5.065133811056187, -0.1369603131619218, -2.146727960694761, 1.4126784080443022, -1.8009568869327246, 1.8511612856262432, -1.2001924509769635, 1.6480881336366, 2.8330367336622824, 3.7189234854494413, -9.053950796321846, -1.7778803049108836, -3.3230846899960684, -5.354079567781498]\n",
      " * iter:577\n",
      "w: [3.624123261596453, 0.03785433696335586, 1.5619386544719154, -4.248584658557791, 1.6947481873236598, 5.068060983086176, -0.13692069206905463, -2.148024167727803, 1.4135377742080948, -1.8020369837570989, 1.8521516503377102, -1.2009538007057001, 1.6490251826910138, 2.8346555038080674, 3.7211948393818224, -9.059576557259744, -1.7790349321212238, -3.32502183767481, -5.357497807865906]\n",
      " * iter:578\n",
      "w: [3.6263649717584094, 0.0378141069531256, 1.5628918090658461, -4.251196574221654, 1.6958872281536834, 5.070984154069018, -0.13688122531462732, -2.149318439241677, 1.4143959483235005, -1.8031156485235351, 1.853140579658017, -1.201713936903795, 1.6499608726110537, 2.836272128510333, 3.723462580490423, -9.06519416547526, -1.7801879169577803, -3.3269562376618236, -5.360911243890638]\n",
      " * iter:579\n",
      "w: [3.628603568736707, 0.037774034758798015, 1.563843558781067, -4.2538048330733575, 1.697024669373169, 5.073903335119439, -0.13684191210301647, -2.150610781201516, 1.415252933765566, -1.8041928850232134, 1.854128077899344, -1.2024728636046749, 1.6508952074609897, 2.837886613449145, 3.725726720794692, -9.070803645296712, -1.7813392641933359, -3.3288878980469314, -5.364319889608473]\n",
      " * iter:580\n",
      "w: [3.630839061380543, 0.03773411956004625, 1.5647939079208595, -4.256409445520995, 1.6981605155763357, 5.076818537304085, -0.13680275164367187, -2.1519011995441164, 1.4161087338944998, -1.8052686970318501, 1.8551141493536376, -1.2032305848212255, 1.6518281912862436, 2.8394989642813884, 3.7279872722526965, -9.076405020939927, -1.7824889785792137, -3.3308168268826623, -5.3677237587110245]\n",
      " * iter:581\n",
      "w: [3.633071458499844, 0.037694360541826864, 1.565742860768083, -4.259010421926836, 1.699294771336958, 5.07972977164181, -0.13676374315107814, -2.153189700178121, 1.4169633520557618, -1.8063430883097866, 1.856098798292739, -1.2039871045459318, 1.6527598281135079, 2.8411091866409035, 3.7302442467615426, -9.081998316508953, -1.7836370648454103, -3.332743032184488, -5.371122864829112]\n",
      " * iter:582\n",
      "w: [3.635300768865511, 0.037654756894339746, 1.5666904215853066, -4.261607772607597, 1.7004274412084903, 5.082637049103967, -0.13672488584471676, -2.154476288984197, 1.4178167915801534, -1.807416062602077, 1.8570820289685153, -1.2047424267510167, 1.6536901219508644, 2.8427172861386145, 3.732497656157789, -9.087583555996762, -1.7847835277007262, -3.334666521931061, -5.3745172215331385]\n",
      " * iter:583\n",
      "w: [3.6375270012096568, 0.0376153078129876, 1.5676365946149386, -4.264201507834724, 1.7015585297241915, 5.085540380614692, -0.13668617894902835, -2.1557609718152175, 1.4186690557839052, -1.8084876236385745, 1.8580638456129872, -1.205496555388578, 1.6546190767879023, 2.8443232683626616, 3.7347475122178584, -9.093160763285951, -1.7859283718328967, -3.336587304064444, -5.377906842333461]\n",
      " * iter:584\n",
      "w: [3.639750164225848, 0.03757601249833672, 1.568581384079357, -4.266791637834662, 1.7026880413972476, 5.088439777051186, -0.1366476216933754, -2.157043754496439, 1.4195201479687662, -1.809557775134018, 1.8590442524384574, -1.206249494390724, 1.6555466965958343, 2.845927138878529, 3.7369938266584475, -9.098729962149438, -1.7870716019087203, -3.338505386490346, -5.381291740680758]\n",
      " * iter:585\n",
      "w: [3.641970266569338, 0.037536870156077186, 1.569524794181037, -4.269378172789126, 1.7038159807208935, 5.091335249244001, -0.13660921331200526, -2.1583246428256766, 1.4203700714220904, -1.810626520788118, 1.860023253637636, -1.2070012476697103, 1.6564729853276126, 2.8475289032291746, 3.739236611136932, -9.104291176251147, -1.7882132225741878, -3.3404207770783487, -5.384671929966393]\n",
      " * iter:586\n",
      "w: [3.6441873168573045, 0.03749787999698418, 1.570466829102679, -4.271961122835372, 1.704942352168534, 5.094226807977314, -0.13657095304401334, -2.15960364257348, 1.421218829416923, -1.811693864285641, 1.8610008533837665, -1.2077518191180718, 1.6573979469180435, 2.8491285669351565, 3.7414758772517676, -9.109844429146689, -1.7893532384546085, -3.3423334836621357, -5.38804742352278]\n",
      " * iter:587\n",
      "w: [3.646401323669081, 0.03745904123687922, 1.571407493007334, -4.274540498066467, 1.706067160193865, 5.097114463989208, -0.13653284013330694, -2.160880759483307, 1.4220664252120878, -1.8127598092964945, 1.8619770558307502, -1.2085012126087569, 1.6583215852839017, 2.8507261354947606, 3.743711636542887, -9.115389744284043, -1.7904916541547369, -3.3442435140397184, -5.391418234623742]\n",
