tek_hucreli_sinir_agi.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![https://i.ytimg.com/vi/O45AaRPQhuI/hqdefault.jpg](https://i.ytimg.com/vi/O45AaRPQhuI/hqdefault.jpg)\n",
    "\n",
    "[Why Neural Networks Can Learn Any Function | The Universal Approximation Theorem](https://youtu.be/O45AaRPQhuI)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kavramlar\n",
    "\n",
    "- Aktivasyon Fonksiyonu\n",
    "- Overfitting (Aşırı Öğrenme[Öğrenilen])\n",
    "- Transfer Learning (Aktarım Öğrenimi)\n",
    "- Fine Tuning (İnce Ayar)\n",
    "- Test / Train / Validation Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>borc</th>\n",
       "      <th>risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   borc  risk\n",
       "0     1   1.0\n",
       "1     2   2.2\n",
       "2     4   5.0\n",
       "3     6   7.5"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame({\n",
    "    'borc': [1, 2, 4, 6],\n",
    "    'risk': [1, 2.2, 5, 7.5],\n",
    "})\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.3"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Borç 15 olunca risk ne olur?\n",
    "\n",
    "agirlik1 = 0.05\n",
    "agirlik2 = 0.5\n",
    "\n",
    "bias = 0.2\n",
    "\n",
    "def risk_hesapla(borc):\n",
    "    risk = round(agirlik1 * borc + agirlik2 * borc ** 2 + bias, 3) # f(x) = 0.5x + 0.7x^2 + 0.1 f(x) = ax + bx^2 + c\n",
    "    if risk < 0:\n",
    "        return 0\n",
    "    return risk\n",
    "\n",
    "borc_15 = risk_hesapla(2)\n",
    "borc_15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.75, 2.3, 8.4, 18.5]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ilk_tahminler = []\n",
    "for borc in df['borc']:\n",
    "    risk_tahmini = risk_hesapla(borc)\n",
    "    ilk_tahminler.append(risk_tahmini)\n",
    "ilk_tahminler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def grafigi_ciz(tahminler = ilk_tahminler):\n",
    "    line = [risk_hesapla(i) for i in np.linspace(0, 6, 1000)]\n",
    "    plt.plot(np.linspace(0, 6, 1000), line, c = 'red')\n",
    "    plt.scatter(df['borc'], df['risk'], s = 50, c = 'green', label = \"Doğru Değerler\")\n",
    "    plt.scatter(df['borc'], tahminler, s = 50, c = 'blue', label = \"İlk Tahminler\")\n",
    "    plt.show()\n",
    "\n",
    "grafigi_ciz()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoModel\n",
    "\n",
    "model = AutoModel.from_pretrained(\"dbmdz/bert-base-turkish-cased\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[1.2770000000000001, 2.067, 4.445, 7.8870000000000005]"
      ]
     },
     "execution_count": 331,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agirlik1 = 0.391\n",
    "agirlik2 = 0.133\n",
    "bias = 0.753\n",
    "\n",
    "# 0.39146656776604805 0.1332867793581989 0.7530513052953026\n",
    "# float64 olarak kaydedersek model boyutumuz 24 byte olur\n",
    "# float32 olarak kaydedersek model boyutumuz 12 byte olur\n",
    "# parametre sayımız da 3 olur\n",
    "ikinci_tahminler = []\n",
    "\n",
    "for borc in df['borc']:\n",
    "    risk_tahmini = risk_hesapla(borc)\n",
    "    ikinci_tahminler.append(risk_tahmini)\n",
    "grafigi_ciz(ikinci_tahminler)\n",
    "ikinci_tahminler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "class YapaySinirHucresi():\n",
    "  def __init__(self):\n",
    "    np.random.seed(42)\n",
    "    self.agirlik1 = np.random.randn()\n",
    "    self.agirlik2 = np.random.randn()\n",
    "    self.bias = np.random.randn()\n",
    "\n",
    "  def risk_hesapla(self, borc):\n",
    "    return self.agirlik1 * borc + self.agirlik2 * borc ** 2 + self.bias\n",
    "  \n",
    "  def hata_hesapla(self, tahminler, gercekler):\n",
    "    # MSE Hesaplama (Mean Squared Error)\n",
    "    # Türev ve gradyan hesaplamaları ile backpropagation için bu hata hesaplaması kullanılacak\n",
    "    hata = 0\n",
    "    for tahmin, gercek in zip(tahminler, gercekler):\n",
    "      hata += self.yonlu_hata_hesaplama(tahmin, gercek) ** 2\n",
    "    return hata / len(tahminler)\n",
    "  \n",
    "  def yonlu_hata_hesaplama(self, tahmin, gercek):\n",
    "    return tahmin - gercek\n",
    "\n",
    "  def ogren(self, veriler, ogrenme_orani, epoch):\n",
    "    for i in range(epoch):\n",
    "\n",
    "      tahminler = []\n",
    "      for borc in veriler['borc']:\n",
    "        tahmin = self.risk_hesapla(borc)\n",
    "        tahminler.append(tahmin)\n",
    "\n",
    "      for borc, risk, tahmin in zip(veriler['borc'], veriler['risk'], tahminler):\n",
    "        hata = self.yonlu_hata_hesaplama(tahmin, risk)\n",
    "\n",
    "        \n",
    "        if hata > 0.001 or hata < -0.001:\n",
    "          self.agirlik1 += ogrenme_orani * np.random.randn()\n",
    "          self.agirlik2 += ogrenme_orani * np.random.randn()\n",
    "          self.bias += ogrenme_orani * np.random.randn()\n",
    "\n",
    "      print(\"Epoch: \", i, \" Hata: \", self.hata_hesapla(tahminler, veriler['risk']))\n",
    "    \n",
    "  def grafigi_ciz(self, veriler, tahminler):\n",
    "    line = [self.risk_hesapla(i) for i in np.linspace(0, 6, 1000)]\n",
    "    plt.plot(np.linspace(0, 6, 1000), line, c = 'red')\n",
    "    plt.scatter(veriler['borc'], veriler['risk'], s = 50, c = 'green', label = \"Doğru Değerler\")\n",
    "    plt.scatter(veriler['borc'], tahminler, s = 50, c = 'blue', label = \"İlk Tahminler\")\n",
    "    plt.show()\n",
    "\n",
    "  def kaydet(self, dosya_adi):\n",
    "    with open(dosya_adi, 'w') as file:\n",
    "      file.write(str(self.agirlik1) + '\\n')\n",
    "      file.write(str(self.agirlik2) + '\\n')\n",
    "      file.write(str(self.bias) + '\\n')\n",
    "\n",
    "  def yukle(self, dosya_adi):\n",
    "    with open(dosya_adi, 'r') as file:\n",
    "      self.agirlik1 = float(file.readline())\n",
    "      self.agirlik2 = float(file.readline())\n",
    "      self.bias = float(file.readline())\n",
    "      \n",
    "      print(\"Yükleme Başarılı\")\n",
    "      print(\"Ağırlıklar: \", self.agirlik1, self.agirlik2, self.bias)      \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinir_hucresi = YapaySinirHucresi()\n",
    "tahminler = []\n",
    "for borc in df['borc']:\n",
    "  tahminler.append(sinir_hucresi.risk_hesapla(borc))\n",
    "\n",
    "sinir_hucresi.grafigi_ciz(df, tahminler)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  0  Hata:  19485.752600333188\n",
      "Epoch:  1  Hata:  19617.44780062156\n",
      "Epoch:  2  Hata:  19470.32916950845\n",
      "Epoch:  3  Hata:  19320.64657244589\n",
      "Epoch:  4  Hata:  19337.26954547037\n",
      "Epoch:  5  Hata:  19339.07639364981\n",
      "Epoch:  6  Hata:  19445.570630990027\n",
      "Epoch:  7  Hata:  19450.433608323452\n",
      "Epoch:  8  Hata:  19347.44678102167\n",
      "Epoch:  9  Hata:  19298.653623051465\n",
      "Epoch:  10  Hata:  19381.103187001605\n",
      "Epoch:  11  Hata:  19345.97780748717\n",
      "Epoch:  12  Hata:  19220.807954759184\n",
      "Epoch:  13  Hata:  19156.38596870395\n",
      "Epoch:  14  Hata:  19309.254603408117\n",
      "Epoch:  15  Hata:  19271.700917409064\n",
      "Epoch:  16  Hata:  19243.893854427104\n",
      "Epoch:  17  Hata:  19295.220433210692\n",
      "Epoch:  18  Hata:  19173.86404291034\n",
      "Epoch:  19  Hata:  19136.087287173592\n",
      "Epoch:  20  Hata:  19207.428478571208\n",
      "Epoch:  21  Hata:  19096.308845308147\n",
      "Epoch:  22  Hata:  19211.965658014084\n",
      "Epoch:  23  Hata:  19347.334770085617\n",
      "Epoch:  24  Hata:  19524.861874251586\n",
      "Epoch:  25  Hata:  19498.34837894606\n",
      "Epoch:  26  Hata:  19455.019328912735\n",
      "Epoch:  27  Hata:  19280.27553942149\n",
      "Epoch:  28  Hata:  19164.717227616347\n",
      "Epoch:  29  Hata:  19158.32724586985\n",
      "Epoch:  30  Hata:  19193.687013686173\n",
      "Epoch:  31  Hata:  19125.7795206361\n",
      "Epoch:  32  Hata:  18927.854118511284\n",
      "Epoch:  33  Hata:  18921.389442099025\n",
      "Epoch:  34  Hata:  18924.588007364262\n",
      "Epoch:  35  Hata:  18931.87805854351\n",
      "Epoch:  36  Hata:  18900.404197547927\n",
      "Epoch:  37  Hata:  18796.94431508823\n",
      "Epoch:  38  Hata:  18755.730652965653\n",
      "Epoch:  39  Hata:  18832.53909155552\n",
      "Epoch:  40  Hata:  18931.629135730043\n",
      "Epoch:  41  Hata:  18900.450218098005\n",
      "Epoch:  42  Hata:  19129.859314577483\n",
      "Epoch:  43  Hata:  18935.934319245764\n",
      "Epoch:  44  Hata:  19002.885736126624\n",
      "Epoch:  45  Hata:  18898.897141439113\n",
      "Epoch:  46  Hata:  18820.067691806104\n",
      "Epoch:  47  Hata:  19011.312918618532\n",
      "Epoch:  48  Hata:  18957.18018505687\n",
      "Epoch:  49  Hata:  18753.23160453327\n",
      "Epoch:  50  Hata:  18649.369131710428\n",
      "Epoch:  51  Hata:  18731.50309424762\n",
      "Epoch:  52  Hata:  18630.722908870346\n",
      "Epoch:  53  Hata:  18579.673267465143\n",
      "Epoch:  54  Hata:  18449.429916818175\n",
      "Epoch:  55  Hata:  18273.09035588128\n",
      "Epoch:  56  Hata:  18092.937416579356\n",
      "Epoch:  57  Hata:  17997.609432577792\n",
      "Epoch:  58  Hata:  17998.737999639172\n",
      "Epoch:  59  Hata:  17998.767798868685\n",
      "Epoch:  60  Hata:  17910.184105828408\n",
      "Epoch:  61  Hata:  18028.243593237603\n",
      "Epoch:  62  Hata:  18017.016361333\n",
      "Epoch:  63  Hata:  17958.4421525723\n",
      "Epoch:  64  Hata:  18083.539241438117\n",
      "Epoch:  65  Hata:  18117.573002727557\n",
      "Epoch:  66  Hata:  18258.511180611695\n",
      "Epoch:  67  Hata:  18425.058019796405\n",
      "Epoch:  68  Hata:  18317.41647491467\n",
      "Epoch:  69  Hata:  18245.69723966219\n",
      "Epoch:  70  Hata:  18273.63904336163\n",
      "Epoch:  71  Hata:  18136.69218969241\n",
      "Epoch:  72  Hata:  18089.676837424104\n",
      "Epoch:  73  Hata:  17992.99749503007\n",
      "Epoch:  74  Hata:  17810.038218682872\n",
      "Epoch:  75  Hata:  17595.473803089066\n",
      "Epoch:  76  Hata:  17633.67973524903\n",
      "Epoch:  77  Hata:  17602.396729754335\n",
      "Epoch:  78  Hata:  17701.151188901753\n",
      "Epoch:  79  Hata:  17507.89962919229\n",
      "Epoch:  80  Hata:  17446.738228661587\n",
      "Epoch:  81  Hata:  17608.306463674187\n",
      "Epoch:  82  Hata:  17682.859352246\n",
      "Epoch:  83  Hata:  17445.359415331055\n",
      "Epoch:  84  Hata:  17515.372410210744\n",
      "Epoch:  85  Hata:  17559.989519476192\n",
      "Epoch:  86  Hata:  17569.033366457174\n",
      "Epoch:  87  Hata:  17619.724617744138\n",
      "Epoch:  88  Hata:  17662.731263514863\n",
      "Epoch:  89  Hata:  17785.593762568176\n",
      "Epoch:  90  Hata:  17711.67522498894\n",
      "Epoch:  91  Hata:  17669.962869787658\n",
      "Epoch:  92  Hata:  17638.733464620676\n",
      "Epoch:  93  Hata:  17596.568737115296\n",
      "Epoch:  94  Hata:  17670.573399626068\n",
      "Epoch:  95  Hata:  17677.74110694068\n",
      "Epoch:  96  Hata:  17650.246015899942\n",
      "Epoch:  97  Hata:  17670.743265484765\n",
      "Epoch:  98  Hata:  17723.42349111304\n",
      "Epoch:  99  Hata:  17759.418478927848\n",
      "Epoch:  100  Hata:  17721.92411166776\n",
      "Epoch:  101  Hata:  17723.248662116705\n",
      "Epoch:  102  Hata:  17916.26930824921\n",
      "Epoch:  103  Hata:  17775.981309377356\n",
      "Epoch:  104  Hata:  17656.001710228356\n",
      "Epoch:  105  Hata:  17773.770021812827\n",
      "Epoch:  106  Hata:  17834.000920579674\n",
      "Epoch:  107  Hata:  17964.471112426523\n",
      "Epoch:  108  Hata:  18020.028806621867\n",
      "Epoch:  109  Hata:  17964.95058676869\n",
      "Epoch:  110  Hata:  17732.707716676665\n",
      "Epoch:  111  Hata:  17883.297568821483\n",
      "Epoch:  112  Hata:  17976.810399815367\n",
      "Epoch:  113  Hata:  17928.0024227297\n",
      "Epoch:  114  Hata:  17849.5095973372\n",
      "Epoch:  115  Hata:  18039.59628794846\n",
      "Epoch:  116  Hata:  18108.50744586941\n",
      "Epoch:  117  Hata:  18225.581560936\n",
      "Epoch:  118  Hata:  18077.12143582601\n",
      "Epoch:  119  Hata:  18077.71861806382\n",
      "Epoch:  120  Hata:  17986.79524469034\n",
      "Epoch:  121  Hata:  17989.401737364962\n",
      "Epoch:  122  Hata:  18067.541626622056\n",
      "Epoch:  123  Hata:  18322.24046879949\n",
      "Epoch:  124  Hata:  18331.745930379748\n",
      "Epoch:  125  Hata:  18424.589411070498\n",
      "Epoch:  126  Hata:  18425.158562491804\n",
      "Epoch:  127  Hata:  18470.9570173277\n",
      "Epoch:  128  Hata:  18677.436475553506\n",
      "Epoch:  129  Hata:  18735.319274612\n",
      "Epoch:  130  Hata:  18685.73559581835\n",
      "Epoch:  131  Hata:  18733.656748325677\n",
      "Epoch:  132  Hata:  18528.346945887246\n",
      "Epoch:  133  Hata:  18602.88823322646\n",
      "Epoch:  134  Hata:  18567.017329606257\n",
      "Epoch:  135  Hata:  18498.342497623198\n",
      "Epoch:  136  Hata:  18423.504289354067\n",
      "Epoch:  137  Hata:  18212.46939523542\n",
      "Epoch:  138  Hata:  18172.809641026583\n",
      "Epoch:  139  Hata:  18045.69734456033\n",
      "Epoch:  140  Hata:  17814.883801836797\n",
      "Epoch:  141  Hata:  17703.175822067496\n",
      "Epoch:  142  Hata:  17553.07164095593\n",
      "Epoch:  143  Hata:  17541.25361942338\n",
      "Epoch:  144  Hata:  17677.548742549516\n",
      "Epoch:  145  Hata:  17621.34182389964\n",
      "Epoch:  146  Hata:  17747.67979472671\n",
      "Epoch:  147  Hata:  17998.247052227332\n",
      "Epoch:  148  Hata:  17751.38000770282\n",
      "Epoch:  149  Hata:  17786.825662988416\n",
      "Epoch:  150  Hata:  17725.06856048796\n",
      "Epoch:  151  Hata:  17830.00432782688\n",
      "Epoch:  152  Hata:  17735.31246515546\n",
      "Epoch:  153  Hata:  17640.23737651171\n",
      "Epoch:  154  Hata:  17855.931320664702\n",
      "Epoch:  155  Hata:  17769.110680320395\n",
      "Epoch:  156  Hata:  17570.744323797247\n",
      "Epoch:  157  Hata:  17548.185006142205\n",
      "Epoch:  158  Hata:  17549.765678063424\n",
      "Epoch:  159  Hata:  17743.48881820636\n",
      "Epoch:  160  Hata:  17811.057246648445\n",
      "Epoch:  161  Hata:  17734.585610295417\n",
      "Epoch:  162  Hata:  17674.221050326723\n",
      "Epoch:  163  Hata:  17593.500743563218\n",
      "Epoch:  164  Hata:  17500.73405026341\n",
      "Epoch:  165  Hata:  17527.768572621426\n",
      "Epoch:  166  Hata:  17664.01349421816\n",
      "Epoch:  167  Hata:  17614.257900853576\n",
      "Epoch:  168  Hata:  17660.406542235105\n",
      "Epoch:  169  Hata:  17609.428297714603\n",
      "Epoch:  170  Hata:  17594.451869532568\n",
      "Epoch:  171  Hata:  17633.56927071103\n",
      "Epoch:  172  Hata:  17518.191097024443\n",
      "Epoch:  173  Hata:  17459.94974695874\n",
      "Epoch:  174  Hata:  17589.811037656924\n",
      "Epoch:  175  Hata:  17693.559758487274\n",
      "Epoch:  176  Hata:  17809.619712408865\n",
      "Epoch:  177  Hata:  17947.05641926267\n",
      "Epoch:  178  Hata:  18089.45773885942\n",
      "Epoch:  179  Hata:  17933.482883974153\n",
      "Epoch:  180  Hata:  17976.388511830883\n",
      "Epoch:  181  Hata:  18033.439211952937\n",
      "Epoch:  182  Hata:  17945.83014008989\n",
      "Epoch:  183  Hata:  17843.27843350692\n",
      "Epoch:  184  Hata:  18014.65154020076\n",
      "Epoch:  185  Hata:  17946.667384383916\n",
      "Epoch:  186  Hata:  17792.95874678053\n",
      "Epoch:  187  Hata:  17756.762761061495\n",
      "Epoch:  188  Hata:  17783.178300284042\n",
      "Epoch:  189  Hata:  17775.158027973004\n",
      "Epoch:  190  Hata:  17524.384133583135\n",
      "Epoch:  191  Hata:  17588.749998338702\n",
      "Epoch:  192  Hata:  17540.6058428392\n",
      "Epoch:  193  Hata:  17532.968004912727\n",
      "Epoch:  194  Hata:  17520.417420817106\n",
      "Epoch:  195  Hata:  17570.729579508043\n",
      "Epoch:  196  Hata:  17529.44639366783\n",
      "Epoch:  197  Hata:  17556.40701582909\n",
      "Epoch:  198  Hata:  17485.95028128297\n",
      "Epoch:  199  Hata:  17381.25906448137\n",
      "Epoch:  200  Hata:  17636.83823920123\n",
      "Epoch:  201  Hata:  17434.556235560725\n",
      "Epoch:  202  Hata:  17372.905884742606\n",
      "Epoch:  203  Hata:  17362.156064387145\n",
      "Epoch:  204  Hata:  17203.988695919958\n",
      "Epoch:  205  Hata:  17428.16376227904\n",
      "Epoch:  206  Hata:  17400.429900524603\n",
      "Epoch:  207  Hata:  17356.13435331956\n",
      "Epoch:  208  Hata:  17351.667581764872\n",
      "Epoch:  209  Hata:  17361.013784843824\n",
      "Epoch:  210  Hata:  17389.153331010206\n",
      "Epoch:  211  Hata:  17224.205434006468\n",
      "Epoch:  212  Hata:  17344.35988395233\n",
      "Epoch:  213  Hata:  17321.772983855975\n",
      "Epoch:  214  Hata:  17200.051579270024\n",
      "Epoch:  215  Hata:  17428.451290994428\n",
      "Epoch:  216  Hata:  17517.921131394683\n",
      "Epoch:  217  Hata:  17521.780199988065\n",
      "Epoch:  218  Hata:  17461.691629059023\n",
      "Epoch:  219  Hata:  17507.521025345584\n",
      "Epoch:  220  Hata:  17652.807589961078\n",
      "Epoch:  221  Hata:  17527.63796875802\n",
      "Epoch:  222  Hata:  17570.867162184008\n",
      "Epoch:  223  Hata:  17627.61637939723\n",
      "Epoch:  224  Hata:  17749.930825325166\n",
      "Epoch:  225  Hata:  17758.86720031167\n",
      "Epoch:  226  Hata:  17884.488580428617\n",
      "Epoch:  227  Hata:  17778.76808538942\n",
      "Epoch:  228  Hata:  17604.77413011381\n",
      "Epoch:  229  Hata:  17578.692214727078\n",
      "Epoch:  230  Hata:  17691.259363681893\n",
      "Epoch:  231  Hata:  17699.53712136059\n",
      "Epoch:  232  Hata:  17776.501473099892\n",
      "Epoch:  233  Hata:  17871.93689648015\n",
      "Epoch:  234  Hata:  17658.00820334357\n",
      "Epoch:  235  Hata:  17690.05669143158\n",
      "Epoch:  236  Hata:  17736.22947771393\n",
      "Epoch:  237  Hata:  17571.955508151343\n",
      "Epoch:  238  Hata:  17573.484456801034\n",
      "Epoch:  239  Hata:  17635.738019081513\n",
      "Epoch:  240  Hata:  17634.155909966266\n",
      "Epoch:  241  Hata:  17511.687420477436\n",
      "Epoch:  242  Hata:  17545.8535533604\n",
      "Epoch:  243  Hata:  17508.924158396792\n",
      "Epoch:  244  Hata:  17516.427048087487\n",
      "Epoch:  245  Hata:  17552.385523103836\n",
      "Epoch:  246  Hata:  17689.038235234282\n",
      "Epoch:  247  Hata:  17701.3647971892\n",
      "Epoch:  248  Hata:  17737.758816545214\n",
      "Epoch:  249  Hata:  17716.174145363326\n",
      "Epoch:  250  Hata:  17740.92236931812\n",
      "Epoch:  251  Hata:  17799.484516308512\n",
      "Epoch:  252  Hata:  17762.3146043264\n",
      "Epoch:  253  Hata:  18022.37323129207\n",
      "Epoch:  254  Hata:  17846.378016946896\n",
      "Epoch:  255  Hata:  17830.35565575782\n",
      "Epoch:  256  Hata:  17821.76153176904\n",
      "Epoch:  257  Hata:  17706.165632885797\n",
      "Epoch:  258  Hata:  17673.788208125734\n",
      "Epoch:  259  Hata:  17756.07443665982\n",
      "Epoch:  260  Hata:  17733.12783681917\n",
      "Epoch:  261  Hata:  17781.716332230364\n",
      "Epoch:  262  Hata:  17722.66195296933\n",
      "Epoch:  263  Hata:  17810.616867710356\n",
      "Epoch:  264  Hata:  17522.40584629746\n",
      "Epoch:  265  Hata:  17629.96979577426\n",
      "Epoch:  266  Hata:  17491.386231132547\n",
      "Epoch:  267  Hata:  17458.70534751596\n",
      "Epoch:  268  Hata:  17476.30266890179\n",
      "Epoch:  269  Hata:  17588.394272671983\n",
      "Epoch:  270  Hata:  17668.739673896118\n",
      "Epoch:  271  Hata:  17680.70350285549\n",
      "Epoch:  272  Hata:  17759.199837630957\n",
      "Epoch:  273  Hata:  17789.902713490002\n",
      "Epoch:  274  Hata:  17733.913656089604\n",
      "Epoch:  275  Hata:  17764.51054279966\n",
      "Epoch:  276  Hata:  17763.243733304258\n",
      "Epoch:  277  Hata:  17652.678930025457\n",
      "Epoch:  278  Hata:  17714.069942370108\n",
      "Epoch:  279  Hata:  17704.865410056795\n",
      "Epoch:  280  Hata:  17573.921201330624\n",
      "Epoch:  281  Hata:  17617.12405020564\n",
      "Epoch:  282  Hata:  17600.39065302792\n",
      "Epoch:  283  Hata:  17431.11871511325\n",
      "Epoch:  284  Hata:  17549.637260543852\n",
      "Epoch:  285  Hata:  17577.64958678848\n",
      "Epoch:  286  Hata:  17556.138627323962\n",
      "Epoch:  287  Hata:  17676.694669487544\n",
      "Epoch:  288  Hata:  17633.648595664054\n",
      "Epoch:  289  Hata:  17725.021375789624\n",
      "Epoch:  290  Hata:  17740.036070306065\n",
      "Epoch:  291  Hata:  17731.761143443517\n",
      "Epoch:  292  Hata:  17661.16210714078\n",
      "Epoch:  293  Hata:  17712.2378869811\n",
      "Epoch:  294  Hata:  17721.21404125927\n",
      "Epoch:  295  Hata:  17650.10775504135\n",
      "Epoch:  296  Hata:  17594.872258434276\n",
      "Epoch:  297  Hata:  17502.17961163586\n",
      "Epoch:  298  Hata:  17665.404736674784\n",
      "Epoch:  299  Hata:  17615.275809369567\n",
      "Epoch:  300  Hata:  17723.552665803512\n",
      "Epoch:  301  Hata:  17515.196229590354\n",
      "Epoch:  302  Hata:  17589.86346390054\n",
      "Epoch:  303  Hata:  17573.642697375813\n",
      "Epoch:  304  Hata:  17353.051479921174\n",
      "Epoch:  305  Hata:  17361.83989003158\n",
      "Epoch:  306  Hata:  17483.801025038334\n",
      "Epoch:  307  Hata:  17407.587277946368\n",
      "Epoch:  308  Hata:  17327.754250384216\n",
      "Epoch:  309  Hata:  17353.427426743183\n",
      "Epoch:  310  Hata:  17378.764045663323\n",
      "Epoch:  311  Hata:  17446.994091560882\n",
      "Epoch:  312  Hata:  17426.289452543217\n",
      "Epoch:  313  Hata:  17354.70768573235\n",
      "Epoch:  314  Hata:  17413.689789232507\n",
      "Epoch:  315  Hata:  17374.945156969763\n",
      "Epoch:  316  Hata:  17350.57214612571\n",
      "Epoch:  317  Hata:  17228.60334954703\n",
      "Epoch:  318  Hata:  17182.162943173524\n",
      "Epoch:  319  Hata:  17021.45154077485\n",
      "Epoch:  320  Hata:  16984.952468676584\n",
      "Epoch:  321  Hata:  17010.74451261572\n",
      "Epoch:  322  Hata:  16956.06935162294\n",
      "Epoch:  323  Hata:  16903.76850161729\n",
      "Epoch:  324  Hata:  17018.668130327267\n",
      "Epoch:  325  Hata:  17035.41851412964\n",
      "Epoch:  326  Hata:  16762.31397710368\n",
      "Epoch:  327  Hata:  16814.632078297644\n",
      "Epoch:  328  Hata:  16732.460949875054\n",
      "Epoch:  329  Hata:  16698.62543046142\n",
      "Epoch:  330  Hata:  16727.234709241988\n",
      "Epoch:  331  Hata:  16776.4095289438\n",
      "Epoch:  332  Hata:  16915.690818189396\n",
      "Epoch:  333  Hata:  16816.189311552233\n",
      "Epoch:  334  Hata:  16907.962803805633\n",
      "Epoch:  335  Hata:  16814.998594169898\n",
      "Epoch:  336  Hata:  16839.09741288568\n",
      "Epoch:  337  Hata:  16616.65494837939\n",
      "Epoch:  338  Hata:  16735.2910711321\n",
      "Epoch:  339  Hata:  16513.713948907378\n",
      "Epoch:  340  Hata:  16546.91853568181\n",
      "Epoch:  341  Hata:  16582.869825978763\n",
      "Epoch:  342  Hata:  16792.448286897787\n",
      "Epoch:  343  Hata:  16714.42720100803\n",
      "Epoch:  344  Hata:  16796.945876350997\n",
      "Epoch:  345  Hata:  16682.885060302848\n",
      "Epoch:  346  Hata:  16696.470200457385\n",
      "Epoch:  347  Hata:  16932.88841906944\n",
      "Epoch:  348  Hata:  16903.939710884963\n",
      "Epoch:  349  Hata:  17119.584642063317\n",
      "Epoch:  350  Hata:  17172.714637369147\n",
      "Epoch:  351  Hata:  17380.289371791823\n",
      "Epoch:  352  Hata:  17276.76123209778\n",
      "Epoch:  353  Hata:  17150.533017399735\n",
      "Epoch:  354  Hata:  17203.871314468855\n",
      "Epoch:  355  Hata:  17180.270842761543\n",
      "Epoch:  356  Hata:  17138.95243987079\n",
      "Epoch:  357  Hata:  17157.887977556064\n",
      "Epoch:  358  Hata:  17159.470748665502\n",
      "Epoch:  359  Hata:  16974.077962594347\n",
      "Epoch:  360  Hata:  17029.32775702028\n",
      "Epoch:  361  Hata:  17071.028406503618\n",
      "Epoch:  362  Hata:  17090.99338244825\n",
      "Epoch:  363  Hata:  16971.447138245934\n",
      "Epoch:  364  Hata:  16949.94998867219\n",
      "Epoch:  365  Hata:  16882.73567669679\n",
      "Epoch:  366  Hata:  16865.137042071154\n",
      "Epoch:  367  Hata:  16955.321696689552\n",
      "Epoch:  368  Hata:  16879.096787187664\n",
      "Epoch:  369  Hata:  16906.913218387184\n",
      "Epoch:  370  Hata:  16907.75004621038\n",
      "Epoch:  371  Hata:  16804.513066443156\n",
      "Epoch:  372  Hata:  16672.53148591742\n",
      "Epoch:  373  Hata:  16730.5248115099\n",
      "Epoch:  374  Hata:  16814.15298890583\n",
      "Epoch:  375  Hata:  16687.888864773682\n",
      "Epoch:  376  Hata:  16645.23399882511\n",
      "Epoch:  377  Hata:  16506.189558084672\n",
      "Epoch:  378  Hata:  16470.92834165853\n",
      "Epoch:  379  Hata:  16312.989745133686\n",
      "Epoch:  380  Hata:  16009.874345809432\n",
      "Epoch:  381  Hata:  15950.954321974497\n",
      "Epoch:  382  Hata:  15895.872576903552\n",
      "Epoch:  383  Hata:  15762.466854141196\n",
      "Epoch:  384  Hata:  15797.787528145634\n",
      "Epoch:  385  Hata:  15875.515338897825\n",
      "Epoch:  386  Hata:  15940.19257565062\n",
      "Epoch:  387  Hata:  16107.815943175396\n",
      "Epoch:  388  Hata:  16086.464963887722\n",
      "Epoch:  389  Hata:  16157.521534014373\n",
      "Epoch:  390  Hata:  16110.835349175006\n",
      "Epoch:  391  Hata:  16306.697379024647\n",
      "Epoch:  392  Hata:  16118.689005686843\n",
      "Epoch:  393  Hata:  16159.96775697223\n",
      "Epoch:  394  Hata:  16211.935788654882\n",
      "Epoch:  395  Hata:  16367.374752507287\n",
      "Epoch:  396  Hata:  16291.162679911859\n",
      "Epoch:  397  Hata:  16321.856383817167\n",
      "Epoch:  398  Hata:  16174.161529873165\n",
      "Epoch:  399  Hata:  16119.262553715775\n",
      "Epoch:  400  Hata:  16011.77387197976\n",
      "Epoch:  401  Hata:  15942.89953107679\n",
