Problem3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Problem Statement 3: General Deep Network\n",
    "\n",
    "Network: 1 input layer, 3 hidden layers/5 hidden layers and 1 output layer\n",
    "\n",
    "3.1\n",
    "1D Data:\n",
    "y=sin(x) is the function used to generate the dataset.\n",
    "Network: 1 neuron in each; input layer, all hidden layers and output layer\n",
    "Activation Function Used: ReLU\n",
    "Loss function: Regression Loss\n",
    "\n",
    "3.2\n",
    "Multidimensional Data:\n",
    "Considered: p features of x; x1 and x2, ...., xp\n",
    "Using seed(), function used is:\n",
    "y=0.4*x1 + 0.4*x2 + ... + 0.4*xi + 1 is the function used to generate the dataset.\n",
    "Network: p neurons in input layer, 2 neurons in hidden layer and 1 neuron in output layer\n",
    "Activation Function Used: ReLU\n",
    "Loss function: Regression Loss\n",
    "\n",
    "Number of input neurons => number of features in input layer\n",
    "Training data arrays;\n",
    "training_inputs - array of taining dataset [[(x11, x12, x13, ... , x1p), y1], [(x21, x22, x23, ... , x2p), y2], ...]\n",
    "testing_inputs - array of testing dataset [[(x11, x12, x13, ... , x1p), y1], [(x21, x22, x23, ... , x2p), y2], ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "from random import random\n",
    "from random import seed\n",
    "from math import exp\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from past.builtins import xrange\n",
    "from pylab import *\n",
    "global p\n",
    "global accuracy\n",
    "global lasterr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Forming 1D training data - number of samples generated = 20\n",
    "#Linear function used - y=sin(x)\n",
    "samples=100\n",
    "losserr=[]\n",
    "error=0\n",
    "def make1ddatatrain(samples):\n",
    "    training_inputs=[]\n",
    "    for i in range(samples):\n",
    "        x = np.random.rand(samples,1)\n",
    "        Y = np.empty((samples,1))\n",
    "        Y = np.sin(x)\n",
    "        xy=[x[i],Y[i]]\n",
    "        training_inputs.append(xy)\n",
    "    print(training_inputs)\n",
    "    #Plotting the 1d train data\n",
    "    plt.plot(x, Y, 'bo')\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.title('1D train data - Sine Wave')\n",
    "    plt.show()\n",
    "    return training_inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Forming 1D testing data - number of samples generated = 20\n",
    "def make1ddatatest(samples):\n",
    "    test_inputs=[]\n",
    "    for i in range(samples):\n",
    "        x = np.random.rand(samples,1)\n",
    "        Y = np.empty((samples,1))\n",
    "        Y = np.sin(x)\n",
    "        xy=[x[i],Y[i]]\n",
    "        test_inputs.append(xy)\n",
    "    print(test_inputs)\n",
    "    #Plotting the 1d train data\n",
    "    plt.plot(x, Y, 'bo')\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.title('1D train data - Sine Wave')\n",
    "    plt.show()\n",
    "    return test_inputs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Enter number of input neurons wanted if multidimensional data is choosen."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter number of input neurons.2\n"
     ]
    }
   ],
   "source": [
    "#Forming multidimensional training data - number of samples generated = 20\n",
    "p=int(input(\"Enter number of input neurons.\"))\n",
    "bet=[]\n",
    "for i in range(p):\n",
    "    seed(2)\n",
    "    n=float(\"{0:.1f}\".format(np.random.uniform(0, 1)))\n",
    "    bet=np.append(bet,n) #multidimensional function used -> y=0.4*x1 + 0.4*x2+1\n",
    "def makedatatrain(no_in_neurons, samples):\n",
    "    training_inputs=[]\n",
    "    for i in range(samples):\n",
    "        x=np.random.uniform(0, 1, (samples,no_in_neurons))\n",
    "        Y=np.empty([samples,1])\n",
    "        Y=np.dot(x,bet.transpose())\n",
    "        Y=Y+1\n",
    "        xy=[x[i],Y[i]]\n",
    "        training_inputs.append(xy)\n",
    "    return training_inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Forming multidimensional testing data - number of samples generated = 20\n",
    "bet=[]\n",
    "for i in range(p):\n",
    "    seed(2)\n",
    "    n=float(\"{0:.1f}\".format(np.random.uniform(0, 1)))\n",
    "    bet=np.append(bet,n) #multidimensional function used -> y=0.4*x1 + 0.4*x2+1\n",
    "def makedatatest(no_in_neurons, samples):\n",
    "    test_inputs=[]\n",
    "    x=np.random.uniform(0, 1, (samples,no_in_neurons))\n",
    "    Y=np.empty([samples,1])\n",
    "    Y=np.dot(x,bet.transpose())\n",
    "    Y=Y+1\n",
    "    xy=[x[i],Y[i]]\n",
    "    test_inputs.append(xy)\n",
    "    return test_inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Network(object):\n",
    "\n",
    "    def __init__(self, sizes):\n",
    "        self.num_layers = len(sizes)\n",
    "        self.sizes = sizes\n",
    "        #Randomly generate weights and biases arrays.\n",
    "        #let i=input neuron, h=hidden neuron, o=output neuron, l=layer number(1-input, h1-first hidden layer ... hl-last hidden layer, l+1-output layer), wlij=weights from jth neuron in layer l to ith neuron in layer l-1 \n",
    "        self.biases = [np.random.randn(y, 1) for y in sizes[1:]]\n",
    "        self.weights = [np.random.randn(y, x) for x, y in zip(sizes[:-1], sizes[1:])]\n",
    "        \n",
    "    def feedforward(self, a):\n",
    "        for b, w in zip(self.biases, self.weights):\n",
    "            a = ReLU(np.dot(w, a)+b)\n",
    "        return a\n",
    "\n",
    "    def callbackprop(self, training_data, epochs, batch_size, eta, test_data=None):\n",
    "        losserr=[]\n",
    "        n_test = len(test_data)\n",
    "        n = len(training_data)\n",
    "        for j in xrange(epochs):\n",
    "            alldata = [training_data]\n",
    "            for i in alldata:\n",
    "                #nabla_b and nabla_w are new empty matrices of same dimensions as biases and weights matrices\n",
    "                nabla_b = [np.zeros(b.shape) for b in self.biases]\n",
    "                nabla_w = [np.zeros(w.shape) for w in self.weights]\n",
    "                #taking each training sample and backpropagating to get dC/db and dC/dw in delta_nabla_b and delta_nabla_w respectively.\n",
    "                for x, y in i:\n",
    "                    delta_nabla_b, delta_nabla_w = self.backprop(x, y)\n",
    "                    #add each of the change of biases and weights to the changed biases(nabla_b) and weights(nabla_w) matrices to get final changed biases and weights matrices respectively\n",
    "                    nabla_b = [nb+dnb for nb, dnb in zip(nabla_b, delta_nabla_b)]\n",
    "                    nabla_w = [nw+dnw for nw, dnw in zip(nabla_w, delta_nabla_w)]\n",