      " * iter:588\n",
      "w: [3.648612295546388, 0.03742035309659173, 1.57234679003853, -4.277116308531549, 1.707190409230991, 5.099998227971944, -0.13649487382856898, -2.162155999271695, 1.4229128620522715, -1.8138243594758099, 1.8629518651132697, -1.2092494319952585, 1.6592439043240423, 2.8523216143841252, 3.745943900492098, -9.120927145004229, -1.791628474258898, -3.34615087597366, -5.394784376484864]\n",
      " * iter:589\n",
      "w: [3.6508202409935637, 0.037381814801921244, 1.573284724320395, -4.279688564236093, 1.7083121036945452, 5.102878110572233, -0.13645705338322242, -2.163429367628433, 1.4237581431681086, -1.814887518464026, 1.863925285346911, -1.2099964811117447, 1.6601649079195142, 2.853915009057366, 3.748172680523471, -9.12645665454197, -1.792763703331111, -3.348055577191298, -5.398145862263854]\n",
      " * iter:590\n",
      "w: [3.6530251684777886, 0.037343425583599474, 1.574221299957781, -4.282257275142173, 1.7094322479798052, 5.105754122391511, -0.13641937805539464, -2.1647008702167287, 1.4246022717762652, -1.815949289886972, 1.864897320628285, -1.2107423637731887, 1.66108459993367, 2.8555063249467, 3.7503979880037326, -9.131978296026357, -1.7938973459152134, -3.3499576253849646, -5.401502705060885]\n",
      " * iter:591\n",
      "w: [3.6552270864293135, 0.037305184677253175, 1.5751565210363865, -4.2848224511687185, 1.7105508464628105, 5.108626273986204, -0.1363818471078825, -2.1659705126733804, 1.425445251079523, -1.817009677355948, 1.8658679750351481, -1.2114870837754967, 1.6620029842122774, 2.857095567462567, 3.752619834242645, -9.137492092481505, -1.7950294065349828, -3.3518570282122058, -5.40485491791895]\n",
      " * iter:592\n",
      "w: [3.657426003241682, 0.03726709132336723, 1.5760903916228775, -4.287384102191776, 1.711667903500478, 5.111494575867993, -0.1363444598081174, -2.1672383006089393, 1.4262870842668613, -1.8180686844678078, 1.8668372526265211, -1.212230644895636, 1.6629200645836277, 2.8586827419937535, 3.754838230493392, -9.1429980668272, -1.7961598896942579, -3.3537537932959984, -5.408202513824206]\n",
      " * iter:593\n",
      "w: [3.659621927271954, 0.03722914476724776, 1.5770229157650075, -4.289942238044761, 1.7127834234307164, 5.114359038504082, -0.1363072154281306, -2.168504239607879, 1.4271277745135396, -1.819126314805038, 1.8678051574428083, -1.2129730508917602, 1.6638358448586452, 2.860267853907513, 3.757053187952956, -9.148496241879549, -1.7972887998770595, -3.3556479282249656, -5.411545505706313]\n",
      " * iter:594\n",
      "w: [3.6618148668409245, 0.03719134425898576, 1.5779540974917379, -4.292496868518709, 1.7138974105725397, 5.117219672317458, -0.1362701132445193, -2.1697683352287562, 1.4279673249811788, -1.8201825719358395, 1.8687716935059149, -1.213714305503336, 1.664750328830994, 2.861850908549685, 3.759264717762494, -9.153986640351619, -1.7984161415477098, -3.35753944055359, -5.41488390643878]\n",
      " * iter:595\n",
      "w: [3.664004830233343, 0.03715368905342102, 1.578883940813355, -4.295048003362536, 1.7150098692261813, 5.120076487687152, -0.1362331525384124, -2.1710305930043763, 1.4288057388178423, -1.821237459414206, 1.869736864819363, -1.214454412451266, 1.6656635202771854, 2.863431911244815, 3.7614728310077092, -9.159469284854074, -1.799541919150951, -3.3594283378024263, -5.418217728839298]\n",
      " * iter:596\n",
      "w: [3.6661918256981303, 0.037116178410106795, 1.5798124497215889, -4.297595652283275, 1.7161208036732045, 5.122929494948496, -0.13619633259543704, -2.172291018441953, 1.429643019158116, -1.8222909807800032, 1.8707006753684083, -1.2151933754380129, 1.6665754229566845, 2.8650108672962733, 3.763677538719223, -9.164944197895807, -1.800666137112063, -3.3613146274583108, -5.421546985670077]\n",
      " * iter:597\n",
      "w: [3.668375861448594, 0.03707881159327394, 1.5807396281897292, -4.300139824946336, 1.7172302181766153, 5.1257787043933805, -0.1361596527056851, -2.1735496170232693, 1.430479169123188, -1.8233431395590467, 1.8716631291201535, -1.2159311981477214, 1.667486040612014, 2.8665877819863717, 3.765878851872938, -9.170411401884559, -1.8017887998369801, -3.3631983169745703, -5.42487168963818]\n",
      " * iter:598\n",
      "w: [3.6705569456626415, 0.037041587871795914, 1.581665480172741, -4.302680530975743, 1.7183381169809715, 5.128624126270509, -0.13612311216368012, -2.1748063942048375, 1.4313141918209276, -1.8243939392631805, 1.872624230023663, -1.2166678842463394, 1.6683953769688598, 2.86816266057648, 3.7680767813904037, -9.175870919127549, -1.802909911712407, -3.3650794137712294, -5.428191853395846]\n",