      "Epoch:  402  Hata:  15844.29214550284\n",
      "Epoch:  403  Hata:  15764.656322950135\n",
      "Epoch:  404  Hata:  15883.796375499827\n",
      "Epoch:  405  Hata:  16003.12882345722\n",
      "Epoch:  406  Hata:  15930.220535735103\n",
      "Epoch:  407  Hata:  15797.745668864594\n",
      "Epoch:  408  Hata:  15736.10953404214\n",
      "Epoch:  409  Hata:  15592.477999037026\n",
      "Epoch:  410  Hata:  15611.96827300146\n",
      "Epoch:  411  Hata:  15558.515176168168\n",
      "Epoch:  412  Hata:  15555.707424446715\n",
      "Epoch:  413  Hata:  15728.775150204743\n",
      "Epoch:  414  Hata:  15745.982303845607\n",
      "Epoch:  415  Hata:  15740.33039563888\n",
      "Epoch:  416  Hata:  15744.500765491039\n",
      "Epoch:  417  Hata:  15688.364344961832\n",
      "Epoch:  418  Hata:  15666.449367641173\n",
      "Epoch:  419  Hata:  15697.288184739733\n",
      "Epoch:  420  Hata:  15838.034732027729\n",
      "Epoch:  421  Hata:  15781.212575006562\n",
      "Epoch:  422  Hata:  15840.628681137849\n",
      "Epoch:  423  Hata:  15831.35174113348\n",
      "Epoch:  424  Hata:  15955.832077827505\n",
      "Epoch:  425  Hata:  16073.529470115987\n",
      "Epoch:  426  Hata:  16005.057396833792\n",
      "Epoch:  427  Hata:  15962.554498670659\n",
      "Epoch:  428  Hata:  15930.454788921797\n",
      "Epoch:  429  Hata:  15910.44443141128\n",
      "Epoch:  430  Hata:  15988.686666276486\n",
      "Epoch:  431  Hata:  16138.63988611163\n",
      "Epoch:  432  Hata:  15993.964135606362\n",
      "Epoch:  433  Hata:  15987.42651430643\n",
      "Epoch:  434  Hata:  15844.15868956238\n",
      "Epoch:  435  Hata:  15934.853075936968\n",
      "Epoch:  436  Hata:  16000.56202841788\n",
      "Epoch:  437  Hata:  15981.247348502291\n",
      "Epoch:  438  Hata:  15855.935447831109\n",
      "Epoch:  439  Hata:  15824.39398805387\n",
      "Epoch:  440  Hata:  15786.576759247213\n",
      "Epoch:  441  Hata:  15876.781510456429\n",
      "Epoch:  442  Hata:  15823.711236317456\n",
      "Epoch:  443  Hata:  15811.396717849217\n",
      "Epoch:  444  Hata:  15762.059827208886\n",
      "Epoch:  445  Hata:  15590.752250907124\n",
      "Epoch:  446  Hata:  15529.832622340024\n",
      "Epoch:  447  Hata:  15488.143333689322\n",
      "Epoch:  448  Hata:  15363.046032642327\n",
      "Epoch:  449  Hata:  15254.663187452203\n",
      "Epoch:  450  Hata:  15220.189181785328\n",
      "Epoch:  451  Hata:  15084.503222239357\n",
      "Epoch:  452  Hata:  15261.412734588623\n",
      "Epoch:  453  Hata:  15368.760575026958\n",
      "Epoch:  454  Hata:  15270.83827154675\n",
      "Epoch:  455  Hata:  15180.520551262778\n",
      "Epoch:  456  Hata:  15184.688369056992\n",
      "Epoch:  457  Hata:  15212.40279932268\n",
      "Epoch:  458  Hata:  15202.339015157277\n",
      "Epoch:  459  Hata:  15135.460770414247\n",
      "Epoch:  460  Hata:  14976.010199174347\n",
      "Epoch:  461  Hata:  14864.927459886203\n",
      "Epoch:  462  Hata:  14645.322299304167\n",
      "Epoch:  463  Hata:  14607.710659369523\n",
      "Epoch:  464  Hata:  14677.197693854248\n",
      "Epoch:  465  Hata:  14741.10441851045\n",
      "Epoch:  466  Hata:  14780.685899708831\n",
      "Epoch:  467  Hata:  14662.016746598147\n",
      "Epoch:  468  Hata:  14784.46441013694\n",
      "Epoch:  469  Hata:  14793.37725529333\n",
      "Epoch:  470  Hata:  14743.023202030094\n",
      "Epoch:  471  Hata:  14816.036038473472\n",
      "Epoch:  472  Hata:  14720.349751657206\n",
      "Epoch:  473  Hata:  14490.090240445452\n",
      "Epoch:  474  Hata:  14570.732547683894\n",
      "Epoch:  475  Hata:  14521.754727027173\n",
      "Epoch:  476  Hata:  14389.143895709629\n",
      "Epoch:  477  Hata:  14450.93727471675\n",
      "Epoch:  478  Hata:  14440.529760944177\n",
      "Epoch:  479  Hata:  14442.34734207479\n",
      "Epoch:  480  Hata:  14493.386527798488\n",
      "Epoch:  481  Hata:  14514.584358003089\n",
      "Epoch:  482  Hata:  14356.683333431813\n",
      "Epoch:  483  Hata:  14581.410487042607\n",
      "Epoch:  484  Hata:  14653.95085716706\n",
      "Epoch:  485  Hata:  14772.613053318013\n",
      "Epoch:  486  Hata:  14932.640074366853\n",
      "Epoch:  487  Hata:  14847.157373252136\n",
      "Epoch:  488  Hata:  14855.331817577322\n",
      "Epoch:  489  Hata:  14928.049175249478\n",
      "Epoch:  490  Hata:  14788.330522212493\n",
      "Epoch:  491  Hata:  14670.058552467865\n",
      "Epoch:  492  Hata:  14661.557633881503\n",
      "Epoch:  493  Hata:  14772.49825697688\n",
      "Epoch:  494  Hata:  14719.517699167754\n",
      "Epoch:  495  Hata:  14768.597851809474\n",
      "Epoch:  496  Hata:  14808.33194084742\n",
      "Epoch:  497  Hata:  14833.183524982309\n",
      "Epoch:  498  Hata:  14797.788671406288\n",
      "Epoch:  499  Hata:  14821.454992244619\n",
      "Epoch:  500  Hata:  14902.224027922904\n",
      "Epoch:  501  Hata:  14920.979857195005\n",
      "Epoch:  502  Hata:  15007.709363419792\n",
      "Epoch:  503  Hata:  14969.101742912579\n",
      "Epoch:  504  Hata:  15090.377564433074\n",
      "Epoch:  505  Hata:  15135.382576559614\n",
      "Epoch:  506  Hata:  15165.860906168557\n",
      "Epoch:  507  Hata:  15039.27342260472\n",
      "Epoch:  508  Hata:  15091.744951815199\n",
      "Epoch:  509  Hata:  14921.867892860375\n",
      "Epoch:  510  Hata:  14960.375505197455\n",
      "Epoch:  511  Hata:  14993.405075852828\n",
      "Epoch:  512  Hata:  14882.913133411823\n",
      "Epoch:  513  Hata:  14750.300310849492\n",
      "Epoch:  514  Hata:  14607.769622030999\n",
      "Epoch:  515  Hata:  14524.7783424893\n",
      "Epoch:  516  Hata:  14487.65003482653\n",
      "Epoch:  517  Hata:  14397.826213218892\n",
      "Epoch:  518  Hata:  14457.320152782937\n",
      "Epoch:  519  Hata:  14379.825019147049\n",
      "Epoch:  520  Hata:  14319.686972425685\n",
      "Epoch:  521  Hata:  14395.486974288431\n",
      "Epoch:  522  Hata:  14331.533871023781\n",
      "Epoch:  523  Hata:  14324.41085136688\n",
      "Epoch:  524  Hata:  14314.005844405121\n",
      "Epoch:  525  Hata:  14253.11398031098\n",
      "Epoch:  526  Hata:  14158.814216378905\n",
      "Epoch:  527  Hata:  14216.652768708407\n",
      "Epoch:  528  Hata:  14083.198099039362\n",
      "Epoch:  529  Hata:  14063.38218258321\n",
      "Epoch:  530  Hata:  14165.588381239651\n",
      "Epoch:  531  Hata:  13975.63259052626\n",
      "Epoch:  532  Hata:  14046.760031669215\n",
      "Epoch:  533  Hata:  14137.449393091109\n",
      "Epoch:  534  Hata:  13968.596904955804\n",
      "Epoch:  535  Hata:  13867.656163621046\n",
      "Epoch:  536  Hata:  13886.751254420718\n",
      "Epoch:  537  Hata:  13871.85001241425\n",
      "Epoch:  538  Hata:  13856.668647840102\n",
      "Epoch:  539  Hata:  13818.643124824599\n",
      "Epoch:  540  Hata:  13897.19273070776\n",
      "Epoch:  541  Hata:  13816.035770736036\n",
      "Epoch:  542  Hata:  13815.009888640956\n",
      "Epoch:  543  Hata:  13791.238333776682\n",
      "Epoch:  544  Hata:  13971.928777872787\n",
      "Epoch:  545  Hata:  14040.922536686914\n",
      "Epoch:  546  Hata:  13925.686974580265\n",
      "Epoch:  547  Hata:  13925.970340315336\n",
      "Epoch:  548  Hata:  13958.25767446553\n",
      "Epoch:  549  Hata:  14119.567537633919\n",
      "Epoch:  550  Hata:  14030.11129255694\n",
      "Epoch:  551  Hata:  14180.816479643308\n",
      "Epoch:  552  Hata:  14304.596469117383\n",
      "Epoch:  553  Hata:  14391.564308005782\n",
      "Epoch:  554  Hata:  14362.115862915409\n",
      "Epoch:  555  Hata:  14248.459777752396\n",
      "Epoch:  556  Hata:  14340.23264396924\n",
      "Epoch:  557  Hata:  14235.571295526493\n",
      "Epoch:  558  Hata:  14238.599733416995\n",
      "Epoch:  559  Hata:  14256.62183513035\n",
      "Epoch:  560  Hata:  14280.68053358063\n",
      "Epoch:  561  Hata:  14264.347887448394\n",
      "Epoch:  562  Hata:  14364.494684311507\n",
      "Epoch:  563  Hata:  14407.581185727537\n",
      "Epoch:  564  Hata:  14404.260323346552\n",
      "Epoch:  565  Hata:  14352.429416439587\n",
      "Epoch:  566  Hata:  14326.220963901756\n",
      "Epoch:  567  Hata:  14243.42167567254\n",
      "Epoch:  568  Hata:  14228.484017912742\n",
      "Epoch:  569  Hata:  14073.735603878307\n",
      "Epoch:  570  Hata:  14141.250515747908\n",
      "Epoch:  571  Hata:  14103.903557497692\n",
      "Epoch:  572  Hata:  14017.57514979522\n",
      "Epoch:  573  Hata:  13936.383945543781\n",
      "Epoch:  574  Hata:  13964.017722312483\n",
      "Epoch:  575  Hata:  13761.112892432217\n",
      "Epoch:  576  Hata:  13822.466819444666\n",
      "Epoch:  577  Hata:  13889.332920813109\n",
      "Epoch:  578  Hata:  13642.993528103003\n",
      "Epoch:  579  Hata:  13677.012713829274\n",
      "Epoch:  580  Hata:  13635.63514756062\n",
      "Epoch:  581  Hata:  13800.593691531878\n",
      "Epoch:  582  Hata:  13940.55331572243\n",
      "Epoch:  583  Hata:  13843.094097819896\n",
      "Epoch:  584  Hata:  13784.707835412433\n",
      "Epoch:  585  Hata:  13708.60057148623\n",
      "Epoch:  586  Hata:  13628.621623363713\n",
      "Epoch:  587  Hata:  13479.297198673148\n",
      "Epoch:  588  Hata:  13635.911728822088\n",
      "Epoch:  589  Hata:  13631.762270044825\n",
      "Epoch:  590  Hata:  13671.743864010703\n",
      "Epoch:  591  Hata:  13636.642158590652\n",
      "Epoch:  592  Hata:  13572.586774671112\n",
      "Epoch:  593  Hata:  13535.098090569929\n",
      "Epoch:  594  Hata:  13453.822438555666\n",
      "Epoch:  595  Hata:  13303.853559702737\n",
      "Epoch:  596  Hata:  13363.259432999475\n",
      "Epoch:  597  Hata:  13349.143559119815\n",
      "Epoch:  598  Hata:  13305.08621294094\n",
      "Epoch:  599  Hata:  13503.16894106837\n",
      "Epoch:  600  Hata:  13430.506663155255\n",
      "Epoch:  601  Hata:  13455.94054010681\n",
      "Epoch:  602  Hata:  13443.456294078269\n",
      "Epoch:  603  Hata:  13524.208131258523\n",
      "Epoch:  604  Hata:  13514.925291974654\n",
      "Epoch:  605  Hata:  13384.327620765904\n",
      "Epoch:  606  Hata:  13421.359454790987\n",
      "Epoch:  607  Hata:  13328.879070458666\n",
      "Epoch:  608  Hata:  13146.373905278688\n",
      "Epoch:  609  Hata:  13093.967594687449\n",
      "Epoch:  610  Hata:  13081.49703472611\n",
      "Epoch:  611  Hata:  13306.614338615225\n",
      "Epoch:  612  Hata:  13395.262692628658\n",
      "Epoch:  613  Hata:  13393.27619771632\n",
      "Epoch:  614  Hata:  13425.278001399614\n",
      "Epoch:  615  Hata:  13314.407067163944\n",
      "Epoch:  616  Hata:  13456.539464069006\n",
      "Epoch:  617  Hata:  13466.82879124796\n",
      "Epoch:  618  Hata:  13581.968985509091\n",
      "Epoch:  619  Hata:  13588.331982776814\n",
      "Epoch:  620  Hata:  13615.194818268259\n",
      "Epoch:  621  Hata:  13692.220348465562\n",
      "Epoch:  622  Hata:  13581.31780802289\n",
      "Epoch:  623  Hata:  13601.824460711556\n",
      "Epoch:  624  Hata:  13733.982528326524\n",
      "Epoch:  625  Hata:  13622.273839924776\n",
      "Epoch:  626  Hata:  13612.376356085057\n",
      "Epoch:  627  Hata:  13547.438727480532\n",
      "Epoch:  628  Hata:  13488.540740540506\n",
      "Epoch:  629  Hata:  13510.789935381246\n",
      "Epoch:  630  Hata:  13634.654964867448\n",
      "Epoch:  631  Hata:  13619.2442822013\n",
      "Epoch:  632  Hata:  13561.436751539153\n",
      "Epoch:  633  Hata:  13355.930503709\n",
      "Epoch:  634  Hata:  13492.69367946289\n",
      "Epoch:  635  Hata:  13391.553059912429\n",
      "Epoch:  636  Hata:  13580.078927375616\n",
      "Epoch:  637  Hata:  13521.7043319722\n",
      "Epoch:  638  Hata:  13554.447489813516\n",
      "Epoch:  639  Hata:  13457.572553919175\n",
      "Epoch:  640  Hata:  13471.774046385037\n",
      "Epoch:  641  Hata:  13546.06750174275\n",
      "Epoch:  642  Hata:  13311.27850739043\n",
      "Epoch:  643  Hata:  13453.460588231177\n",
      "Epoch:  644  Hata:  13483.800538869\n",
      "Epoch:  645  Hata:  13439.46007485867\n",
      "Epoch:  646  Hata:  13461.316431489224\n",
      "Epoch:  647  Hata:  13604.249292381897\n",
      "Epoch:  648  Hata:  13565.677388446202\n",
      "Epoch:  649  Hata:  13424.919356345057\n",
      "Epoch:  650  Hata:  13639.95207981867\n",
      "Epoch:  651  Hata:  13722.520970355212\n",
      "Epoch:  652  Hata:  13646.025812667282\n",
      "Epoch:  653  Hata:  13725.446933743133\n",
      "Epoch:  654  Hata:  13735.14423103687\n",
      "Epoch:  655  Hata:  13706.839901891943\n",
      "Epoch:  656  Hata:  13811.853183051648\n",
      "Epoch:  657  Hata:  13810.51821918615\n",
      "Epoch:  658  Hata:  13833.664143288079\n",
      "Epoch:  659  Hata:  13803.374466141864\n",
      "Epoch:  660  Hata:  13901.755104336426\n",
      "Epoch:  661  Hata:  13958.36796888755\n",
      "Epoch:  662  Hata:  14067.431165105821\n",
      "Epoch:  663  Hata:  14095.550345706955\n",
      "Epoch:  664  Hata:  14178.971720276688\n",
      "Epoch:  665  Hata:  14151.127467017193\n",
      "Epoch:  666  Hata:  13830.383518110963\n",
      "Epoch:  667  Hata:  13946.417776360624\n",
      "Epoch:  668  Hata:  13832.775685059849\n",
      "Epoch:  669  Hata:  13659.30821166478\n",
      "Epoch:  670  Hata:  13688.628738223757\n",
      "Epoch:  671  Hata:  13890.268410095556\n",
      "Epoch:  672  Hata:  13823.441784362381\n",
      "Epoch:  673  Hata:  13777.88954021733\n",
      "Epoch:  674  Hata:  13827.831955582127\n",
      "Epoch:  675  Hata:  13698.990910700544\n",
      "Epoch:  676  Hata:  13754.886987348804\n",
      "Epoch:  677  Hata:  13836.95063292353\n",
      "Epoch:  678  Hata:  14032.702647735074\n",
      "Epoch:  679  Hata:  14063.85223943012\n",
      "Epoch:  680  Hata:  14191.778472654314\n",
      "Epoch:  681  Hata:  14097.71036709323\n",
      "Epoch:  682  Hata:  14126.371837887387\n",
      "Epoch:  683  Hata:  14082.42278070954\n",
      "Epoch:  684  Hata:  14200.991937159934\n",
      "Epoch:  685  Hata:  14362.315527904535\n",
      "Epoch:  686  Hata:  14431.245374860404\n",
      "Epoch:  687  Hata:  14454.822186517194\n",
      "Epoch:  688  Hata:  14283.008265472354\n",
      "Epoch:  689  Hata:  14466.585956161427\n",
      "Epoch:  690  Hata:  14304.633949197514\n",
      "Epoch:  691  Hata:  14244.491378972732\n",
      "Epoch:  692  Hata:  14288.296326367636\n",
      "Epoch:  693  Hata:  14227.95255029879\n",
      "Epoch:  694  Hata:  14096.415177230232\n",
      "Epoch:  695  Hata:  14040.325914178411\n",
      "Epoch:  696  Hata:  13937.607309862875\n",
      "Epoch:  697  Hata:  13982.060222527143\n",
      "Epoch:  698  Hata:  13847.87633015884\n",
      "Epoch:  699  Hata:  13899.043093427765\n",
      "Epoch:  700  Hata:  13996.842556950682\n",
      "Epoch:  701  Hata:  13960.735764492096\n",
      "Epoch:  702  Hata:  14062.399096406576\n",
      "Epoch:  703  Hata:  13971.286458539378\n",
      "Epoch:  704  Hata:  14062.485594560818\n",
      "Epoch:  705  Hata:  14074.202910329586\n",
      "Epoch:  706  Hata:  14002.95233331049\n",
      "Epoch:  707  Hata:  14190.360938912956\n",
      "Epoch:  708  Hata:  14338.529172392638\n",
      "Epoch:  709  Hata:  14167.14683406932\n",
      "Epoch:  710  Hata:  14212.906194410914\n",
      "Epoch:  711  Hata:  14231.878940976834\n",
      "Epoch:  712  Hata:  14374.179700446904\n",
      "Epoch:  713  Hata:  14380.641555057324\n",
      "Epoch:  714  Hata:  14372.88313799095\n",
      "Epoch:  715  Hata:  14475.932482207456\n",
      "Epoch:  716  Hata:  14400.858675285652\n",
      "Epoch:  717  Hata:  14478.898022419622\n",
      "Epoch:  718  Hata:  14425.30591203882\n",
      "Epoch:  719  Hata:  14290.050552200657\n",
      "Epoch:  720  Hata:  14327.304215163584\n",
      "Epoch:  721  Hata:  14146.883969258108\n",
      "Epoch:  722  Hata:  14132.696330144894\n",
      "Epoch:  723  Hata:  14229.626750584779\n",
      "Epoch:  724  Hata:  14365.281726400572\n",
      "Epoch:  725  Hata:  14270.819316291047\n",
      "Epoch:  726  Hata:  14255.68335875544\n",
      "Epoch:  727  Hata:  14220.104252503166\n",
      "Epoch:  728  Hata:  14095.062317296239\n",
      "Epoch:  729  Hata:  14119.3379387267\n",
      "Epoch:  730  Hata:  14113.596386388335\n",
      "Epoch:  731  Hata:  14202.536176484935\n",
      "Epoch:  732  Hata:  14130.703313205142\n",
      "Epoch:  733  Hata:  14018.677444293\n",
      "Epoch:  734  Hata:  13951.992441185048\n",
      "Epoch:  735  Hata:  14009.181498367381\n",
      "Epoch:  736  Hata:  14178.343960852\n",
      "Epoch:  737  Hata:  14289.139018068297\n",
      "Epoch:  738  Hata:  14406.984805886144\n",
      "Epoch:  739  Hata:  14326.685225326137\n",
      "Epoch:  740  Hata:  14468.467064965575\n",
      "Epoch:  741  Hata:  14404.424243322894\n",
      "Epoch:  742  Hata:  14315.307998767892\n",
      "Epoch:  743  Hata:  14318.665102241503\n",
      "Epoch:  744  Hata:  14259.209066156462\n",
      "Epoch:  745  Hata:  14280.137519571403\n",
      "Epoch:  746  Hata:  14367.919229857174\n",
      "Epoch:  747  Hata:  14182.426429233221\n",
      "Epoch:  748  Hata:  14252.41718863981\n",
      "Epoch:  749  Hata:  14213.211959723634\n",
      "Epoch:  750  Hata:  14303.78166898394\n",
      "Epoch:  751  Hata:  14228.912833342441\n",
      "Epoch:  752  Hata:  14301.182442292136\n",
      "Epoch:  753  Hata:  14243.481120306356\n",
      "Epoch:  754  Hata:  14321.657098917112\n",
      "Epoch:  755  Hata:  14408.060818345408\n",
      "Epoch:  756  Hata:  14582.493193096678\n",
      "Epoch:  757  Hata:  14497.939035155543\n",
      "Epoch:  758  Hata:  14508.995795810575\n",
      "Epoch:  759  Hata:  14407.783847502467\n",
      "Epoch:  760  Hata:  14489.251469486246\n",
      "Epoch:  761  Hata:  14478.60130612203\n",
      "Epoch:  762  Hata:  14495.360081225557\n",
      "Epoch:  763  Hata:  14591.181653211577\n",
      "Epoch:  764  Hata:  14603.329929952553\n",
      "Epoch:  765  Hata:  14626.734539928639\n",
      "Epoch:  766  Hata:  14528.82677871111\n",
      "Epoch:  767  Hata:  14418.408561525315\n",
      "Epoch:  768  Hata:  14396.823361708277\n",
      "Epoch:  769  Hata:  14358.635893792365\n",
      "Epoch:  770  Hata:  14193.128151418596\n",
      "Epoch:  771  Hata:  14130.925801712361\n",
      "Epoch:  772  Hata:  14178.56161435546\n",
      "Epoch:  773  Hata:  13940.10321542291\n",
      "Epoch:  774  Hata:  13794.940955590675\n",
      "Epoch:  775  Hata:  13827.456615778763\n",
      "Epoch:  776  Hata:  13721.323385859108\n",
      "Epoch:  777  Hata:  13846.902327103802\n",
      "Epoch:  778  Hata:  13880.22717790437\n",
      "Epoch:  779  Hata:  13890.720444497316\n",
      "Epoch:  780  Hata:  14002.666930509815\n",
      "Epoch:  781  Hata:  14039.13128593807\n",
      "Epoch:  782  Hata:  14208.115974625813\n",
      "Epoch:  783  Hata:  14156.567000243227\n",
      "Epoch:  784  Hata:  14122.27214304738\n",
      "Epoch:  785  Hata:  14148.048565049616\n",
      "Epoch:  786  Hata:  14146.834567728043\n",
      "Epoch:  787  Hata:  14224.088619788368\n",
      "Epoch:  788  Hata:  13983.430480605763\n",
      "Epoch:  789  Hata:  14198.284445210087\n",
      "Epoch:  790  Hata:  14001.348767866719\n",
      "Epoch:  791  Hata:  13981.912381829301\n",
      "Epoch:  792  Hata:  14033.781840789634\n",
      "Epoch:  793  Hata:  13848.60153728927\n",
      "Epoch:  794  Hata:  13838.157065536136\n",
      "Epoch:  795  Hata:  13807.58224563244\n",
      "Epoch:  796  Hata:  13752.494853177963\n",
      "Epoch:  797  Hata:  13711.842884234906\n",
      "Epoch:  798  Hata:  13905.30436737906\n",
      "Epoch:  799  Hata:  13985.565445591732\n",
      "Epoch:  800  Hata:  13760.27357612916\n",
      "Epoch:  801  Hata:  13810.843291182962\n",
      "Epoch:  802  Hata:  13866.040208036757\n",
      "Epoch:  803  Hata:  13901.698252769074\n",
      "Epoch:  804  Hata:  13933.794725547328\n",
      "Epoch:  805  Hata:  13706.339683345786\n",
      "Epoch:  806  Hata:  13794.342619083523\n",
      "Epoch:  807  Hata:  13751.11442655577\n",
      "Epoch:  808  Hata:  13934.614017364736\n",
      "Epoch:  809  Hata:  13836.5472293541\n",
      "Epoch:  810  Hata:  14035.565798556345\n",
      "Epoch:  811  Hata:  14088.543123836494\n",
      "Epoch:  812  Hata:  13959.53003600201\n",
      "Epoch:  813  Hata:  13864.457299363276\n",
      "Epoch:  814  Hata:  13835.601085299242\n",
      "Epoch:  815  Hata:  13934.124738526452\n",
      "Epoch:  816  Hata:  14045.117835573546\n",
      "Epoch:  817  Hata:  14038.279841672022\n",
      "Epoch:  818  Hata:  14138.139565550151\n",
      "Epoch:  819  Hata:  14243.84057794679\n",
      "Epoch:  820  Hata:  14272.785188384849\n",
      "Epoch:  821  Hata:  14220.859327046664\n",
      "Epoch:  822  Hata:  14064.388389249045\n",
      "Epoch:  823  Hata:  13983.069785156616\n",
      "Epoch:  824  Hata:  14019.802162199856\n",
      "Epoch:  825  Hata:  14095.4024805548\n",
      "Epoch:  826  Hata:  14100.909276050163\n",
      "Epoch:  827  Hata:  14280.551211812923\n",
      "Epoch:  828  Hata:  14198.209018768215\n",
      "Epoch:  829  Hata:  14120.991172766364\n",
      "Epoch:  830  Hata:  14082.713777935327\n",
      "Epoch:  831  Hata:  14143.318501042304\n",
      "Epoch:  832  Hata:  14219.815382976616\n",
      "Epoch:  833  Hata:  14271.347330021334\n",
      "Epoch:  834  Hata:  14137.607773302067\n",
      "Epoch:  835  Hata:  14103.774395047069\n",
      "Epoch:  836  Hata:  13877.838440065188\n",
      "Epoch:  837  Hata:  13884.384086934257\n",
      "Epoch:  838  Hata:  13901.599426873196\n",
      "Epoch:  839  Hata:  14026.486927304875\n",
      "Epoch:  840  Hata:  13982.98932763609\n",
      "Epoch:  841  Hata:  14042.673991899816\n",
      "Epoch:  842  Hata:  14084.181802084391\n",
      "Epoch:  843  Hata:  13934.528701427875\n",
      "Epoch:  844  Hata:  14034.565094818125\n",
      "Epoch:  845  Hata:  14077.116219276688\n",
      "Epoch:  846  Hata:  14011.543940032232\n",
      "Epoch:  847  Hata:  14053.615775846447\n",
      "Epoch:  848  Hata:  14090.271109259602\n",
      "Epoch:  849  Hata:  14090.611687717168\n",
      "Epoch:  850  Hata:  13940.104541597717\n",
      "Epoch:  851  Hata:  13682.259987843254\n",
      "Epoch:  852  Hata:  13658.306891278437\n",
      "Epoch:  853  Hata:  13616.61459937429\n",
      "Epoch:  854  Hata:  13425.158465946035\n",
      "Epoch:  855  Hata:  13499.352080557097\n",
      "Epoch:  856  Hata:  13437.558156982443\n",
      "Epoch:  857  Hata:  13478.516247716667\n",
      "Epoch:  858  Hata:  13486.726074327118\n",
      "Epoch:  859  Hata:  13477.631948127248\n",
      "Epoch:  860  Hata:  13454.936062499868\n",
      "Epoch:  861  Hata:  13567.652085570187\n",
      "Epoch:  862  Hata:  13480.277019615674\n",
      "Epoch:  863  Hata:  13487.406366330655\n",
      "Epoch:  864  Hata:  13554.342652757425\n",
      "Epoch:  865  Hata:  13441.325682606644\n",
      "Epoch:  866  Hata:  13544.580470138224\n",
      "Epoch:  867  Hata:  13477.172914477746\n",
      "Epoch:  868  Hata:  13439.833770426922\n",
      "Epoch:  869  Hata:  13378.623889305454\n",
      "Epoch:  870  Hata:  13477.722667715643\n",
      "Epoch:  871  Hata:  13551.835279059393\n",
      "Epoch:  872  Hata:  13475.604228464352\n",
      "Epoch:  873  Hata:  13559.931399851383\n",
      "Epoch:  874  Hata:  13533.438513715193\n",
      "Epoch:  875  Hata:  13633.495128628241\n",
      "Epoch:  876  Hata:  13698.777000435559\n",
      "Epoch:  877  Hata:  13863.996051895461\n",
      "Epoch:  878  Hata:  13772.666947001315\n",
      "Epoch:  879  Hata:  13956.390192223982\n",
      "Epoch:  880  Hata:  14000.966899452702\n",
      "Epoch:  881  Hata:  13929.189713164837\n",
      "Epoch:  882  Hata:  13807.620487940176\n",
      "Epoch:  883  Hata:  13631.418969639933\n",
      "Epoch:  884  Hata:  13767.360752112389\n",
      "Epoch:  885  Hata:  13934.306424466802\n",
      "Epoch:  886  Hata:  13950.2013392187\n",
      "Epoch:  887  Hata:  14002.353856896512\n",
      "Epoch:  888  Hata:  14202.434899937814\n",
      "Epoch:  889  Hata:  14124.557789776469\n",
      "Epoch:  890  Hata:  14253.757336866573\n",
      "Epoch:  891  Hata:  14357.936871757951\n",
      "Epoch:  892  Hata:  14464.771186559678\n",
      "Epoch:  893  Hata:  14520.84208739846\n",
      "Epoch:  894  Hata:  14515.771690936057\n",
      "Epoch:  895  Hata:  14438.2045765291\n",
      "Epoch:  896  Hata:  14475.90292711207\n",
      "Epoch:  897  Hata:  14283.411287777419\n",
      "Epoch:  898  Hata:  14195.353001614727\n",
      "Epoch:  899  Hata:  14119.940275367866\n",
      "Epoch:  900  Hata:  14071.09046123632\n",
      "Epoch:  901  Hata:  14286.84399974016\n",
      "Epoch:  902  Hata:  14468.725977874816\n",
      "Epoch:  903  Hata:  14504.796076889468\n",
      "Epoch:  904  Hata:  14494.487936179867\n",
      "Epoch:  905  Hata:  14509.709644064176\n",
      "Epoch:  906  Hata:  14516.486769516609\n",
      "Epoch:  907  Hata:  14557.275678861904\n",
      "Epoch:  908  Hata:  14546.876824468083\n",
      "Epoch:  909  Hata:  14556.674028906848\n",
      "Epoch:  910  Hata:  14521.164632460219\n",
      "Epoch:  911  Hata:  14507.53814659797\n",
      "Epoch:  912  Hata:  14516.923320277576\n",
      "Epoch:  913  Hata:  14403.917091634301\n",
      "Epoch:  914  Hata:  14413.508926277787\n",
      "Epoch:  915  Hata:  14275.364739334746\n",
      "Epoch:  916  Hata:  14232.201695546068\n",
      "Epoch:  917  Hata:  14329.5320938302\n",
      "Epoch:  918  Hata:  14375.650827557489\n",
      "Epoch:  919  Hata:  14340.554802249582\n",
      "Epoch:  920  Hata:  14218.226293982108\n",
      "Epoch:  921  Hata:  14385.449174472893\n",
      "Epoch:  922  Hata:  14358.666092939251\n",
      "Epoch:  923  Hata:  14387.872030908396\n",
      "Epoch:  924  Hata:  14294.518195397732\n",
      "Epoch:  925  Hata:  14232.829873045188\n",
      "Epoch:  926  Hata:  14311.197804079806\n",
      "Epoch:  927  Hata:  14215.256062810779\n",