    "                    #updating network with the new weights and biases recieved from each training sample\n",
    "                self.weights = [w-(eta)*nw for w, nw in zip(self.weights, nabla_w)]\n",
    "                self.biases = [b-(eta)*nb for b, nb in zip(self.biases, nabla_b)]\n",
    "        \n",
    "            print(\"Epoch {0}: {1} / {2}\".format(j, self.evaluate(test_data), n_test))\n",
    "        \n",
    "        \n",
    "    def backprop(self, x, y):\n",
    "        #Returns a tuple (nabla_b, nabla_w) = gradient of cost function, C\n",
    "        nabla_b = [np.zeros(b.shape) for b in self.biases]\n",
    "        nabla_w = [np.zeros(w.shape) for w in self.weights]\n",
    "        \n",
    "        #feedforward\n",
    "        activation = x\n",
    "        activations = [x] # list to store all the activations, layer by layer\n",
    "        zs = [] # list to store all the z vectors, layer by layer\n",
    "        for b, w in zip(self.biases, self.weights):\n",
    "            z = np.dot(w, activation)+b\n",
    "            lastz=z\n",
    "            zs.append(z)\n",
    "            activation = z\n",
    "            activations.append(activation)\n",
    "            \n",
    "        #last z of output layer is no activation, only z; \n",
    "        activations[-1]=lastz\n",
    "        #backward pass\n",
    "        delta = self.cost_derivative(activations[-1], y) * der_relu(zs[-1])\n",
    "        nabla_b[-1] = delta\n",
    "        nabla_w[-1] = np.dot(delta, activations[-2].transpose())\n",
    "        for l in range(2, self.num_layers):\n",
    "            z = zs[-l]\n",
    "            sp = der_relu(z)\n",
    "            delta = np.dot(self.weights[-l+1].transpose(), delta) * sp\n",
    "            nabla_b[-l] = delta\n",
    "            if(l==self.num_layers-1):\n",
    "                arr=activations[1]\n",
    "                arr.reshape((1,1))\n",
    "                activations[-l-1]=arr\n",
    "            nabla_w[-l] = np.dot(delta, activations[-l-1].transpose())\n",
    "        return (nabla_b, nabla_w)\n",
    "        \n",
    "    #Evaluates the loss for test_data=[test_datax, test_datay]; loss=1/2*((test_datay-lossoftestdatax)^2)\n",
    "    def evaluate(self, test_data):\n",
    "        error=0\n",
    "        test_results = [(self.feedforward(x), y) for (x, y) in test_data]\n",
    "        for i in range(len(test_data)):\n",
    "            error=error+(((test_results[i][1]-test_results[i][0])**2)/2)\n",
    "            lasterr=error\n",
    "        lasterr=lasterr[0][0]\n",
    "        losserr.append(lasterr)\n",
    "        print(\"losserr\",losserr)\n",
    "        plt.plot(losserr)\n",
    "        return error\n",
    "    \n",
    "    #Plotting the graph\n",
    "    def plot(self,test_data):\n",
    "        losserr=[]\n",
    "        err=self.evaluate(test_data)\n",
    "        print(\"err\",err[0][0])\n",
    "        losserr.append(err[0][0])\n",
    "        print(\"losserr\",losserr)\n",
    "        plt.plot(losserr)\n",
    "\n",
    "    def cost_derivative(self, output_activations, y):\n",
    "        #Returns dC/da\n",
    "        return (output_activations-y)\n",
    "\n",
    "#ReLU function\n",
    "def ReLU(z):\n",
    "    return np.maximum(0,z)\n",
    "\n",
    "#derivative of ReLU fuction\n",
    "def der_relu(z):\n",
    "    z=np.maximum(0,z)\n",
    "    if(z>0):\n",
    "        return np.ones((1,1))\n",
    "    else:\n",
    "        return np.zeros((1,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Underneath is the main function which is used to choose between 1D data and multidimensional data.\n",
    "Choose 1 for 1D data and 2 for multidimensional data.\n",
    "Choose 3 or 5 for 3 hidden layers and 5 hidden layers respectively.\n",
    "\n",
    "Also, as run earlier, above chosen value for number of input neurons is used as p."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter 1 for 1D data or 2 for multidimensional data2\n",
      "Enter 3 or 5 for number of hidden layers.3\n",
      "Enter number of hidden layer neurons1\n",
      "Number of neurons in 1st layer=p and in 2nd layer=1\n"
     ]
    }
   ],
   "source": [
    "#Main function to call after compiling all of the above\n",
    "\n",
    "##Give following input => option = 1, nh = 3 \n",
    "option = int(input(\"Enter 1 for 1D data or 2 for multidimensional data\"))\n",
    "nh=int(input(\"Enter 3 or 5 for number of hidden layers.\"))\n",
    "h3n=[1,1,1]\n",
    "h5n=[1,1,1,1,1]\n",
    "if option == 1:\n",
    "    if nh==3:\n",
    "        losserr=[]\n",
    "        epochs=50\n",
    "        eta=0.0006\n",
    "        error=0\n",
    "        training_data1 = make1ddatatrain(samples) # Make 1D train dataset having 1 input neurons\n",
    "        testing_data1 = make1ddatatest(samples) # Make 1D test dataset having 1 input neurons\n",
    "        print(\"Number of neurons in 1st layer=1 and in 2nd layer=1\")\n",
    "        net=Network([1,1,1,1,1])  #1 input layer having 1 neuron, 3 hidden layers having 1 neurons, 1 output layer having 1 neuron\n",
    "    if nh==5:\n",
    "        losserr=[]\n",
    "        epochs=10\n",
    "        eta=90\n",
    "        error=0\n",
    "        training_data1 = make1ddatatrain(samples) # Make 1D train dataset having p input neurons\n",
    "        testing_data1 = make1ddatatest(samples) # Make 1D test dataset having p input neurons\n",
    "        print(\"Number of neurons in 1st layer=1 and in 2nd layer=1\")\n",
    "        net=Network([1,1,1,1,1,1,1])  #1 input layer having 1 neuron, 5 hidden layers having 1 neurons, 1 output layer having 1 neuron\n",
    "##right now forget    \n",
    "else:\n",
    "    if nh == 3:\n",
    "        #[2,1,1,1,1]\n",
    "        samples=30\n",
    "        losserr=[]\n",
    "        error=0\n",
    "        epochs=200\n",
    "        eta=0.03\n",
    "        training_data2 = makedatatrain(p, samples) # Make multidimensional train dataset having p input neurons\n",
    "        testing_data2 = makedatatest(p, samples) # Make multidimensional test dataset having p input neurons\n",
    "        ph = int(input(\"Enter number of hidden layer neurons\"))\n",
    "        print(\"Number of neurons in 1st layer=p and in 2nd layer=1\")\n",
    "        net=Network([p,1,1,1,1])  #1 input layer having p neurons, hidden layer having 2 neurons and 1 output layer having 1 neuron\n",
    "    if nh == 5:\n",
    "        #[2,1,1,1,1,1,1]\n",
    "        samples=30\n",
    "        epochs=200\n",
    "        eta=0.01\n",
    "        losserr=[]\n",
    "        error=0\n",
    "        ph = int(input(\"Enter number of hidden layer neurons\"))\n",
    "        print(\"Number of neurons in 1st layer=p and in 2nd layer=1\")\n",