      " * iter:599\n",
      "w: [3.6727350864829926, 0.037004506519153914, 1.5825900096073797, -4.305217779954382, 1.719444504312493, 5.13146577078565, -0.13608671026834465, -2.176061355418055, 1.4321480903459636, -1.8254433833903534, 1.873583982010076, -1.2174034373817382, 1.6693034357361738, 2.869735508307142, 3.7702713381391755, -9.181322771832086, -1.8040294771059338, -3.3669579252352158, -5.4315074895408255]\n",
      " * iter:600\n",
      "w: [3.6749102920173886, 0.03696756681340256, 1.5835132204123048, -4.307751581424242, 1.7205493843791702, 5.134303648101886, -0.13605044632296748, -2.177314506069362, 1.4329808677797626, -1.8264914754246961, 1.8745423889927169, -1.2181378611838318, 1.6702102206062768, 2.8713063303981907, 3.772462532933173, -9.186766982106178, -1.80514750036615, -3.3688338587205626, -5.434818610616699]\n",
      " * iter:601\n",
      "w: [3.6770825703388024, 0.036930768037135374, 1.5844351164881925, -4.310281944886654, 1.721652761370872, 5.137137768339865, -0.1360143196351716, -2.1785658515403967, 1.4338125271907056, -1.8275382188365965, 1.8754994548672086, -1.218871159264695, 1.6711157352549608, 2.8728751320488612, 3.7746503765330344, -9.19220357195914, -1.8062639858227574, -3.3707072215486127, -5.4381252291132025]\n",
      " * iter:602\n",
      "w: [3.6792519294856447, 0.036894109477451364, 1.5853557017178481, -4.312808879802532, 1.7227546394594533, 5.139968141578043, -0.13597832951688218, -2.1798153971881495, 1.4346430716341652, -1.8285836170827763, 1.876455183511581, -1.2196033352186808, 1.6720199833415899, 2.8744419184379058, 3.776834879646467, -9.197632563302204, -1.8073789377866836, -3.3725780210082177, -5.441427357466545]\n",
      " * iter:603\n",
      "w: [3.681418377461969, 0.03685759042592083, 1.5862749799663174, -4.315332395592606, 1.72385502279886, 5.1427947778529335, -0.13594247528429476, -2.1810631483451153, 1.435472504152581, -1.8296276736063646, 1.877409578786381, -1.220334392622537, 1.6729229685092006, 2.8760066947237046, 3.7790160529285965, -9.203053977949098, -1.8084923605501921, -3.3744462643559365, -5.444725008059728]\n",
      " * iter:604\n",
      "w: [3.6835819222376767, 0.036821210178552236, 1.5871929550809967, -4.317852501637662, 1.7249539155252358, 5.145617687159347, -0.1359067562578439, -2.1823091103194456, 1.436300827775536, -1.8306703918369733, 1.8783626445347805, -1.221064335035521, 1.6738246943846014, 2.8775694660443776, 3.781193906982314, -9.208467837616661, -1.8096042583869945, -3.3763119588162347, -5.448018193222858]\n",
      " * iter:605\n",
      "w: [3.685742571748718, 0.03678496803575942, 1.588109630891742, -4.320369207278769, 1.7260513217570266, 5.148436879450633, -0.13587117176217198, -2.183553288395099, 1.4371280455198305, -1.8317117751907708, 1.8793143845826854, -1.2217931659995152, 1.6747251645784715, 2.879130237517896, 3.7833684523586175, -9.213874163925412, -1.8107146355523587, -3.3781751115816774, -5.451306925233461]\n",
      " * iter:606\n",
      "w: [3.6879003338972938, 0.036748863302328315, 1.5890250112109783, -4.322882521817512, 1.7271472455950836, 5.151252364638922, -0.13583572112609837, -2.184795687831991, 1.4379541603895576, -1.8327518270705545, 1.88026480273884, -1.2225208890391392, 1.6756243826854595, 2.8806890142421917, 3.7855396995569515, -9.219272978400145, -1.8118234962832194, -3.3800357298131267, -5.45459121631679]\n",
      " * iter:607\n",
      "w: [3.6900552165520537, 0.036712895287385076, 1.5899390998338065, -4.3253924545162254, 1.7282416911227674, 5.154064152595357, -0.13580040368258867, -2.1860363138661416, 1.4387791753761763, -1.8337905508658248, 1.881213902794935, -1.2232475076618639, 1.6765223522842798, 2.8822458012952668, 3.7877076590255463, -9.224664302470504, -1.8129308447982855, -3.3818938206399323, -5.457871078646134]\n",
      " * iter:608\n",
      "w: [3.692207227548295, 0.03667706330436328, 1.5908519005381114, -4.327899014598216, 1.7293346624060495, 5.156872253150333, -0.13576521876872447, -2.187275171709822, 1.4396030934585846, -1.8348279499528564, 1.8821616885257118, -1.2239730253581216, 1.6774190769378097, 2.883800603735301, 3.7898723411617516, -9.230048157471556, -1.8140366852981478, -3.383749391160123, -5.461146524343125]\n",
      " * iter:609\n",
      "w: [3.694356374688158, 0.03664136667097238, 1.5917634170846668, -4.330402211247992, 1.7304261634936149, 5.159676676093732, -0.13573016572567306, -2.188512266551701, 1.4404259176031928, -1.8358640276947702, 1.883108163689066, -1.2246974456014184, 1.6783145601931848, 2.88535342660076, 3.792033756312369, -9.235424564644365, -1.8151410219653852, -3.3856024484405975, -5.464417565478038]\n",