      "Epoch:  928  Hata:  14169.75293989351\n",
      "Epoch:  929  Hata:  14062.780829979412\n",
      "Epoch:  930  Hata:  13941.878991753209\n",
      "Epoch:  931  Hata:  13957.105186096342\n",
      "Epoch:  932  Hata:  13963.26948922259\n",
      "Epoch:  933  Hata:  13965.317965056043\n",
      "Epoch:  934  Hata:  13873.661172970602\n",
      "Epoch:  935  Hata:  13912.360281934814\n",
      "Epoch:  936  Hata:  13839.844212086819\n",
      "Epoch:  937  Hata:  13818.278015777843\n",
      "Epoch:  938  Hata:  13705.183891576075\n",
      "Epoch:  939  Hata:  13660.444400786357\n",
      "Epoch:  940  Hata:  13592.825984696017\n",
      "Epoch:  941  Hata:  13488.850952627981\n",
      "Epoch:  942  Hata:  13422.298416963811\n",
      "Epoch:  943  Hata:  13383.609883189942\n",
      "Epoch:  944  Hata:  13324.84730223555\n",
      "Epoch:  945  Hata:  13331.27212522723\n",
      "Epoch:  946  Hata:  13255.47827802722\n",
      "Epoch:  947  Hata:  13358.157014508277\n",
      "Epoch:  948  Hata:  13183.416892010264\n",
      "Epoch:  949  Hata:  13150.738792741764\n",
      "Epoch:  950  Hata:  13324.321484496686\n",
      "Epoch:  951  Hata:  13257.733450675303\n",
      "Epoch:  952  Hata:  13116.965326427688\n",
      "Epoch:  953  Hata:  13246.859402326376\n",
      "Epoch:  954  Hata:  13195.772607661198\n",
      "Epoch:  955  Hata:  13074.396778895465\n",
      "Epoch:  956  Hata:  12993.910493909189\n",
      "Epoch:  957  Hata:  13030.554889094008\n",
      "Epoch:  958  Hata:  12928.133132544568\n",
      "Epoch:  959  Hata:  13050.327184114185\n",
      "Epoch:  960  Hata:  12980.491588991552\n",
      "Epoch:  961  Hata:  13030.013350505853\n",
      "Epoch:  962  Hata:  12970.969357531441\n",
      "Epoch:  963  Hata:  12908.490837545389\n",
      "Epoch:  964  Hata:  13036.845177697192\n",
      "Epoch:  965  Hata:  13166.094918478559\n",
      "Epoch:  966  Hata:  13353.865803189705\n",
      "Epoch:  967  Hata:  13273.452479814947\n",
      "Epoch:  968  Hata:  13183.741866639266\n",
      "Epoch:  969  Hata:  13004.756661931671\n",
      "Epoch:  970  Hata:  12751.40755926382\n",
      "Epoch:  971  Hata:  12763.759361281998\n",
      "Epoch:  972  Hata:  12755.224132980999\n",
      "Epoch:  973  Hata:  12788.422948064903\n",
      "Epoch:  974  Hata:  12774.613013251614\n",
      "Epoch:  975  Hata:  12642.944693533413\n",
      "Epoch:  976  Hata:  12571.653497017403\n",
      "Epoch:  977  Hata:  12682.744334600664\n",
      "Epoch:  978  Hata:  12570.293037684385\n",
      "Epoch:  979  Hata:  12571.230926258504\n",
      "Epoch:  980  Hata:  12547.249184183616\n",
      "Epoch:  981  Hata:  12559.512518233838\n",
      "Epoch:  982  Hata:  12664.294928490006\n",
      "Epoch:  983  Hata:  12608.817688582189\n",
      "Epoch:  984  Hata:  12724.973162938895\n",
      "Epoch:  985  Hata:  12590.466974199937\n",
      "Epoch:  986  Hata:  12559.44832897273\n",
      "Epoch:  987  Hata:  12627.037524196787\n",
      "Epoch:  988  Hata:  12718.184719552974\n",
      "Epoch:  989  Hata:  12698.790636183134\n",
      "Epoch:  990  Hata:  12757.411159128344\n",
      "Epoch:  991  Hata:  12691.045892909924\n",
      "Epoch:  992  Hata:  12678.528164029343\n",
      "Epoch:  993  Hata:  12473.99301453097\n",
      "Epoch:  994  Hata:  12473.088562170338\n",
      "Epoch:  995  Hata:  12445.966801423609\n",
      "Epoch:  996  Hata:  12380.769641468783\n",
      "Epoch:  997  Hata:  12290.705880435256\n",
      "Epoch:  998  Hata:  12156.1639720758\n",
      "Epoch:  999  Hata:  12283.957372204724\n",
      "Epoch:  1000  Hata:  12197.559951391497\n",
      "Epoch:  1001  Hata:  12236.21950225221\n",
      "Epoch:  1002  Hata:  12237.682227034195\n",
      "Epoch:  1003  Hata:  12354.824587776166\n",
      "Epoch:  1004  Hata:  12289.974838433081\n",
      "Epoch:  1005  Hata:  12432.87800027443\n",
      "Epoch:  1006  Hata:  12365.63288926845\n",
      "Epoch:  1007  Hata:  12340.1128630827\n",
      "Epoch:  1008  Hata:  12423.537833692539\n",
      "Epoch:  1009  Hata:  12420.005864336914\n",
      "Epoch:  1010  Hata:  12399.214530939867\n",
      "Epoch:  1011  Hata:  12436.39997160423\n",
      "Epoch:  1012  Hata:  12329.30773413605\n",
      "Epoch:  1013  Hata:  12376.948911773537\n",
      "Epoch:  1014  Hata:  12273.236906040833\n",
      "Epoch:  1015  Hata:  12142.394910241032\n",
      "Epoch:  1016  Hata:  12194.513089977496\n",
      "Epoch:  1017  Hata:  12303.161892906593\n",
      "Epoch:  1018  Hata:  12383.275946761416\n",
      "Epoch:  1019  Hata:  12350.818976714057\n",
      "Epoch:  1020  Hata:  12413.725033349063\n",
      "Epoch:  1021  Hata:  12477.112695658256\n",
      "Epoch:  1022  Hata:  12537.102078765447\n",
      "Epoch:  1023  Hata:  12448.366387972483\n",
      "Epoch:  1024  Hata:  12428.844561898064\n",
      "Epoch:  1025  Hata:  12624.733471158592\n",
      "Epoch:  1026  Hata:  12561.529307839535\n",
      "Epoch:  1027  Hata:  12579.021443277541\n",
      "Epoch:  1028  Hata:  12523.780085103248\n",
      "Epoch:  1029  Hata:  12558.259829275314\n",
      "Epoch:  1030  Hata:  12527.891329553153\n",
      "Epoch:  1031  Hata:  12474.132708470874\n",
      "Epoch:  1032  Hata:  12568.470161626024\n",
      "Epoch:  1033  Hata:  12458.010327022834\n",
      "Epoch:  1034  Hata:  12505.88149038384\n",
      "Epoch:  1035  Hata:  12513.687303168357\n",
      "Epoch:  1036  Hata:  12531.432558973425\n",
      "Epoch:  1037  Hata:  12509.558960955525\n",
      "Epoch:  1038  Hata:  12422.54800247074\n",
      "Epoch:  1039  Hata:  12469.187104341625\n",
      "Epoch:  1040  Hata:  12552.300855218069\n",
      "Epoch:  1041  Hata:  12728.510449537134\n",
      "Epoch:  1042  Hata:  12795.081970004536\n",
      "Epoch:  1043  Hata:  12779.317748345667\n",
      "Epoch:  1044  Hata:  12680.804942843148\n",
      "Epoch:  1045  Hata:  12812.804950946225\n",
      "Epoch:  1046  Hata:  12788.339617471445\n",
      "Epoch:  1047  Hata:  12648.91282999229\n",
      "Epoch:  1048  Hata:  12566.685781423195\n",
      "Epoch:  1049  Hata:  12556.930756045407\n",
      "Epoch:  1050  Hata:  12501.17292268277\n",
      "Epoch:  1051  Hata:  12499.980951386236\n",
      "Epoch:  1052  Hata:  12537.156312994495\n",
      "Epoch:  1053  Hata:  12563.28734292551\n",
      "Epoch:  1054  Hata:  12518.28938814856\n",
      "Epoch:  1055  Hata:  12554.667466037827\n",
      "Epoch:  1056  Hata:  12629.285980231352\n",
      "Epoch:  1057  Hata:  12478.234717433468\n",
      "Epoch:  1058  Hata:  12584.829156949105\n",
      "Epoch:  1059  Hata:  12565.534060867405\n",
      "Epoch:  1060  Hata:  12541.582231948913\n",
      "Epoch:  1061  Hata:  12453.878794115288\n",
      "Epoch:  1062  Hata:  12505.128046054435\n",
      "Epoch:  1063  Hata:  12543.877563382524\n",
      "Epoch:  1064  Hata:  12474.618176821425\n",
      "Epoch:  1065  Hata:  12550.994176162576\n",
      "Epoch:  1066  Hata:  12430.63973905026\n",
      "Epoch:  1067  Hata:  12317.919216469174\n",
      "Epoch:  1068  Hata:  12316.646882333776\n",
      "Epoch:  1069  Hata:  12362.462833814188\n",
      "Epoch:  1070  Hata:  12399.624394359464\n",
      "Epoch:  1071  Hata:  12455.001275989203\n",
      "Epoch:  1072  Hata:  12501.710234365164\n",
      "Epoch:  1073  Hata:  12420.572532066086\n",
      "Epoch:  1074  Hata:  12476.640873797034\n",
      "Epoch:  1075  Hata:  12533.214707567466\n",
      "Epoch:  1076  Hata:  12419.164935069093\n",
      "Epoch:  1077  Hata:  12527.721828128535\n",
      "Epoch:  1078  Hata:  12413.59594267726\n",
      "Epoch:  1079  Hata:  12402.979771210592\n",
      "Epoch:  1080  Hata:  12468.538581442253\n",
      "Epoch:  1081  Hata:  12540.38051466534\n",
      "Epoch:  1082  Hata:  12349.37579181104\n",
      "Epoch:  1083  Hata:  12398.380197431376\n",
      "Epoch:  1084  Hata:  12385.447353617592\n",
      "Epoch:  1085  Hata:  12333.775363812087\n",
      "Epoch:  1086  Hata:  12318.725147923975\n",
      "Epoch:  1087  Hata:  12237.233928245063\n",
      "Epoch:  1088  Hata:  12310.538234237076\n",
      "Epoch:  1089  Hata:  12307.200654142802\n",
      "Epoch:  1090  Hata:  12224.03153267102\n",
      "Epoch:  1091  Hata:  12094.100069134316\n",
      "Epoch:  1092  Hata:  12221.067804780656\n",
      "Epoch:  1093  Hata:  12108.075635315827\n",
      "Epoch:  1094  Hata:  12282.61770340366\n",
      "Epoch:  1095  Hata:  12282.315355349838\n",
      "Epoch:  1096  Hata:  12288.158738842685\n",
      "Epoch:  1097  Hata:  12356.01294157877\n",
      "Epoch:  1098  Hata:  12296.510708872665\n",
      "Epoch:  1099  Hata:  12210.528367646313\n",
      "Epoch:  1100  Hata:  12264.328879199924\n",
      "Epoch:  1101  Hata:  12239.851916898948\n",
      "Epoch:  1102  Hata:  12308.672444459691\n",
      "Epoch:  1103  Hata:  12247.143288421605\n",
      "Epoch:  1104  Hata:  12161.589218150675\n",
      "Epoch:  1105  Hata:  12080.223768807444\n",
      "Epoch:  1106  Hata:  12051.803391586975\n",
      "Epoch:  1107  Hata:  12205.100070759705\n",
      "Epoch:  1108  Hata:  12228.925757074083\n",
      "Epoch:  1109  Hata:  12264.947088752106\n",
      "Epoch:  1110  Hata:  12265.79277144569\n",
      "Epoch:  1111  Hata:  12264.173198117016\n",
      "Epoch:  1112  Hata:  12372.060362185632\n",
      "Epoch:  1113  Hata:  12399.015148321114\n",
      "Epoch:  1114  Hata:  12498.812645833063\n",
      "Epoch:  1115  Hata:  12451.977607933843\n",
      "Epoch:  1116  Hata:  12354.392918831745\n",
      "Epoch:  1117  Hata:  12293.695979728269\n",
      "Epoch:  1118  Hata:  12558.127579178861\n",
      "Epoch:  1119  Hata:  12647.291641059757\n",
      "Epoch:  1120  Hata:  12715.185492233322\n",
      "Epoch:  1121  Hata:  12534.128451399944\n",
      "Epoch:  1122  Hata:  12536.817345878948\n",
      "Epoch:  1123  Hata:  12621.003255462505\n",
      "Epoch:  1124  Hata:  12464.70467998819\n",
      "Epoch:  1125  Hata:  12597.561948875426\n",
      "Epoch:  1126  Hata:  12666.685310963916\n",
      "Epoch:  1127  Hata:  12812.744233161584\n",
      "Epoch:  1128  Hata:  12774.393634847054\n",
      "Epoch:  1129  Hata:  12817.700737644827\n",
      "Epoch:  1130  Hata:  13056.976460664428\n",
      "Epoch:  1131  Hata:  13034.165467703739\n",
      "Epoch:  1132  Hata:  12960.106802238939\n",
      "Epoch:  1133  Hata:  13037.210508742233\n",
      "Epoch:  1134  Hata:  12965.69673890492\n",
      "Epoch:  1135  Hata:  13046.522391414253\n",
      "Epoch:  1136  Hata:  12977.858847274683\n",
      "Epoch:  1137  Hata:  13040.418005937898\n",
      "Epoch:  1138  Hata:  13251.384583683623\n",
      "Epoch:  1139  Hata:  13368.226731756493\n",
      "Epoch:  1140  Hata:  13390.700556112553\n",
      "Epoch:  1141  Hata:  13430.5946072305\n",
      "Epoch:  1142  Hata:  13526.090682292375\n",
      "Epoch:  1143  Hata:  13529.472587740347\n",
      "Epoch:  1144  Hata:  13643.205706691735\n",
      "Epoch:  1145  Hata:  13539.73391137717\n",
      "Epoch:  1146  Hata:  13609.775787176764\n",
      "Epoch:  1147  Hata:  13623.878683885916\n",
      "Epoch:  1148  Hata:  13589.140731390613\n",
      "Epoch:  1149  Hata:  13617.825067097041\n",
      "Epoch:  1150  Hata:  13607.22404431427\n",
      "Epoch:  1151  Hata:  13718.04054869025\n",
      "Epoch:  1152  Hata:  13642.248299656127\n",
      "Epoch:  1153  Hata:  13492.608273472555\n",
      "Epoch:  1154  Hata:  13555.920378253028\n",
      "Epoch:  1155  Hata:  13583.530416353116\n",
      "Epoch:  1156  Hata:  13392.325798762542\n",
      "Epoch:  1157  Hata:  13348.086478668134\n",
      "Epoch:  1158  Hata:  13531.744681744207\n",
      "Epoch:  1159  Hata:  13633.710060948863\n",
      "Epoch:  1160  Hata:  13625.125076942666\n",
      "Epoch:  1161  Hata:  13608.915143936152\n",
      "Epoch:  1162  Hata:  13539.496286246413\n",
      "Epoch:  1163  Hata:  13498.348870597805\n",
      "Epoch:  1164  Hata:  13598.430932127665\n",
      "Epoch:  1165  Hata:  13677.346329096054\n",
      "Epoch:  1166  Hata:  13857.065484176208\n",
      "Epoch:  1167  Hata:  13869.849764235776\n",
      "Epoch:  1168  Hata:  14041.931234964333\n",
      "Epoch:  1169  Hata:  14160.823440157621\n",
      "Epoch:  1170  Hata:  14012.198137216717\n",
      "Epoch:  1171  Hata:  13946.48875010141\n",
      "Epoch:  1172  Hata:  13851.471339627893\n",
      "Epoch:  1173  Hata:  13948.331119657738\n",
      "Epoch:  1174  Hata:  13893.707847124208\n",
      "Epoch:  1175  Hata:  14059.446499360482\n",
      "Epoch:  1176  Hata:  13933.256568309725\n",
      "Epoch:  1177  Hata:  14005.031527478748\n",
      "Epoch:  1178  Hata:  14044.529491061992\n",
      "Epoch:  1179  Hata:  14110.9250462179\n",
      "Epoch:  1180  Hata:  14148.581252226944\n",
      "Epoch:  1181  Hata:  14252.396572590136\n",
      "Epoch:  1182  Hata:  14279.397990313188\n",
      "Epoch:  1183  Hata:  14330.944411747485\n",
      "Epoch:  1184  Hata:  14420.856828811682\n",
      "Epoch:  1185  Hata:  14495.103558026622\n",
      "Epoch:  1186  Hata:  14598.710930509173\n",
      "Epoch:  1187  Hata:  14655.976878264835\n",
      "Epoch:  1188  Hata:  14633.124020424973\n",
      "Epoch:  1189  Hata:  14684.416559790552\n",
      "Epoch:  1190  Hata:  14587.609164365145\n",
      "Epoch:  1191  Hata:  14745.139195011447\n",
      "Epoch:  1192  Hata:  14696.092713702234\n",
      "Epoch:  1193  Hata:  14569.490028807922\n",
      "Epoch:  1194  Hata:  14536.5851923007\n",
      "Epoch:  1195  Hata:  14577.625588254721\n",
      "Epoch:  1196  Hata:  14758.2877737348\n",
      "Epoch:  1197  Hata:  14826.911559309025\n",
      "Epoch:  1198  Hata:  14743.017646216982\n",
      "Epoch:  1199  Hata:  14743.06799755271\n",
      "Epoch:  1200  Hata:  14861.160613242424\n",
      "Epoch:  1201  Hata:  14849.136977976417\n",
      "Epoch:  1202  Hata:  14986.03921215002\n",
      "Epoch:  1203  Hata:  14972.219079693392\n",
      "Epoch:  1204  Hata:  14986.348199509026\n",
      "Epoch:  1205  Hata:  14887.218628442464\n",
      "Epoch:  1206  Hata:  14898.095572791397\n",
      "Epoch:  1207  Hata:  14956.674090068924\n",
      "Epoch:  1208  Hata:  15089.133934641375\n",
      "Epoch:  1209  Hata:  15129.832850166895\n",
      "Epoch:  1210  Hata:  15219.315888951813\n",
      "Epoch:  1211  Hata:  15083.959773267205\n",
      "Epoch:  1212  Hata:  15092.532190379232\n",
      "Epoch:  1213  Hata:  15091.215697352549\n",
      "Epoch:  1214  Hata:  15160.772528102634\n",
      "Epoch:  1215  Hata:  15167.30134112974\n",
      "Epoch:  1216  Hata:  15182.276483227608\n",
      "Epoch:  1217  Hata:  15134.611965797134\n",
      "Epoch:  1218  Hata:  15189.532516391511\n",
      "Epoch:  1219  Hata:  15235.159847582061\n",
      "Epoch:  1220  Hata:  15198.92578397316\n",
      "Epoch:  1221  Hata:  15320.975465364514\n",
      "Epoch:  1222  Hata:  15389.167363493047\n",
      "Epoch:  1223  Hata:  15369.278313994013\n",
      "Epoch:  1224  Hata:  15412.072637006753\n",
      "Epoch:  1225  Hata:  15270.823152050372\n",
      "Epoch:  1226  Hata:  15197.955337009891\n",
      "Epoch:  1227  Hata:  15164.328776290416\n",
      "Epoch:  1228  Hata:  15104.856418718564\n",
      "Epoch:  1229  Hata:  15227.98026764482\n",
      "Epoch:  1230  Hata:  15315.789289898432\n",
      "Epoch:  1231  Hata:  15137.339211160495\n",
      "Epoch:  1232  Hata:  15144.634138280417\n",
      "Epoch:  1233  Hata:  15277.845698755456\n",
      "Epoch:  1234  Hata:  15207.197479596456\n",
      "Epoch:  1235  Hata:  15214.618705910832\n",
      "Epoch:  1236  Hata:  15214.444306610743\n",
      "Epoch:  1237  Hata:  15204.156136197544\n",
      "Epoch:  1238  Hata:  15126.078151241967\n",
      "Epoch:  1239  Hata:  15072.810043245468\n",
      "Epoch:  1240  Hata:  15061.176230250616\n",
      "Epoch:  1241  Hata:  14877.84647861675\n",
      "Epoch:  1242  Hata:  14882.830946318914\n",
      "Epoch:  1243  Hata:  14905.87988048617\n",
      "Epoch:  1244  Hata:  14955.870634576284\n",
      "Epoch:  1245  Hata:  14897.27255861422\n",
      "Epoch:  1246  Hata:  14818.94879111875\n",
      "Epoch:  1247  Hata:  14710.0125229787\n",
      "Epoch:  1248  Hata:  14724.899328386029\n",
      "Epoch:  1249  Hata:  14789.255901655411\n",
      "Epoch:  1250  Hata:  14723.921634667271\n",
      "Epoch:  1251  Hata:  14588.384886107868\n",
      "Epoch:  1252  Hata:  14521.155334024124\n",
      "Epoch:  1253  Hata:  14500.026417789892\n",
      "Epoch:  1254  Hata:  14335.59875438695\n",
      "Epoch:  1255  Hata:  14405.689662002684\n",
      "Epoch:  1256  Hata:  14479.80860578831\n",
      "Epoch:  1257  Hata:  14377.640813514472\n",
      "Epoch:  1258  Hata:  14366.153721440372\n",
      "Epoch:  1259  Hata:  14518.027008201489\n",
      "Epoch:  1260  Hata:  14555.536739314646\n",
      "Epoch:  1261  Hata:  14624.764912381566\n",
      "Epoch:  1262  Hata:  14586.560827340923\n",
      "Epoch:  1263  Hata:  14519.557818876065\n",
      "Epoch:  1264  Hata:  14576.83287119109\n",
      "Epoch:  1265  Hata:  14472.242280087228\n",
      "Epoch:  1266  Hata:  14556.14377898169\n",
      "Epoch:  1267  Hata:  14555.56080326768\n",
      "Epoch:  1268  Hata:  14577.043032833091\n",
      "Epoch:  1269  Hata:  14471.677489968364\n",
      "Epoch:  1270  Hata:  14465.833465960764\n",
      "Epoch:  1271  Hata:  14644.140649669484\n",
      "Epoch:  1272  Hata:  14744.224087456823\n",
      "Epoch:  1273  Hata:  14520.058316572338\n",
      "Epoch:  1274  Hata:  14621.65930647316\n",
      "Epoch:  1275  Hata:  14534.33311655948\n",
      "Epoch:  1276  Hata:  14555.493927992466\n",
      "Epoch:  1277  Hata:  14522.5582600139\n",
      "Epoch:  1278  Hata:  14557.303767327152\n",
      "Epoch:  1279  Hata:  14584.828903501773\n",
      "Epoch:  1280  Hata:  14576.267588745392\n",
      "Epoch:  1281  Hata:  14621.464369094112\n",
      "Epoch:  1282  Hata:  14561.236439548298\n",
      "Epoch:  1283  Hata:  14636.968332554197\n",
      "Epoch:  1284  Hata:  14828.699124481205\n",
      "Epoch:  1285  Hata:  14773.461214471141\n",
      "Epoch:  1286  Hata:  14709.001119225079\n",
      "Epoch:  1287  Hata:  14622.636777792251\n",
      "Epoch:  1288  Hata:  14354.714904391343\n",
      "Epoch:  1289  Hata:  14292.165202178254\n",
      "Epoch:  1290  Hata:  14224.012876410538\n",
      "Epoch:  1291  Hata:  14272.610405440035\n",
      "Epoch:  1292  Hata:  14245.516883062788\n",
      "Epoch:  1293  Hata:  14200.51479691092\n",
      "Epoch:  1294  Hata:  14047.271408599398\n",
      "Epoch:  1295  Hata:  14097.788163251324\n",
      "Epoch:  1296  Hata:  13909.62891392338\n",
      "Epoch:  1297  Hata:  13857.805109648527\n",
      "Epoch:  1298  Hata:  13770.98341231635\n",
      "Epoch:  1299  Hata:  13839.620910456611\n",
      "Epoch:  1300  Hata:  13814.199564239332\n",
      "Epoch:  1301  Hata:  13997.363341463895\n",
      "Epoch:  1302  Hata:  14030.254287358945\n",
      "Epoch:  1303  Hata:  13862.486372554977\n",
      "Epoch:  1304  Hata:  13749.717561816293\n",
      "Epoch:  1305  Hata:  13580.831510023174\n",
      "Epoch:  1306  Hata:  13453.52947663105\n",
      "Epoch:  1307  Hata:  13312.33335526695\n",
      "Epoch:  1308  Hata:  13129.746918430206\n",
      "Epoch:  1309  Hata:  13159.94921839588\n",
      "Epoch:  1310  Hata:  13174.655364354207\n",
      "Epoch:  1311  Hata:  13154.727018922738\n",
      "Epoch:  1312  Hata:  13028.662073856733\n",
      "Epoch:  1313  Hata:  12783.5422933837\n",
      "Epoch:  1314  Hata:  12792.397289158791\n",
      "Epoch:  1315  Hata:  12626.053438141476\n",
      "Epoch:  1316  Hata:  12394.615812192726\n",
      "Epoch:  1317  Hata:  12331.826942874543\n",
      "Epoch:  1318  Hata:  12399.371533511696\n",
      "Epoch:  1319  Hata:  12385.362542597852\n",
      "Epoch:  1320  Hata:  12340.695263605818\n",
      "Epoch:  1321  Hata:  12341.097168737397\n",
      "Epoch:  1322  Hata:  12434.055514705997\n",
      "Epoch:  1323  Hata:  12455.440043740226\n",
      "Epoch:  1324  Hata:  12463.893599249815\n",
      "Epoch:  1325  Hata:  12503.49171878536\n",
      "Epoch:  1326  Hata:  12586.590585055823\n",
      "Epoch:  1327  Hata:  12684.881594671118\n",
      "Epoch:  1328  Hata:  12638.473021986858\n",
      "Epoch:  1329  Hata:  12730.787338324579\n",
      "Epoch:  1330  Hata:  12718.634241598804\n",
      "Epoch:  1331  Hata:  12575.926913046123\n",
      "Epoch:  1332  Hata:  12560.351546426338\n",
      "Epoch:  1333  Hata:  12589.357345610319\n",
      "Epoch:  1334  Hata:  12679.66059521648\n",
      "Epoch:  1335  Hata:  12783.715883672681\n",
      "Epoch:  1336  Hata:  12890.97096491609\n",
      "Epoch:  1337  Hata:  12808.577538570746\n",
      "Epoch:  1338  Hata:  12808.439450238293\n",
      "Epoch:  1339  Hata:  12610.163935124281\n",
      "Epoch:  1340  Hata:  12712.609896323522\n",
      "Epoch:  1341  Hata:  12677.306580054894\n",
      "Epoch:  1342  Hata:  12633.133456177286\n",
      "Epoch:  1343  Hata:  12743.104729036053\n",
      "Epoch:  1344  Hata:  12746.261695703588\n",
      "Epoch:  1345  Hata:  12687.33293785264\n",
      "Epoch:  1346  Hata:  12735.46726335423\n",
      "Epoch:  1347  Hata:  12917.684088291386\n",
      "Epoch:  1348  Hata:  12920.046740824027\n",
      "Epoch:  1349  Hata:  12950.592672302455\n",
      "Epoch:  1350  Hata:  13000.515654383194\n",
      "Epoch:  1351  Hata:  13156.534576821297\n",
      "Epoch:  1352  Hata:  13160.01383486306\n",
      "Epoch:  1353  Hata:  13174.716269899101\n",
      "Epoch:  1354  Hata:  13354.143362107592\n",
      "Epoch:  1355  Hata:  13508.567245781438\n",
      "Epoch:  1356  Hata:  13534.706660620179\n",
      "Epoch:  1357  Hata:  13723.9539208223\n",
      "Epoch:  1358  Hata:  13676.978166317622\n",
      "Epoch:  1359  Hata:  13567.501422783134\n",
      "Epoch:  1360  Hata:  13636.415160610904\n",
      "Epoch:  1361  Hata:  13632.587706020797\n",
      "Epoch:  1362  Hata:  13441.585629616015\n",
      "Epoch:  1363  Hata:  13501.924260055863\n",
      "Epoch:  1364  Hata:  13329.06203454815\n",
      "Epoch:  1365  Hata:  13508.516554738457\n",
      "Epoch:  1366  Hata:  13662.300450452105\n",
      "Epoch:  1367  Hata:  13470.312681383333\n",
      "Epoch:  1368  Hata:  13546.765160160818\n",
      "Epoch:  1369  Hata:  13557.908864592668\n",
      "Epoch:  1370  Hata:  13557.667273017209\n",
      "Epoch:  1371  Hata:  13470.652596388738\n",
      "Epoch:  1372  Hata:  13616.450326105078\n",
      "Epoch:  1373  Hata:  13613.83525020923\n",
      "Epoch:  1374  Hata:  13639.861347438718\n",
      "Epoch:  1375  Hata:  13578.424081828078\n",
      "Epoch:  1376  Hata:  13728.224893176093\n",
      "Epoch:  1377  Hata:  13619.883847649178\n",
      "Epoch:  1378  Hata:  13577.716560074237\n",
      "Epoch:  1379  Hata:  13581.92049728769\n",
      "Epoch:  1380  Hata:  13739.275700481923\n",
      "Epoch:  1381  Hata:  13945.738022683803\n",
      "Epoch:  1382  Hata:  14074.71825214257\n",
      "Epoch:  1383  Hata:  14326.679687195783\n",
      "Epoch:  1384  Hata:  14467.958227021305\n",
      "Epoch:  1385  Hata:  14512.128775619543\n",
      "Epoch:  1386  Hata:  14522.950399532621\n",
      "Epoch:  1387  Hata:  14589.861980426138\n",
      "Epoch:  1388  Hata:  14598.355140702504\n",
      "Epoch:  1389  Hata:  14529.632419716232\n",
      "Epoch:  1390  Hata:  14492.803880588755\n",
      "Epoch:  1391  Hata:  14562.681769468916\n",
      "Epoch:  1392  Hata:  14638.024416188666\n",
      "Epoch:  1393  Hata:  14729.296694795712\n",
      "Epoch:  1394  Hata:  14641.878216638066\n",
      "Epoch:  1395  Hata:  14346.651416557634\n",
      "Epoch:  1396  Hata:  14266.109575845425\n",
      "Epoch:  1397  Hata:  14250.027208989282\n",
      "Epoch:  1398  Hata:  14337.780754057796\n",
      "Epoch:  1399  Hata:  14234.43521767931\n",
      "Epoch:  1400  Hata:  14310.684945126672\n",
      "Epoch:  1401  Hata:  14334.335670725495\n",
      "Epoch:  1402  Hata:  14260.45704466138\n",
      "Epoch:  1403  Hata:  14462.21004954887\n",
      "Epoch:  1404  Hata:  14459.763505029392\n",
      "Epoch:  1405  Hata:  14581.42758777088\n",
      "Epoch:  1406  Hata:  14664.989928812167\n",
      "Epoch:  1407  Hata:  14801.987125111977\n",
      "Epoch:  1408  Hata:  14774.017714915806\n",
      "Epoch:  1409  Hata:  14733.351184108313\n",
      "Epoch:  1410  Hata:  14561.4299588535\n",
      "Epoch:  1411  Hata:  14624.385497453164\n",
      "Epoch:  1412  Hata:  14634.0155195125\n",
      "Epoch:  1413  Hata:  14670.737927260681\n",
      "Epoch:  1414  Hata:  14748.946825412744\n",
      "Epoch:  1415  Hata:  14754.208053055914\n",
      "Epoch:  1416  Hata:  14650.334347959642\n",
      "Epoch:  1417  Hata:  14521.242939778647\n",
      "Epoch:  1418  Hata:  14736.975282442665\n",
      "Epoch:  1419  Hata:  14802.846194107002\n",
      "Epoch:  1420  Hata:  14729.268946926191\n",
      "Epoch:  1421  Hata:  14727.156199030382\n",
      "Epoch:  1422  Hata:  14791.896131379037\n",
      "Epoch:  1423  Hata:  14752.460800316641\n",
      "Epoch:  1424  Hata:  14649.95847478771\n",
      "Epoch:  1425  Hata:  14608.727873306801\n",
      "Epoch:  1426  Hata:  14534.649047788189\n",
      "Epoch:  1427  Hata:  14788.555693590471\n",
      "Epoch:  1428  Hata:  14870.338360676815\n",
      "Epoch:  1429  Hata:  14762.25337388748\n",
      "Epoch:  1430  Hata:  14701.884043096537\n",
      "Epoch:  1431  Hata:  14850.527492523383\n",
      "Epoch:  1432  Hata:  14779.149618761352\n",
      "Epoch:  1433  Hata:  14774.969961971326\n",
      "Epoch:  1434  Hata:  14821.92913929005\n",
      "Epoch:  1435  Hata:  14845.965061228475\n",
      "Epoch:  1436  Hata:  14861.112475688924\n",
      "Epoch:  1437  Hata:  14877.077882561214\n",
      "Epoch:  1438  Hata:  14853.978188900528\n",
      "Epoch:  1439  Hata:  14899.895561556874\n",
      "Epoch:  1440  Hata:  14753.97034348776\n",
      "Epoch:  1441  Hata:  14634.637864232729\n",
      "Epoch:  1442  Hata:  14655.37591307333\n",
      "Epoch:  1443  Hata:  14684.796832202002\n",
      "Epoch:  1444  Hata:  14741.859368729758\n",