    "        net=Network([p,1,1,1,1,1,1])  #1 input layer having p neurons, hidden layer having 2 neurons and 1 output layer having 1 neuron\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [97.6020729628393]\n",
      "Epoch 0: [[97.60207296]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503]\n",
      "Epoch 1: [[84.82001965]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604]\n",
      "Epoch 2: [[73.78974988]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734]\n",
      "Epoch 3: [[64.26952643]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526]\n",
      "Epoch 4: [[56.05109649]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804]\n",
      "Epoch 5: [[48.95504405]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615]\n",
      "Epoch 6: [[42.82678797]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621]\n",
      "Epoch 7: [[37.5331362]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184]\n",
      "Epoch 8: [[32.95931868]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977]\n",
      "Epoch 9: [[29.00643237]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172]\n",
      "Epoch 10: [[25.5892412]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857]\n",
      "Epoch 11: [[22.63428158]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057]\n",
      "Epoch 12: [[20.07823088]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464]\n",
      "Epoch 13: [[17.86650253]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921]\n",
      "Epoch 14: [[15.95203609]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814]\n",
      "Epoch 15: [[14.29425526]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195]\n",
      "Epoch 16: [[12.85817044]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602]\n",
      "Epoch 17: [[11.6136059]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578]\n",
      "Epoch 18: [[10.53453404]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904]\n",
      "Epoch 19: [[9.59850203]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027]\n",
      "Epoch 20: [[8.78613794]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386]\n",
      "Epoch 21: [[8.0807253]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513]\n",
      "Epoch 22: [[7.46783661]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522]\n",
      "Epoch 23: [[6.93501767]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836]\n",
      "Epoch 24: [[6.47151556]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259]\n",
      "Epoch 25: [[6.0680443]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541]\n",
      "Epoch 26: [[5.71658294]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776]\n",
      "Epoch 27: [[5.41020158]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108]\n",
      "Epoch 28: [[5.14291146]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357]\n",
      "Epoch 29: [[4.90953571]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047]\n",
      "Epoch 30: [[4.70559802]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765]\n",
      "Epoch 31: [[4.52722663]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503]\n",
      "Epoch 32: [[4.37107164]] / 100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574]\n",
      "Epoch 33: [[4.23423358]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482]\n",
      "Epoch 34: [[4.11420201]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347]\n",
      "Epoch 35: [[4.00880241]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854]\n",
      "Epoch 36: [[3.91615048]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433]\n",
      "Epoch 37: [[3.83461268]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284]\n",
      "Epoch 38: [[3.7627722]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949]\n",
      "Epoch 39: [[3.69939959]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398]\n",
      "Epoch 40: [[3.64342745]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176]\n",
      "Epoch 41: [[3.59392855]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453]\n",
      "Epoch 42: [[3.55009694]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973]\n",
      "Epoch 43: [[3.51123168]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598]\n",
      "Epoch 44: [[3.47672276]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314]\n",
      "Epoch 45: [[3.44603895]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804]\n",
      "Epoch 46: [[3.41871729]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803]\n",
      "Epoch 47: [[3.39435402]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803, 3.372596738090767]\n",
      "Epoch 48: [[3.37259674]] / 100\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803, 3.372596738090767, 3.35313761008002]\n",
      "Epoch 49: [[3.35313761]] / 100\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calling backpropagation for 1D dataset\n",
    "net.callbackprop(training_data1, epochs, samples, eta, test_data=training_data1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803, 3.372596738090767, 3.35313761008002, 3.35313761008002]\n",
      "err 3.35313761008002\n",
      "losserr [3.35313761008002]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.plot(training_data1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803, 3.372596738090767, 3.35313761008002, 3.35313761008002, 3.4676984266473285]\n",
      "losserr [97.6020729628393, 84.82001965491503, 73.78974988419604, 64.26952642598734, 56.05109649092526, 48.955044047400804, 42.82678796784615, 37.53313620340621, 32.959318680764184, 29.00643236675977, 25.58924120264172, 22.63428157840857, 20.078230877848057, 17.866502530789464, 15.9520360934921, 14.294255255286814, 12.858170437953195, 11.61360589854602, 10.53453403939578, 9.598502033566904, 8.786137944201027, 8.080725298419386, 7.467836610855513, 6.935017672912522, 6.471515561167836, 6.068044297533259, 5.71658293681541, 5.41020158314776, 5.142911461682108, 4.909535709969357, 4.705598016708047, 4.527226634396765, 4.371071635846503, 4.234233580201574, 4.114202008718482, 4.008802409775347, 3.9161504813486854, 3.8346126817346433, 3.7627721992534284, 3.699399592197949, 3.643427454072398, 3.5939285485403176, 3.550096935467453, 3.5112316757266973, 3.476722759515598, 3.4460389520989314, 3.418717293230804, 3.3943540229795803, 3.372596738090767, 3.35313761008002, 3.35313761008002, 3.4676984266473285, 3.4676984266473285]\n",
      "err 3.4676984266473285\n",
      "losserr [3.4676984266473285]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#evaluating for 1D testing dataset\n",
    "net.evaluate(testing_data1)\n",
    "net.plot(testing_data1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [4.546240476913819]\n",
      "Epoch 0: [[4.54624048]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805]\n",