      " * iter:610\n",
      "w: [3.69650266574082, 0.036605804709166065, 1.5926736532172414, -4.332902053611485, 1.7315161984169618, 5.162477431175154, -0.1356952438986577, -2.18974760355699, 1.4412476507639953, -1.8368987874416052, 1.8840533320261523, -1.225420771848443, 1.6792088055818948, 2.886904274910503, 3.794191914773981, -9.240793545136556, -1.8162438589646712, -3.387452999517312, -5.467684214070093]\n",
      " * iter:611\n",
      "w: [3.6986461084426905, 0.0365703767451106, 1.5935826126627026, -4.335398550796276, 1.7326047711905026, 5.1652745281041454, -0.13566045263692786, -2.190981187867586, 1.4420682958826423, -1.8379322325303882, 1.884997197261486, -1.2261430075391757, 1.680101816619877, 2.8884531536638876, 3.7963468267932776, -9.246155120002879, -1.8173452004428783, -3.389301051395468, -5.470946482087755]\n",
      " * iter:612\n",
      "w: [3.700786710497601, 0.036535082109153794, 1.594490299131121, -4.337891711871814, 1.7336918858116626, 5.1680679765504305, -0.13562579129372995, -2.192213024602216, 1.4428878558885112, -1.8389643662852049, 1.8859397631030452, -1.2268641560969977, 1.68099359680761, 2.8900000678408753, 3.7984985025673805, -9.251509310205758, -1.818445050529182, -3.3911466110496953, -5.474204381449026]\n",
      " * iter:613\n",
      "w: [3.7029244795769967, 0.03649992013579439, 1.5953967163158724, -4.3403815458696355, 1.7347775462609785, 5.170857786144138, -0.13559125922627815, -2.193443118856575, 1.4437063336987768, -1.839995192017269, 1.8868810332423718, -1.2275842209287968, 1.6818841496302077, 2.8915450224021364, 3.800646952244164, -9.256856136615855, -1.8195434133351651, -3.3929896854242387, -5.477457924021744]\n",
      " * iter:614\n",
      "w: [3.7050594233201237, 0.03646489016365122, 1.5963018678937404, -4.342868061783585, 1.735861756502197, 5.173643966476024, -0.13555685579572552, -2.19467147570347, 1.4445237322184812, -1.841024713024992, 1.8878210113546716, -1.2283032054250749, 1.68277347855751, 2.8930880222891537, 3.8027921859225744, -9.26219562001261, -1.8206402929549197, -3.3948302814331397, -5.48070712162387]\n",
      " * iter:615\n",
      "w: [3.7071915493342185, 0.03642999153543292, 1.5972057575250178, -4.345351268570026, 1.7369445204823715, 5.176426527097699, -0.13552258036713535, -2.1958981001929563, 1.4453400543406043, -1.8420529325940507, 1.8887597010989141, -1.2290211129600532, 1.683661587044175, 2.8946290724243258, 3.804934213652946, -9.267527781084793, -1.8217356934651492, -3.396668405960417, -5.483951986023781]\n",
      " * iter:616\n",
      "w: [3.709320865194692, 0.03639522359790787, 1.5981083888536067, -4.3478311751480625, 1.7380258421319583, 5.1792054775218475, -0.13548843230945287, -2.197122997352478, 1.4461553029461316, -1.8430798539974573, 1.8896971061179306, -1.229737946891777, 1.6845484785297697, 2.896168177711069, 3.8070730454373143, -9.272852640431037, -1.8228296189252693, -3.3985040658602466, -5.4871925289405565]\n",
      " * iter:617\n",
      "w: [3.711447378445315, 0.036360585701874476, 1.599009765507118, -4.3503077903997465, 1.7391057253649127, 5.181980827222449, -0.13545441099547692, -2.1983461721870046, 1.4469694809041234, -1.8441054804956258, 1.890633230038513, -1.2304537105622193, 1.6854341564388609, 2.8977053430339192, 3.8092086912297285, -9.27817021856038, -1.823922073377509, -3.400337267957141, -5.490428762044263]\n",
      " * iter:618\n",
      "w: [3.7135710965984017, 0.03632607720213138, 1.5999098910969711, -4.352781123170293, 1.7401841740787838, 5.184752585634998, -0.13542051580183212, -2.1995676296791657, 1.447782591071783, -1.8451298153364397, 1.8915680764715097, -1.2311684072973843, 1.6863186241811028, 2.899240573258633, 3.8113411609365593, -9.283480535892798, -1.8250130608470096, -3.4021680190461248, -5.493660696956236]\n",
      " * iter:619\n",
      "w: [3.7156920271349914, 0.036291697457448535, 1.6008087692184914, -4.355251182268286, 1.7412611921548087, 5.187520762156719, -0.1353867461089411, -2.200787374789388, 1.4485946362945235, -1.8461528617553187, 1.8925016490119233, -1.2318820404074093, 1.6872018851513275, 2.900773873232287, 3.8134704644168047, -9.288783612759726, -1.8261025853419242, -3.4039963258929116, -5.496888345249365]\n",
      " * iter:620\n",
      "w: [3.717810177505028, 0.036257445830537596, 1.6017064034510082, -4.357717976465892, 1.7423367834580061, 5.190285366146784, -0.13535310130099715, -2.2020054124560287, 1.4494056194060356, -1.847174622975285, 1.8934339512390053, -1.232594613186666, 1.6880839427296324, 2.902305247783379, 3.8155966114823947, -9.294079469404592, -1.827190650853515, -3.4058221952340784, -5.500111718448368]\n",
      " * iter:621\n",