      "Epoch:  1445  Hata:  14630.997403185065\n",
      "Epoch:  1446  Hata:  14711.816454254345\n",
      "Epoch:  1447  Hata:  14861.957625377205\n",
      "Epoch:  1448  Hata:  14840.343084289101\n",
      "Epoch:  1449  Hata:  14909.089056705827\n",
      "Epoch:  1450  Hata:  14854.51820632035\n",
      "Epoch:  1451  Hata:  14972.921745475958\n",
      "Epoch:  1452  Hata:  15024.676043799393\n",
      "Epoch:  1453  Hata:  14983.438001525361\n",
      "Epoch:  1454  Hata:  15007.803499223142\n",
      "Epoch:  1455  Hata:  14757.460343920406\n",
      "Epoch:  1456  Hata:  14641.25547265081\n",
      "Epoch:  1457  Hata:  14808.781527088497\n",
      "Epoch:  1458  Hata:  14800.723337897722\n",
      "Epoch:  1459  Hata:  14739.739742759497\n",
      "Epoch:  1460  Hata:  14711.062445605456\n",
      "Epoch:  1461  Hata:  14661.908286176538\n",
      "Epoch:  1462  Hata:  14695.979107002444\n",
      "Epoch:  1463  Hata:  14624.181766709473\n",
      "Epoch:  1464  Hata:  14812.08294833936\n",
      "Epoch:  1465  Hata:  14668.828812442258\n",
      "Epoch:  1466  Hata:  14573.670885205083\n",
      "Epoch:  1467  Hata:  14604.510029378991\n",
      "Epoch:  1468  Hata:  14470.831570251627\n",
      "Epoch:  1469  Hata:  14559.085568074639\n",
      "Epoch:  1470  Hata:  14493.683865572637\n",
      "Epoch:  1471  Hata:  14622.247245097813\n",
      "Epoch:  1472  Hata:  14504.936494420974\n",
      "Epoch:  1473  Hata:  14390.70115218953\n",
      "Epoch:  1474  Hata:  14206.134839468776\n",
      "Epoch:  1475  Hata:  14193.906482809425\n",
      "Epoch:  1476  Hata:  14158.062037755219\n",
      "Epoch:  1477  Hata:  14243.39959550281\n",
      "Epoch:  1478  Hata:  14185.45072388502\n",
      "Epoch:  1479  Hata:  14165.43744540399\n",
      "Epoch:  1480  Hata:  14194.952283402683\n",
      "Epoch:  1481  Hata:  14087.194510664987\n",
      "Epoch:  1482  Hata:  14163.620818969892\n",
      "Epoch:  1483  Hata:  14254.852813261085\n",
      "Epoch:  1484  Hata:  14283.057531232096\n",
      "Epoch:  1485  Hata:  14223.947921568004\n",
      "Epoch:  1486  Hata:  14259.690479092029\n",
      "Epoch:  1487  Hata:  14303.531533852802\n",
      "Epoch:  1488  Hata:  14370.703196755156\n",
      "Epoch:  1489  Hata:  14437.55477097425\n",
      "Epoch:  1490  Hata:  14576.835141302245\n",
      "Epoch:  1491  Hata:  14566.766215396161\n",
      "Epoch:  1492  Hata:  14501.435275775693\n",
      "Epoch:  1493  Hata:  14666.819910020055\n",
      "Epoch:  1494  Hata:  14670.543999723062\n",
      "Epoch:  1495  Hata:  14715.55169414564\n",
      "Epoch:  1496  Hata:  14748.353047568457\n",
      "Epoch:  1497  Hata:  14736.594025749051\n",
      "Epoch:  1498  Hata:  14666.776928079245\n",
      "Epoch:  1499  Hata:  14587.443569328962\n",
      "Epoch:  1500  Hata:  14717.416181907622\n",
      "Epoch:  1501  Hata:  14638.185436047297\n",
      "Epoch:  1502  Hata:  14695.75800211896\n",
      "Epoch:  1503  Hata:  14674.949465823043\n",
      "Epoch:  1504  Hata:  14536.227211153364\n",
      "Epoch:  1505  Hata:  14577.27943012482\n",
      "Epoch:  1506  Hata:  14423.06836792956\n",
      "Epoch:  1507  Hata:  14340.042037712537\n",
      "Epoch:  1508  Hata:  14340.604840903181\n",
      "Epoch:  1509  Hata:  14457.045047465876\n",
      "Epoch:  1510  Hata:  14344.870854111958\n",
      "Epoch:  1511  Hata:  14272.278487471263\n",
      "Epoch:  1512  Hata:  14210.99264808484\n",
      "Epoch:  1513  Hata:  14106.32996784452\n",
      "Epoch:  1514  Hata:  14329.52088443796\n",
      "Epoch:  1515  Hata:  14170.596290421345\n",
      "Epoch:  1516  Hata:  14162.385963094159\n",
      "Epoch:  1517  Hata:  14381.003169524258\n",
      "Epoch:  1518  Hata:  14412.993050109864\n",
      "Epoch:  1519  Hata:  14472.166200823343\n",
      "Epoch:  1520  Hata:  14376.424667831638\n",
      "Epoch:  1521  Hata:  14478.464954787389\n",
      "Epoch:  1522  Hata:  14438.710636033758\n",
      "Epoch:  1523  Hata:  14553.92701830931\n",
      "Epoch:  1524  Hata:  14549.620084394002\n",
      "Epoch:  1525  Hata:  14442.781199142462\n",
      "Epoch:  1526  Hata:  14378.053624839038\n",
      "Epoch:  1527  Hata:  14394.60374667223\n",
      "Epoch:  1528  Hata:  14522.181746927487\n",
      "Epoch:  1529  Hata:  14633.05886834672\n",
      "Epoch:  1530  Hata:  14559.101402852513\n",
      "Epoch:  1531  Hata:  14769.67136199276\n",
      "Epoch:  1532  Hata:  14600.123869380874\n",
      "Epoch:  1533  Hata:  14496.636094833142\n",
      "Epoch:  1534  Hata:  14606.375645690216\n",
      "Epoch:  1535  Hata:  14557.501932662823\n",
      "Epoch:  1536  Hata:  14556.862036795588\n",
      "Epoch:  1537  Hata:  14391.82703421434\n",
      "Epoch:  1538  Hata:  14348.097240329114\n",
      "Epoch:  1539  Hata:  14357.603644033394\n",
      "Epoch:  1540  Hata:  14275.121435478148\n",
      "Epoch:  1541  Hata:  14346.913245114769\n",
      "Epoch:  1542  Hata:  14490.146228535747\n",
      "Epoch:  1543  Hata:  14649.224770939232\n",
      "Epoch:  1544  Hata:  14742.131894163902\n",
      "Epoch:  1545  Hata:  14776.869042293056\n",
      "Epoch:  1546  Hata:  14848.476481189851\n",
      "Epoch:  1547  Hata:  14937.731373454775\n",
      "Epoch:  1548  Hata:  15089.032161667865\n",
      "Epoch:  1549  Hata:  15145.660653468181\n",
      "Epoch:  1550  Hata:  15134.794575775704\n",
      "Epoch:  1551  Hata:  15173.700902234697\n",
      "Epoch:  1552  Hata:  15123.387599487094\n",
      "Epoch:  1553  Hata:  15187.82308815989\n",
      "Epoch:  1554  Hata:  15241.020938115513\n",
      "Epoch:  1555  Hata:  15352.326698572593\n",
      "Epoch:  1556  Hata:  15290.002955614273\n",
      "Epoch:  1557  Hata:  15367.715687813537\n",
      "Epoch:  1558  Hata:  15426.886503610629\n",
      "Epoch:  1559  Hata:  15431.101168331807\n",
      "Epoch:  1560  Hata:  15458.792241093619\n",
      "Epoch:  1561  Hata:  15571.215047374615\n",
      "Epoch:  1562  Hata:  15488.32348619964\n",
      "Epoch:  1563  Hata:  15576.967987894413\n",
      "Epoch:  1564  Hata:  15590.77553664472\n",
      "Epoch:  1565  Hata:  15803.771914332718\n",
      "Epoch:  1566  Hata:  15623.608114225746\n",
      "Epoch:  1567  Hata:  15536.048400648586\n",
      "Epoch:  1568  Hata:  15440.212360949414\n",
      "Epoch:  1569  Hata:  15365.73752660487\n",
      "Epoch:  1570  Hata:  15413.377713749376\n",
      "Epoch:  1571  Hata:  15414.438733728744\n",
      "Epoch:  1572  Hata:  15322.30487905836\n",
      "Epoch:  1573  Hata:  15263.691204976296\n",
      "Epoch:  1574  Hata:  15354.305284441205\n",
      "Epoch:  1575  Hata:  15385.737318955526\n",
      "Epoch:  1576  Hata:  15419.170293449546\n",
      "Epoch:  1577  Hata:  15302.48254437881\n",
      "Epoch:  1578  Hata:  15348.395394450316\n",
      "Epoch:  1579  Hata:  15243.956377101164\n",
      "Epoch:  1580  Hata:  15232.191419246212\n",
      "Epoch:  1581  Hata:  15247.138338003773\n",
      "Epoch:  1582  Hata:  15359.059914095968\n",
      "Epoch:  1583  Hata:  15372.620452039815\n",
      "Epoch:  1584  Hata:  15449.142954947614\n",
      "Epoch:  1585  Hata:  15599.37898492394\n",
      "Epoch:  1586  Hata:  15427.306163301266\n",
      "Epoch:  1587  Hata:  15457.137976566122\n",
      "Epoch:  1588  Hata:  15356.915575539031\n",
      "Epoch:  1589  Hata:  15272.260525758655\n",
      "Epoch:  1590  Hata:  15147.224528513474\n",
      "Epoch:  1591  Hata:  15142.959358092994\n",
      "Epoch:  1592  Hata:  15032.50527615036\n",
      "Epoch:  1593  Hata:  15095.331435727121\n",
      "Epoch:  1594  Hata:  15098.62034258717\n",
      "Epoch:  1595  Hata:  15133.455329889799\n",
      "Epoch:  1596  Hata:  15103.654818963907\n",
      "Epoch:  1597  Hata:  15202.191810890348\n",
      "Epoch:  1598  Hata:  15252.148096680094\n",
      "Epoch:  1599  Hata:  15215.84596029768\n",
      "Epoch:  1600  Hata:  15057.033857809698\n",
      "Epoch:  1601  Hata:  15037.245075810186\n",
      "Epoch:  1602  Hata:  15167.611587725334\n",
      "Epoch:  1603  Hata:  15276.378958943687\n",
      "Epoch:  1604  Hata:  15345.31866581854\n",
      "Epoch:  1605  Hata:  15157.438634759983\n",
      "Epoch:  1606  Hata:  15136.066217692183\n",
      "Epoch:  1607  Hata:  15340.085976637118\n",
      "Epoch:  1608  Hata:  15404.095992399152\n",
      "Epoch:  1609  Hata:  15556.65153843063\n",
      "Epoch:  1610  Hata:  15655.775781845747\n",
      "Epoch:  1611  Hata:  15707.194251433695\n",
      "Epoch:  1612  Hata:  15666.506602758443\n",
      "Epoch:  1613  Hata:  15595.9343718528\n",
      "Epoch:  1614  Hata:  15662.020135769866\n",
      "Epoch:  1615  Hata:  15572.601578774376\n",
      "Epoch:  1616  Hata:  15593.10833541548\n",
      "Epoch:  1617  Hata:  15485.893517541714\n",
      "Epoch:  1618  Hata:  15596.064002838779\n",
      "Epoch:  1619  Hata:  15649.998976793346\n",
      "Epoch:  1620  Hata:  15685.424052570535\n",
      "Epoch:  1621  Hata:  15797.064664450676\n",
      "Epoch:  1622  Hata:  15862.17101366453\n",
      "Epoch:  1623  Hata:  15846.67121624398\n",
      "Epoch:  1624  Hata:  15564.666146134907\n",
      "Epoch:  1625  Hata:  15471.418025156141\n",
      "Epoch:  1626  Hata:  15434.583691162772\n",
      "Epoch:  1627  Hata:  15341.517512790653\n",
      "Epoch:  1628  Hata:  15327.044271829127\n",
      "Epoch:  1629  Hata:  15420.439974945177\n",
      "Epoch:  1630  Hata:  15294.996814622802\n",
      "Epoch:  1631  Hata:  15360.639587210855\n",
      "Epoch:  1632  Hata:  15297.239297939894\n",
      "Epoch:  1633  Hata:  15398.06971141083\n",
      "Epoch:  1634  Hata:  15422.83186908294\n",
      "Epoch:  1635  Hata:  15473.870626809365\n",
      "Epoch:  1636  Hata:  15494.808549038124\n",
      "Epoch:  1637  Hata:  15522.977319269145\n",
      "Epoch:  1638  Hata:  15539.272668301572\n",
      "Epoch:  1639  Hata:  15659.02222904839\n",
      "Epoch:  1640  Hata:  15447.642964608563\n",
      "Epoch:  1641  Hata:  15444.816678471321\n",
      "Epoch:  1642  Hata:  15364.61752517872\n",
      "Epoch:  1643  Hata:  15134.106324230223\n",
      "Epoch:  1644  Hata:  15230.69648320368\n",
      "Epoch:  1645  Hata:  15453.000002060642\n",
      "Epoch:  1646  Hata:  15609.098065955208\n",
      "Epoch:  1647  Hata:  15607.602770442507\n",
      "Epoch:  1648  Hata:  15653.36197543026\n",
      "Epoch:  1649  Hata:  15547.226204921966\n",
      "Epoch:  1650  Hata:  15712.685782241628\n",
      "Epoch:  1651  Hata:  15750.389990065221\n",
      "Epoch:  1652  Hata:  15747.056821625825\n",
      "Epoch:  1653  Hata:  15733.193598990048\n",
      "Epoch:  1654  Hata:  15684.920384919275\n",
      "Epoch:  1655  Hata:  15687.866761181958\n",
      "Epoch:  1656  Hata:  15690.928127076784\n",
      "Epoch:  1657  Hata:  15823.682898906714\n",
      "Epoch:  1658  Hata:  15763.780263259194\n",
      "Epoch:  1659  Hata:  15794.138712291515\n",
      "Epoch:  1660  Hata:  15816.125735276297\n",
      "Epoch:  1661  Hata:  15888.005953279753\n",
      "Epoch:  1662  Hata:  15954.216541283142\n",
      "Epoch:  1663  Hata:  15878.271369726954\n",
      "Epoch:  1664  Hata:  15893.673561961416\n",
      "Epoch:  1665  Hata:  16012.472629910333\n",
      "Epoch:  1666  Hata:  15952.793592827264\n",
      "Epoch:  1667  Hata:  15965.559507908707\n",
      "Epoch:  1668  Hata:  16003.307403258616\n",
      "Epoch:  1669  Hata:  16074.639782010838\n",
      "Epoch:  1670  Hata:  16174.560184435762\n",
      "Epoch:  1671  Hata:  16249.063898512053\n",
      "Epoch:  1672  Hata:  16230.653748987042\n",
      "Epoch:  1673  Hata:  16147.66140428449\n",
      "Epoch:  1674  Hata:  16208.616641713554\n",
      "Epoch:  1675  Hata:  16080.113163633927\n",
      "Epoch:  1676  Hata:  16085.62742172088\n",
      "Epoch:  1677  Hata:  16068.365905568677\n",
      "Epoch:  1678  Hata:  16066.069281946322\n",
      "Epoch:  1679  Hata:  16045.202697997283\n",
      "Epoch:  1680  Hata:  16154.60586483435\n",
      "Epoch:  1681  Hata:  16328.243710841009\n",
      "Epoch:  1682  Hata:  16495.05245368708\n",
      "Epoch:  1683  Hata:  16398.02765114431\n",
      "Epoch:  1684  Hata:  16440.726657887826\n",
      "Epoch:  1685  Hata:  16569.2227884124\n",
      "Epoch:  1686  Hata:  16476.16578005429\n",
      "Epoch:  1687  Hata:  16479.585140859177\n",
      "Epoch:  1688  Hata:  16407.167144996813\n",
      "Epoch:  1689  Hata:  16284.364246762658\n",
      "Epoch:  1690  Hata:  16233.327882839501\n",
      "Epoch:  1691  Hata:  16277.975318487397\n",
      "Epoch:  1692  Hata:  16170.458647507101\n",
      "Epoch:  1693  Hata:  16078.435879884626\n",
      "Epoch:  1694  Hata:  16008.522650062188\n",
      "Epoch:  1695  Hata:  16084.59598684955\n",
      "Epoch:  1696  Hata:  16185.85545364665\n",
      "Epoch:  1697  Hata:  16117.986077385234\n",
      "Epoch:  1698  Hata:  16042.909629532278\n",
      "Epoch:  1699  Hata:  16062.16835062689\n",
      "Epoch:  1700  Hata:  16033.232291347833\n",
      "Epoch:  1701  Hata:  16108.719232095003\n",
      "Epoch:  1702  Hata:  16077.766381604653\n",
      "Epoch:  1703  Hata:  16037.1735386403\n",
      "Epoch:  1704  Hata:  16029.357309587598\n",
      "Epoch:  1705  Hata:  15886.762154796867\n",
      "Epoch:  1706  Hata:  15811.562424483795\n",
      "Epoch:  1707  Hata:  15935.802929423453\n",
      "Epoch:  1708  Hata:  15973.12626679521\n",
      "Epoch:  1709  Hata:  15987.925799491763\n",
      "Epoch:  1710  Hata:  15961.453506997465\n",
      "Epoch:  1711  Hata:  15999.563215264847\n",
      "Epoch:  1712  Hata:  16082.149559626725\n",
      "Epoch:  1713  Hata:  16007.821144402293\n",
      "Epoch:  1714  Hata:  16110.70476037931\n",
      "Epoch:  1715  Hata:  16184.554761815001\n",
      "Epoch:  1716  Hata:  16332.184155644047\n",
      "Epoch:  1717  Hata:  16380.18970449685\n",
      "Epoch:  1718  Hata:  16333.295058542692\n",
      "Epoch:  1719  Hata:  16223.044145370199\n",
      "Epoch:  1720  Hata:  16124.384993723766\n",
      "Epoch:  1721  Hata:  16139.564978808676\n",
      "Epoch:  1722  Hata:  16110.211725277732\n",
      "Epoch:  1723  Hata:  16169.235078250871\n",
      "Epoch:  1724  Hata:  16165.264660710618\n",
      "Epoch:  1725  Hata:  16191.893126895646\n",
      "Epoch:  1726  Hata:  16286.566306771878\n",
      "Epoch:  1727  Hata:  16246.37093769908\n",
      "Epoch:  1728  Hata:  16352.879166075287\n",
      "Epoch:  1729  Hata:  16361.702544098054\n",
      "Epoch:  1730  Hata:  16371.634082275334\n",
      "Epoch:  1731  Hata:  16204.651426952085\n",
      "Epoch:  1732  Hata:  16254.975982665692\n",
      "Epoch:  1733  Hata:  16198.39740682247\n",
      "Epoch:  1734  Hata:  16292.557160332704\n",
      "Epoch:  1735  Hata:  16294.997041412198\n",
      "Epoch:  1736  Hata:  16353.326200232088\n",
      "Epoch:  1737  Hata:  16308.835353828215\n",
      "Epoch:  1738  Hata:  16281.994776560554\n",
      "Epoch:  1739  Hata:  16110.41425077927\n",
      "Epoch:  1740  Hata:  16232.989140535987\n",
      "Epoch:  1741  Hata:  16056.713028707094\n",
      "Epoch:  1742  Hata:  16069.553560726457\n",
      "Epoch:  1743  Hata:  16230.671698029917\n",
      "Epoch:  1744  Hata:  16233.81139197784\n",
      "Epoch:  1745  Hata:  16171.140358684703\n",
      "Epoch:  1746  Hata:  16114.053239553925\n",
      "Epoch:  1747  Hata:  16158.237668048032\n",
      "Epoch:  1748  Hata:  16109.982150517826\n",
      "Epoch:  1749  Hata:  16005.0170075745\n",
      "Epoch:  1750  Hata:  16178.50483613634\n",
      "Epoch:  1751  Hata:  16305.013798045455\n",
      "Epoch:  1752  Hata:  16140.938160979416\n",
      "Epoch:  1753  Hata:  16101.879805999779\n",
      "Epoch:  1754  Hata:  16074.348120633227\n",
      "Epoch:  1755  Hata:  16282.538495154418\n",
      "Epoch:  1756  Hata:  16344.986914400797\n",
      "Epoch:  1757  Hata:  16242.137899225414\n",
      "Epoch:  1758  Hata:  16437.352111710068\n",
      "Epoch:  1759  Hata:  16487.47480433031\n",
      "Epoch:  1760  Hata:  16473.38706590838\n",
      "Epoch:  1761  Hata:  16463.921960448704\n",
      "Epoch:  1762  Hata:  16447.26852533549\n",
      "Epoch:  1763  Hata:  16444.983571447363\n",
      "Epoch:  1764  Hata:  16493.71989504766\n",
      "Epoch:  1765  Hata:  16547.523243329615\n",
      "Epoch:  1766  Hata:  16585.72682534082\n",
      "Epoch:  1767  Hata:  16661.93296297163\n",
      "Epoch:  1768  Hata:  16739.026169994308\n",
      "Epoch:  1769  Hata:  16657.014114284066\n",
      "Epoch:  1770  Hata:  16656.051498377426\n",
      "Epoch:  1771  Hata:  16598.711473212697\n",
      "Epoch:  1772  Hata:  16677.30244110853\n",
      "Epoch:  1773  Hata:  16728.019627257338\n",
      "Epoch:  1774  Hata:  16824.549598296206\n",
      "Epoch:  1775  Hata:  16878.358689803157\n",
      "Epoch:  1776  Hata:  16855.410577133698\n",
      "Epoch:  1777  Hata:  16821.45620113501\n",
      "Epoch:  1778  Hata:  16656.88860069234\n",
      "Epoch:  1779  Hata:  16481.76762849081\n",
      "Epoch:  1780  Hata:  16473.689865986853\n",
      "Epoch:  1781  Hata:  16378.745694939742\n",
      "Epoch:  1782  Hata:  16473.576829184178\n",
      "Epoch:  1783  Hata:  16361.638970730803\n",
      "Epoch:  1784  Hata:  16360.498553359806\n",
      "Epoch:  1785  Hata:  16267.695175464472\n",
      "Epoch:  1786  Hata:  16389.55051468558\n",
      "Epoch:  1787  Hata:  16310.788816105754\n",
      "Epoch:  1788  Hata:  16409.579242916552\n",
      "Epoch:  1789  Hata:  16306.6678510976\n",
      "Epoch:  1790  Hata:  16387.010888892943\n",
      "Epoch:  1791  Hata:  16501.814488427648\n",
      "Epoch:  1792  Hata:  16418.94200396444\n",
      "Epoch:  1793  Hata:  16529.575711270973\n",
      "Epoch:  1794  Hata:  16343.800373755059\n",
      "Epoch:  1795  Hata:  16439.40894210159\n",
      "Epoch:  1796  Hata:  16320.030999796474\n",
      "Epoch:  1797  Hata:  16235.350102382992\n",
      "Epoch:  1798  Hata:  16174.517275730886\n",
      "Epoch:  1799  Hata:  16136.577416077567\n",
      "Epoch:  1800  Hata:  16261.93394805981\n",
      "Epoch:  1801  Hata:  16290.497311431369\n",
      "Epoch:  1802  Hata:  16356.267536872474\n",
      "Epoch:  1803  Hata:  16409.866764427847\n",
      "Epoch:  1804  Hata:  16427.136794082013\n",
      "Epoch:  1805  Hata:  16553.903385023244\n",
      "Epoch:  1806  Hata:  16575.734314371875\n",
      "Epoch:  1807  Hata:  16457.610739670567\n",
      "Epoch:  1808  Hata:  16583.30832593426\n",
      "Epoch:  1809  Hata:  16357.249976495048\n",
      "Epoch:  1810  Hata:  16285.530599225043\n",
      "Epoch:  1811  Hata:  16409.88935637548\n",
      "Epoch:  1812  Hata:  16311.085453412\n",
      "Epoch:  1813  Hata:  16442.307976550335\n",
      "Epoch:  1814  Hata:  16503.88396427246\n",
      "Epoch:  1815  Hata:  16636.19659895483\n",
      "Epoch:  1816  Hata:  16790.178570424934\n",
      "Epoch:  1817  Hata:  16952.608718954532\n",
      "Epoch:  1818  Hata:  16870.938008882164\n",
      "Epoch:  1819  Hata:  16909.463484703494\n",
      "Epoch:  1820  Hata:  16652.356050831426\n",
      "Epoch:  1821  Hata:  16641.603914404426\n",
      "Epoch:  1822  Hata:  16870.9168102165\n",
      "Epoch:  1823  Hata:  16836.41806094202\n",
      "Epoch:  1824  Hata:  16801.75183211552\n",
      "Epoch:  1825  Hata:  17042.170887151024\n",
      "Epoch:  1826  Hata:  17211.983986326588\n",
      "Epoch:  1827  Hata:  17346.32489741962\n",
      "Epoch:  1828  Hata:  17376.45276049628\n",
      "Epoch:  1829  Hata:  17268.33538017858\n",
      "Epoch:  1830  Hata:  17182.46346113216\n",
      "Epoch:  1831  Hata:  17219.273941146876\n",
      "Epoch:  1832  Hata:  17262.095490456468\n",
      "Epoch:  1833  Hata:  17298.44475715835\n",
      "Epoch:  1834  Hata:  17360.138690328957\n",
      "Epoch:  1835  Hata:  17111.589362188293\n",
      "Epoch:  1836  Hata:  17125.662966967502\n",
      "Epoch:  1837  Hata:  17197.899348494502\n",
      "Epoch:  1838  Hata:  17050.693786851243\n",
      "Epoch:  1839  Hata:  17108.123451394556\n",
      "Epoch:  1840  Hata:  17006.45664017724\n",
      "Epoch:  1841  Hata:  16908.398802627387\n",
      "Epoch:  1842  Hata:  16789.106365081545\n",
      "Epoch:  1843  Hata:  16770.891965019575\n",
      "Epoch:  1844  Hata:  16745.735934130444\n",
      "Epoch:  1845  Hata:  16665.88147222049\n",
      "Epoch:  1846  Hata:  16795.27288896248\n",
      "Epoch:  1847  Hata:  16864.45439798056\n",
      "Epoch:  1848  Hata:  16826.80703667304\n",
      "Epoch:  1849  Hata:  16889.809178907348\n",
      "Epoch:  1850  Hata:  16807.21088456223\n",
      "Epoch:  1851  Hata:  16828.36911741754\n",
      "Epoch:  1852  Hata:  16785.423132279804\n",
      "Epoch:  1853  Hata:  16665.315826108785\n",
      "Epoch:  1854  Hata:  16660.7446039363\n",
      "Epoch:  1855  Hata:  16743.83467698292\n",
      "Epoch:  1856  Hata:  16831.766671978985\n",
      "Epoch:  1857  Hata:  17019.731246843257\n",
      "Epoch:  1858  Hata:  17039.61660744812\n",
      "Epoch:  1859  Hata:  17058.536973367416\n",
      "Epoch:  1860  Hata:  17030.669011875023\n",
      "Epoch:  1861  Hata:  17070.725000128496\n",
      "Epoch:  1862  Hata:  17003.83512669109\n",
      "Epoch:  1863  Hata:  17359.693277985043\n",
      "Epoch:  1864  Hata:  17326.396447526742\n",
      "Epoch:  1865  Hata:  17249.378669666057\n",
      "Epoch:  1866  Hata:  17276.228349756842\n",
      "Epoch:  1867  Hata:  17447.82917599943\n",
      "Epoch:  1868  Hata:  17272.836432577406\n",
      "Epoch:  1869  Hata:  17256.065575846074\n",
      "Epoch:  1870  Hata:  17032.820555452214\n",
      "Epoch:  1871  Hata:  17065.84804966698\n",
      "Epoch:  1872  Hata:  17190.076055893383\n",
      "Epoch:  1873  Hata:  17177.967251481627\n",
      "Epoch:  1874  Hata:  17187.7778838978\n",
      "Epoch:  1875  Hata:  17190.109782078966\n",
      "Epoch:  1876  Hata:  17102.893287957115\n",
      "Epoch:  1877  Hata:  17204.156744386684\n",
      "Epoch:  1878  Hata:  17230.090315780475\n",
      "Epoch:  1879  Hata:  17358.1403223427\n",
      "Epoch:  1880  Hata:  17626.08656517562\n",
      "Epoch:  1881  Hata:  17762.97691779572\n",
      "Epoch:  1882  Hata:  17734.40651720348\n",
      "Epoch:  1883  Hata:  17569.0362290501\n",
      "Epoch:  1884  Hata:  17543.92060713251\n",
      "Epoch:  1885  Hata:  17619.90558101538\n",
      "Epoch:  1886  Hata:  17843.628466601636\n",
      "Epoch:  1887  Hata:  17907.216721337736\n",
      "Epoch:  1888  Hata:  17974.695373959432\n",
      "Epoch:  1889  Hata:  18042.44240832032\n",
      "Epoch:  1890  Hata:  17978.19749402299\n",
      "Epoch:  1891  Hata:  17950.157424169953\n",
      "Epoch:  1892  Hata:  18008.976340513604\n",
      "Epoch:  1893  Hata:  17988.43602504435\n",
      "Epoch:  1894  Hata:  18110.482913915566\n",
      "Epoch:  1895  Hata:  18103.284808775825\n",
      "Epoch:  1896  Hata:  18135.84082965676\n",
      "Epoch:  1897  Hata:  18278.926816154682\n",
      "Epoch:  1898  Hata:  18283.434167830692\n",
      "Epoch:  1899  Hata:  18403.02460723281\n",
      "Epoch:  1900  Hata:  18262.9175064979\n",
      "Epoch:  1901  Hata:  18139.45091582988\n",
      "Epoch:  1902  Hata:  18088.72907186352\n",
      "Epoch:  1903  Hata:  17991.247089285527\n",
      "Epoch:  1904  Hata:  17960.606782255527\n",
      "Epoch:  1905  Hata:  18080.036528386478\n",
      "Epoch:  1906  Hata:  18113.214174981127\n",
      "Epoch:  1907  Hata:  17840.58391361998\n",
      "Epoch:  1908  Hata:  17795.25389246585\n",
      "Epoch:  1909  Hata:  17817.457320800164\n",
      "Epoch:  1910  Hata:  17882.664134414536\n",
      "Epoch:  1911  Hata:  17868.429997203144\n",
      "Epoch:  1912  Hata:  17930.701590310324\n",
      "Epoch:  1913  Hata:  17917.536149846965\n",
      "Epoch:  1914  Hata:  17939.551133132853\n",
      "Epoch:  1915  Hata:  17693.677958809283\n",
      "Epoch:  1916  Hata:  17713.51163443144\n",
      "Epoch:  1917  Hata:  17852.53383238715\n",
      "Epoch:  1918  Hata:  17806.187863949817\n",
      "Epoch:  1919  Hata:  17823.46380390547\n",
      "Epoch:  1920  Hata:  17917.652910390545\n",
      "Epoch:  1921  Hata:  17708.3867662198\n",
      "Epoch:  1922  Hata:  17712.147577699037\n",
      "Epoch:  1923  Hata:  17934.529976160815\n",
      "Epoch:  1924  Hata:  18115.550268676427\n",
      "Epoch:  1925  Hata:  18224.48855702794\n",
      "Epoch:  1926  Hata:  18142.588662012466\n",
      "Epoch:  1927  Hata:  18028.50775124307\n",
      "Epoch:  1928  Hata:  18060.378999498418\n",
      "Epoch:  1929  Hata:  17901.804043793916\n",
      "Epoch:  1930  Hata:  17876.51146952682\n",
      "Epoch:  1931  Hata:  17707.14006554924\n",
      "Epoch:  1932  Hata:  17688.166294995182\n",
      "Epoch:  1933  Hata:  17672.02473341931\n",
      "Epoch:  1934  Hata:  17759.531118618892\n",
      "Epoch:  1935  Hata:  17684.79103574334\n",
      "Epoch:  1936  Hata:  17910.678743047753\n",
      "Epoch:  1937  Hata:  17987.78167455955\n",
      "Epoch:  1938  Hata:  18023.408911274273\n",
      "Epoch:  1939  Hata:  18112.52312380598\n",
      "Epoch:  1940  Hata:  18146.938667862796\n",
      "Epoch:  1941  Hata:  18013.038394693343\n",
      "Epoch:  1942  Hata:  18059.651515105077\n",
      "Epoch:  1943  Hata:  17793.549875285804\n",
      "Epoch:  1944  Hata:  17626.179655895798\n",
      "Epoch:  1945  Hata:  17794.44007914156\n",
      "Epoch:  1946  Hata:  17829.399430189864\n",
      "Epoch:  1947  Hata:  17809.09167175657\n",
      "Epoch:  1948  Hata:  17742.446229601992\n",
      "Epoch:  1949  Hata:  17633.13140222893\n",
      "Epoch:  1950  Hata:  17783.364374817946\n",
      "Epoch:  1951  Hata:  17700.871247153067\n",
      "Epoch:  1952  Hata:  17703.520507581132\n",
      "Epoch:  1953  Hata:  17764.22958705548\n",
      "Epoch:  1954  Hata:  17606.203458050324\n",
      "Epoch:  1955  Hata:  17562.823725203663\n",
      "Epoch:  1956  Hata:  17606.476693264372\n",
      "Epoch:  1957  Hata:  17661.689345917766\n",
      "Epoch:  1958  Hata:  17760.399619632975\n",
      "Epoch:  1959  Hata:  17667.90524906347\n",
      "Epoch:  1960  Hata:  17683.967833869567\n",
      "Epoch:  1961  Hata:  17525.969831032406\n",