      "Epoch 1: [[23.41988179]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951]\n",
      "Epoch 2: [[5.07348838]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606]\n",
      "Epoch 3: [[22.13158558]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788]\n",
      "Epoch 4: [[5.57417816]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177]\n",
      "Epoch 5: [[20.98969214]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095]\n",
      "Epoch 6: [[6.04545942]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854]\n",
      "Epoch 7: [[19.97512526]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931]\n",
      "Epoch 8: [[6.48573802]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598]\n",
      "Epoch 9: [[19.07154192]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292]\n",
      "Epoch 10: [[6.89437775]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532]\n",
      "Epoch 11: [[18.26490786]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649]\n",
      "Epoch 12: [[7.27146276]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667]\n",
      "Epoch 13: [[17.54314311]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655]\n",
      "Epoch 14: [[7.61760906]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682]\n",
      "Epoch 15: [[16.89582539]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323]\n",
      "Epoch 16: [[7.93381566]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812]\n",
      "Epoch 17: [[16.31394164]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598]\n",
      "Epoch 18: [[8.22134777]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139]\n",
      "Epoch 19: [[15.78967942]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721]\n",
      "Epoch 20: [[8.48164551]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245]\n",
      "Epoch 21: [[15.31625154]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858]\n",
      "Epoch 22: [[8.71625346]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262]\n",
      "Epoch 23: [[14.88774837]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728]\n",
      "Epoch 24: [[8.9267665]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073]\n",
      "Epoch 25: [[14.49901309]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039]\n",
      "Epoch 26: [[9.11478895]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804]\n",
      "Epoch 27: [[14.14553626]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682]\n",
      "Epoch 28: [[9.2819041]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847]\n",
      "Epoch 29: [[13.82336645]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927]\n",
      "Epoch 30: [[9.42965204]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698]\n",
      "Epoch 31: [[13.52903434]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614]\n",
      "Epoch 32: [[9.55951396]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608]\n",
      "Epoch 33: [[13.25948809]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986]\n",
      "Epoch 34: [[9.67290163]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967]\n",
      "Epoch 35: [[13.01203824]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545]\n",
      "Epoch 36: [[9.77115074]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519]\n",
      "Epoch 37: [[12.78431052]] / 30\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934]\n",
      "Epoch 38: [[9.85551733]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306]\n",
      "Epoch 39: [[12.57420553]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622]\n",
      "Epoch 40: [[9.92717658]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545]\n",
      "Epoch 41: [[12.37986397]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763]\n",
      "Epoch 42: [[9.98722321]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458]\n",
      "Epoch 43: [[12.19963678]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481]\n",
      "Epoch 44: [[10.03667335]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198]\n",
      "Epoch 45: [[12.03205934]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043]\n",
      "Epoch 46: [[10.07646711]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477]\n",
      "Epoch 47: [[11.87582916]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021]\n",
      "Epoch 48: [[10.10747196]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543]\n",
      "Epoch 49: [[11.7297865]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394]\n",
      "Epoch 50: [[10.13048642]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082]\n",
      "Epoch 51: [[11.59289757]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832]\n",
      "Epoch 52: [[10.14624402]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491]\n",
      "Epoch 53: [[11.4642399]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608]\n",
      "Epoch 54: [[10.15541736]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658]\n",
      "Epoch 55: [[11.34298949]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438]\n",
      "Epoch 56: [[10.15862219]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649]\n",
      "Epoch 57: [[11.22840967]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808]\n",
      "Epoch 58: [[10.1564214]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155]\n",
      "Epoch 59: [[11.11984129]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838]\n",
      "Epoch 60: [[10.14932893]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252]\n",
      "Epoch 61: [[11.01669407]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177]\n",
      "Epoch 62: [[10.1378135]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818]\n",
      "Epoch 63: [[10.91843907]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699]\n",
      "Epoch 64: [[10.12230215]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464]\n",
      "Epoch 65: [[10.82460194]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386]\n",
      "Epoch 66: [[10.10318362]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146]\n",
      "Epoch 67: [[10.7347571]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226]\n",
      "Epoch 68: [[10.08081148]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887]\n",
      "Epoch 69: [[10.64852245]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522]\n",
      "Epoch 70: [[10.0555071]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776]\n",
      "Epoch 71: [[10.56555478]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983]\n",
      "Epoch 72: [[10.02756242]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078]\n",
      "Epoch 73: [[10.48554567]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935]\n",
      "Epoch 74: [[9.99724243]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001]\n",