      "w: [3.7199255551275408, 0.036223321688023585, 1.6026027973579515, -4.360181514499064, 1.74341095183727, 5.193046406926524, -0.13531958076593692, -2.2032217475955083, 1.4502155432283539, -1.8481951022070293, 1.8943649867163515, -1.2333061289138618, 1.688964800281467, 2.9038347017219244, 3.817719611898492, -9.29936812598333, -1.8282772613562515, -3.407645633777238, -5.50333082803007]\n",
      " * iter:622\n",
      "w: [3.7220381673908207, 0.036189324400416154, 1.6034979544869477, -4.362641805067745, 1.7444837011254608, 5.195803893779646, -0.13528618389541341, -2.204436385102442, 1.4510244105719226, -1.8492143026489765, 1.895294758991996, -1.2340165908521386, 1.689844461157721, 2.905362239839557, 3.8198394753837923, -9.304649602564899, -1.829362420807907, -3.4094666482012097, -5.50654568542368]\n",
      " * iter:623\n",
      "w: [3.724148021652598, 0.03615545334208105, 1.6043918783699143, -4.365098856836077, 1.7455550351394973, 5.198557835952435, -0.1352529100847691, -2.205649329849773, 1.4518322242356612, -1.8502322274873497, 1.8962232715985048, -1.2347260022491728, 1.6907229286948091, 2.9068878669096243, 3.8219562116108183, -9.309923919131798, -1.8304461331496547, -3.4112852451561926, -5.509756302011057]\n",
      " * iter:624\n",
      "w: [3.726255125240216, 0.03612170789121242, 1.6052845725231557, -4.3675526784326, 1.7466249576804482, 5.201308242653976, -0.13521975873300948, -2.2068605866889, 1.4526389870070302, -1.851248879896236, 1.8971505280530685, -1.235434366337273, 1.6916002062147573, 2.908411587687285, 3.8240698302062173, -9.31519109558057, -1.831528402306163, -3.413101431263932, -5.512962689126991]\n",
      " * iter:625\n",
      "w: [3.7283594854508073, 0.03608808742980449, 1.6061760404474563, -4.370003278450451, 1.7476934725336215, 5.204055123056349, -0.13518672924277678, -2.2080701604498074, 1.4534447016620946, -1.8522642630376496, 1.8980765318575945, -1.2361416863334775, 1.6924762970252873, 2.9099334069096057, 3.8261803407510495, -9.320451151722311, -1.8326092321856906, -3.4149152131178884, -5.5161648580594616]\n",
      " * iter:626\n",
      "w: [3.7304611095514635, 0.03605459134362435, 1.6070662856281732, -4.372450665447569, 1.7487605834686546, 5.206798486294845, -0.13515382102032375, -2.209278055941194, 1.4542493709655893, -1.8532783800615955, 1.8990012864987977, -1.2368479654396511, 1.6933512044199008, 2.9114533292956546, 3.828287752781081, -9.325704107283173, -1.8336886266801788, -3.416726597283404, -5.519362820049912]\n",
      " * iter:627\n",
      "w: [3.7325600047794083, 0.036021219022184255, 1.6079553115353293, -4.374894847946889, 1.7498262942396028, 5.209538341468165, -0.1351210334754877, -2.2104842779505995, 1.4550529976709818, -1.854291234106133, 1.899924795448292, -1.237553206842581, 1.6942249316779632, 2.912971359546598, 3.830392075787069, -9.330949981904853, -1.834766589665347, -3.4185355902978682, -5.522556586293509]\n",
      " * iter:628\n",
      "w: [3.7346561783421675, 0.03598796985871464, 1.608843121623705, -4.377335834436539, 1.750890608585028, 5.212274697638625, -0.13508836602166494, -2.2116888312445298, 1.455855584520536, -1.8553028282974389, 1.90084706216268, -1.238257413714072, 1.6950974820647862, 2.9144875023457937, 3.832493319215047, -9.336188795145098, -1.8358431250007834, -3.4203421986708804, -5.525746167939409]\n",
      " * iter:629\n",
      "w: [3.736749637417737, 0.03595484325013719, 1.609729719332928, -4.3797736333700374, 1.7519535302280864, 5.215007563832358, -0.13505581807578512, -2.2128917205685834, 1.456657134245375, -1.856313165749868, 1.9017680900836416, -1.2389605892110414, 1.6959688588317103, 2.916001762358884, 3.8345914924666094, -9.341420566478185, -1.8369182365300383, -3.422146428884415, -5.528931576091017]\n",
      " * iter:630\n",
      "w: [3.7388403891547513, 0.035921838597037986, 1.6106151080875661, -4.382208253166484, 1.7530150628766152, 5.217736949039514, -0.13502338905828612, -2.214092950647576, 1.4574576495655422, -1.857322249566017, 1.9026878826380234, -1.2396627364756114, 1.6968390652161867, 2.9175141442338894, 3.8366866048991897, -9.346645315295413, -1.837991928080714, -3.4239482873929807, -5.532112821806246]\n",
      " * iter:631\n",
      "w: [3.740928440672649, 0.03588895530364109, 1.611499291297214, -4.3846397022107535, 1.7540752102232193, 5.220462862214461, -0.13499107839308902, -2.2152925261856633, 1.4582571331900656, -1.858330082836785, 1.9036064432379263, -1.240363858635204, 1.6977081044418576, 2.9190246526012995, 3.8387786658263403, -9.351863060905588, -1.8390642034645568, -3.4257477806237833, -5.535289916097776]\n",
      " * iter:632\n",