      "Epoch:  1962  Hata:  17502.675035565866\n",
      "Epoch:  1963  Hata:  17531.273511555075\n",
      "Epoch:  1964  Hata:  17515.568644115978\n",
      "Epoch:  1965  Hata:  17502.713150161137\n",
      "Epoch:  1966  Hata:  17487.975391153635\n",
      "Epoch:  1967  Hata:  17590.702911069933\n",
      "Epoch:  1968  Hata:  17560.16929019519\n",
      "Epoch:  1969  Hata:  17503.371960186025\n",
      "Epoch:  1970  Hata:  17637.731648121997\n",
      "Epoch:  1971  Hata:  17663.759903511185\n",
      "Epoch:  1972  Hata:  17738.47843591106\n",
      "Epoch:  1973  Hata:  17921.487201711207\n",
      "Epoch:  1974  Hata:  17999.294242103813\n",
      "Epoch:  1975  Hata:  18010.26470261563\n",
      "Epoch:  1976  Hata:  17878.356510763333\n",
      "Epoch:  1977  Hata:  17987.48482530379\n",
      "Epoch:  1978  Hata:  17962.640694767724\n",
      "Epoch:  1979  Hata:  17750.02157575587\n",
      "Epoch:  1980  Hata:  17698.630953314187\n",
      "Epoch:  1981  Hata:  17650.888261605192\n",
      "Epoch:  1982  Hata:  17758.00730674518\n",
      "Epoch:  1983  Hata:  17818.92242382645\n",
      "Epoch:  1984  Hata:  17893.076556026765\n",
      "Epoch:  1985  Hata:  17981.727575897115\n",
      "Epoch:  1986  Hata:  18106.32350111439\n",
      "Epoch:  1987  Hata:  17945.827149818968\n",
      "Epoch:  1988  Hata:  18042.47315729381\n",
      "Epoch:  1989  Hata:  18003.391570178537\n",
      "Epoch:  1990  Hata:  17965.803870352705\n",
      "Epoch:  1991  Hata:  17905.3557560208\n",
      "Epoch:  1992  Hata:  18018.860916570495\n",
      "Epoch:  1993  Hata:  18185.1059968412\n",
      "Epoch:  1994  Hata:  18072.207045886353\n",
      "Epoch:  1995  Hata:  18004.110676575005\n",
      "Epoch:  1996  Hata:  18007.99255748252\n",
      "Epoch:  1997  Hata:  17983.809964922842\n",
      "Epoch:  1998  Hata:  17860.080270299506\n",
      "Epoch:  1999  Hata:  17708.76961125578\n",
      "Epoch:  2000  Hata:  17602.44199455152\n",
      "Epoch:  2001  Hata:  17489.342249584915\n",
      "Epoch:  2002  Hata:  17551.219533409698\n",
      "Epoch:  2003  Hata:  17390.622645192125\n",
      "Epoch:  2004  Hata:  17310.941572257692\n",
      "Epoch:  2005  Hata:  17421.307367673304\n",
      "Epoch:  2006  Hata:  17452.621670910543\n",
      "Epoch:  2007  Hata:  17487.626754017412\n",
      "Epoch:  2008  Hata:  17533.10503161203\n",
      "Epoch:  2009  Hata:  17696.272886511193\n",
      "Epoch:  2010  Hata:  17558.174468611007\n",
      "Epoch:  2011  Hata:  17633.78885582237\n",
      "Epoch:  2012  Hata:  17524.168961997933\n",
      "Epoch:  2013  Hata:  17548.29569258046\n",
      "Epoch:  2014  Hata:  17371.002337380207\n",
      "Epoch:  2015  Hata:  17060.151352005458\n",
      "Epoch:  2016  Hata:  17070.590335736804\n",
      "Epoch:  2017  Hata:  17130.78300135634\n",
      "Epoch:  2018  Hata:  17335.24934063719\n",
      "Epoch:  2019  Hata:  17413.131720827594\n",
      "Epoch:  2020  Hata:  17429.33668468819\n",
      "Epoch:  2021  Hata:  17428.162446501767\n",
      "Epoch:  2022  Hata:  17508.98263651847\n",
      "Epoch:  2023  Hata:  17396.66212837887\n",
      "Epoch:  2024  Hata:  17348.736304193993\n",
      "Epoch:  2025  Hata:  17210.40888824447\n",
      "Epoch:  2026  Hata:  17194.090484669636\n",
      "Epoch:  2027  Hata:  17099.40710490805\n",
      "Epoch:  2028  Hata:  16996.56640063881\n",
      "Epoch:  2029  Hata:  16869.091410312707\n",
      "Epoch:  2030  Hata:  17069.126417325435\n",
      "Epoch:  2031  Hata:  16947.80463132372\n",
      "Epoch:  2032  Hata:  16968.43678386535\n",
      "Epoch:  2033  Hata:  16873.543577163204\n",
      "Epoch:  2034  Hata:  16927.627739488285\n",
      "Epoch:  2035  Hata:  16836.850307197325\n",
      "Epoch:  2036  Hata:  16910.524335029066\n",
      "Epoch:  2037  Hata:  16785.932266697007\n",
      "Epoch:  2038  Hata:  16690.52092919534\n",
      "Epoch:  2039  Hata:  16589.353723893422\n",
      "Epoch:  2040  Hata:  16694.916890455643\n",
      "Epoch:  2041  Hata:  16842.177150599215\n",
      "Epoch:  2042  Hata:  16743.619253804343\n",
      "Epoch:  2043  Hata:  16741.021189382776\n",
      "Epoch:  2044  Hata:  16857.558441420653\n",
      "Epoch:  2045  Hata:  17004.78768896948\n",
      "Epoch:  2046  Hata:  16997.51867906931\n",
      "Epoch:  2047  Hata:  17026.23563402356\n",
      "Epoch:  2048  Hata:  16896.79922665002\n",
      "Epoch:  2049  Hata:  16943.19218991709\n",
      "Epoch:  2050  Hata:  16934.706238256047\n",
      "Epoch:  2051  Hata:  16971.223680033883\n",
      "Epoch:  2052  Hata:  16829.100392792017\n",
      "Epoch:  2053  Hata:  16667.60072253749\n",
      "Epoch:  2054  Hata:  16524.439383579072\n",
      "Epoch:  2055  Hata:  16467.65089323909\n",
      "Epoch:  2056  Hata:  16447.915028800046\n",
      "Epoch:  2057  Hata:  16424.436557291847\n",
      "Epoch:  2058  Hata:  16519.56248366956\n",
      "Epoch:  2059  Hata:  16450.616735126227\n",
      "Epoch:  2060  Hata:  16329.112678503649\n",
      "Epoch:  2061  Hata:  16362.95994490034\n",
      "Epoch:  2062  Hata:  16107.527620804183\n",
      "Epoch:  2063  Hata:  16078.054816216947\n",
      "Epoch:  2064  Hata:  16022.206591259077\n",
      "Epoch:  2065  Hata:  15893.357920520566\n",
      "Epoch:  2066  Hata:  15896.794717350665\n",
      "Epoch:  2067  Hata:  15873.129439327917\n",
      "Epoch:  2068  Hata:  15945.318611338678\n",
      "Epoch:  2069  Hata:  15932.02962547493\n",
      "Epoch:  2070  Hata:  15935.244904692205\n",
      "Epoch:  2071  Hata:  15838.249191474117\n",
      "Epoch:  2072  Hata:  15702.498136541202\n",
      "Epoch:  2073  Hata:  15656.318742077441\n",
      "Epoch:  2074  Hata:  15705.186040855677\n",
      "Epoch:  2075  Hata:  15706.638811607012\n",
      "Epoch:  2076  Hata:  15679.782670334538\n",
      "Epoch:  2077  Hata:  15535.625669015031\n",
      "Epoch:  2078  Hata:  15462.80904965619\n",
      "Epoch:  2079  Hata:  15586.950284839393\n",
      "Epoch:  2080  Hata:  15613.624040766286\n",
      "Epoch:  2081  Hata:  15444.347744546862\n",
      "Epoch:  2082  Hata:  15588.800456601615\n",
      "Epoch:  2083  Hata:  15641.99980811121\n",
      "Epoch:  2084  Hata:  15684.364262253874\n",
      "Epoch:  2085  Hata:  15550.258468481854\n",
      "Epoch:  2086  Hata:  15521.762976666752\n",
      "Epoch:  2087  Hata:  15572.201557189741\n",
      "Epoch:  2088  Hata:  15341.714888536295\n",
      "Epoch:  2089  Hata:  15391.247922487779\n",
      "Epoch:  2090  Hata:  15307.461190993312\n",
      "Epoch:  2091  Hata:  15235.228211378815\n",
      "Epoch:  2092  Hata:  15258.153940626684\n",
      "Epoch:  2093  Hata:  15218.207111306308\n",
      "Epoch:  2094  Hata:  15149.513558526724\n",
      "Epoch:  2095  Hata:  15151.834034638166\n",
      "Epoch:  2096  Hata:  15077.55459190763\n",
      "Epoch:  2097  Hata:  15028.476495043733\n",
      "Epoch:  2098  Hata:  15028.066445021423\n",
      "Epoch:  2099  Hata:  14951.864705765325\n",
      "Epoch:  2100  Hata:  14978.986654671853\n",
      "Epoch:  2101  Hata:  15006.841736448901\n",
      "Epoch:  2102  Hata:  15026.885392798675\n",
      "Epoch:  2103  Hata:  15028.903426856137\n",
      "Epoch:  2104  Hata:  15138.01386265051\n",
      "Epoch:  2105  Hata:  15018.702785370931\n",
      "Epoch:  2106  Hata:  14802.731466592992\n",
      "Epoch:  2107  Hata:  14915.110077156958\n",
      "Epoch:  2108  Hata:  14849.405460947866\n",
      "Epoch:  2109  Hata:  14912.144685322226\n",
      "Epoch:  2110  Hata:  14645.266723006143\n",
      "Epoch:  2111  Hata:  14676.29368852099\n",
      "Epoch:  2112  Hata:  14773.16101614454\n",
      "Epoch:  2113  Hata:  14819.10545273963\n",
      "Epoch:  2114  Hata:  14689.741155176926\n",
      "Epoch:  2115  Hata:  14711.8223576867\n",
      "Epoch:  2116  Hata:  14749.53224415471\n",
      "Epoch:  2117  Hata:  14710.418862491362\n",
      "Epoch:  2118  Hata:  14777.033265850287\n",
      "Epoch:  2119  Hata:  14929.46289652829\n",
      "Epoch:  2120  Hata:  14939.056262250679\n",
      "Epoch:  2121  Hata:  15070.492466852234\n",
      "Epoch:  2122  Hata:  15159.583560706582\n",
      "Epoch:  2123  Hata:  15338.4407841144\n",
      "Epoch:  2124  Hata:  15490.177269793963\n",
      "Epoch:  2125  Hata:  15477.735444408354\n",
      "Epoch:  2126  Hata:  15371.553774916938\n",
      "Epoch:  2127  Hata:  15279.462359621271\n",
      "Epoch:  2128  Hata:  15200.482350036382\n",
      "Epoch:  2129  Hata:  15290.658876777452\n",
      "Epoch:  2130  Hata:  15244.551656760466\n",
      "Epoch:  2131  Hata:  15336.49640661924\n",
      "Epoch:  2132  Hata:  15166.74693920925\n",
      "Epoch:  2133  Hata:  15152.298248404284\n",
      "Epoch:  2134  Hata:  15203.15574082799\n",
      "Epoch:  2135  Hata:  15199.258052659125\n",
      "Epoch:  2136  Hata:  15252.247255909439\n",
      "Epoch:  2137  Hata:  15417.685537943682\n",
      "Epoch:  2138  Hata:  15258.97037325447\n",
      "Epoch:  2139  Hata:  15306.815072744912\n",
      "Epoch:  2140  Hata:  15283.213298179608\n",
      "Epoch:  2141  Hata:  15171.835385577133\n",
      "Epoch:  2142  Hata:  15245.163362964056\n",
      "Epoch:  2143  Hata:  15208.999428067866\n",
      "Epoch:  2144  Hata:  15234.751187073629\n",
      "Epoch:  2145  Hata:  15301.495884742177\n",
      "Epoch:  2146  Hata:  15182.463148101353\n",
      "Epoch:  2147  Hata:  15366.967088339405\n",
      "Epoch:  2148  Hata:  15467.503595212507\n",
      "Epoch:  2149  Hata:  15507.17995116691\n",
      "Epoch:  2150  Hata:  15595.875377222645\n",
      "Epoch:  2151  Hata:  15503.276845970859\n",
      "Epoch:  2152  Hata:  15561.386521332612\n",
      "Epoch:  2153  Hata:  15610.480518507637\n",
      "Epoch:  2154  Hata:  15645.923935329432\n",
      "Epoch:  2155  Hata:  15731.788570456223\n",
      "Epoch:  2156  Hata:  15680.701739195949\n",
      "Epoch:  2157  Hata:  15581.818000757348\n",
      "Epoch:  2158  Hata:  15530.879314961672\n",
      "Epoch:  2159  Hata:  15638.34463876469\n",
      "Epoch:  2160  Hata:  15623.51843385973\n",
      "Epoch:  2161  Hata:  15598.1442872146\n",
      "Epoch:  2162  Hata:  15642.768319546298\n",
      "Epoch:  2163  Hata:  15566.322461655947\n",
      "Epoch:  2164  Hata:  15574.384296485465\n",
      "Epoch:  2165  Hata:  15801.05199358374\n",
      "Epoch:  2166  Hata:  15821.97182245266\n",
      "Epoch:  2167  Hata:  15799.52400294264\n",
      "Epoch:  2168  Hata:  15654.297638687154\n",
      "Epoch:  2169  Hata:  15809.573892807734\n",
      "Epoch:  2170  Hata:  15832.55479295276\n",
      "Epoch:  2171  Hata:  15912.818110083937\n",
      "Epoch:  2172  Hata:  15897.094872240024\n",
      "Epoch:  2173  Hata:  16067.54863814178\n",
      "Epoch:  2174  Hata:  15969.06704969386\n",
      "Epoch:  2175  Hata:  16105.207510644927\n",
      "Epoch:  2176  Hata:  16070.406866933406\n",
      "Epoch:  2177  Hata:  16012.144610906493\n",
      "Epoch:  2178  Hata:  15975.03796030737\n",
      "Epoch:  2179  Hata:  15882.048801814793\n",
      "Epoch:  2180  Hata:  15847.677924359707\n",
      "Epoch:  2181  Hata:  15902.033781635193\n",
      "Epoch:  2182  Hata:  15922.340009621033\n",
      "Epoch:  2183  Hata:  15792.523141691721\n",
      "Epoch:  2184  Hata:  15706.925021077306\n",
      "Epoch:  2185  Hata:  15732.12303445347\n",
      "Epoch:  2186  Hata:  15720.08863339376\n",
      "Epoch:  2187  Hata:  15809.99461011187\n",
      "Epoch:  2188  Hata:  15845.805173426921\n",
      "Epoch:  2189  Hata:  15902.346780589087\n",
      "Epoch:  2190  Hata:  15902.129133077642\n",
      "Epoch:  2191  Hata:  15847.641481872355\n",
      "Epoch:  2192  Hata:  16114.904518045152\n",
      "Epoch:  2193  Hata:  16024.070320302124\n",
      "Epoch:  2194  Hata:  16089.286406760144\n",
      "Epoch:  2195  Hata:  16027.198860807319\n",
      "Epoch:  2196  Hata:  15972.291853692192\n",
      "Epoch:  2197  Hata:  16007.457093785088\n",
      "Epoch:  2198  Hata:  15978.557718131753\n",
      "Epoch:  2199  Hata:  15849.836332745765\n",
      "Epoch:  2200  Hata:  15763.192785978044\n",
      "Epoch:  2201  Hata:  15621.37566260131\n",
      "Epoch:  2202  Hata:  15588.058069898898\n",
      "Epoch:  2203  Hata:  15543.461579268636\n",
      "Epoch:  2204  Hata:  15555.884453916527\n",
      "Epoch:  2205  Hata:  15562.546289635502\n",
      "Epoch:  2206  Hata:  15530.043025987867\n",
      "Epoch:  2207  Hata:  15545.9165663221\n",
      "Epoch:  2208  Hata:  15545.212039892129\n",
      "Epoch:  2209  Hata:  15478.65299535032\n",
      "Epoch:  2210  Hata:  15374.505327456453\n",
      "Epoch:  2211  Hata:  15338.213877972854\n",
      "Epoch:  2212  Hata:  15300.835096867762\n",
      "Epoch:  2213  Hata:  15204.811694792945\n",
      "Epoch:  2214  Hata:  15180.980694004793\n",
      "Epoch:  2215  Hata:  15171.77045475498\n",
      "Epoch:  2216  Hata:  15154.66584198951\n",
      "Epoch:  2217  Hata:  15134.684162732316\n",
      "Epoch:  2218  Hata:  15180.936433636072\n",
      "Epoch:  2219  Hata:  15107.86960765803\n",
      "Epoch:  2220  Hata:  15104.942399816868\n",
      "Epoch:  2221  Hata:  15162.79298150866\n",
      "Epoch:  2222  Hata:  15256.837186503411\n",
      "Epoch:  2223  Hata:  15358.854722968132\n",
      "Epoch:  2224  Hata:  15309.246301190859\n",
      "Epoch:  2225  Hata:  15216.172275047149\n",
      "Epoch:  2226  Hata:  15161.419860915987\n",
      "Epoch:  2227  Hata:  15155.169084042942\n",
      "Epoch:  2228  Hata:  15118.639479544934\n",
      "Epoch:  2229  Hata:  15233.065773803715\n",
      "Epoch:  2230  Hata:  15229.38921857047\n",
      "Epoch:  2231  Hata:  15202.567437333031\n",
      "Epoch:  2232  Hata:  15363.472960656029\n",
      "Epoch:  2233  Hata:  15374.95034580571\n",
      "Epoch:  2234  Hata:  15407.454997195564\n",
      "Epoch:  2235  Hata:  15466.71377512488\n",
      "Epoch:  2236  Hata:  15488.43641511158\n",
      "Epoch:  2237  Hata:  15629.104913565528\n",
      "Epoch:  2238  Hata:  15582.147680885708\n",
      "Epoch:  2239  Hata:  15343.777703476013\n",
      "Epoch:  2240  Hata:  15320.553244378656\n",
      "Epoch:  2241  Hata:  15304.22226858242\n",
      "Epoch:  2242  Hata:  15217.49596775422\n",
      "Epoch:  2243  Hata:  15040.462800017285\n",
      "Epoch:  2244  Hata:  15050.5386854691\n",
      "Epoch:  2245  Hata:  15185.252482965654\n",
      "Epoch:  2246  Hata:  15247.434521716\n",
      "Epoch:  2247  Hata:  15185.786117613114\n",
      "Epoch:  2248  Hata:  15241.300750081793\n",
      "Epoch:  2249  Hata:  15158.362616718256\n",
      "Epoch:  2250  Hata:  15213.651905870163\n",
      "Epoch:  2251  Hata:  15298.594445732393\n",
      "Epoch:  2252  Hata:  15385.919105946443\n",
      "Epoch:  2253  Hata:  15318.769643133826\n",
      "Epoch:  2254  Hata:  15395.62159609544\n",
      "Epoch:  2255  Hata:  15509.46217919323\n",
      "Epoch:  2256  Hata:  15512.214926554829\n",
      "Epoch:  2257  Hata:  15525.371608368365\n",
      "Epoch:  2258  Hata:  15433.034677466734\n",
      "Epoch:  2259  Hata:  15650.84974907664\n",
      "Epoch:  2260  Hata:  15673.570830393215\n",
      "Epoch:  2261  Hata:  15650.097007232194\n",
      "Epoch:  2262  Hata:  15744.290716578693\n",
      "Epoch:  2263  Hata:  15757.123168276577\n",
      "Epoch:  2264  Hata:  15652.739201998296\n",
      "Epoch:  2265  Hata:  15669.833282923215\n",
      "Epoch:  2266  Hata:  15585.363463666723\n",
      "Epoch:  2267  Hata:  15527.37937951364\n",
      "Epoch:  2268  Hata:  15470.892272673827\n",
      "Epoch:  2269  Hata:  15559.759619854887\n",
      "Epoch:  2270  Hata:  15495.316443797754\n",
      "Epoch:  2271  Hata:  15433.711141178263\n",
      "Epoch:  2272  Hata:  15204.81508573455\n",
      "Epoch:  2273  Hata:  15173.693789587296\n",
      "Epoch:  2274  Hata:  15061.001717886027\n",
      "Epoch:  2275  Hata:  15243.515096653711\n",
      "Epoch:  2276  Hata:  15219.524363898105\n",
      "Epoch:  2277  Hata:  15124.079405623146\n",
      "Epoch:  2278  Hata:  15216.299989001815\n",
      "Epoch:  2279  Hata:  15137.14875162295\n",
      "Epoch:  2280  Hata:  15215.632685073006\n",
      "Epoch:  2281  Hata:  15317.433063060414\n",
      "Epoch:  2282  Hata:  15242.087063938892\n",
      "Epoch:  2283  Hata:  15212.039423085622\n",
      "Epoch:  2284  Hata:  15178.428215433934\n",
      "Epoch:  2285  Hata:  15235.827895819835\n",
      "Epoch:  2286  Hata:  15288.756011028447\n",
      "Epoch:  2287  Hata:  15240.7558280727\n",
      "Epoch:  2288  Hata:  15135.361088455127\n",
      "Epoch:  2289  Hata:  15199.082375612277\n",
      "Epoch:  2290  Hata:  15215.97165623755\n",
      "Epoch:  2291  Hata:  15262.187542046417\n",
      "Epoch:  2292  Hata:  15238.441696478369\n",
      "Epoch:  2293  Hata:  15333.006569286048\n",
      "Epoch:  2294  Hata:  15440.987387937163\n",
      "Epoch:  2295  Hata:  15455.545790928465\n",
      "Epoch:  2296  Hata:  15416.666765557871\n",
      "Epoch:  2297  Hata:  15444.631751238667\n",
      "Epoch:  2298  Hata:  15396.257029812441\n",
      "Epoch:  2299  Hata:  15213.09050314219\n",
      "Epoch:  2300  Hata:  15102.919126101284\n",
      "Epoch:  2301  Hata:  15082.258717431409\n",
      "Epoch:  2302  Hata:  15215.427679312355\n",
      "Epoch:  2303  Hata:  15139.172946942756\n",
      "Epoch:  2304  Hata:  14923.947231598075\n",
      "Epoch:  2305  Hata:  14915.678505193604\n",
      "Epoch:  2306  Hata:  14731.643472030344\n",
      "Epoch:  2307  Hata:  14978.301013736695\n",
      "Epoch:  2308  Hata:  15201.627033931196\n",
      "Epoch:  2309  Hata:  15216.450330173184\n",
      "Epoch:  2310  Hata:  15227.231480717011\n",
      "Epoch:  2311  Hata:  15281.242140843551\n",
      "Epoch:  2312  Hata:  15225.78316126349\n",
      "Epoch:  2313  Hata:  15270.1837800125\n",
      "Epoch:  2314  Hata:  15393.777368783984\n",
      "Epoch:  2315  Hata:  15463.573629221366\n",
      "Epoch:  2316  Hata:  15601.628573786245\n",
      "Epoch:  2317  Hata:  15635.885189507924\n",
      "Epoch:  2318  Hata:  15755.302331212954\n",
      "Epoch:  2319  Hata:  15815.290790460938\n",
      "Epoch:  2320  Hata:  15764.122723175156\n",
      "Epoch:  2321  Hata:  15783.251720787248\n",
      "Epoch:  2322  Hata:  15639.926684719647\n",
      "Epoch:  2323  Hata:  15669.843805772294\n",
      "Epoch:  2324  Hata:  15867.731164296596\n",
      "Epoch:  2325  Hata:  15788.670423112566\n",
      "Epoch:  2326  Hata:  15729.067245252983\n",
      "Epoch:  2327  Hata:  15776.908367534352\n",
      "Epoch:  2328  Hata:  15684.710271109447\n",
      "Epoch:  2329  Hata:  15731.517990901391\n",
      "Epoch:  2330  Hata:  15768.778266602287\n",
      "Epoch:  2331  Hata:  15809.229245086584\n",
      "Epoch:  2332  Hata:  15867.789737090638\n",
      "Epoch:  2333  Hata:  16017.674054692812\n",
      "Epoch:  2334  Hata:  15916.836374821462\n",
      "Epoch:  2335  Hata:  15988.453865783227\n",
      "Epoch:  2336  Hata:  16011.633548295962\n",
      "Epoch:  2337  Hata:  15914.078140669835\n",
      "Epoch:  2338  Hata:  15818.747684758953\n",
      "Epoch:  2339  Hata:  15800.156914094865\n",
      "Epoch:  2340  Hata:  15793.285163355824\n",
      "Epoch:  2341  Hata:  15748.778926919516\n",
      "Epoch:  2342  Hata:  15714.520037131973\n",
      "Epoch:  2343  Hata:  15513.66234166492\n",
      "Epoch:  2344  Hata:  15604.702287897442\n",
      "Epoch:  2345  Hata:  15596.012678553723\n",
      "Epoch:  2346  Hata:  15507.470715159867\n",
      "Epoch:  2347  Hata:  15565.504697659298\n",
      "Epoch:  2348  Hata:  15583.508716132408\n",
      "Epoch:  2349  Hata:  15725.260861313163\n",
      "Epoch:  2350  Hata:  15530.896667927595\n",
      "Epoch:  2351  Hata:  15604.713043226313\n",
      "Epoch:  2352  Hata:  15515.8869524371\n",
      "Epoch:  2353  Hata:  15606.36568085533\n",
      "Epoch:  2354  Hata:  15523.57202732409\n",
      "Epoch:  2355  Hata:  15566.268181309171\n",
      "Epoch:  2356  Hata:  15506.853077438765\n",
      "Epoch:  2357  Hata:  15587.279463209736\n",
      "Epoch:  2358  Hata:  15410.019637005871\n",
      "Epoch:  2359  Hata:  15331.840117918493\n",
      "Epoch:  2360  Hata:  15434.424919681007\n",
      "Epoch:  2361  Hata:  15524.801182207055\n",
      "Epoch:  2362  Hata:  15464.232419415182\n",
      "Epoch:  2363  Hata:  15608.628759656487\n",
      "Epoch:  2364  Hata:  15817.079912254907\n",
      "Epoch:  2365  Hata:  15811.880412158675\n",
      "Epoch:  2366  Hata:  15708.173159451368\n",
      "Epoch:  2367  Hata:  15771.690590368857\n",
      "Epoch:  2368  Hata:  15637.16869043253\n",
      "Epoch:  2369  Hata:  15546.317623423636\n",
      "Epoch:  2370  Hata:  15490.267749734441\n",
      "Epoch:  2371  Hata:  15514.296764435217\n",
      "Epoch:  2372  Hata:  15406.611655890132\n",
      "Epoch:  2373  Hata:  15339.062215710284\n",
      "Epoch:  2374  Hata:  15280.33970491197\n",
      "Epoch:  2375  Hata:  15363.854737742024\n",
      "Epoch:  2376  Hata:  15400.600718693906\n",
      "Epoch:  2377  Hata:  15606.569020445464\n",
      "Epoch:  2378  Hata:  15722.616307193512\n",
      "Epoch:  2379  Hata:  15657.75985246359\n",
      "Epoch:  2380  Hata:  15498.93534869398\n",
      "Epoch:  2381  Hata:  15412.99361525379\n",
      "Epoch:  2382  Hata:  15343.685806811884\n",
      "Epoch:  2383  Hata:  15202.34908494665\n",
      "Epoch:  2384  Hata:  15090.282662878391\n",
      "Epoch:  2385  Hata:  15176.469099179898\n",
      "Epoch:  2386  Hata:  15093.693814555761\n",
      "Epoch:  2387  Hata:  15016.654331987666\n",
      "Epoch:  2388  Hata:  15048.691741060045\n",
      "Epoch:  2389  Hata:  15092.99316832963\n",
      "Epoch:  2390  Hata:  15009.125612494725\n",
      "Epoch:  2391  Hata:  14871.555152339057\n",
      "Epoch:  2392  Hata:  14952.078639472064\n",
      "Epoch:  2393  Hata:  14946.317919943562\n",
      "Epoch:  2394  Hata:  14794.686073200079\n",
      "Epoch:  2395  Hata:  14812.245980524565\n",
      "Epoch:  2396  Hata:  14676.145984400304\n",
      "Epoch:  2397  Hata:  14677.983068012618\n",
      "Epoch:  2398  Hata:  14535.03100936118\n",
      "Epoch:  2399  Hata:  14524.36647748192\n",
      "Epoch:  2400  Hata:  14587.998177435275\n",
      "Epoch:  2401  Hata:  14693.818799761433\n",
      "Epoch:  2402  Hata:  14809.073565632252\n",
      "Epoch:  2403  Hata:  14858.663307055027\n",
      "Epoch:  2404  Hata:  14972.991433849766\n",
      "Epoch:  2405  Hata:  14967.436983156143\n",
      "Epoch:  2406  Hata:  14852.528496936524\n",
      "Epoch:  2407  Hata:  14900.52982992621\n",
      "Epoch:  2408  Hata:  14988.55241273834\n",
      "Epoch:  2409  Hata:  14908.12819201465\n",
      "Epoch:  2410  Hata:  14949.486371128121\n",
      "Epoch:  2411  Hata:  14741.618382362181\n",
      "Epoch:  2412  Hata:  14695.491823280365\n",
      "Epoch:  2413  Hata:  14664.71368083675\n",
      "Epoch:  2414  Hata:  14739.526695393042\n",
      "Epoch:  2415  Hata:  14971.883231421225\n",
      "Epoch:  2416  Hata:  14951.6950402361\n",
      "Epoch:  2417  Hata:  15002.940860799865\n",
      "Epoch:  2418  Hata:  15136.779714046128\n",
      "Epoch:  2419  Hata:  15105.106633169613\n",
      "Epoch:  2420  Hata:  15162.460771640955\n",
      "Epoch:  2421  Hata:  15004.224586101567\n",
      "Epoch:  2422  Hata:  14964.271001680354\n",
      "Epoch:  2423  Hata:  15034.32139121796\n",
      "Epoch:  2424  Hata:  15047.981271644067\n",
      "Epoch:  2425  Hata:  15107.914571422043\n",
      "Epoch:  2426  Hata:  15224.70755391871\n",
      "Epoch:  2427  Hata:  15120.637581267156\n",
      "Epoch:  2428  Hata:  15073.347308677568\n",
      "Epoch:  2429  Hata:  15209.837098702277\n",
      "Epoch:  2430  Hata:  15163.584801954834\n",
      "Epoch:  2431  Hata:  15367.088814559504\n",
      "Epoch:  2432  Hata:  15341.543975564262\n",
      "Epoch:  2433  Hata:  15185.939035757376\n",
      "Epoch:  2434  Hata:  15354.187758124519\n",
      "Epoch:  2435  Hata:  15379.540322226374\n",
      "Epoch:  2436  Hata:  15287.56923593839\n",
      "Epoch:  2437  Hata:  15346.78663759249\n",
      "Epoch:  2438  Hata:  15382.632320476565\n",
      "Epoch:  2439  Hata:  15481.924533651274\n",
      "Epoch:  2440  Hata:  15563.373890530813\n",
      "Epoch:  2441  Hata:  15581.400587100641\n",
      "Epoch:  2442  Hata:  15490.830234553148\n",
      "Epoch:  2443  Hata:  15501.930086202025\n",
      "Epoch:  2444  Hata:  15398.115066800798\n",
      "Epoch:  2445  Hata:  15344.387643239887\n",
      "Epoch:  2446  Hata:  15306.726400430474\n",
      "Epoch:  2447  Hata:  15342.320929584406\n",
      "Epoch:  2448  Hata:  15513.544491123886\n",
      "Epoch:  2449  Hata:  15522.367373746116\n",
      "Epoch:  2450  Hata:  15552.945336264153\n",
      "Epoch:  2451  Hata:  15528.351065896264\n",
      "Epoch:  2452  Hata:  15339.347060577576\n",
      "Epoch:  2453  Hata:  15445.781781741965\n",
      "Epoch:  2454  Hata:  15358.204808725466\n",
      "Epoch:  2455  Hata:  15298.925199530677\n",
      "Epoch:  2456  Hata:  15143.178181406898\n",
      "Epoch:  2457  Hata:  14820.166676808123\n",
      "Epoch:  2458  Hata:  14957.394785303182\n",
      "Epoch:  2459  Hata:  15097.673039730063\n",
      "Epoch:  2460  Hata:  14996.709964475953\n",
      "Epoch:  2461  Hata:  14982.268903044085\n",
      "Epoch:  2462  Hata:  15052.959714449204\n",
      "Epoch:  2463  Hata:  14917.752916706786\n",
      "Epoch:  2464  Hata:  14927.175063651353\n",
      "Epoch:  2465  Hata:  14822.84587312402\n",
      "Epoch:  2466  Hata:  14767.556716597948\n",
      "Epoch:  2467  Hata:  14878.66063975312\n",
      "Epoch:  2468  Hata:  15015.022897248862\n",
      "Epoch:  2469  Hata:  15144.496713057346\n",
      "Epoch:  2470  Hata:  15144.695410546738\n",
      "Epoch:  2471  Hata:  15162.291687221339\n",
      "Epoch:  2472  Hata:  15286.013522653844\n",
      "Epoch:  2473  Hata:  15477.92786316121\n",
      "Epoch:  2474  Hata:  15449.717132866757\n",
      "Epoch:  2475  Hata:  15593.177925751763\n",
      "Epoch:  2476  Hata:  15508.709522240497\n",
      "Epoch:  2477  Hata:  15249.577861436861\n",