      "Epoch 75: [[10.40821781]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374]\n",
      "Epoch 76: [[9.96478759]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027]\n",
      "Epoch 77: [[10.33332182]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886]\n",
      "Epoch 78: [[9.93041597]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 79: [[10.26063331]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295]\n",
      "Epoch 80: [[9.89432526]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497]\n",
      "Epoch 81: [[10.1899503]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828]\n",
      "Epoch 82: [[9.85669462]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453]\n",
      "Epoch 83: [[10.12109099]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786]\n",
      "Epoch 84: [[9.81768633]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676]\n",
      "Epoch 85: [[10.05389161]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754]\n",
      "Epoch 86: [[9.77744736]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424]\n",
      "Epoch 87: [[9.98820469]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056]\n",
      "Epoch 88: [[9.73611078]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395]\n",
      "Epoch 89: [[9.92389731]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415]\n",
      "Epoch 90: [[9.69379701]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774]\n",
      "Epoch 91: [[9.86084973]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465]\n",
      "Epoch 92: [[9.65061504]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493]\n",
      "Epoch 93: [[9.79895399]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568]\n",
      "Epoch 94: [[9.60666346]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033]\n",
      "Epoch 95: [[9.73811277]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745]\n",
      "Epoch 96: [[9.56203146]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488]\n",
      "Epoch 97: [[9.67823833]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307]\n",
      "Epoch 98: [[9.51679969]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912]\n",
      "Epoch 99: [[9.61925154]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754]\n",
      "Epoch 100: [[9.47104108]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204]\n",
      "Epoch 101: [[9.56108103]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164]\n",
      "Epoch 102: [[9.42482156]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748]\n",
      "Epoch 103: [[9.50366241]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227]\n",
      "Epoch 104: [[9.37820074]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576]\n",
      "Epoch 105: [[9.44693761]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283]\n",
      "Epoch 106: [[9.3312325]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211]\n",
      "Epoch 107: [[9.39085423]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864]\n",
      "Epoch 108: [[9.2839655]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894]\n",
      "Epoch 109: [[9.33536499]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004]\n",
      "Epoch 110: [[9.23644375]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783]\n",
      "Epoch 111: [[9.28042722]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538]\n",
      "Epoch 112: [[9.18870699]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425]\n",
      "Epoch 113: [[9.2260024]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287]\n",
      "Epoch 114: [[9.14079114]] / 30\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906]\n",
      "Epoch 115: [[9.17205579]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386]\n",
      "Epoch 116: [[9.09272864]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228]\n",
      "Epoch 117: [[9.11855601]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724]\n",
      "Epoch 118: [[9.04454878]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315]\n",
      "Epoch 119: [[9.06547474]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233]\n",
      "Epoch 120: [[8.99627803]] / 30\n",
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      "Epoch 121: [[9.01278641]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211]\n",
      "Epoch 122: [[8.9479403]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777]\n",
      "Epoch 123: [[8.96046795]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571]\n",
      "Epoch 124: [[8.89955716]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334]\n",
      "Epoch 125: [[8.9084985]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165]\n",
      "Epoch 126: [[8.85114811]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031]\n",
      "Epoch 127: [[8.85685925]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296]\n",
      "Epoch 128: [[8.80273074]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572]\n",
      "Epoch 129: [[8.80553321]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098]\n",
      "Epoch 130: [[8.75432093]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558]\n",
      "Epoch 131: [[8.75450502]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796]\n",
      "Epoch 132: [[8.70593303]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064]\n",
      "Epoch 133: [[8.70376082]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168]\n",
      "Epoch 134: [[8.65757998]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462]\n",
      "Epoch 135: [[8.6532881]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327]\n",
      "Epoch 136: [[8.60927346]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092]\n",
      "Epoch 137: [[8.60307554]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108]\n",
      "Epoch 138: [[8.56102401]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047]\n",
      "Epoch 139: [[8.55311293]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174]\n",
      "Epoch 140: [[8.51284114]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262]\n",
      "Epoch 141: [[8.50339102]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776]\n",
      "Epoch 142: [[8.46473345]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392]\n",
      "Epoch 143: [[8.45390149]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965]\n",
      "Epoch 144: [[8.41670866]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244]\n",
      "Epoch 145: [[8.4046368]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534]\n",
      "Epoch 146: [[8.36877377]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615]\n",
      "Epoch 147: [[8.35559012]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488]\n",
      "Epoch 148: [[8.32093508]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328]\n",