      "w: [3.7430137990618375, 0.035856192777782354, 1.6123822723565837, -4.387067988853688, 1.7551339759453566, 5.223185312275978, -0.13495888550757304, -2.2164904518664623, 1.4590555878170166, -1.8593366686414343, 1.9045237752807926, -1.241063958802631, 1.6985759797186377, 2.9205332920741665, 3.8408676845180088, -9.357073822535495, -1.8401350664775458, -3.427544914976883, -5.538462869933305]\n",
      " * iter:633\n",
      "w: [3.745096471383859, 0.035823550430883165, 1.6132640546455934, -4.389493121412284, 1.7561913637054238, 5.225904308107457, -0.13492680983255106, -2.217686732353175, 1.459853016133573, -1.8603420100476518, 1.9054398821494933, -1.2417630400761877, 1.6994426942427938, 2.922040067248193, 3.8429536702008114, -9.362277619330383, -1.8412045208999825, -3.4293396968253527, -5.541631694235807]\n",
      " * iter:634\n",
      "w: [3.74717646467155, 0.03579102767792496, 1.6141446415294538, -4.391915108169882, 1.7572473771508406, 5.2286198585570896, -0.13489485080224511, -2.2188813722887075, 1.460649420816078, -1.8613461101116082, 1.906354767212413, -1.242461105539742, 1.7003082511970236, 2.9235449827018263, 3.8450366320583047, -9.367474470354427, -1.8422725704965797, -3.431132132515436, -5.544796399883781]\n",
      " * iter:635\n",
      "w: [3.7492537859292066, 0.035758623937423184, 1.6150240363587562, -4.394333957376356, 1.7583020199141333, 5.23133197243807, -0.134863007854262, -2.2200743762957904, 1.4614448045301018, -1.8623489718780186, 1.907268433823536, -1.243158158262826, 1.7011726537505347, 2.9250480429963437, 3.8471165792312565, -9.372664394591208, -1.843339219016549, -3.4329222283667016, -5.547956997711501]\n",
      " * iter:636\n",
      "w: [3.7513284421327406, 0.03572633863140222, 1.6159022424695584, -4.396749677248293, 1.759355295613019, 5.2340406585287775, -0.13483128042956954, -2.2212657489770975, 1.4622391699305, -1.8633505983802015, 1.9081808853225302, -1.2438542013007234, 1.7020359050591232, 2.926549252675945, 3.849193520817913, -9.377847410944169, -1.8444044701936884, -3.4347099906721987, -5.551113498509264]\n",
      " * iter:637\n",
      "w: [3.753400440229843, 0.03569417118537014, 1.6167792631834699, -4.399162275969184, 1.7604072078504873, 5.236745925572975, -0.1347996679724725, -2.222455494915364, 1.4630325196614735, -1.8643509926401376, 1.909092125034832, -1.2445492376945608, 1.7028980082652503, 2.928048616267839, 3.8512674658742636, -9.38302353823708, -1.8454683277464692, -3.4364954256986096, -5.554265913023636]\n",
      " * iter:638\n",
      "w: [3.755469787140138, 0.0356621210282935, 1.6176551018077379, -4.401571761689602, 1.7614577602148835, 5.239447782279992, -0.13476816993058896, -2.2236436186735022, 1.4638248563566274, -1.865350157668529, 1.9100021562717293, -1.2452432704713934, 1.7037589664981205, 2.929546138282332, 3.8533384234143058, -9.388192795214499, -1.8465307953781216, -3.4382785396864026, -5.557414251957698]\n",
      " * iter:639\n",
      "w: [3.7575364897553434, 0.03563018759257282, 1.6185297616353311, -4.403978142527386, 1.7625069562799895, 5.242146237324917, -0.13473678575482684, -2.2248301247947206, 1.4646161826390294, -1.8663480964648567, 1.910910982330444, -1.2459363026442938, 1.704618782873757, 2.931041823212915, 3.855406402410306, -9.393355200542228, -1.8475918767767208, -3.440059338849983, -5.560558525971285]\n",
      " * iter:640\n",
      "w: [3.7596005549394236, 0.03559837031401802, 1.619403245945024, -4.406381426567822, 1.7635547996051049, 5.24484129934878, -0.13470551489936067, -2.226015017802636, 1.4654065011212674, -1.8673448120174385, 1.9118186064942144, -1.246628337212438, 1.7054774604950775, 2.9325356755363505, 3.857471411793058, -9.398510772807759, -1.8486515756152715, -3.4418378293778424, -5.563698745681229]\n",
      " * iter:641\n",
      "w: [3.7616619895287458, 0.03556666863182375, 1.6202755580014796, -4.408781621863819, 1.7646012937351272, 5.24753297695874, -0.13467435682160855, -2.22719830220139, 1.4661958144055074, -1.8683403073034868, 1.9127250320323768, -1.2473193771611917, 1.706335002451971, 2.934027699712758, 3.8595334604521434, -9.403659530520727, -1.8497098955517919, -3.443614017432709, -5.566834921661601]\n",
      " * iter:642\n",
      "w: [3.763720800332233, 0.03553508198854553, 1.6211467010553322, -4.411178736436093, 1.7656464422006326, 5.2502212787282705, -0.1346433109822092, -2.228379982475763, 1.4669841250835507, -1.869334585289165, 1.913630262200446, -1.2480094254621954, 1.707191411821371, 2.9355179001856997, 3.8615925572361838, -9.408801492113357, -1.8507668402293982, -3.4453879091516932, -5.569967064443943]\n",
      " * iter:643\n",
      "w: [3.7657769941315165, 0.03550360983007575, 1.6220166783432695, -4.413572778273336, 1.7666902485179539, 5.252906213197338, -0.13461237684499913, -2.2295600630912844, 1.467771435736891, -1.8703276489296445, 1.9145343002401964, -1.2486984850734493, 1.7080466916673298, 2.937006281382266, 3.863648710953096, -9.4139366759409, -1.8518224132763867, -3.4471595106464377, -5.573095184517505]\n",