      "Epoch:  2478  Hata:  15216.47107870545\n",
      "Epoch:  2479  Hata:  15510.948089578556\n",
      "Epoch:  2480  Hata:  15512.56764526699\n",
      "Epoch:  2481  Hata:  15394.55187988623\n",
      "Epoch:  2482  Hata:  15503.632666523803\n",
      "Epoch:  2483  Hata:  15464.4851737459\n",
      "Epoch:  2484  Hata:  15450.932008839014\n",
      "Epoch:  2485  Hata:  15579.305030703556\n",
      "Epoch:  2486  Hata:  15574.997985039889\n",
      "Epoch:  2487  Hata:  15660.422620931527\n",
      "Epoch:  2488  Hata:  15623.978949846547\n",
      "Epoch:  2489  Hata:  15560.413219499444\n",
      "Epoch:  2490  Hata:  15520.028968504199\n",
      "Epoch:  2491  Hata:  15451.082232014596\n",
      "Epoch:  2492  Hata:  15445.916013552956\n",
      "Epoch:  2493  Hata:  15517.56769674081\n",
      "Epoch:  2494  Hata:  15572.042027432975\n",
      "Epoch:  2495  Hata:  15749.053805004192\n",
      "Epoch:  2496  Hata:  15796.901626539217\n",
      "Epoch:  2497  Hata:  15689.611519263688\n",
      "Epoch:  2498  Hata:  15741.769915297118\n",
      "Epoch:  2499  Hata:  15800.620789863853\n",
      "Epoch:  2500  Hata:  15761.9517661715\n",
      "Epoch:  2501  Hata:  15726.635114071438\n",
      "Epoch:  2502  Hata:  15579.932469782563\n",
      "Epoch:  2503  Hata:  15573.852480035026\n",
      "Epoch:  2504  Hata:  15530.719703307575\n",
      "Epoch:  2505  Hata:  15599.410074580419\n",
      "Epoch:  2506  Hata:  15566.818219411041\n",
      "Epoch:  2507  Hata:  15617.41122648921\n",
      "Epoch:  2508  Hata:  15474.328131418677\n",
      "Epoch:  2509  Hata:  15533.289532544815\n",
      "Epoch:  2510  Hata:  15616.886884471154\n",
      "Epoch:  2511  Hata:  15635.175881766509\n",
      "Epoch:  2512  Hata:  15664.802012874701\n",
      "Epoch:  2513  Hata:  15854.524714392475\n",
      "Epoch:  2514  Hata:  15942.668604363693\n",
      "Epoch:  2515  Hata:  16140.491585466814\n",
      "Epoch:  2516  Hata:  16098.762819304611\n",
      "Epoch:  2517  Hata:  16108.084466452101\n",
      "Epoch:  2518  Hata:  16001.864735644516\n",
      "Epoch:  2519  Hata:  16063.728201081878\n",
      "Epoch:  2520  Hata:  16031.721794351599\n",
      "Epoch:  2521  Hata:  16015.918854039914\n",
      "Epoch:  2522  Hata:  15907.41160015215\n",
      "Epoch:  2523  Hata:  15984.28742923353\n",
      "Epoch:  2524  Hata:  15972.736114462758\n",
      "Epoch:  2525  Hata:  15916.123585601214\n",
      "Epoch:  2526  Hata:  15894.988880454233\n",
      "Epoch:  2527  Hata:  15877.863065317611\n",
      "Epoch:  2528  Hata:  15955.764646160891\n",
      "Epoch:  2529  Hata:  15920.601002882306\n",
      "Epoch:  2530  Hata:  15857.274684762422\n",
      "Epoch:  2531  Hata:  15908.822727271785\n",
      "Epoch:  2532  Hata:  15899.367292105406\n",
      "Epoch:  2533  Hata:  16016.952776927286\n",
      "Epoch:  2534  Hata:  15809.444606061004\n",
      "Epoch:  2535  Hata:  15626.527130834094\n",
      "Epoch:  2536  Hata:  15516.586120716569\n",
      "Epoch:  2537  Hata:  15479.60547472285\n",
      "Epoch:  2538  Hata:  15409.333066808702\n",
      "Epoch:  2539  Hata:  15646.026111399919\n",
      "Epoch:  2540  Hata:  15784.13283105446\n",
      "Epoch:  2541  Hata:  15701.407722423348\n",
      "Epoch:  2542  Hata:  15830.89851447777\n",
      "Epoch:  2543  Hata:  15885.648373642409\n",
      "Epoch:  2544  Hata:  15983.676499837355\n",
      "Epoch:  2545  Hata:  16133.123992484228\n",
      "Epoch:  2546  Hata:  16146.268885552681\n",
      "Epoch:  2547  Hata:  16120.10598056174\n",
      "Epoch:  2548  Hata:  16230.65135607155\n",
      "Epoch:  2549  Hata:  16084.981222690874\n",
      "Epoch:  2550  Hata:  15992.333257474073\n",
      "Epoch:  2551  Hata:  16075.679793358628\n",
      "Epoch:  2552  Hata:  16013.467905719639\n",
      "Epoch:  2553  Hata:  16103.517714230282\n",
      "Epoch:  2554  Hata:  16039.39236206433\n",
      "Epoch:  2555  Hata:  16014.323690769168\n",
      "Epoch:  2556  Hata:  16031.059180561699\n",
      "Epoch:  2557  Hata:  16037.720732618372\n",
      "Epoch:  2558  Hata:  15987.696117017289\n",
      "Epoch:  2559  Hata:  15871.043680019418\n",
      "Epoch:  2560  Hata:  16042.439601499325\n",
      "Epoch:  2561  Hata:  16214.151939920199\n",
      "Epoch:  2562  Hata:  16182.325037841572\n",
      "Epoch:  2563  Hata:  16316.228991991835\n",
      "Epoch:  2564  Hata:  16130.224676789283\n",
      "Epoch:  2565  Hata:  16168.998942129903\n",
      "Epoch:  2566  Hata:  16267.007683899343\n",
      "Epoch:  2567  Hata:  16268.41073546459\n",
      "Epoch:  2568  Hata:  16385.146968849327\n",
      "Epoch:  2569  Hata:  16372.856894751483\n",
      "Epoch:  2570  Hata:  16486.80870261861\n",
      "Epoch:  2571  Hata:  16542.398999321198\n",
      "Epoch:  2572  Hata:  16590.5570904753\n",
      "Epoch:  2573  Hata:  16418.263525821643\n",
      "Epoch:  2574  Hata:  16478.79365595374\n",
      "Epoch:  2575  Hata:  16486.54229313381\n",
      "Epoch:  2576  Hata:  16442.66590400975\n",
      "Epoch:  2577  Hata:  16242.934835616554\n",
      "Epoch:  2578  Hata:  16323.995901351976\n",
      "Epoch:  2579  Hata:  16475.046802068267\n",
      "Epoch:  2580  Hata:  16370.432034156016\n",
      "Epoch:  2581  Hata:  16301.246654946492\n",
      "Epoch:  2582  Hata:  16049.265148235501\n",
      "Epoch:  2583  Hata:  16001.664728866108\n",
      "Epoch:  2584  Hata:  16179.018566557592\n",
      "Epoch:  2585  Hata:  16041.206429382517\n",
      "Epoch:  2586  Hata:  15945.909532532783\n",
      "Epoch:  2587  Hata:  16044.663345061317\n",
      "Epoch:  2588  Hata:  16060.724166286893\n",
      "Epoch:  2589  Hata:  16075.543766784042\n",
      "Epoch:  2590  Hata:  16063.549180672868\n",
      "Epoch:  2591  Hata:  16019.30789630145\n",
      "Epoch:  2592  Hata:  16058.57378004893\n",
      "Epoch:  2593  Hata:  16039.44132409356\n",
      "Epoch:  2594  Hata:  16161.394489713944\n",
      "Epoch:  2595  Hata:  16185.192891313\n",
      "Epoch:  2596  Hata:  16086.475426898647\n",
      "Epoch:  2597  Hata:  15922.902439883774\n",
      "Epoch:  2598  Hata:  15947.013288692673\n",
      "Epoch:  2599  Hata:  15846.50106948364\n",
      "Epoch:  2600  Hata:  15720.345152266586\n",
      "Epoch:  2601  Hata:  15636.672731713314\n",
      "Epoch:  2602  Hata:  15834.536902043274\n",
      "Epoch:  2603  Hata:  15823.283541042247\n",
      "Epoch:  2604  Hata:  15709.556215356766\n",
      "Epoch:  2605  Hata:  15701.543077318747\n",
      "Epoch:  2606  Hata:  15729.379468205178\n",
      "Epoch:  2607  Hata:  15918.484644522616\n",
      "Epoch:  2608  Hata:  16003.744469010328\n",
      "Epoch:  2609  Hata:  16119.54882891411\n",
      "Epoch:  2610  Hata:  16131.725647997562\n",
      "Epoch:  2611  Hata:  15993.309793702496\n",
      "Epoch:  2612  Hata:  16169.775271946248\n",
      "Epoch:  2613  Hata:  16158.13221210131\n",
      "Epoch:  2614  Hata:  16374.33404523466\n",
      "Epoch:  2615  Hata:  16437.338474893942\n",
      "Epoch:  2616  Hata:  16379.325046566279\n",
      "Epoch:  2617  Hata:  16532.732751332358\n",
      "Epoch:  2618  Hata:  16561.27014930475\n",
      "Epoch:  2619  Hata:  16625.960585722845\n",
      "Epoch:  2620  Hata:  16734.142645545104\n",
      "Epoch:  2621  Hata:  16972.924197512046\n",
      "Epoch:  2622  Hata:  17051.592411284262\n",
      "Epoch:  2623  Hata:  17097.635919619865\n",
      "Epoch:  2624  Hata:  17032.301451991654\n",
      "Epoch:  2625  Hata:  17086.626349933667\n",
      "Epoch:  2626  Hata:  17136.04330273589\n",
      "Epoch:  2627  Hata:  17104.42409942337\n",
      "Epoch:  2628  Hata:  17189.815099704578\n",
      "Epoch:  2629  Hata:  17167.70191795894\n",
      "Epoch:  2630  Hata:  17196.54907757965\n",
      "Epoch:  2631  Hata:  17104.50283818736\n",
      "Epoch:  2632  Hata:  17256.824747672486\n",
      "Epoch:  2633  Hata:  17432.221662782056\n",
      "Epoch:  2634  Hata:  17601.64680686983\n",
      "Epoch:  2635  Hata:  17473.58045881674\n",
      "Epoch:  2636  Hata:  17471.439403840795\n",
      "Epoch:  2637  Hata:  17532.859992886864\n",
      "Epoch:  2638  Hata:  17558.501329253715\n",
      "Epoch:  2639  Hata:  17553.06224715067\n",
      "Epoch:  2640  Hata:  17464.818141857082\n",
      "Epoch:  2641  Hata:  17599.6816800869\n",
      "Epoch:  2642  Hata:  17586.50780269054\n",
      "Epoch:  2643  Hata:  17620.280950694396\n",
      "Epoch:  2644  Hata:  17499.23166070757\n",
      "Epoch:  2645  Hata:  17577.873958980847\n",
      "Epoch:  2646  Hata:  17751.620548191542\n",
      "Epoch:  2647  Hata:  17719.8174877818\n",
      "Epoch:  2648  Hata:  17766.851963514786\n",
      "Epoch:  2649  Hata:  17342.651424756397\n",
      "Epoch:  2650  Hata:  17349.539994333965\n",
      "Epoch:  2651  Hata:  17332.547597761222\n",
      "Epoch:  2652  Hata:  17499.538942349296\n",
      "Epoch:  2653  Hata:  17268.252690507405\n",
      "Epoch:  2654  Hata:  17200.97775581898\n",
      "Epoch:  2655  Hata:  17365.45769144468\n",
      "Epoch:  2656  Hata:  17385.035364031795\n",
      "Epoch:  2657  Hata:  17285.976556159476\n",
      "Epoch:  2658  Hata:  17064.601469643192\n",
      "Epoch:  2659  Hata:  16983.735526415483\n",
      "Epoch:  2660  Hata:  16866.71497387769\n",
      "Epoch:  2661  Hata:  16849.262086418013\n",
      "Epoch:  2662  Hata:  16925.153377106355\n",
      "Epoch:  2663  Hata:  16843.176438499777\n",
      "Epoch:  2664  Hata:  16892.936951937336\n",
      "Epoch:  2665  Hata:  16912.810592934908\n",
      "Epoch:  2666  Hata:  16732.806246670378\n",
      "Epoch:  2667  Hata:  16707.44950971604\n",
      "Epoch:  2668  Hata:  16756.290753796668\n",
      "Epoch:  2669  Hata:  16787.761013611027\n",
      "Epoch:  2670  Hata:  16975.3248173439\n",
      "Epoch:  2671  Hata:  17013.92390931338\n",
      "Epoch:  2672  Hata:  16907.7792329719\n",
      "Epoch:  2673  Hata:  16860.069033286265\n",
      "Epoch:  2674  Hata:  16747.451873267513\n",
      "Epoch:  2675  Hata:  16713.8885127911\n",
      "Epoch:  2676  Hata:  16639.421174087354\n",
      "Epoch:  2677  Hata:  16826.984304690868\n",
      "Epoch:  2678  Hata:  16904.755867408356\n",
      "Epoch:  2679  Hata:  16867.46410630017\n",
      "Epoch:  2680  Hata:  16814.522020221488\n",
      "Epoch:  2681  Hata:  16890.0368509752\n",
      "Epoch:  2682  Hata:  16826.853908574678\n",
      "Epoch:  2683  Hata:  17018.4441756427\n",
      "Epoch:  2684  Hata:  17047.883591030324\n",
      "Epoch:  2685  Hata:  16972.192515924587\n",
      "Epoch:  2686  Hata:  16836.62386544544\n",
      "Epoch:  2687  Hata:  16800.619096739192\n",
      "Epoch:  2688  Hata:  16814.00676520638\n",
      "Epoch:  2689  Hata:  16937.519837403168\n",
      "Epoch:  2690  Hata:  17043.839099545792\n",
      "Epoch:  2691  Hata:  17033.592112896975\n",
      "Epoch:  2692  Hata:  16901.939307845787\n",
      "Epoch:  2693  Hata:  16831.20982490754\n",
      "Epoch:  2694  Hata:  16954.5643049038\n",
      "Epoch:  2695  Hata:  17034.3276291937\n",
      "Epoch:  2696  Hata:  17038.902612099977\n",
      "Epoch:  2697  Hata:  17113.155877762798\n",
      "Epoch:  2698  Hata:  17151.216930445844\n",
      "Epoch:  2699  Hata:  17135.501895469006\n",
      "Epoch:  2700  Hata:  17090.639583635555\n",
      "Epoch:  2701  Hata:  17071.231578768453\n",
      "Epoch:  2702  Hata:  17131.237378071033\n",
      "Epoch:  2703  Hata:  17191.32425986794\n",
      "Epoch:  2704  Hata:  17129.000302002765\n",
      "Epoch:  2705  Hata:  16892.458696475256\n",
      "Epoch:  2706  Hata:  16940.85488714231\n",
      "Epoch:  2707  Hata:  17053.535904609136\n",
      "Epoch:  2708  Hata:  17088.10241092284\n",
      "Epoch:  2709  Hata:  17010.58602687319\n",
      "Epoch:  2710  Hata:  17078.350663121433\n",
      "Epoch:  2711  Hata:  17150.800309666934\n",
      "Epoch:  2712  Hata:  17481.293574308278\n",
      "Epoch:  2713  Hata:  17428.02473320087\n",
      "Epoch:  2714  Hata:  17609.099024191095\n",
      "Epoch:  2715  Hata:  17570.294433159383\n",
      "Epoch:  2716  Hata:  17709.552921269533\n",
      "Epoch:  2717  Hata:  17708.70107827987\n",
      "Epoch:  2718  Hata:  17816.39212212763\n",
      "Epoch:  2719  Hata:  17691.445457721766\n",
      "Epoch:  2720  Hata:  17696.24776723382\n",
      "Epoch:  2721  Hata:  17453.660418439766\n",
      "Epoch:  2722  Hata:  17398.58795413877\n",
      "Epoch:  2723  Hata:  17537.274612121993\n",
      "Epoch:  2724  Hata:  17539.529403381843\n",
      "Epoch:  2725  Hata:  17527.610042287488\n",
      "Epoch:  2726  Hata:  17543.219300902823\n",
      "Epoch:  2727  Hata:  17553.23042009314\n",
      "Epoch:  2728  Hata:  17653.188222900117\n",
      "Epoch:  2729  Hata:  17624.019096129352\n",
      "Epoch:  2730  Hata:  17664.921859416478\n",
      "Epoch:  2731  Hata:  17608.48432741662\n",
      "Epoch:  2732  Hata:  17543.898138077966\n",
      "Epoch:  2733  Hata:  17544.009935600436\n",
      "Epoch:  2734  Hata:  17706.552107725423\n",
      "Epoch:  2735  Hata:  17483.735335689373\n",
      "Epoch:  2736  Hata:  17512.43610843764\n",
      "Epoch:  2737  Hata:  17531.274712370097\n",
      "Epoch:  2738  Hata:  17572.569747179477\n",
      "Epoch:  2739  Hata:  17433.668174573002\n",
      "Epoch:  2740  Hata:  17430.145616881786\n",
      "Epoch:  2741  Hata:  17317.321759409988\n",
      "Epoch:  2742  Hata:  17379.014017783076\n",
      "Epoch:  2743  Hata:  17214.656217876996\n",
      "Epoch:  2744  Hata:  17258.05697159106\n",
      "Epoch:  2745  Hata:  17246.0751090247\n",
      "Epoch:  2746  Hata:  17361.14168437479\n",
      "Epoch:  2747  Hata:  17338.556279093584\n",
      "Epoch:  2748  Hata:  17430.70576382449\n",
      "Epoch:  2749  Hata:  17338.79501231022\n",
      "Epoch:  2750  Hata:  17282.113179361324\n",
      "Epoch:  2751  Hata:  17257.227457238994\n",
      "Epoch:  2752  Hata:  17332.119321694252\n",
      "Epoch:  2753  Hata:  17118.967483671036\n",
      "Epoch:  2754  Hata:  17394.641007015816\n",
      "Epoch:  2755  Hata:  17389.130713732215\n",
      "Epoch:  2756  Hata:  17490.104176186607\n",
      "Epoch:  2757  Hata:  17539.859878402152\n",
      "Epoch:  2758  Hata:  17682.98439980196\n",
      "Epoch:  2759  Hata:  17818.53696710559\n",
      "Epoch:  2760  Hata:  17788.42281882533\n",
      "Epoch:  2761  Hata:  17822.769113756225\n",
      "Epoch:  2762  Hata:  17691.488962102932\n",
      "Epoch:  2763  Hata:  17598.88139851763\n",
      "Epoch:  2764  Hata:  17586.041480006203\n",
      "Epoch:  2765  Hata:  17695.00146311763\n",
      "Epoch:  2766  Hata:  17483.68063460006\n",
      "Epoch:  2767  Hata:  17404.740162683716\n",
      "Epoch:  2768  Hata:  17565.597335433762\n",
      "Epoch:  2769  Hata:  17702.06891841461\n",
      "Epoch:  2770  Hata:  17710.801797661883\n",
      "Epoch:  2771  Hata:  17546.724056265593\n",
      "Epoch:  2772  Hata:  17645.285620770548\n",
      "Epoch:  2773  Hata:  17698.920471697864\n",
      "Epoch:  2774  Hata:  17723.600272101037\n",
      "Epoch:  2775  Hata:  17781.382393513362\n",
      "Epoch:  2776  Hata:  17873.730228832002\n",
      "Epoch:  2777  Hata:  18020.408449442904\n",
      "Epoch:  2778  Hata:  18071.427384295843\n",
      "Epoch:  2779  Hata:  18002.911970883426\n",
      "Epoch:  2780  Hata:  17981.204028911317\n",
      "Epoch:  2781  Hata:  18058.324250057532\n",
      "Epoch:  2782  Hata:  18167.98482466144\n",
      "Epoch:  2783  Hata:  18042.025087879883\n",
      "Epoch:  2784  Hata:  18002.782445942834\n",
      "Epoch:  2785  Hata:  17909.546086392587\n",
      "Epoch:  2786  Hata:  17945.72300183349\n",
      "Epoch:  2787  Hata:  18030.502213185755\n",
      "Epoch:  2788  Hata:  17943.44219294585\n",
      "Epoch:  2789  Hata:  18002.393039438535\n",
      "Epoch:  2790  Hata:  18066.8596839831\n",
      "Epoch:  2791  Hata:  18044.788482265678\n",
      "Epoch:  2792  Hata:  18152.05162082717\n",
      "Epoch:  2793  Hata:  18493.33193730048\n",
      "Epoch:  2794  Hata:  18661.720103200005\n",
      "Epoch:  2795  Hata:  18576.95949183748\n",
      "Epoch:  2796  Hata:  18700.181354557597\n",
      "Epoch:  2797  Hata:  18771.74468837919\n",
      "Epoch:  2798  Hata:  18525.1247089418\n",
      "Epoch:  2799  Hata:  18363.88440629019\n",
      "Epoch:  2800  Hata:  18212.844029077336\n",
      "Epoch:  2801  Hata:  18184.700808667552\n",
      "Epoch:  2802  Hata:  18192.210403502904\n",
      "Epoch:  2803  Hata:  18214.884093254237\n",
      "Epoch:  2804  Hata:  18346.891153657692\n",
      "Epoch:  2805  Hata:  18285.23214995942\n",
      "Epoch:  2806  Hata:  18220.50398350224\n",
      "Epoch:  2807  Hata:  18111.121900901264\n",
      "Epoch:  2808  Hata:  18061.81922106238\n",
      "Epoch:  2809  Hata:  18254.931403083217\n",
      "Epoch:  2810  Hata:  18453.82108493659\n",
      "Epoch:  2811  Hata:  18240.22056384081\n",
      "Epoch:  2812  Hata:  18130.551780366724\n",
      "Epoch:  2813  Hata:  18225.45939302115\n",
      "Epoch:  2814  Hata:  18212.120136599504\n",
      "Epoch:  2815  Hata:  18251.790997379783\n",
      "Epoch:  2816  Hata:  18173.57081580724\n",
      "Epoch:  2817  Hata:  18085.866213546517\n",
      "Epoch:  2818  Hata:  18016.371492077116\n",
      "Epoch:  2819  Hata:  18060.756784466535\n",
      "Epoch:  2820  Hata:  17984.91978139533\n",
      "Epoch:  2821  Hata:  18027.693112204888\n",
      "Epoch:  2822  Hata:  17841.392296341277\n",
      "Epoch:  2823  Hata:  17756.393872846984\n",
      "Epoch:  2824  Hata:  17790.637214279857\n",
      "Epoch:  2825  Hata:  17720.69555779365\n",
      "Epoch:  2826  Hata:  17664.086027360252\n",
      "Epoch:  2827  Hata:  17664.134874175757\n",
      "Epoch:  2828  Hata:  17688.405065567473\n",
      "Epoch:  2829  Hata:  17668.00479246147\n",
      "Epoch:  2830  Hata:  17662.497348280194\n",
      "Epoch:  2831  Hata:  17894.544098581126\n",
      "Epoch:  2832  Hata:  17820.24467594231\n",
      "Epoch:  2833  Hata:  17913.647372997668\n",
      "Epoch:  2834  Hata:  18018.725205567316\n",
      "Epoch:  2835  Hata:  17986.995274236713\n",
      "Epoch:  2836  Hata:  17775.002970202237\n",
      "Epoch:  2837  Hata:  17658.808183492485\n",
      "Epoch:  2838  Hata:  17442.852343731895\n",
      "Epoch:  2839  Hata:  17286.383429639645\n",
      "Epoch:  2840  Hata:  16994.35619721985\n",
      "Epoch:  2841  Hata:  16844.4915467763\n",
      "Epoch:  2842  Hata:  17111.744003768024\n",
      "Epoch:  2843  Hata:  16884.405406655264\n",
      "Epoch:  2844  Hata:  16848.179593629415\n",
      "Epoch:  2845  Hata:  17002.489376336274\n",
      "Epoch:  2846  Hata:  17046.07818425522\n",
      "Epoch:  2847  Hata:  17148.37861798036\n",
      "Epoch:  2848  Hata:  17013.693223657163\n",
      "Epoch:  2849  Hata:  17004.780885292494\n",
      "Epoch:  2850  Hata:  16840.453601711488\n",
      "Epoch:  2851  Hata:  16828.817046260447\n",
      "Epoch:  2852  Hata:  16709.62725695585\n",
      "Epoch:  2853  Hata:  16657.061094226316\n",
      "Epoch:  2854  Hata:  16705.824893964964\n",
      "Epoch:  2855  Hata:  16658.268700748322\n",
      "Epoch:  2856  Hata:  16785.080084962112\n",
      "Epoch:  2857  Hata:  16713.85269438268\n",
      "Epoch:  2858  Hata:  16610.52717543418\n",
      "Epoch:  2859  Hata:  16641.160752861848\n",
      "Epoch:  2860  Hata:  16614.04296271597\n",
      "Epoch:  2861  Hata:  16573.991958795443\n",
      "Epoch:  2862  Hata:  16456.656566204798\n",
      "Epoch:  2863  Hata:  16522.100597617722\n",
      "Epoch:  2864  Hata:  16586.87793041337\n",
      "Epoch:  2865  Hata:  16533.869115889986\n",
      "Epoch:  2866  Hata:  16387.37671916021\n",
      "Epoch:  2867  Hata:  16536.88921595985\n",
      "Epoch:  2868  Hata:  16543.970880424753\n",
      "Epoch:  2869  Hata:  16591.10562116388\n",
      "Epoch:  2870  Hata:  16819.02216865834\n",
      "Epoch:  2871  Hata:  16925.19519968686\n",
      "Epoch:  2872  Hata:  16727.08118013882\n",
      "Epoch:  2873  Hata:  16633.979771400813\n",
      "Epoch:  2874  Hata:  16433.54017277089\n",
      "Epoch:  2875  Hata:  16480.653418183236\n",
      "Epoch:  2876  Hata:  16529.48395767796\n",
      "Epoch:  2877  Hata:  16342.506525414292\n",
      "Epoch:  2878  Hata:  16279.217403892277\n",
      "Epoch:  2879  Hata:  16192.448374297197\n",
      "Epoch:  2880  Hata:  16157.850784173917\n",
      "Epoch:  2881  Hata:  15981.76294659034\n",
      "Epoch:  2882  Hata:  15922.916639612973\n",
      "Epoch:  2883  Hata:  15914.748616705147\n",
      "Epoch:  2884  Hata:  15887.227861608333\n",
      "Epoch:  2885  Hata:  16123.871204737185\n",
      "Epoch:  2886  Hata:  16019.106615118282\n",
      "Epoch:  2887  Hata:  15865.10966125601\n",
      "Epoch:  2888  Hata:  15687.52978984809\n",
      "Epoch:  2889  Hata:  15731.750553575484\n",
      "Epoch:  2890  Hata:  15729.45918555837\n",
      "Epoch:  2891  Hata:  15886.288478619568\n",
      "Epoch:  2892  Hata:  16074.46476526233\n",
      "Epoch:  2893  Hata:  16064.446878333147\n",
      "Epoch:  2894  Hata:  15975.915519727414\n",
      "Epoch:  2895  Hata:  15965.823022848701\n",
      "Epoch:  2896  Hata:  15923.717260666624\n",
      "Epoch:  2897  Hata:  16076.355958634747\n",
      "Epoch:  2898  Hata:  16197.76670658573\n",
      "Epoch:  2899  Hata:  16218.688028367967\n",
      "Epoch:  2900  Hata:  16397.778067519674\n",
      "Epoch:  2901  Hata:  16259.122811554\n",
      "Epoch:  2902  Hata:  16109.371613210908\n",
      "Epoch:  2903  Hata:  16183.030291635223\n",
      "Epoch:  2904  Hata:  16037.123269860607\n",
      "Epoch:  2905  Hata:  16013.173143320264\n",
      "Epoch:  2906  Hata:  16074.775230091785\n",
      "Epoch:  2907  Hata:  16086.483644842287\n",
      "Epoch:  2908  Hata:  15887.609386470689\n",
      "Epoch:  2909  Hata:  15894.075446899784\n",
      "Epoch:  2910  Hata:  15777.53850079342\n",
      "Epoch:  2911  Hata:  15648.356965626723\n",
      "Epoch:  2912  Hata:  15382.346853678466\n",
      "Epoch:  2913  Hata:  15280.124544154158\n",
      "Epoch:  2914  Hata:  15267.810009907182\n",
      "Epoch:  2915  Hata:  15260.462117500341\n",
      "Epoch:  2916  Hata:  15446.698463050918\n",
      "Epoch:  2917  Hata:  15483.240249617458\n",
      "Epoch:  2918  Hata:  15214.64154964023\n",
      "Epoch:  2919  Hata:  15386.894588259715\n",
      "Epoch:  2920  Hata:  15395.371918643463\n",
      "Epoch:  2921  Hata:  15438.960389198257\n",
      "Epoch:  2922  Hata:  15470.372229475619\n",
      "Epoch:  2923  Hata:  15519.722152553644\n",
      "Epoch:  2924  Hata:  15294.381789685993\n",
      "Epoch:  2925  Hata:  15376.024079571675\n",
      "Epoch:  2926  Hata:  15388.20383730208\n",
      "Epoch:  2927  Hata:  15298.866225872385\n",
      "Epoch:  2928  Hata:  15214.592471422593\n",
      "Epoch:  2929  Hata:  15207.052360182774\n",
      "Epoch:  2930  Hata:  15191.404340671254\n",
      "Epoch:  2931  Hata:  15287.133355902988\n",
      "Epoch:  2932  Hata:  15257.26576745462\n",
      "Epoch:  2933  Hata:  15280.933407326098\n",
      "Epoch:  2934  Hata:  15151.572353076503\n",
      "Epoch:  2935  Hata:  15291.324128833461\n",
      "Epoch:  2936  Hata:  15404.035430554432\n",
      "Epoch:  2937  Hata:  15428.355982194003\n",
      "Epoch:  2938  Hata:  15377.693713181732\n",
      "Epoch:  2939  Hata:  15379.38098774618\n",
      "Epoch:  2940  Hata:  15366.527187351938\n",
      "Epoch:  2941  Hata:  15307.74905853887\n",
      "Epoch:  2942  Hata:  15252.445366404654\n",
      "Epoch:  2943  Hata:  15313.001251909724\n",
      "Epoch:  2944  Hata:  15269.38260495359\n",
      "Epoch:  2945  Hata:  15451.996743612575\n",
      "Epoch:  2946  Hata:  15388.218381068815\n",
      "Epoch:  2947  Hata:  15309.250624032826\n",
      "Epoch:  2948  Hata:  15344.593549415438\n",
      "Epoch:  2949  Hata:  15185.533419219842\n",
      "Epoch:  2950  Hata:  15176.93196449833\n",
      "Epoch:  2951  Hata:  15034.284295164442\n",
      "Epoch:  2952  Hata:  15056.249995661134\n",
      "Epoch:  2953  Hata:  14902.76721504132\n",
      "Epoch:  2954  Hata:  14832.103013952148\n",
      "Epoch:  2955  Hata:  14799.212036212524\n",
      "Epoch:  2956  Hata:  14926.674309805236\n",
      "Epoch:  2957  Hata:  14927.758091793103\n",
      "Epoch:  2958  Hata:  14922.497735348768\n",
      "Epoch:  2959  Hata:  14915.770418613274\n",
      "Epoch:  2960  Hata:  14737.74363832038\n",
      "Epoch:  2961  Hata:  14851.19647863614\n",
      "Epoch:  2962  Hata:  14798.534362058092\n",
      "Epoch:  2963  Hata:  14773.905198039465\n",
      "Epoch:  2964  Hata:  14832.41962734772\n",
      "Epoch:  2965  Hata:  14734.798743510331\n",
      "Epoch:  2966  Hata:  14728.710681568049\n",
      "Epoch:  2967  Hata:  14879.233948534962\n",
      "Epoch:  2968  Hata:  14851.066336607995\n",
      "Epoch:  2969  Hata:  14935.608972231297\n",
      "Epoch:  2970  Hata:  14879.905095854087\n",
      "Epoch:  2971  Hata:  14836.109772776663\n",
      "Epoch:  2972  Hata:  14886.076430833631\n",
      "Epoch:  2973  Hata:  14759.589978882945\n",
      "Epoch:  2974  Hata:  14613.552280846809\n",
      "Epoch:  2975  Hata:  14526.574813224855\n",
      "Epoch:  2976  Hata:  14530.847230384803\n",
      "Epoch:  2977  Hata:  14729.171802998655\n",
      "Epoch:  2978  Hata:  14790.621388950027\n",
      "Epoch:  2979  Hata:  14776.568087776697\n",
      "Epoch:  2980  Hata:  14689.538510972827\n",
      "Epoch:  2981  Hata:  14656.524411617618\n",
      "Epoch:  2982  Hata:  14703.322072870991\n",
      "Epoch:  2983  Hata:  14785.164890704666\n",
      "Epoch:  2984  Hata:  14805.52875842339\n",
      "Epoch:  2985  Hata:  14835.49902846284\n",
      "Epoch:  2986  Hata:  14846.085747679357\n",
      "Epoch:  2987  Hata:  14800.139718403609\n",
      "Epoch:  2988  Hata:  14965.265825505978\n",
      "Epoch:  2989  Hata:  14907.549452153453\n",
      "Epoch:  2990  Hata:  14999.164613829009\n",
      "Epoch:  2991  Hata:  15109.809797315382\n",
      "Epoch:  2992  Hata:  15237.872372601578\n",
      "Epoch:  2993  Hata:  15036.943958641583\n",
      "Epoch:  2994  Hata:  15158.821329744436\n",