      "Epoch 149: [[8.30675531]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942]\n",
      "Epoch 150: [[8.27319826]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788]\n",
      "Epoch 151: [[8.25812679]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962]\n",
      "Epoch 152: [[8.22556844]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 153: [[8.20969954]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613]\n",
      "Epoch 154: [[8.17805023]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894]\n",
      "Epoch 155: [[8.16146899]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423]\n",
      "Epoch 156: [[8.13064779]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549]\n",
      "Epoch 157: [[8.11343105]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328]\n",
      "Epoch 158: [[8.08336487]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261]\n",
      "Epoch 159: [[8.06558197]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403]\n",
      "Epoch 160: [[8.03620486]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488]\n",
      "Epoch 161: [[8.01791839]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883]\n",
      "Epoch 162: [[7.98917078]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833]\n",
      "Epoch 163: [[7.97043726]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689]\n",
      "Epoch 164: [[7.94226539]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354]\n",
      "Epoch 165: [[7.92313583]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347]\n",
      "Epoch 166: [[7.89549114]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422]\n",
      "Epoch 167: [[7.87601158]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295]\n",
      "Epoch 168: [[7.84885025]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045]\n",
      "Epoch 169: [[7.82906225]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007]\n",
      "Epoch 170: [[7.80234471]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331]\n",
      "Epoch 171: [[7.7822858]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656]\n",
      "Epoch 172: [[7.75597633]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561]\n",
      "Epoch 173: [[7.73568036]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883]\n",
      "Epoch 174: [[7.70974671]] / 30\n",
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      "Epoch 175: [[7.68924424]] / 30\n",
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      "Epoch 176: [[7.66365729]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569]\n",
      "Epoch 177: [[7.64297591]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585]\n",
      "Epoch 178: [[7.61770938]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039]\n",
      "Epoch 179: [[7.59687399]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093]\n",
      "Epoch 180: [[7.57190414]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884]\n",
      "Epoch 181: [[7.55093721]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124]\n",
      "Epoch 182: [[7.52624261]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161]\n",
      "Epoch 183: [[7.50516442]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595]\n",
      "Epoch 184: [[7.48072572]] / 30\n",
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      "Epoch 185: [[7.45955458]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101]\n",
      "Epoch 186: [[7.43535433]] / 30\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Epoch 187: [[7.41410674]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969]\n",
      "Epoch 188: [[7.39012916]] / 30\n",
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      "Epoch 189: [[7.36882003]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655]\n",
      "Epoch 190: [[7.34505088]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835]\n",
      "Epoch 191: [[7.32369368]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685]\n",
      "Epoch 192: [[7.3001201]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804]\n",
      "Epoch 193: [[7.27872695]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551]\n",
      "Epoch 194: [[7.25533733]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826]\n",
      "Epoch 195: [[7.23391919]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741]\n",
      "Epoch 196: [[7.21070306]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741, 7.189269796647952]\n",
      "Epoch 197: [[7.1892698]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741, 7.189269796647952, 7.166217684280236]\n",
      "Epoch 198: [[7.16621768]] / 30\n",
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741, 7.189269796647952, 7.166217684280236, 7.1447782251082925]\n",
      "Epoch 199: [[7.14477823]] / 30\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#calling backpropagation for multidimensional dataset\n",
    "net.callbackprop(training_data2, epochs, samples, eta, test_data=training_data2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741, 7.189269796647952, 7.166217684280236, 7.1447782251082925, 7.1447782251082925]\n",
      "err 7.1447782251082925\n",
      "losserr [7.1447782251082925]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "net.plot(training_data2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "losserr [4.546240476913819, 23.419881793263805, 5.073488378658951, 22.131585577632606, 5.574178157857788, 20.989692137831177, 6.0454594166453095, 19.975125261226854, 6.485738015160931, 19.07154191874598, 6.894377750130292, 18.2649078603532, 7.271462762789649, 17.54314310893667, 7.61760905643655, 16.895825391229682, 7.93381566351323, 16.31394163886812, 8.221347766166598, 15.789679415558139, 8.481645514597721, 15.316251544018245, 8.716253463108858, 14.887748373358262, 8.926766502801728, 14.499013088586073, 9.114788951861039, 14.145536255694804, 9.281904101594682, 13.82336644840847, 9.429652035353927, 13.52903434088698, 9.55951395977614, 13.259488094821608, 9.672901631195986, 13.012038236067967, 9.7711507390545, 12.78431051896519, 9.855517334553934, 12.5742055270306, 9.927176576355622, 12.379863966048545, 9.987223213724763, 12.199636777289458, 10.036673347667481, 12.032059340951198, 10.076467107576043, 11.875829158047477, 10.10747195902021, 11.729786497105543, 10.130486421126394, 11.592897573656082, 10.146244022352832, 11.464239898466491, 10.155417363747608, 11.342989487142658, 10.158622190883438, 11.228409671047649, 10.156421401159808, 11.119841289060155, 10.149328933319838, 11.01669407284252, 10.13781350188177, 10.918439066097818, 10.122302151572699, 10.824601941668464, 10.103183616459386, 10.734757100009146, 10.080811475851226, 10.648522449169887, 10.055507104653522, 10.565554780459776, 10.027562420037983, 10.48554566585078, 9.997242429366935, 10.408217813273001, 9.96478758649374, 10.333321824539027, 