      " * iter:644\n",
      "w: [3.767830577681086, 0.03547225160561967, 1.6228854930881136, -4.415963755332395, 1.7677327161892602, 5.255587788872586, -0.13458155387699033, -2.2307385484943483, 1.46855774893677, -1.871319501169161, 1.9154371493797409, -1.249386558939397, 1.7089008450410932, 2.938492847713159, 3.8657019303703435, -9.419065100282076, -1.852876618306317, -3.4489288280032593, -5.576219292329482]\n",
      " * iter:645\n",
      "w: [3.769881557708443, 0.035441006767672145, 1.6237531484989023, -4.418351675538449, 1.768773848702635, 5.258266014227513, -0.13455084154834784, -2.231915443112322, 1.4693430672442342, -1.8723101449410702, 1.9163388128336105, -1.25007364999101, 1.709753874981173, 2.939977603572776, 3.8677522242151854, -9.424186783339513, -1.8539294589180935, -3.450695867283296, -5.579339398285246]\n",
      " * iter:646\n",
      "w: [3.7719299409142457, 0.03540987477199396, 1.624619647770969, -4.420736546785176, 1.7698136495321533, 5.260940897702655, -0.13452023933236743, -2.233090751353657, 1.4701273932101901, -1.873299583167903, 1.9172392938028329, -1.2507597611458683, 1.7106057845134195, 2.9414605533392946, 3.8697996011749254, -9.429301743240172, -1.8549809386960465, -3.45246063452265, -5.582455512748571]\n",
      " * iter:647\n",
      "w: [3.773975733972461, 0.03537885507758892, 1.6254849940860217, -4.423118376934929, 1.7708521221379587, 5.263612447705758, -0.1344897467054539, -2.2342644776079994, 1.4709107293754595, -1.874287818761421, 1.91813859547501, -1.2514448953082449, 1.7114565766510939, 2.9429417013747523, 3.8718440698971563, -9.434409998035784, -1.856031061210014, -3.4542231357325295, -5.585567646041869]\n",
      " * iter:648\n",
      "w: [3.776018943530509, 0.03534794714668072, 1.6263491906122234, -4.425497173818907, 1.7718892699663409, 5.266280672611958, -0.13445936314709914, -2.2354366262462984, 1.471693078270834, -1.8752748546226712, 1.9190367210243962, -1.252129055369186, 1.7123062543949394, 2.944421052025132, 3.873885638990005, -9.439511565703272, -1.8570798300154205, -3.4559833768993915, -5.588675808446414]\n",
      " * iter:649\n",
      "w: [3.7780595762094094, 0.03531715044468999, 1.6272122405042693, -4.427872945237319, 1.7729250964498102, 5.268945580763955, -0.13442908813986046, -2.2366072016209126, 1.4724744424171299, -1.8762606936420407, 1.919933673611974, -1.2528122442065917, 1.7131548207332532, 2.9458986096204405, 3.875924317022373, -9.444606464145172, -1.8581272486533575, -3.4577413639850803, -5.591780010202568]\n",
      " * iter:650\n",
      "w: [3.7800976386039276, 0.03528646444021193, 1.628074146903465, -4.430245698959559, 1.7739596050071742, 5.271607180472185, -0.13439892116933916, -2.23777620806572, 1.4732548243252424, -1.8772453386993098, 1.9208294563855315, -1.253494464685297, 1.7140022786419558, 2.947374378474792, 3.877960112524179, -9.44969471119006, -1.8591733206506622, -3.4594971029269685, -5.5948802615100055]\n",
      " * iter:651\n",
      "w: [3.782133137282717, 0.035255888604993735, 1.6289349129378041, -4.432615442724368, 1.7749927990436123, 5.274265480014996, -0.13436886172415938, -2.2389436498962216, 1.4740342264961985, -1.878228792663706, 1.9217240724797369, -1.2541757196571512, 1.7148486310846618, 2.948848362886486, 3.879993033986595, -9.454776324592967, -1.860218049519996, -3.461250599638095, -5.597976572527937]\n",
      " * iter:652\n",
      "w: [3.784166078788464, 0.035225422413912445, 1.6297945417220445, -4.434982184240001, 1.7760246819507497, 5.276920487638817, -0.13433890929594683, -2.24010953140965, 1.4748126514212112, -1.879211058393958, 1.9226175250162145, -1.2548560119610968, 1.7156938810127496, 2.95032056713809, 3.882023089862284, -9.459851322035787, -1.8612614387599227, -3.463001860007301, -5.601068953375329]\n",
      " * iter:653\n",
      "w: [3.786196469638027, 0.03519506534495257, 1.6306530363577847, -4.437345931184394, 1.7770552571067317, 5.279572211558327, -0.13430906337930773, -2.2412738568850714, 1.4755901015817319, -1.8801921387383482, 1.9235098171036193, -1.2555353444232478, 1.7165380313654295, 2.9517909954965162, 3.8840502885656347, -9.464919721127698, -1.8623034918549852, -3.4647508898993693, -5.604157414131121]\n",
      " * iter:654\n",
      "w: [3.7882243163225793, 0.03516481687918467, 1.6315103999335396, -4.439706691205325, 1.7780845278762976, 5.282220659956628, -0.13427932347180857, -2.2424366305834917, 1.4763665794495031, -1.8811720365347648, 1.9244009518377105, -1.2562137198569678, 1.7173810850698135, 2.953259652213103, 3.8860746384729943, -9.469981539405564, -1.8633442122757833, -3.4664976951551565, -5.607241964834452]\n",