      "Epoch:  2995  Hata:  15040.711189710211\n",
      "Epoch:  2996  Hata:  14924.996277518016\n",
      "Epoch:  2997  Hata:  15061.031546846792\n",
      "Epoch:  2998  Hata:  15006.348231895376\n",
      "Epoch:  2999  Hata:  15030.4375819409\n",
      "Epoch:  3000  Hata:  15075.724580981187\n",
      "Epoch:  3001  Hata:  15170.380576326583\n",
      "Epoch:  3002  Hata:  15451.372075796653\n",
      "Epoch:  3003  Hata:  15350.836197824316\n",
      "Epoch:  3004  Hata:  15277.950504631075\n",
      "Epoch:  3005  Hata:  15146.26827891223\n",
      "Epoch:  3006  Hata:  15298.841422371439\n",
      "Epoch:  3007  Hata:  15208.914185031612\n",
      "Epoch:  3008  Hata:  15103.08329223168\n",
      "Epoch:  3009  Hata:  15092.274540011393\n",
      "Epoch:  3010  Hata:  15249.726501824445\n",
      "Epoch:  3011  Hata:  15417.517525346937\n",
      "Epoch:  3012  Hata:  15316.138058535671\n",
      "Epoch:  3013  Hata:  15316.420172599668\n",
      "Epoch:  3014  Hata:  15224.653422801188\n",
      "Epoch:  3015  Hata:  15259.585412602799\n",
      "Epoch:  3016  Hata:  15293.809501138374\n",
      "Epoch:  3017  Hata:  15169.318942683703\n",
      "Epoch:  3018  Hata:  15304.341276390875\n",
      "Epoch:  3019  Hata:  15355.365954159823\n",
      "Epoch:  3020  Hata:  15250.267219066382\n",
      "Epoch:  3021  Hata:  15092.595793712864\n",
      "Epoch:  3022  Hata:  15151.519593037903\n",
      "Epoch:  3023  Hata:  15218.809961072377\n",
      "Epoch:  3024  Hata:  15214.522299777098\n",
      "Epoch:  3025  Hata:  15205.947257542994\n",
      "Epoch:  3026  Hata:  15231.023620952696\n",
      "Epoch:  3027  Hata:  15293.573489543704\n",
      "Epoch:  3028  Hata:  15112.091236554406\n",
      "Epoch:  3029  Hata:  15003.1284296121\n",
      "Epoch:  3030  Hata:  15055.419207358831\n",
      "Epoch:  3031  Hata:  15193.284426948885\n",
      "Epoch:  3032  Hata:  15360.499884158506\n",
      "Epoch:  3033  Hata:  15412.129493841774\n",
      "Epoch:  3034  Hata:  15593.177835176219\n",
      "Epoch:  3035  Hata:  15665.1779554279\n",
      "Epoch:  3036  Hata:  15605.484127818507\n",
      "Epoch:  3037  Hata:  15509.5989039278\n",
      "Epoch:  3038  Hata:  15405.21205430886\n",
      "Epoch:  3039  Hata:  15244.374209776768\n",
      "Epoch:  3040  Hata:  15202.28299560917\n",
      "Epoch:  3041  Hata:  15224.543514971043\n",
      "Epoch:  3042  Hata:  15226.589676781126\n",
      "Epoch:  3043  Hata:  15096.103517771779\n",
      "Epoch:  3044  Hata:  15178.168791670538\n",
      "Epoch:  3045  Hata:  15085.577520210481\n",
      "Epoch:  3046  Hata:  15010.372707454586\n",
      "Epoch:  3047  Hata:  15094.775824386186\n",
      "Epoch:  3048  Hata:  15164.736480495316\n",
      "Epoch:  3049  Hata:  15096.36235035464\n",
      "Epoch:  3050  Hata:  15075.030942107875\n",
      "Epoch:  3051  Hata:  15033.540332775578\n",
      "Epoch:  3052  Hata:  14880.44658280379\n",
      "Epoch:  3053  Hata:  14993.051928467496\n",
      "Epoch:  3054  Hata:  15123.384414432121\n",
      "Epoch:  3055  Hata:  15143.490968322625\n",
      "Epoch:  3056  Hata:  14940.978752892737\n",
      "Epoch:  3057  Hata:  14898.759401854993\n",
      "Epoch:  3058  Hata:  14879.617808818688\n",
      "Epoch:  3059  Hata:  14827.293991313501\n",
      "Epoch:  3060  Hata:  14937.667238261462\n",
      "Epoch:  3061  Hata:  14922.554792311928\n",
      "Epoch:  3062  Hata:  15086.393807024451\n",
      "Epoch:  3063  Hata:  15312.633032164762\n",
      "Epoch:  3064  Hata:  15126.540812874808\n",
      "Epoch:  3065  Hata:  15098.113083547494\n",
      "Epoch:  3066  Hata:  15279.278815843942\n",
      "Epoch:  3067  Hata:  15181.856909861333\n",
      "Epoch:  3068  Hata:  15225.73963618281\n",
      "Epoch:  3069  Hata:  15332.553739320987\n",
      "Epoch:  3070  Hata:  15187.807764365354\n",
      "Epoch:  3071  Hata:  15221.496467582063\n",
      "Epoch:  3072  Hata:  15169.903953052046\n",
      "Epoch:  3073  Hata:  15000.928901349092\n",
      "Epoch:  3074  Hata:  14818.550935451576\n",
      "Epoch:  3075  Hata:  14687.174537076626\n",
      "Epoch:  3076  Hata:  14551.82432146243\n",
      "Epoch:  3077  Hata:  14456.796941444569\n",
      "Epoch:  3078  Hata:  14551.417371048796\n",
      "Epoch:  3079  Hata:  14476.629056313335\n",
      "Epoch:  3080  Hata:  14750.450719841036\n",
      "Epoch:  3081  Hata:  14646.7850933698\n",
      "Epoch:  3082  Hata:  14686.164854880179\n",
      "Epoch:  3083  Hata:  14560.802820215591\n",
      "Epoch:  3084  Hata:  14736.1299931758\n",
      "Epoch:  3085  Hata:  14629.067258277579\n",
      "Epoch:  3086  Hata:  14474.054162072975\n",
      "Epoch:  3087  Hata:  14631.918102545425\n",
      "Epoch:  3088  Hata:  14704.299016606223\n",
      "Epoch:  3089  Hata:  14601.26242373657\n",
      "Epoch:  3090  Hata:  14527.427307165452\n",
      "Epoch:  3091  Hata:  14438.807916339063\n",
      "Epoch:  3092  Hata:  14577.808101386732\n",
      "Epoch:  3093  Hata:  14469.2402449254\n",
      "Epoch:  3094  Hata:  14491.87016740365\n",
      "Epoch:  3095  Hata:  14491.593776888347\n",
      "Epoch:  3096  Hata:  14567.536127225734\n",
      "Epoch:  3097  Hata:  14671.312643889138\n",
      "Epoch:  3098  Hata:  14513.443448290942\n",
      "Epoch:  3099  Hata:  14541.602077761541\n",
      "Epoch:  3100  Hata:  14481.278987720472\n",
      "Epoch:  3101  Hata:  14551.40450667264\n",
      "Epoch:  3102  Hata:  14534.621050788994\n",
      "Epoch:  3103  Hata:  14764.236287001298\n",
      "Epoch:  3104  Hata:  14733.875229775582\n",
      "Epoch:  3105  Hata:  14742.88987305428\n",
      "Epoch:  3106  Hata:  14725.28049049346\n",
      "Epoch:  3107  Hata:  14743.863294260447\n",
      "Epoch:  3108  Hata:  14922.181513064123\n",
      "Epoch:  3109  Hata:  14952.42789273278\n",
      "Epoch:  3110  Hata:  15135.848359319552\n",
      "Epoch:  3111  Hata:  15136.038657950005\n",
      "Epoch:  3112  Hata:  15194.552122728044\n",
      "Epoch:  3113  Hata:  15153.854865265495\n",
      "Epoch:  3114  Hata:  15047.76791724324\n",
      "Epoch:  3115  Hata:  15107.762652722939\n",
      "Epoch:  3116  Hata:  15093.570328621048\n",
      "Epoch:  3117  Hata:  15063.134426035518\n",
      "Epoch:  3118  Hata:  14894.674954904312\n",
      "Epoch:  3119  Hata:  14906.381483866411\n",
      "Epoch:  3120  Hata:  14806.9877931245\n",
      "Epoch:  3121  Hata:  14847.786205644565\n",
      "Epoch:  3122  Hata:  14859.766034866538\n",
      "Epoch:  3123  Hata:  14827.071130638778\n",
      "Epoch:  3124  Hata:  14577.68300408324\n",
      "Epoch:  3125  Hata:  14565.709127359905\n",
      "Epoch:  3126  Hata:  14669.394786199608\n",
      "Epoch:  3127  Hata:  14509.471594844976\n",
      "Epoch:  3128  Hata:  14371.955406814634\n",
      "Epoch:  3129  Hata:  14394.619104003043\n",
      "Epoch:  3130  Hata:  14342.113272473933\n",
      "Epoch:  3131  Hata:  14174.998671069912\n",
      "Epoch:  3132  Hata:  14273.101164870372\n",
      "Epoch:  3133  Hata:  14348.279208592608\n",
      "Epoch:  3134  Hata:  14367.179816127395\n",
      "Epoch:  3135  Hata:  14412.963240534662\n",
      "Epoch:  3136  Hata:  14397.342298858943\n",
      "Epoch:  3137  Hata:  14386.525348923347\n",
      "Epoch:  3138  Hata:  14463.50138977466\n",
      "Epoch:  3139  Hata:  14349.377053891167\n",
      "Epoch:  3140  Hata:  14435.757325654435\n",
      "Epoch:  3141  Hata:  14402.992369332524\n",
      "Epoch:  3142  Hata:  14568.22090955546\n",
      "Epoch:  3143  Hata:  14489.129453839889\n",
      "Epoch:  3144  Hata:  14636.472444372148\n",
      "Epoch:  3145  Hata:  14766.0931515383\n",
      "Epoch:  3146  Hata:  14836.43114895937\n",
      "Epoch:  3147  Hata:  14901.56672475309\n",
      "Epoch:  3148  Hata:  14905.193493167044\n",
      "Epoch:  3149  Hata:  14833.647429997412\n",
      "Epoch:  3150  Hata:  14925.321239284347\n",
      "Epoch:  3151  Hata:  14725.361015856997\n",
      "Epoch:  3152  Hata:  14597.329188633543\n",
      "Epoch:  3153  Hata:  14651.894980526702\n",
      "Epoch:  3154  Hata:  14615.954779986703\n",
      "Epoch:  3155  Hata:  14633.368968350425\n",
      "Epoch:  3156  Hata:  14516.446654398283\n",
      "Epoch:  3157  Hata:  14571.477852445158\n",
      "Epoch:  3158  Hata:  14673.764589750324\n",
      "Epoch:  3159  Hata:  14732.208376979544\n",
      "Epoch:  3160  Hata:  14779.029143628039\n",
      "Epoch:  3161  Hata:  15127.78391790744\n",
      "Epoch:  3162  Hata:  15221.63237899551\n",
      "Epoch:  3163  Hata:  15151.515180039933\n",
      "Epoch:  3164  Hata:  15093.766014850125\n",
      "Epoch:  3165  Hata:  15010.72694923067\n",
      "Epoch:  3166  Hata:  15099.044254002709\n",
      "Epoch:  3167  Hata:  15228.748766175686\n",
      "Epoch:  3168  Hata:  15288.960972069362\n",
      "Epoch:  3169  Hata:  15276.822637712241\n",
      "Epoch:  3170  Hata:  15216.640732496526\n",
      "Epoch:  3171  Hata:  15242.846022269227\n",
      "Epoch:  3172  Hata:  15196.443572805023\n",
      "Epoch:  3173  Hata:  15204.122034005437\n",
      "Epoch:  3174  Hata:  15222.869353952847\n",
      "Epoch:  3175  Hata:  15199.703581340498\n",
      "Epoch:  3176  Hata:  15348.024711922535\n",
      "Epoch:  3177  Hata:  15384.772921479049\n",
      "Epoch:  3178  Hata:  15409.75467850237\n",
      "Epoch:  3179  Hata:  15483.888802824897\n",
      "Epoch:  3180  Hata:  15483.568621736224\n",
      "Epoch:  3181  Hata:  15356.402417673593\n",
      "Epoch:  3182  Hata:  15355.446217190582\n",
      "Epoch:  3183  Hata:  15469.517576023725\n",
      "Epoch:  3184  Hata:  15324.047330733803\n",
      "Epoch:  3185  Hata:  15206.565804282629\n",
      "Epoch:  3186  Hata:  15154.386810123106\n",
      "Epoch:  3187  Hata:  15082.158777362296\n",
      "Epoch:  3188  Hata:  15046.891416039767\n",
      "Epoch:  3189  Hata:  14968.674288017468\n",
      "Epoch:  3190  Hata:  14948.981310703999\n",
      "Epoch:  3191  Hata:  14960.26557646979\n",
      "Epoch:  3192  Hata:  14928.680666500255\n",
      "Epoch:  3193  Hata:  14949.16767457643\n",
      "Epoch:  3194  Hata:  15117.39470408762\n",
      "Epoch:  3195  Hata:  15079.950434536586\n",
      "Epoch:  3196  Hata:  15019.74706804797\n",
      "Epoch:  3197  Hata:  15046.648624134912\n",
      "Epoch:  3198  Hata:  14956.618857504891\n",
      "Epoch:  3199  Hata:  14882.972252979973\n",
      "Epoch:  3200  Hata:  14940.60043936185\n",
      "Epoch:  3201  Hata:  14948.96688507561\n",
      "Epoch:  3202  Hata:  15102.380883819402\n",
      "Epoch:  3203  Hata:  15163.227090155306\n",
      "Epoch:  3204  Hata:  15053.29100720624\n",
      "Epoch:  3205  Hata:  15076.524326219704\n",
      "Epoch:  3206  Hata:  15149.368976088\n",
      "Epoch:  3207  Hata:  15028.502338053204\n",
      "Epoch:  3208  Hata:  15031.829520906223\n",
      "Epoch:  3209  Hata:  15031.409789835707\n",
      "Epoch:  3210  Hata:  15027.838874597852\n",
      "Epoch:  3211  Hata:  15025.375354170534\n",
      "Epoch:  3212  Hata:  15153.902182438542\n",
      "Epoch:  3213  Hata:  15121.942777343978\n",
      "Epoch:  3214  Hata:  15283.60190519417\n",
      "Epoch:  3215  Hata:  15538.53111474936\n",
      "Epoch:  3216  Hata:  15618.22318358569\n",
      "Epoch:  3217  Hata:  15760.779591059163\n",
      "Epoch:  3218  Hata:  15759.06750626929\n",
      "Epoch:  3219  Hata:  15824.081744430594\n",
      "Epoch:  3220  Hata:  15893.805527324683\n",
      "Epoch:  3221  Hata:  15947.23631918459\n",
      "Epoch:  3222  Hata:  16083.135535639078\n",
      "Epoch:  3223  Hata:  16065.159772489853\n",
      "Epoch:  3224  Hata:  16046.817647888052\n",
      "Epoch:  3225  Hata:  16143.094460791073\n",
      "Epoch:  3226  Hata:  16063.886471026206\n",
      "Epoch:  3227  Hata:  16119.421448367602\n",
      "Epoch:  3228  Hata:  16087.59652125787\n",
      "Epoch:  3229  Hata:  16026.622340838501\n",
      "Epoch:  3230  Hata:  16056.030415531623\n",
      "Epoch:  3231  Hata:  15872.794960703399\n",
      "Epoch:  3232  Hata:  15855.34702190743\n",
      "Epoch:  3233  Hata:  15976.27852830684\n",
      "Epoch:  3234  Hata:  16002.73665385129\n",
      "Epoch:  3235  Hata:  16040.093590398079\n",
      "Epoch:  3236  Hata:  16003.361709383971\n",
      "Epoch:  3237  Hata:  15961.017712603345\n",
      "Epoch:  3238  Hata:  15817.578382060881\n",
      "Epoch:  3239  Hata:  15780.24221456046\n",
      "Epoch:  3240  Hata:  15689.00378470197\n",
      "Epoch:  3241  Hata:  15758.30958885425\n",
      "Epoch:  3242  Hata:  15741.229457065336\n",
      "Epoch:  3243  Hata:  15843.686286673892\n",
      "Epoch:  3244  Hata:  15919.890708117899\n",
      "Epoch:  3245  Hata:  15788.49096805978\n",
      "Epoch:  3246  Hata:  15715.859040816169\n",
      "Epoch:  3247  Hata:  15756.88705343041\n",
      "Epoch:  3248  Hata:  15877.676914851674\n",
      "Epoch:  3249  Hata:  15940.628196512434\n",
      "Epoch:  3250  Hata:  15906.629278605464\n",
      "Epoch:  3251  Hata:  15879.99199651248\n",
      "Epoch:  3252  Hata:  15861.217557958094\n",
      "Epoch:  3253  Hata:  15826.063314617157\n",
      "Epoch:  3254  Hata:  15970.674695820499\n",
      "Epoch:  3255  Hata:  16047.799691690923\n",
      "Epoch:  3256  Hata:  15879.07140375243\n",
      "Epoch:  3257  Hata:  15916.32251171496\n",
      "Epoch:  3258  Hata:  15887.451186563516\n",
      "Epoch:  3259  Hata:  15733.587882378852\n",
      "Epoch:  3260  Hata:  15828.092199854018\n",
      "Epoch:  3261  Hata:  15805.890958155826\n",
      "Epoch:  3262  Hata:  15896.458513614945\n",
      "Epoch:  3263  Hata:  15881.985193717697\n",
      "Epoch:  3264  Hata:  15864.904455918891\n",
      "Epoch:  3265  Hata:  15859.344844804189\n",
      "Epoch:  3266  Hata:  16031.003565747733\n",
      "Epoch:  3267  Hata:  16115.061934876325\n",
      "Epoch:  3268  Hata:  16130.225950824582\n",
      "Epoch:  3269  Hata:  16192.048393508388\n",
      "Epoch:  3270  Hata:  16181.385610014635\n",
      "Epoch:  3271  Hata:  16116.335252355047\n",
      "Epoch:  3272  Hata:  16367.761484575096\n",
      "Epoch:  3273  Hata:  16429.37359462741\n",
      "Epoch:  3274  Hata:  16596.84504407567\n",
      "Epoch:  3275  Hata:  16571.13309784099\n",
      "Epoch:  3276  Hata:  16455.2128590575\n",
      "Epoch:  3277  Hata:  16483.176102462567\n",
      "Epoch:  3278  Hata:  16544.612544329564\n",
      "Epoch:  3279  Hata:  16786.438203022804\n",
      "Epoch:  3280  Hata:  16918.12237029748\n",
      "Epoch:  3281  Hata:  16960.344155551822\n",
      "Epoch:  3282  Hata:  17032.71853207684\n",
      "Epoch:  3283  Hata:  17094.026475644772\n",
      "Epoch:  3284  Hata:  17223.931256573014\n",
      "Epoch:  3285  Hata:  17246.668240548825\n",
      "Epoch:  3286  Hata:  17412.12702088853\n",
      "Epoch:  3287  Hata:  17653.815003304655\n",
      "Epoch:  3288  Hata:  17507.256859211677\n",
      "Epoch:  3289  Hata:  17439.90173063663\n",
      "Epoch:  3290  Hata:  17321.737618696156\n",
      "Epoch:  3291  Hata:  17429.32728161999\n",
      "Epoch:  3292  Hata:  17553.733421384808\n",
      "Epoch:  3293  Hata:  17572.869798377385\n",
      "Epoch:  3294  Hata:  17719.42947854597\n",
      "Epoch:  3295  Hata:  17683.840134106806\n",
      "Epoch:  3296  Hata:  17875.900327574753\n",
      "Epoch:  3297  Hata:  17815.8850596313\n",
      "Epoch:  3298  Hata:  17864.517690793757\n",
      "Epoch:  3299  Hata:  17928.317496185522\n",
      "Epoch:  3300  Hata:  17866.18604316595\n",
      "Epoch:  3301  Hata:  17931.08882648458\n",
      "Epoch:  3302  Hata:  17809.161925890694\n",
      "Epoch:  3303  Hata:  17839.150010161142\n",
      "Epoch:  3304  Hata:  17882.725045033578\n",
      "Epoch:  3305  Hata:  18010.0551124542\n",
      "Epoch:  3306  Hata:  17996.03175518819\n",
      "Epoch:  3307  Hata:  17937.185784411675\n",
      "Epoch:  3308  Hata:  17892.75648387202\n",
      "Epoch:  3309  Hata:  18036.739299381243\n",
      "Epoch:  3310  Hata:  18055.256807539812\n",
      "Epoch:  3311  Hata:  18044.846694582353\n",
      "Epoch:  3312  Hata:  17881.7245559702\n",
      "Epoch:  3313  Hata:  17838.194544285103\n",
      "Epoch:  3314  Hata:  17818.600183728526\n",
      "Epoch:  3315  Hata:  17724.900038421598\n",
      "Epoch:  3316  Hata:  17747.127974011095\n",
      "Epoch:  3317  Hata:  17639.630498918246\n",
      "Epoch:  3318  Hata:  17614.111025445916\n",
      "Epoch:  3319  Hata:  17602.56245011124\n",
      "Epoch:  3320  Hata:  17612.297020711227\n",
      "Epoch:  3321  Hata:  17428.76456595755\n",
      "Epoch:  3322  Hata:  17644.25863155397\n",
      "Epoch:  3323  Hata:  17623.130614735743\n",
      "Epoch:  3324  Hata:  17578.557173022047\n",
      "Epoch:  3325  Hata:  17633.84328315276\n",
      "Epoch:  3326  Hata:  17810.023303122165\n",
      "Epoch:  3327  Hata:  17758.563221658515\n",
      "Epoch:  3328  Hata:  17519.39678883128\n",
      "Epoch:  3329  Hata:  17512.975794668415\n",
      "Epoch:  3330  Hata:  17546.51924199373\n",
      "Epoch:  3331  Hata:  17651.002272222468\n",
      "Epoch:  3332  Hata:  17529.332412307205\n",
      "Epoch:  3333  Hata:  17413.28454902221\n",
      "Epoch:  3334  Hata:  17345.37737199374\n",
      "Epoch:  3335  Hata:  17370.399265252894\n",
      "Epoch:  3336  Hata:  17357.004937430465\n",
      "Epoch:  3337  Hata:  17573.140553579724\n",
      "Epoch:  3338  Hata:  17588.800711021348\n",
      "Epoch:  3339  Hata:  17430.43851182685\n",
      "Epoch:  3340  Hata:  17538.218337337094\n",
      "Epoch:  3341  Hata:  17636.64410246364\n",
      "Epoch:  3342  Hata:  17646.288764073135\n",
      "Epoch:  3343  Hata:  17647.525202101533\n",
      "Epoch:  3344  Hata:  17736.599633252117\n",
      "Epoch:  3345  Hata:  17993.373481682724\n",
      "Epoch:  3346  Hata:  17789.67113776986\n",
      "Epoch:  3347  Hata:  17717.794472680725\n",
      "Epoch:  3348  Hata:  17736.81498880122\n",
      "Epoch:  3349  Hata:  17755.329734279985\n",
      "Epoch:  3350  Hata:  17807.724395627534\n",
      "Epoch:  3351  Hata:  17812.685233215816\n",
      "Epoch:  3352  Hata:  17875.76949735695\n",
      "Epoch:  3353  Hata:  17871.803106828283\n",
      "Epoch:  3354  Hata:  18074.152495479775\n",
      "Epoch:  3355  Hata:  18133.72711235999\n",
      "Epoch:  3356  Hata:  18313.26039709119\n",
      "Epoch:  3357  Hata:  18203.808778025377\n",
      "Epoch:  3358  Hata:  18046.219547936453\n",
      "Epoch:  3359  Hata:  18057.617765032348\n",
      "Epoch:  3360  Hata:  17990.254248160447\n",
      "Epoch:  3361  Hata:  17953.159861864002\n",
      "Epoch:  3362  Hata:  17960.828697372293\n",
      "Epoch:  3363  Hata:  18046.629251330145\n",
      "Epoch:  3364  Hata:  18051.006135307147\n",
      "Epoch:  3365  Hata:  18168.212183667038\n",
      "Epoch:  3366  Hata:  18056.970783040288\n",
      "Epoch:  3367  Hata:  18081.360848962413\n",
      "Epoch:  3368  Hata:  18091.15367290799\n",
      "Epoch:  3369  Hata:  18025.126779586717\n",
      "Epoch:  3370  Hata:  17905.896382245104\n",
      "Epoch:  3371  Hata:  17833.50013240602\n",
      "Epoch:  3372  Hata:  17694.133474304523\n",
      "Epoch:  3373  Hata:  17619.388773833456\n",
      "Epoch:  3374  Hata:  17403.346092353964\n",
      "Epoch:  3375  Hata:  17356.253401716094\n",
      "Epoch:  3376  Hata:  17375.039783949178\n",
      "Epoch:  3377  Hata:  17306.464859569278\n",
      "Epoch:  3378  Hata:  17287.418714928528\n",
      "Epoch:  3379  Hata:  17193.636302491697\n",
      "Epoch:  3380  Hata:  17121.557455801925\n",
      "Epoch:  3381  Hata:  17187.62073508325\n",
      "Epoch:  3382  Hata:  17122.585066411848\n",
      "Epoch:  3383  Hata:  17156.856608831127\n",
      "Epoch:  3384  Hata:  17064.63553460948\n",
      "Epoch:  3385  Hata:  17215.86225312613\n",
      "Epoch:  3386  Hata:  17373.18762510731\n",
      "Epoch:  3387  Hata:  17392.917619391927\n",
      "Epoch:  3388  Hata:  17358.625391924008\n",
      "Epoch:  3389  Hata:  17307.169383851724\n",
      "Epoch:  3390  Hata:  17357.06430863728\n",
      "Epoch:  3391  Hata:  17419.668638824638\n",
      "Epoch:  3392  Hata:  17357.838274592294\n",
      "Epoch:  3393  Hata:  17293.942344751013\n",
      "Epoch:  3394  Hata:  17399.448579342414\n",
      "Epoch:  3395  Hata:  17464.84813909819\n",
      "Epoch:  3396  Hata:  17346.340865135757\n",
      "Epoch:  3397  Hata:  17287.260932640776\n",
      "Epoch:  3398  Hata:  17571.677004155004\n",
      "Epoch:  3399  Hata:  17376.122385418974\n",
      "Epoch:  3400  Hata:  17420.330710620838\n",
      "Epoch:  3401  Hata:  17435.946932415998\n",
      "Epoch:  3402  Hata:  17532.250574218917\n",
      "Epoch:  3403  Hata:  17509.39611781883\n",
      "Epoch:  3404  Hata:  17443.92730127541\n",
      "Epoch:  3405  Hata:  17510.732125184495\n",
      "Epoch:  3406  Hata:  17525.811028922217\n",
      "Epoch:  3407  Hata:  17550.6391267538\n",
      "Epoch:  3408  Hata:  17504.97846319057\n",
      "Epoch:  3409  Hata:  17452.150774766218\n",
      "Epoch:  3410  Hata:  17493.81086083971\n",
      "Epoch:  3411  Hata:  17501.194368316104\n",
      "Epoch:  3412  Hata:  17358.730569886677\n",
      "Epoch:  3413  Hata:  17367.71944233844\n",
      "Epoch:  3414  Hata:  17376.840015519352\n",
      "Epoch:  3415  Hata:  17334.887614965188\n",
      "Epoch:  3416  Hata:  17428.328357168426\n",
      "Epoch:  3417  Hata:  17641.260855238223\n",
      "Epoch:  3418  Hata:  17643.342598827516\n",
      "Epoch:  3419  Hata:  17594.592551108453\n",
      "Epoch:  3420  Hata:  17618.82343378331\n",
      "Epoch:  3421  Hata:  17642.531217522803\n",
      "Epoch:  3422  Hata:  17926.543280777758\n",
      "Epoch:  3423  Hata:  17933.437336339528\n",
      "Epoch:  3424  Hata:  18081.80389135135\n",
      "Epoch:  3425  Hata:  17840.04571848994\n",
      "Epoch:  3426  Hata:  17979.13214692718\n",
      "Epoch:  3427  Hata:  18117.909139964333\n",
      "Epoch:  3428  Hata:  18091.374922981955\n",
      "Epoch:  3429  Hata:  18209.04548980351\n",
      "Epoch:  3430  Hata:  18284.71909156865\n",
      "Epoch:  3431  Hata:  18046.751042392836\n",
      "Epoch:  3432  Hata:  18063.609088592842\n",
      "Epoch:  3433  Hata:  18052.152841066483\n",
      "Epoch:  3434  Hata:  18123.374653287687\n",
      "Epoch:  3435  Hata:  17977.13387971952\n",
      "Epoch:  3436  Hata:  18033.79517877202\n",
      "Epoch:  3437  Hata:  17986.72082390173\n",
      "Epoch:  3438  Hata:  17917.704067538056\n",
      "Epoch:  3439  Hata:  18080.59558334978\n",
      "Epoch:  3440  Hata:  18127.985598861786\n",
      "Epoch:  3441  Hata:  18160.088133953366\n",
      "Epoch:  3442  Hata:  18053.03327046762\n",
      "Epoch:  3443  Hata:  18109.753215333654\n",
      "Epoch:  3444  Hata:  17949.113113076735\n",
      "Epoch:  3445  Hata:  17963.55286144404\n",
      "Epoch:  3446  Hata:  17843.947810824095\n",
      "Epoch:  3447  Hata:  17712.21614976192\n",
      "Epoch:  3448  Hata:  17847.11213070605\n",
      "Epoch:  3449  Hata:  17669.14031715251\n",
      "Epoch:  3450  Hata:  17585.966877300692\n",
      "Epoch:  3451  Hata:  17757.195772657666\n",
      "Epoch:  3452  Hata:  17860.34939358911\n",
      "Epoch:  3453  Hata:  17874.82400157065\n",
      "Epoch:  3454  Hata:  17907.615627216757\n",
      "Epoch:  3455  Hata:  17708.372719593142\n",
      "Epoch:  3456  Hata:  17733.05084704234\n",
      "Epoch:  3457  Hata:  17765.24831908597\n",
      "Epoch:  3458  Hata:  17706.720530024006\n",
      "Epoch:  3459  Hata:  17733.179539161458\n",
      "Epoch:  3460  Hata:  17936.97489069014\n",
      "Epoch:  3461  Hata:  17781.519409866265\n",
      "Epoch:  3462  Hata:  17631.785994523347\n",
      "Epoch:  3463  Hata:  17682.355577267394\n",
      "Epoch:  3464  Hata:  17676.420724079755\n",
      "Epoch:  3465  Hata:  17660.94065487618\n",
      "Epoch:  3466  Hata:  17765.86880067029\n",
      "Epoch:  3467  Hata:  17734.170900977966\n",
      "Epoch:  3468  Hata:  17916.92372717095\n",
      "Epoch:  3469  Hata:  17818.981784976313\n",
      "Epoch:  3470  Hata:  17666.342799917355\n",
      "Epoch:  3471  Hata:  17689.49077279153\n",
      "Epoch:  3472  Hata:  17550.139842498975\n",
      "Epoch:  3473  Hata:  17499.09072555954\n",
      "Epoch:  3474  Hata:  17540.135142108953\n",
      "Epoch:  3475  Hata:  17646.014072363767\n",
      "Epoch:  3476  Hata:  17669.49288083767\n",
      "Epoch:  3477  Hata:  17748.487247535562\n",
      "Epoch:  3478  Hata:  18022.944725846806\n",
      "Epoch:  3479  Hata:  17936.701006681054\n",
      "Epoch:  3480  Hata:  17921.803247983396\n",
      "Epoch:  3481  Hata:  17748.26775925469\n",
      "Epoch:  3482  Hata:  17805.622295384288\n",
      "Epoch:  3483  Hata:  17886.555959553378\n",
      "Epoch:  3484  Hata:  17961.383172136702\n",
      "Epoch:  3485  Hata:  17952.885731260383\n",
      "Epoch:  3486  Hata:  17856.34716185125\n",
      "Epoch:  3487  Hata:  17510.898462192563\n",
      "Epoch:  3488  Hata:  17397.065113277462\n",
      "Epoch:  3489  Hata:  17697.5858102774\n",
      "Epoch:  3490  Hata:  17595.525530147766\n",
      "Epoch:  3491  Hata:  17680.358120916633\n",
      "Epoch:  3492  Hata:  17636.537799489237\n",
      "Epoch:  3493  Hata:  17570.250832655343\n",
      "Epoch:  3494  Hata:  17544.912241359074\n",
      "Epoch:  3495  Hata:  17635.94066862827\n",
      "Epoch:  3496  Hata:  17680.512568952698\n",
      "Epoch:  3497  Hata:  17548.954013377333\n",
      "Epoch:  3498  Hata:  17792.740468656535\n",
      "Epoch:  3499  Hata:  17796.56236199896\n",
      "Epoch:  3500  Hata:  17860.130319626045\n",
      "Epoch:  3501  Hata:  17909.49416142273\n",
      "Epoch:  3502  Hata:  18163.257911465982\n",
      "Epoch:  3503  Hata:  18188.332357055762\n",
      "Epoch:  3504  Hata:  18325.08987535512\n",
      "Epoch:  3505  Hata:  18359.965082382732\n",
      "Epoch:  3506  Hata:  18431.094755057653\n",
      "Epoch:  3507  Hata:  18476.505427888857\n",
      "Epoch:  3508  Hata:  18487.665575372925\n",
      "Epoch:  3509  Hata:  18573.690517877436\n",
      "Epoch:  3510  Hata:  18545.60913810913\n",
      "Epoch:  3511  Hata:  18650.859389880145\n",