9.930415965056886, 10.260633307956054, 9.894325258341295, 10.189950303941497, 9.856694615821828, 10.121090987317453, 9.81768632672786, 10.053891614561676, 9.777447360953754, 9.988204688253424, 9.736110777449056, 9.923897314369395, 9.693797009904415, 9.860849731039774, 9.650615039142465, 9.79895398993493, 9.606663461157568, 9.738112773678033, 9.562031459247745, 9.678238334615488, 9.516799688164307, 9.619251541966912, 9.471041077682754, 9.561081025854204, 9.424821562483164, 9.503662408003748, 9.378200744726227, 9.446937610052576, 9.3312324952283, 9.390854231389211, 9.283965498677864, 9.335364989340894, 9.23644374790004, 9.280427215296783, 9.18870699176538, 9.226002401044425, 9.140791140955287, 9.172055790205906, 9.0927286354386, 9.118556010200228, 9.044548777181724, 9.065474740638315, 8.996278031307233, 9.012786414483696, 8.94794029863211, 8.960467948691777, 8.89955716225571, 8.908498501379334, 8.851148110627165, 8.856859252878031, 8.802730739302296, 8.80553320829572, 8.754320933398098, 8.754505019450558, 8.705933032568796, 8.703760824259064, 8.657579980159168, 8.653288101852462, 8.609273458037327, 8.603075541869092, 8.561024008469108, 8.553112926526047, 8.512841144269174, 8.50339102421262, 8.46473344834776, 8.453901493473392, 8.416708663666965, 8.404636796361244, 8.368773774524534, 8.355590120241615, 8.320935079996488, 8.306755307220328, 8.273198260290942, 8.258126790448788, 8.225568436693962, 8.209699536634298, 8.178050225723613, 8.16146899414894, 8.130647788049423, 8.113431046190549, 8.083364872681328, 8.06558196850261, 8.03620485688403, 8.017918391208488, 7.98917078222883, 7.970437264358833, 7.942265387155689, 7.923135826830354, 7.895491136382347, 7.876011578249422, 7.8488502474650295, 7.829062253646045, 7.802344714786007, 7.782285800572331, 7.755976331216656, 7.73568035844561, 7.709746707680883, 7.689244239899802, 7.663657290821998, 7.642975913949569, 7.617709378956585, 7.596873990791039, 7.571904136481093, 7.550937208079884, 7.526242606881124, 7.505164418543161, 7.480725724478595, 7.459554578795174, 7.435354325039101, 7.414106739240406, 7.390129155349969, 7.368820034957759, 7.345050881868655, 7.323693677470835, 7.300120098531685, 7.27872694731804, 7.25533733380551, 7.233919187344826, 7.210703057052741, 7.189269796647952, 7.166217684280236, 7.1447782251082925, 7.1447782251082925, 0.18704095218894345, 0.18704095218894345]\n",
      "err 0.18704095218894345\n",
      "losserr [0.18704095218894345]\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#evaluating for multidimensional testing dataset\n",
    "net.evaluate(testing_data2)\n",
    "net.plot(testing_data2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots for all 1D datasets, 3 hidden layers as well as 5 hidden layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial 1D Training Dataset for 3 hidden layers\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "print(\"Initial 1D Training Dataset for 3 hidden layers\")\n",
    "Image(filename='3traindataset.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial 1D Testing Dataset for 3 hidden layers\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Initial 1D Testing Dataset for 3 hidden layers\")\n",
    "Image(filename='test1dinitial.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot of 1D training data; 3 hidden layers\n",
      "Loss error:  0.9867192379672262\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Loss Plot of 1D training data; 3 hidden layers\")\n",
    "#Loss error:  0.9867192379672262 recieved on training data for 50 epochs, 0.006 eta and 100 samples.\n",
    "print(\"Loss error:  0.9867192379672262\")\n",
    "Image(filename='losstrain1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on 1D testing data; 3 hidden layers\n",
      "Loss error:  1.0478712353948283\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Loss Plot on 1D testing data; 3 hidden layers\")\n",
    "#Loss error:  1.0478712353948283 recieved on testing data for 50 epochs, 0.006 eta and 100 samples.\n",
    "print(\"Loss error:  1.0478712353948283\")\n",
    "Image(filename='1dtest1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial 1D Training Dataset for 5 hidden layers\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Initial 1D Training Dataset for 5 hidden layers\")\n",
    "Image(filename='train51d.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initial 1D Testing Dataset for 5 hidden layers\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Initial 1D Testing Dataset for 5 hidden layers\")\n",
    "Image(filename='test51d.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on 1D training data; 5 hidden layers\n",
      "Loss error:  1.187951791538192\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loss error:  1.187951791538192 recieved on training data for 100 epochs, 0.03 eta and 30 samples\n",
    "print(\"Loss Plot on 1D training data; 5 hidden layers\")\n",
    "print(\"Loss error:  1.187951791538192\")\n",
    "Image(filename='train5d.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on 1D testing data; 5 hidden layers\n",
      "Loss error:  1.3512505692859804\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loss error:  1.3512505692859804 recieved on testing data for 100 epochs, 0.03 eta and 30 samples\n",
    "print(\"Loss Plot on 1D testing data; 5 hidden layers\")\n",
    "print(\"Loss error:  1.3512505692859804\")\n",
    "Image(filename='test5d.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots for all multidimensional datasets, 3 hidden layers as well as 5 hidden layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot of multidimensional training data; 3 hidden layers\n",
      "Loss error:  0.8703879046760752\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Loss Plot of multidimensional training data; 3 hidden layers\")\n",
    "#Loss error:  0.8703879046760752 recieved on training data for 200 epochs, 0.03 eta and 30 samples.\n",
    "print(\"Loss error:  0.8703879046760752\")\n",
    "Image(filename='3hmultrain.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on multidimensional testing data; 3 hidden layers\n",
      "Loss error:  0.0010826288427171103\n"
     ]
    },
    {
     "data": {