      " * iter:655\n",
      "w: [3.790249625307749, 0.03513467650074316, 1.6323666355248154, -4.442064471920576, 1.7791124976108519, 5.2848658409854075, -0.13424968907395482, -2.243597856747959, 1.4771420874866108, -1.8821507546107548, 1.9252909323014256, -1.2568911410629477, 1.7182230450409819, 2.954726541523691, 3.8880961479229, -9.475036794334342, -1.864383603479049, -3.4682422815917295, -5.610322615484865]\n",
      " * iter:656\n",
      "w: [3.792272403033757, 0.03510464369680526, 1.6332217461941845, -4.444419280918096, 1.7801391696485387, 5.287507762765112, -0.13422015968917103, -2.2447575396036665, 1.477916628145536, -1.8831282957835753, 1.9261797615649527, -1.2575676108292815, 1.7190639141820523, 2.956191667648703, 3.8901148252163087, -9.480085503307484, -1.8654216689077234, -3.469984655002498, -5.613399376042532]\n",
      " * iter:657\n",
      "w: [3.794292655915556, 0.03507471795756924, 1.6340757349913586, -4.44677112575616, 1.7811645473143123, 5.2901464333851065, -0.13419073482378024, -2.2459156833580542, 1.4786902038692065, -1.8841046628602458, 1.9270674426858039, -1.258243131931543, 1.7199036953842457, 2.957655034793219, 3.8921306786168235, -9.48512768364734, -1.866458411991031, -3.4717248211573484, -5.616472256428461]\n",
      " * iter:658\n",
      "w: [3.796310390342966, 0.0350448987762332, 1.634928604953263, -4.44912001396353, 1.7821886339200088, 5.29278186090384, -0.134161413986984, -2.2470722922009103, 1.4794628170910478, -1.8850798586375987, 1.927953978708886, -1.258917707132861, 1.7207423915269533, 2.9591166471470545, 3.8941437163509214, -9.49016335260555, -1.8674938361445548, -3.473462785802773, -5.6195412665247115]\n",
      " * iter:659\n",
      "w: [3.7983256126808116, 0.03501518564897452, 1.6357803591041091, -4.451465953039609, 1.783211432764417, 5.295414053349013, -0.13413219669084253, -2.2482273703044715, 1.480234470235034, -1.8860538859023306, 1.928839372666573, -1.2595913391839946, 1.721580005477803, 2.960576508884837, 3.8961539466081763, -9.495192527363443, -1.8685279447703103, -3.4751985546620023, -5.622606416174604]\n",
      " * iter:660\n",
      "w: [3.8003383292690565, 0.034985578074928504, 1.6366310004554674, -4.453808950454603, 1.784232947133349, 5.298043018717734, -0.1341030824502546, -2.249380921823523, 1.4810051657157386, -1.8870267474310527, 1.9297236275787764, -1.2602640308234074, 1.7224165400927243, 2.962034624166081, 3.8981613775414825, -9.500215225032422, -1.8695607412568196, -3.4769321334351346, -5.625667715182929]\n",
      " * iter:661\n",
      "w: [3.8023485464229374, 0.03495607555616799, 1.6374805320063384, -4.456149013649671, 1.7852531802997091, 5.300668764976684, -0.13407407078293826, -2.2505329508954963, 1.4817749059383838, -1.8879984459903414, 1.9306067464530159, -1.2609357847773415, 1.7232519982160144, 2.9634909971352643, 3.9001660172672747, -9.50523146265436, -1.8705922289791843, -3.478663527799264, -5.628725173316152]\n",
      " * iter:662\n",
      "w: [3.804356270433098, 0.03492667759768284, 1.6383289567432247, -4.458486150037086, 1.7862721355235651, 5.303291300062275, -0.13404516120941118, -2.2516834616405697, 1.4825436932988911, -1.8889689843367874, 1.9314887322844891, -1.2616066037598905, 1.724086382680402, 2.964945631921901, 3.9021678738657486, -9.51024125720198, -1.871622411299158, -3.4803927434086086, -5.631778800302624]\n",
      " * iter:663\n",
      "w: [3.8063615075657204, 0.03489738370735934, 1.6391762776402017, -4.460820367000383, 1.7872898160522157, 5.305910631880811, -0.1340163532529713, -2.252832458161764, 1.4833115301839301, -1.8899383652170463, 1.9323695880561407, -1.2622764904730726, 1.7249196963071127, 2.966398532640618, 3.9041669553810774, -9.515244625579241, -1.872651291565219, -3.482119785894638, -5.634828605832783]\n",
      " * iter:664\n",
      "w: [3.8083642640626567, 0.034868193395960145, 1.6400224976589879, -4.463151671894517, 1.7883062251202593, 5.30852676830864, -0.1339876464396777, -2.2539799445450397, 1.4840784189709677, -1.890906591367887, 1.933249316738731, -1.2629454476069024, 1.7257519419059315, 2.967849703391228, 3.906163269821629, -9.520241584621717, -1.8736788731126413, -3.4838446608661986, -5.637874599559359]\n"
     ]
    }
   ],
   "source": [
    "maxent = MaxEntropy()\n",
    "maxent.loadData(dataset)\n",
    "maxent.train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predict: {'yes': 0.9999971802186581, 'no': 2.8197813418816512e-06}\n"
     ]
    }
   ],
   "source": [
    "x = ['overcast', 'mild', 'high', 'FALSE']\n",
    "print('predict:', maxent.predict(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
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