      "image/png": 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2ySc1d/7ClKsEgPYLfg59Ir993kd00pkXa+mf36m37Uid+/gXlb/lND3201tULBTSLg8A2qqnA71syfIVWnLT09rykR9qZ+5EXfD017Tna6fokX++Xq/t5Lh1AL3B3H3ytdpkYGDABwfTPZTQi0Vt/MV6ZTbfpfcfeEIu07bcaXrn6DOVW3m+jlv9uzrm2FWp1ggAlcxsg7sPTLreey3QKw299Kx2/OLbWjz8uFaNbVfO8pKkPVqsXfPO0OiikxUdvUrzlp6oo487Wf3LVynO9NxuBwBdrtVAf0+n07IVp2rZtf8kSRo5dEDPbnlUb257RJlXN2jZ/i1atv9/Fe06/B9e3iO9bgu0L1qodzMLNZJbpLG+xSoesVjKzVeUmyvrm6+4b74yR8xXds585eYuUDZ3hOJsnzK55CeTUybXp2yuT9lsX91JrwHMrmbnTZiowW12n3vj5zKLOt4AvqcDvVLfnLk6deBD0sCHxpeNjhzSnp3b9ear23Rg9wsqvrVT0cHXlRt5Q3NG39SSA89rwf7faKHvr/qCsKka81gFRSoqkstUlMktUmH8dumyfL1o5dvJ/cntVrW+piS1/u+ymnVtgl+O6nW96X31tVbc57WPa7xe/XO2Wlfr69Y/bnq1TPg4bz4u7f73NXuPNH/uibY5teeaak2Spvz717ym9hnxrF761M91whkXtPFZJ0agTyDXN0fHnXSGjjvpjAnXKxYKOnBwvw6+u08jB/Zr5MDbGjm4X/mD+zV2cJ+K+RF5flSeH1UxPyovjEqFUXlhTCqMSfkRyQulX1gvSl6UeWH8uuSy8eUVl7XLp/RubH3lqfxnIauPmqbPU7duk8dN8Jx1/w6bYHsTbtua3ucT3DfhONpExxy0YXttqqV+fMuaPKbpZprc0eLr3MpjrMn6zf8NU3kPTK+mxgUV9Tsvr9PuDfcS6KGJ4lhz5y/k+HYA4178mwc0b+ixjm5zRoctmtllZvasmW03sxvbVRQAhG7P4nN14sEtyo+Ndmyb0w50M4slfUfS5ZJOl3S1mZ3ersIAIGSZVRdpnh3SC5sf6dg2Z9Khny9pu7u/4O6jkn4saU17ygKAsK04+1JJ0hv/93DHtjmTQD9W0s6K27uSZQDwnrdk+QrttOVa/cJt0ncukF6a/U59JoHeaJdv3bFDZrbWzAbNbHB4eHgGmwOAsGw59XrtOup8qf9UKTd31rc3k6Ncdkk6vuL2cZJerV3J3ddJWieVPik6g+0BQFAuv+pzkjr3td0z6dCfkHSyma0ys5ykqyTd156yAABTNe0O3d3zZnadpAckxZLucPen21YZAGBKZvTBIne/X9L9baoFADAD74nvQweA9wICHQB6BIEOAD2CQAeAHkGgA0CP6Ogp6MxsWNJL03z4Ekl721hOu1BX67qxJom6pqIba5J6v64V7t4/2UodDfSZMLPBVs6p12nU1bpurEmirqnoxpok6ipjygUAegSBDgA9IqRAX5d2AU1QV+u6sSaJuqaiG2uSqEtSQHPoAICJhdShAwAmEESgd8PJqM3seDN72My2mtnTZvaFZPnNZvaKmW1Kfq5IobYdZrY52f5gsmyxmT1oZtuSy0UdrunUijHZZGbvmNkNaYyXmd1hZnvMbEvFsobjYyX/mLzXnjKzczpY09+b2TPJdu8xs6OS5SvN7GDFmH1vNmqaoK6mr5mZ/VUyVs+a2e93sKafVNSzw8w2Jcs7OVbNMiG995a7d/WPSl/N+7ykEyTlJD0p6fQU6lgm6Zzk+gJJz6l0cuybJX055THaIWlJzbK/k3Rjcv1GSd9I+TV8TdKKNMZL0iWSzpG0ZbLxkXSFpP9S6YxcF0p6rIM1fVRSJrn+jYqaVlaul8JYNXzNkvf/k5L6JK1Kfk/jTtRUc/+tkr6awlg1y4TU3lshdOhdcTJqdx9y943J9X2Stqq7z6G6RtL65Pp6SR9PsZYPS3re3af7obIZcfdfSXqjZnGz8Vkj6Qde8qiko8xsWSdqcvdfuns+ufmoSmcB66gmY9XMGkk/dvcRd39R0naVfl87VpOZmaQ/kXRXu7c7mQkyIbX3VgiB3nUnozazlZLOlvRYsui65E+oOzo9tZFwSb80sw1mtjZZttTdh6TSG0/SMSnUVXaVqn/h0h4vqfn4dMv77S9U6ubKVpnZb8zsf8zsAynU0+g164ax+oCk3e6+rWJZx8eqJhNSe2+FEOgtnYy6U8xsvqSfSbrB3d+R9F1JJ0o6S9KQSn/+ddpF7n6OpMslfd7MLkmhhoasdHrCKyX9NFnUDeM1kdTfb2b2FUl5SXcmi4Yk/Za7ny3pi5J+ZGZHdrCkZq9Z6mMl6WpVNwsdH6sGmdB01QbL2jpeIQR6Syej7gQzy6r0wt3p7ndLkrvvdveCuxcl3aZZ+JNzMu7+anK5R9I9SQ27y3/OJZd7Ol1X4nJJG919d1Jj6uOVaDY+qb7fzOwaSR+T9KeeTLwmUxqvJ9c3qDRXfUqnaprgNUt7rDKS/kjSTypq7ehYNcoEpfjeCiHQu+Jk1Mlc3e2Strr7NyuWV86BfULSltrHznJd88xsQfm6SjvWtqg0Rtckq10j6d5O1lWhqoNKe7wqNBuf+yT9WXJEwoWS3i7/+TzbzOwySX8p6Up3P1CxvN/M4uT6CZJOlvRCJ2pKttnsNbtP0lVm1mdmq5K6Hu9UXZI+IukZd99VXtDJsWqWCUrzvdWJvcEz/VFp7/BzKv1v+5WUarhYpT+PnpK0Kfm5QtIPJW1Olt8naVmH6zpBpSMNnpT0dHl8JB0t6SFJ25LLxSmM2VxJr0taWLGs4+Ol0n8oQ5LGVOqSPtNsfFT6s/g7yXtts6SBDta0XaU51vL763vJun+cvLZPStoo6Q87PFZNXzNJX0nG6llJl3eqpmT59yV9tmbdTo5Vs0xI7b3FJ0UBoEeEMOUCAGgBgQ4APYJAB4AeQaADQI8g0AGgRxDoANAjCHQA6BEEOgD0iP8HxFUPg9DiL/8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Loss Plot on multidimensional testing data; 3 hidden layers\")\n",
    "#Loss error:  0.0010826288427171103 recieved on testing data for 200 epochs, 0.03 eta and 30 samples.\n",
    "print(\"Loss error:  0.0010826288427171103\")\n",
    "Image(filename='3hmultest.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on multidimensional training data; 5 hidden layers\n",
      "Loss error: 0.41710466944168345\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loss error:  0.41710466944168345 recieved on training data for 200 epochs, 0.01 eta and 30 samples\n",
    "print(\"Loss Plot on multidimensional training data; 5 hidden layers\")\n",
    "print(\"Loss error: 0.41710466944168345\")\n",
    "Image(filename='5hidmultrain.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loss Plot on multidimensional testing data; 5 hidden layers\n",
      "Loss error:  0.002024254734703756\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Loss error:  0.002024254734703756 recieved on testing data for 200 epochs, 0.01 eta and 30 samples\n",
    "print(\"Loss Plot on multidimensional testing data; 5 hidden layers\")\n",
    "print(\"Loss error:  0.002024254734703756\")\n",
    "Image(filename='5hidmultest.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By the loss function plot on the training and test data, we can see that the loss is decreasing and hence, the model is trained.\n",
    "\n",
    "3.1 1D data-\n",
    "With very less samples, the tyraining wasn't being done.\n",
    "Number of samples had to be increased and so did the epochs.\n",
    "Here, with 10 epochs, the loss was only oscillating about the same value, but as the number of epochs increased, the loss even though oscillating, decreased as shown in figure.\n",
    "\n",
    "A training on samples=100, epochs=50 and eta=0.006 gives a ramp decrease of loss to attain a constant loss of 2.91. Testing over same test data and same hyperparameters gives loss of 3.42.\n",
    "\n",
    "Same was the case with both 3 hidden layers and 5 hidden layers.\n",
    "\n",
    "3.2 Multidimensional data-\n",
    "It is observed that more training, overfits the data and gives bad accuracy for the test data.\n",
    "So, achieving a fairly low loss on the training data gave a very good accuracy on the test data.\n",
    "Like, multidimensional data for 3 and 5 hidden layers on training data gave a loss of 0.87 and 0.417 which gave testing loss of 0.001 and 0.002 respectively.\n",
    "This was observed for alot of samples of datasets.\n",
    "\n",
    "Observations:\n",
    "1. Having very low learning rates simply oscillates the loss.\n",
    "\n",
    "Question 3.b.\n",
    "Yes, it is harder to choose hyperparameters for deeper networks, as the change of cost with respect to bias and weights changes recursively multiple times.\n",
    "The challenge that I faced and as seen in my plotted graph is that, oscillatory learning can be seen.\n",
    "The sharp, spiky learning happens and this makes it difficult to learn.\n",
    "\n",
    "It is easier to tune hyperparameters for 1D problems as the gradient change with respect to bias and weights has to be analyzed for only few neurons. As the dC/dw and dC/db are fewer, the complexity is smaller and analysis can be performed more efficiently.\n",
    "\n",
    "Question 3.c.\n",
    "The depth of the network affects the numebr of epochs needed for it to converge.\n",
    "As seen above, the networks with 3 hidden layers take more number of epochs to train while networks with 5 hidden neurons take less epochs.\n",
    "And its considerably less.\n",
    "\n",
    "If network is trained for more number of epochs, oscillatory and stagnation of loss; that is accuracy is seen.\n",
    "Plot for 3 hidden layers show that 200 epochs were needed to reach these losses, while 100 epochs were needed for network with 5 hidden layers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "References\n",
    "\n",
    "1. Micheal Neilsen Neural Networks and Deep Learning (2017). Online Blog. Chapter 1\n",
    "\n",
    "2. Micheal Neilsen Neural Networks and Deep Learning (2017). Online Blog. Chapter 2\n",
    "\n",
    "\n",
    "Citations:\n",
    "1. http://neuralnetworksanddeeplearning.com/chap2.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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