      "Epoch:  3512  Hata:  18953.51214242126\n",
      "Epoch:  3513  Hata:  18923.736603283618\n",
      "Epoch:  3514  Hata:  18997.06463247653\n",
      "Epoch:  3515  Hata:  18971.317375396226\n",
      "Epoch:  3516  Hata:  19231.07880447693\n",
      "Epoch:  3517  Hata:  19397.183470960477\n",
      "Epoch:  3518  Hata:  19268.278301212842\n",
      "Epoch:  3519  Hata:  19302.854823245965\n",
      "Epoch:  3520  Hata:  19516.420471753227\n",
      "Epoch:  3521  Hata:  19242.95823452295\n",
      "Epoch:  3522  Hata:  18930.457341613\n",
      "Epoch:  3523  Hata:  18983.177509379337\n",
      "Epoch:  3524  Hata:  18934.47901303122\n",
      "Epoch:  3525  Hata:  19159.564296154196\n",
      "Epoch:  3526  Hata:  19089.45866489834\n",
      "Epoch:  3527  Hata:  18944.521623467692\n",
      "Epoch:  3528  Hata:  18846.69468980344\n",
      "Epoch:  3529  Hata:  19086.555356626268\n",
      "Epoch:  3530  Hata:  19195.423411614043\n",
      "Epoch:  3531  Hata:  19567.171452413164\n",
      "Epoch:  3532  Hata:  19497.930806390017\n",
      "Epoch:  3533  Hata:  19594.92316171827\n",
      "Epoch:  3534  Hata:  19611.1381204947\n",
      "Epoch:  3535  Hata:  19724.931196216963\n",
      "Epoch:  3536  Hata:  19811.077248475674\n",
      "Epoch:  3537  Hata:  19605.16301308218\n",
      "Epoch:  3538  Hata:  19833.638190801805\n",
      "Epoch:  3539  Hata:  19869.823056311718\n",
      "Epoch:  3540  Hata:  19884.499594922367\n",
      "Epoch:  3541  Hata:  19785.889489697416\n",
      "Epoch:  3542  Hata:  19752.026218049876\n",
      "Epoch:  3543  Hata:  19836.41435887876\n",
      "Epoch:  3544  Hata:  19956.44427174826\n",
      "Epoch:  3545  Hata:  19976.962565288723\n",
      "Epoch:  3546  Hata:  19722.074930596475\n",
      "Epoch:  3547  Hata:  19667.347418474008\n",
      "Epoch:  3548  Hata:  19692.222714203435\n",
      "Epoch:  3549  Hata:  19795.62803540478\n",
      "Epoch:  3550  Hata:  19823.811136516797\n",
      "Epoch:  3551  Hata:  19768.321324059103\n",
      "Epoch:  3552  Hata:  19740.441427718957\n",
      "Epoch:  3553  Hata:  19625.98060251895\n",
      "Epoch:  3554  Hata:  19674.989108958325\n",
      "Epoch:  3555  Hata:  19701.663284043825\n",
      "Epoch:  3556  Hata:  19507.459263481942\n",
      "Epoch:  3557  Hata:  19473.343519892667\n",
      "Epoch:  3558  Hata:  19404.202528646485\n",
      "Epoch:  3559  Hata:  19376.03464717161\n",
      "Epoch:  3560  Hata:  19276.75429740666\n",
      "Epoch:  3561  Hata:  19220.001785216926\n",
      "Epoch:  3562  Hata:  19302.813529895368\n",
      "Epoch:  3563  Hata:  19369.4248639598\n",
      "Epoch:  3564  Hata:  19269.092261014077\n",
      "Epoch:  3565  Hata:  19269.56605195016\n",
      "Epoch:  3566  Hata:  19196.349232989298\n",
      "Epoch:  3567  Hata:  19156.176602732205\n",
      "Epoch:  3568  Hata:  18989.97972026888\n",
      "Epoch:  3569  Hata:  19044.741878573237\n",
      "Epoch:  3570  Hata:  19006.143274736834\n",
      "Epoch:  3571  Hata:  19064.862900143053\n",
      "Epoch:  3572  Hata:  19250.343899501822\n",
      "Epoch:  3573  Hata:  19380.705444992403\n",
      "Epoch:  3574  Hata:  19185.07713353431\n",
      "Epoch:  3575  Hata:  19328.051440986943\n",
      "Epoch:  3576  Hata:  19393.14460209055\n",
      "Epoch:  3577  Hata:  19451.134666768103\n",
      "Epoch:  3578  Hata:  19258.424434503297\n",
      "Epoch:  3579  Hata:  19396.53672818003\n",
      "Epoch:  3580  Hata:  19328.36361826285\n",
      "Epoch:  3581  Hata:  19176.242127112433\n",
      "Epoch:  3582  Hata:  19191.994291394254\n",
      "Epoch:  3583  Hata:  19188.29961873332\n",
      "Epoch:  3584  Hata:  19183.63403495743\n",
      "Epoch:  3585  Hata:  19100.42025144588\n",
      "Epoch:  3586  Hata:  19022.98207043013\n",
      "Epoch:  3587  Hata:  19068.16735770957\n",
      "Epoch:  3588  Hata:  19121.590013692923\n",
      "Epoch:  3589  Hata:  19082.965345970282\n",
      "Epoch:  3590  Hata:  19156.284143689474\n",
      "Epoch:  3591  Hata:  19024.53567244204\n",
      "Epoch:  3592  Hata:  19050.697004062175\n",
      "Epoch:  3593  Hata:  18864.877509422207\n",
      "Epoch:  3594  Hata:  18812.572443949968\n",
      "Epoch:  3595  Hata:  18860.040227099358\n",
      "Epoch:  3596  Hata:  18886.38566868184\n",
      "Epoch:  3597  Hata:  18784.525201116445\n",
      "Epoch:  3598  Hata:  18812.537105823616\n",
      "Epoch:  3599  Hata:  18767.936224865596\n",
      "Epoch:  3600  Hata:  18817.27727379321\n",
      "Epoch:  3601  Hata:  18834.218894284124\n",
      "Epoch:  3602  Hata:  18767.938320908124\n",
      "Epoch:  3603  Hata:  18895.39224993862\n",
      "Epoch:  3604  Hata:  18679.718298107473\n",
      "Epoch:  3605  Hata:  18448.12759572761\n",
      "Epoch:  3606  Hata:  18736.82934224859\n",
      "Epoch:  3607  Hata:  18728.472748447304\n",
      "Epoch:  3608  Hata:  18592.526879640216\n",
      "Epoch:  3609  Hata:  18587.39292240763\n",
      "Epoch:  3610  Hata:  18598.43625923582\n",
      "Epoch:  3611  Hata:  18563.356503200004\n",
      "Epoch:  3612  Hata:  18563.78664088441\n",
      "Epoch:  3613  Hata:  18429.41726018041\n",
      "Epoch:  3614  Hata:  18483.698788169662\n",
      "Epoch:  3615  Hata:  18485.038322486216\n",
      "Epoch:  3616  Hata:  18638.592518609395\n",
      "Epoch:  3617  Hata:  18676.486417332908\n",
      "Epoch:  3618  Hata:  18592.21715278499\n",
      "Epoch:  3619  Hata:  18462.57906938801\n",
      "Epoch:  3620  Hata:  18598.14612278722\n",
      "Epoch:  3621  Hata:  18685.89481128313\n",
      "Epoch:  3622  Hata:  18650.272160301807\n",
      "Epoch:  3623  Hata:  18760.781147573387\n",
      "Epoch:  3624  Hata:  18716.439884327723\n",
      "Epoch:  3625  Hata:  18625.151885680596\n",
      "Epoch:  3626  Hata:  18655.26490140215\n",
      "Epoch:  3627  Hata:  18289.55068720327\n",
      "Epoch:  3628  Hata:  18264.843273948387\n",
      "Epoch:  3629  Hata:  18242.666025917464\n",
      "Epoch:  3630  Hata:  18054.678757265483\n",
      "Epoch:  3631  Hata:  18147.075722187154\n",
      "Epoch:  3632  Hata:  18172.372319957132\n",
      "Epoch:  3633  Hata:  18231.214362669183\n",
      "Epoch:  3634  Hata:  18336.48572877393\n",
      "Epoch:  3635  Hata:  18339.99849277673\n",
      "Epoch:  3636  Hata:  18278.518674225546\n",
      "Epoch:  3637  Hata:  18334.662340074923\n",
      "Epoch:  3638  Hata:  18431.744569412407\n",
      "Epoch:  3639  Hata:  18551.670948059294\n",
      "Epoch:  3640  Hata:  18395.038053578817\n",
      "Epoch:  3641  Hata:  18482.9578849525\n",
      "Epoch:  3642  Hata:  18490.801503207003\n",
      "Epoch:  3643  Hata:  18584.230376082778\n",
      "Epoch:  3644  Hata:  18634.44411319476\n",
      "Epoch:  3645  Hata:  18590.859943181214\n",
      "Epoch:  3646  Hata:  18761.902581034607\n",
      "Epoch:  3647  Hata:  18767.177551278022\n",
      "Epoch:  3648  Hata:  18714.143909872044\n",
      "Epoch:  3649  Hata:  18785.557835934786\n",
      "Epoch:  3650  Hata:  18704.2748862145\n",
      "Epoch:  3651  Hata:  18641.033419628933\n",
      "Epoch:  3652  Hata:  18661.279795856048\n",
      "Epoch:  3653  Hata:  18602.956230970332\n",
      "Epoch:  3654  Hata:  18554.5417605839\n",
      "Epoch:  3655  Hata:  18528.835108454394\n",
      "Epoch:  3656  Hata:  18633.364799919786\n",
      "Epoch:  3657  Hata:  18801.705000437836\n",
      "Epoch:  3658  Hata:  18820.42654032651\n",
      "Epoch:  3659  Hata:  18909.36659541024\n",
      "Epoch:  3660  Hata:  18662.74201383547\n",
      "Epoch:  3661  Hata:  18639.870734620657\n",
      "Epoch:  3662  Hata:  18685.260150933827\n",
      "Epoch:  3663  Hata:  18749.763513502956\n",
      "Epoch:  3664  Hata:  18829.213194132688\n",
      "Epoch:  3665  Hata:  19066.356827550633\n",
      "Epoch:  3666  Hata:  19048.846968953672\n",
      "Epoch:  3667  Hata:  18909.227013283285\n",
      "Epoch:  3668  Hata:  18884.35293487689\n",
      "Epoch:  3669  Hata:  18929.21587888204\n",
      "Epoch:  3670  Hata:  18708.361999137087\n",
      "Epoch:  3671  Hata:  18722.38066111353\n",
      "Epoch:  3672  Hata:  18581.75669192444\n",
      "Epoch:  3673  Hata:  18388.552273419675\n",
      "Epoch:  3674  Hata:  18406.851508444764\n",
      "Epoch:  3675  Hata:  18370.63154543657\n",
      "Epoch:  3676  Hata:  18233.29225391527\n",
      "Epoch:  3677  Hata:  18179.15437197123\n",
      "Epoch:  3678  Hata:  18279.82590115702\n",
      "Epoch:  3679  Hata:  18365.89632402035\n",
      "Epoch:  3680  Hata:  18493.316145433175\n",
      "Epoch:  3681  Hata:  18464.81701374852\n",
      "Epoch:  3682  Hata:  18372.239201514556\n",
      "Epoch:  3683  Hata:  18516.50114946638\n",
      "Epoch:  3684  Hata:  18583.531088399573\n",
      "Epoch:  3685  Hata:  18677.136072666584\n",
      "Epoch:  3686  Hata:  18627.70852343103\n",
      "Epoch:  3687  Hata:  18984.248180946186\n",
      "Epoch:  3688  Hata:  19071.25013042688\n",
      "Epoch:  3689  Hata:  19087.80946272713\n",
      "Epoch:  3690  Hata:  19078.193337366363\n",
      "Epoch:  3691  Hata:  18988.846293533865\n",
      "Epoch:  3692  Hata:  18988.67772268004\n",
      "Epoch:  3693  Hata:  19147.668170888926\n",
      "Epoch:  3694  Hata:  19210.223979557763\n",
      "Epoch:  3695  Hata:  19220.106183535638\n",
      "Epoch:  3696  Hata:  19248.32218942609\n",
      "Epoch:  3697  Hata:  19152.423850584033\n",
      "Epoch:  3698  Hata:  19134.05959615001\n",
      "Epoch:  3699  Hata:  18956.79310237696\n",
      "Epoch:  3700  Hata:  18907.93800467108\n",
      "Epoch:  3701  Hata:  18920.366848340083\n",
      "Epoch:  3702  Hata:  18913.892741146665\n",
      "Epoch:  3703  Hata:  19001.96024376573\n",
      "Epoch:  3704  Hata:  18951.953792802975\n",
      "Epoch:  3705  Hata:  18975.214963619503\n",
      "Epoch:  3706  Hata:  18849.588442197404\n",
      "Epoch:  3707  Hata:  18780.271329749852\n",
      "Epoch:  3708  Hata:  18874.733010100903\n",
      "Epoch:  3709  Hata:  18928.712942801052\n",
      "Epoch:  3710  Hata:  19275.204846891284\n",
      "Epoch:  3711  Hata:  19235.268680852994\n",
      "Epoch:  3712  Hata:  19245.34388224601\n",
      "Epoch:  3713  Hata:  19321.44602489595\n",
      "Epoch:  3714  Hata:  19238.767370031543\n",
      "Epoch:  3715  Hata:  19118.235978726752\n",
      "Epoch:  3716  Hata:  18981.84252051905\n",
      "Epoch:  3717  Hata:  19280.71002366346\n",
      "Epoch:  3718  Hata:  19179.150222816068\n",
      "Epoch:  3719  Hata:  19160.919079898707\n",
      "Epoch:  3720  Hata:  19063.83761542121\n",
      "Epoch:  3721  Hata:  19144.503542624425\n",
      "Epoch:  3722  Hata:  19396.001489267994\n",
      "Epoch:  3723  Hata:  19361.81357908527\n",
      "Epoch:  3724  Hata:  19146.210087508072\n",
      "Epoch:  3725  Hata:  19077.20329607811\n",
      "Epoch:  3726  Hata:  19256.225384408637\n",
      "Epoch:  3727  Hata:  19055.74684929937\n",
      "Epoch:  3728  Hata:  19076.448390806636\n",
      "Epoch:  3729  Hata:  18944.779647388183\n",
      "Epoch:  3730  Hata:  18896.729350121\n",
      "Epoch:  3731  Hata:  18817.15067583852\n",
      "Epoch:  3732  Hata:  18807.484513345717\n",
      "Epoch:  3733  Hata:  18728.101912219532\n",
      "Epoch:  3734  Hata:  18545.966699387136\n",
      "Epoch:  3735  Hata:  18669.81240630502\n",
      "Epoch:  3736  Hata:  18795.731826732135\n",
      "Epoch:  3737  Hata:  18865.752547192827\n",
      "Epoch:  3738  Hata:  18971.153036904612\n",
      "Epoch:  3739  Hata:  19044.98608536917\n",
      "Epoch:  3740  Hata:  19085.230720953656\n",
      "Epoch:  3741  Hata:  19136.180482020733\n",
      "Epoch:  3742  Hata:  19184.602674431564\n",
      "Epoch:  3743  Hata:  19198.069868679493\n",
      "Epoch:  3744  Hata:  19280.23499649465\n",
      "Epoch:  3745  Hata:  19295.244176099113\n",
      "Epoch:  3746  Hata:  19292.244584328953\n",
      "Epoch:  3747  Hata:  19326.80744180505\n",
      "Epoch:  3748  Hata:  19193.029968251787\n",
      "Epoch:  3749  Hata:  19015.686386012847\n",
      "Epoch:  3750  Hata:  18999.758117157973\n",
      "Epoch:  3751  Hata:  19043.407122543067\n",
      "Epoch:  3752  Hata:  19120.27541544193\n",
      "Epoch:  3753  Hata:  19082.668479940567\n",
      "Epoch:  3754  Hata:  19265.17898819627\n",
      "Epoch:  3755  Hata:  19314.227142425618\n",
      "Epoch:  3756  Hata:  19403.092516665532\n",
      "Epoch:  3757  Hata:  19299.93766714458\n",
      "Epoch:  3758  Hata:  19395.8902739983\n",
      "Epoch:  3759  Hata:  19384.920781238325\n",
      "Epoch:  3760  Hata:  19331.161146300874\n",
      "Epoch:  3761  Hata:  19473.759901004756\n",
      "Epoch:  3762  Hata:  19411.909445874775\n",
      "Epoch:  3763  Hata:  19536.26079260206\n",
      "Epoch:  3764  Hata:  19658.42238567485\n",
      "Epoch:  3765  Hata:  19734.84576568873\n",
      "Epoch:  3766  Hata:  19826.71866650089\n",
      "Epoch:  3767  Hata:  20027.89688183133\n",
      "Epoch:  3768  Hata:  20112.112370557246\n",
      "Epoch:  3769  Hata:  20033.87623945767\n",
      "Epoch:  3770  Hata:  19950.36128846225\n",
      "Epoch:  3771  Hata:  19894.74737606597\n",
      "Epoch:  3772  Hata:  19967.438856242905\n",
      "Epoch:  3773  Hata:  19873.825782983826\n",
      "Epoch:  3774  Hata:  19936.940792277906\n",
      "Epoch:  3775  Hata:  19834.67600118262\n",
      "Epoch:  3776  Hata:  19888.101077858326\n",
      "Epoch:  3777  Hata:  19976.905984483292\n",
      "Epoch:  3778  Hata:  20037.827104086362\n",
      "Epoch:  3779  Hata:  19930.57647954968\n",
      "Epoch:  3780  Hata:  20155.389191104725\n",
      "Epoch:  3781  Hata:  20186.594298807093\n",
      "Epoch:  3782  Hata:  20213.89773214071\n",
      "Epoch:  3783  Hata:  19829.58035801822\n",
      "Epoch:  3784  Hata:  19735.470096013665\n",
      "Epoch:  3785  Hata:  19723.849072259225\n",
      "Epoch:  3786  Hata:  19791.84140079801\n",
      "Epoch:  3787  Hata:  19814.46132691104\n",
      "Epoch:  3788  Hata:  19745.25926376455\n",
      "Epoch:  3789  Hata:  19690.61083845526\n",
      "Epoch:  3790  Hata:  19703.88688735627\n",
      "Epoch:  3791  Hata:  19710.206729316298\n",
      "Epoch:  3792  Hata:  19657.53882999425\n",
      "Epoch:  3793  Hata:  19411.569816501724\n",
      "Epoch:  3794  Hata:  19497.179377835928\n",
      "Epoch:  3795  Hata:  19358.23287595751\n",
      "Epoch:  3796  Hata:  19428.831199008306\n",
      "Epoch:  3797  Hata:  19193.995048000717\n",
      "Epoch:  3798  Hata:  19042.373846649112\n",
      "Epoch:  3799  Hata:  19031.194389008637\n",
      "Epoch:  3800  Hata:  18944.52322169034\n",
      "Epoch:  3801  Hata:  18965.839078018413\n",
      "Epoch:  3802  Hata:  19019.43618915846\n",
      "Epoch:  3803  Hata:  18929.903633961465\n",
      "Epoch:  3804  Hata:  19020.54688943948\n",
      "Epoch:  3805  Hata:  18978.233518922993\n",
      "Epoch:  3806  Hata:  18888.551052549155\n",
      "Epoch:  3807  Hata:  18886.758512023822\n",
      "Epoch:  3808  Hata:  18995.27533755693\n",
      "Epoch:  3809  Hata:  18877.92124788267\n",
      "Epoch:  3810  Hata:  18655.825513369815\n",
      "Epoch:  3811  Hata:  18738.544531407544\n",
      "Epoch:  3812  Hata:  18708.54418035694\n",
      "Epoch:  3813  Hata:  18737.298268479597\n",
      "Epoch:  3814  Hata:  18706.686082878634\n",
      "Epoch:  3815  Hata:  18757.713318746573\n",
      "Epoch:  3816  Hata:  18875.009270330567\n",
      "Epoch:  3817  Hata:  18922.420368505806\n",
      "Epoch:  3818  Hata:  18939.275576171913\n",
      "Epoch:  3819  Hata:  18982.94577975133\n",
      "Epoch:  3820  Hata:  19078.738865386862\n",
      "Epoch:  3821  Hata:  19058.2378970609\n",
      "Epoch:  3822  Hata:  19093.197734249443\n",
      "Epoch:  3823  Hata:  19148.819938562665\n",
      "Epoch:  3824  Hata:  19372.184274108942\n",
      "Epoch:  3825  Hata:  19562.719270809233\n",
      "Epoch:  3826  Hata:  19708.067393194262\n",
      "Epoch:  3827  Hata:  19805.43458783274\n",
      "Epoch:  3828  Hata:  19867.72476887888\n",
      "Epoch:  3829  Hata:  19765.942154058135\n",
      "Epoch:  3830  Hata:  19921.826623580324\n",
      "Epoch:  3831  Hata:  19859.899363538007\n",
      "Epoch:  3832  Hata:  19802.7710954781\n",
      "Epoch:  3833  Hata:  19702.20595020178\n",
      "Epoch:  3834  Hata:  19809.617390328003\n",
      "Epoch:  3835  Hata:  20003.099728223988\n",
      "Epoch:  3836  Hata:  20032.71112591465\n",
      "Epoch:  3837  Hata:  20150.48535342171\n",
      "Epoch:  3838  Hata:  20051.143808550285\n",
      "Epoch:  3839  Hata:  19895.689436493998\n",
      "Epoch:  3840  Hata:  19985.39529006373\n",
      "Epoch:  3841  Hata:  19872.1536091153\n",
      "Epoch:  3842  Hata:  19737.46372350353\n",
      "Epoch:  3843  Hata:  19484.544957033355\n",
      "Epoch:  3844  Hata:  19645.917698847617\n",
      "Epoch:  3845  Hata:  19722.863552177867\n",
      "Epoch:  3846  Hata:  19735.94714562981\n",
      "Epoch:  3847  Hata:  19673.083359811262\n",
      "Epoch:  3848  Hata:  19555.530198968034\n",
      "Epoch:  3849  Hata:  19517.647070115672\n",
      "Epoch:  3850  Hata:  19616.156973590892\n",
      "Epoch:  3851  Hata:  19556.648004411276\n",
      "Epoch:  3852  Hata:  19591.57863147729\n",
      "Epoch:  3853  Hata:  19476.910533296737\n",
      "Epoch:  3854  Hata:  19564.497336413966\n",
      "Epoch:  3855  Hata:  19531.16548473868\n",
      "Epoch:  3856  Hata:  19414.884577877725\n",
      "Epoch:  3857  Hata:  19576.68568420612\n",
      "Epoch:  3858  Hata:  19487.362838597048\n",
      "Epoch:  3859  Hata:  19618.891264084916\n",
      "Epoch:  3860  Hata:  19792.7557979327\n",
      "Epoch:  3861  Hata:  19900.96509630924\n",
      "Epoch:  3862  Hata:  19958.413302457713\n",
      "Epoch:  3863  Hata:  19840.814631717203\n",
      "Epoch:  3864  Hata:  19647.767434420188\n",
      "Epoch:  3865  Hata:  19572.72084201718\n",
      "Epoch:  3866  Hata:  19753.196863466783\n",
      "Epoch:  3867  Hata:  19709.085745822824\n",
      "Epoch:  3868  Hata:  19702.79551462941\n",
      "Epoch:  3869  Hata:  19604.68654498639\n",
      "Epoch:  3870  Hata:  19751.781160838455\n",
      "Epoch:  3871  Hata:  19611.196903839776\n",
      "Epoch:  3872  Hata:  19693.933886158407\n",
      "Epoch:  3873  Hata:  19691.227854139335\n",
      "Epoch:  3874  Hata:  19670.601153117328\n",
      "Epoch:  3875  Hata:  19643.39117867255\n",
      "Epoch:  3876  Hata:  19707.301069075947\n",
      "Epoch:  3877  Hata:  19621.10616400605\n",
      "Epoch:  3878  Hata:  19581.850981397973\n",
      "Epoch:  3879  Hata:  19704.300893308045\n",
      "Epoch:  3880  Hata:  19736.836033546428\n",
      "Epoch:  3881  Hata:  19716.448292490877\n",
      "Epoch:  3882  Hata:  19760.50174313346\n",
      "Epoch:  3883  Hata:  19803.66474966902\n",
      "Epoch:  3884  Hata:  19789.81455466079\n",
      "Epoch:  3885  Hata:  19930.27504867247\n",
      "Epoch:  3886  Hata:  19824.33179296902\n",
      "Epoch:  3887  Hata:  19764.190928311895\n",
      "Epoch:  3888  Hata:  19611.05622451404\n",
      "Epoch:  3889  Hata:  19457.87782017684\n",
      "Epoch:  3890  Hata:  19478.33373698598\n",
      "Epoch:  3891  Hata:  19336.61154368415\n",
      "Epoch:  3892  Hata:  19217.730212612893\n",
      "Epoch:  3893  Hata:  19160.720727302738\n",
      "Epoch:  3894  Hata:  18913.7063127206\n",
      "Epoch:  3895  Hata:  18918.358664785137\n",
      "Epoch:  3896  Hata:  18994.002490001625\n",
      "Epoch:  3897  Hata:  18952.273014298247\n",
      "Epoch:  3898  Hata:  18908.819578981067\n",
      "Epoch:  3899  Hata:  18851.90663468212\n",
      "Epoch:  3900  Hata:  19024.381128660683\n",
      "Epoch:  3901  Hata:  18995.528531553013\n",
      "Epoch:  3902  Hata:  18954.985342561493\n",
      "Epoch:  3903  Hata:  18701.561997697794\n",
      "Epoch:  3904  Hata:  18584.563435059685\n",
      "Epoch:  3905  Hata:  18742.77813353702\n",
      "Epoch:  3906  Hata:  18458.43375957267\n",
      "Epoch:  3907  Hata:  18369.58342179714\n",
      "Epoch:  3908  Hata:  18311.212683341542\n",
      "Epoch:  3909  Hata:  18216.73341844091\n",
      "Epoch:  3910  Hata:  18202.12596843848\n",
      "Epoch:  3911  Hata:  18213.306043044988\n",
      "Epoch:  3912  Hata:  18152.063086175694\n",
      "Epoch:  3913  Hata:  18150.077282559883\n",
      "Epoch:  3914  Hata:  18045.793873134113\n",
      "Epoch:  3915  Hata:  17943.503499704762\n",
      "Epoch:  3916  Hata:  17916.144300379696\n",
      "Epoch:  3917  Hata:  17711.83197138951\n",
      "Epoch:  3918  Hata:  17744.527423160795\n",
      "Epoch:  3919  Hata:  17805.15811352183\n",
      "Epoch:  3920  Hata:  17862.14975215034\n",
      "Epoch:  3921  Hata:  17735.300310671424\n",
      "Epoch:  3922  Hata:  17621.574030360895\n",
      "Epoch:  3923  Hata:  17633.692849940213\n",
      "Epoch:  3924  Hata:  17868.935945736735\n",
      "Epoch:  3925  Hata:  17979.421545146583\n",
      "Epoch:  3926  Hata:  17926.793388641712\n",
      "Epoch:  3927  Hata:  18052.86605244093\n",
      "Epoch:  3928  Hata:  17942.793897485775\n",
      "Epoch:  3929  Hata:  17926.748568770156\n",
      "Epoch:  3930  Hata:  18015.1545516945\n",
      "Epoch:  3931  Hata:  17991.570690518645\n",
      "Epoch:  3932  Hata:  18098.96426216267\n",
      "Epoch:  3933  Hata:  17937.240978865037\n",
      "Epoch:  3934  Hata:  17851.307549158006\n",
      "Epoch:  3935  Hata:  17786.110480135114\n",
      "Epoch:  3936  Hata:  17784.825780122454\n",
      "Epoch:  3937  Hata:  17810.767402426307\n",
      "Epoch:  3938  Hata:  17808.467344364315\n",
      "Epoch:  3939  Hata:  17846.824888840725\n",
      "Epoch:  3940  Hata:  17842.175799547727\n",
      "Epoch:  3941  Hata:  17834.589633630498\n",
      "Epoch:  3942  Hata:  17689.34423654175\n",
      "Epoch:  3943  Hata:  17655.040114615236\n",
      "Epoch:  3944  Hata:  17659.191645546587\n",
      "Epoch:  3945  Hata:  17852.985031993405\n",
      "Epoch:  3946  Hata:  17929.905610452515\n",
      "Epoch:  3947  Hata:  17848.093971900867\n",
      "Epoch:  3948  Hata:  17736.110464332025\n",
      "Epoch:  3949  Hata:  17587.039444468333\n",
      "Epoch:  3950  Hata:  17462.148267553282\n",
      "Epoch:  3951  Hata:  17490.766845716207\n",
      "Epoch:  3952  Hata:  17598.215688671502\n",
      "Epoch:  3953  Hata:  17401.85756649508\n",
      "Epoch:  3954  Hata:  17383.67606249345\n",
      "Epoch:  3955  Hata:  17489.46567201992\n",
      "Epoch:  3956  Hata:  17410.044460666766\n",
      "Epoch:  3957  Hata:  17358.48128522517\n",
      "Epoch:  3958  Hata:  17311.761954877864\n",
      "Epoch:  3959  Hata:  17206.41756592229\n",
      "Epoch:  3960  Hata:  17259.00929757969\n",
      "Epoch:  3961  Hata:  17313.68150482306\n",
      "Epoch:  3962  Hata:  17294.903870771006\n",
      "Epoch:  3963  Hata:  17327.510357694155\n",
      "Epoch:  3964  Hata:  17389.007090023413\n",
      "Epoch:  3965  Hata:  17293.708295169774\n",
      "Epoch:  3966  Hata:  17371.36537992057\n",
      "Epoch:  3967  Hata:  17545.131444711267\n",
      "Epoch:  3968  Hata:  17577.550310346272\n",
      "Epoch:  3969  Hata:  17652.019368944384\n",
      "Epoch:  3970  Hata:  17614.240740585177\n",
      "Epoch:  3971  Hata:  17585.163922719214\n",
      "Epoch:  3972  Hata:  17633.305565261835\n",
      "Epoch:  3973  Hata:  17624.154715420438\n",
      "Epoch:  3974  Hata:  17603.276399834485\n",
      "Epoch:  3975  Hata:  17515.04343015248\n",
      "Epoch:  3976  Hata:  17614.97446898361\n",
      "Epoch:  3977  Hata:  17372.785635781103\n",
      "Epoch:  3978  Hata:  17375.527245374706\n",
      "Epoch:  3979  Hata:  17261.212913781765\n",
      "Epoch:  3980  Hata:  17285.164784507055\n",
      "Epoch:  3981  Hata:  17380.40992963196\n",
      "Epoch:  3982  Hata:  17338.465551116202\n",
      "Epoch:  3983  Hata:  17440.907764217653\n",
      "Epoch:  3984  Hata:  17451.85994162138\n",
      "Epoch:  3985  Hata:  17570.13788462069\n",
      "Epoch:  3986  Hata:  17728.46345945079\n",
      "Epoch:  3987  Hata:  17708.98458847759\n",
      "Epoch:  3988  Hata:  17626.937608454846\n",
      "Epoch:  3989  Hata:  17655.85457959271\n",
      "Epoch:  3990  Hata:  17630.09420372183\n",
      "Epoch:  3991  Hata:  17669.0294864365\n",
      "Epoch:  3992  Hata:  17574.218694914125\n",
      "Epoch:  3993  Hata:  17642.517953367773\n",
      "Epoch:  3994  Hata:  17815.996772781175\n",
      "Epoch:  3995  Hata:  17759.466109473287\n",
      "Epoch:  3996  Hata:  17697.241165161286\n",
      "Epoch:  3997  Hata:  17708.042563220108\n",
      "Epoch:  3998  Hata:  17690.198277549476\n",
      "Epoch:  3999  Hata:  17790.857071664388\n",
      "Epoch:  4000  Hata:  17712.713196491273\n",
      "Epoch:  4001  Hata:  17828.625845267637\n",
      "Epoch:  4002  Hata:  17752.784625896205\n",
      "Epoch:  4003  Hata:  17827.648598788328\n",
      "Epoch:  4004  Hata:  17577.32894530929\n",
      "Epoch:  4005  Hata:  17776.19852870932\n",
      "Epoch:  4006  Hata:  17739.20925585005\n",
      "Epoch:  4007  Hata:  17862.995296710822\n",
      "Epoch:  4008  Hata:  17858.723908538628\n",
      "Epoch:  4009  Hata:  17632.608270426736\n",
      "Epoch:  4010  Hata:  17746.361123128932\n",
      "Epoch:  4011  Hata:  17777.26688237492\n",
      "Epoch:  4012  Hata:  17692.84529045641\n",
      "Epoch:  4013  Hata:  17649.71030880659\n",
      "Epoch:  4014  Hata:  17693.4526436426\n",
      "Epoch:  4015  Hata:  17744.45216594118\n",
      "Epoch:  4016  Hata:  17682.705911350786\n",
      "Epoch:  4017  Hata:  17674.899308270236\n",
      "Epoch:  4018  Hata:  17679.532221914313\n",
      "Epoch:  4019  Hata:  17716.97455286539\n",
      "Epoch:  4020  Hata:  17628.923569436854\n",
      "Epoch:  4021  Hata:  17712.57637881465\n",
      "Epoch:  4022  Hata:  17816.481726902784\n",
      "Epoch:  4023  Hata:  17789.624116175666\n",
      "Epoch:  4024  Hata:  17730.433527110778\n",
      "Epoch:  4025  Hata:  17721.326641741412\n",
      "Epoch:  4026  Hata:  17746.127106320113\n",
      "Epoch:  4027  Hata:  17700.18593117216\n",
      "Epoch:  4028  Hata:  17917.693471358216\n",
      "Epoch:  4029  Hata:  17908.172984092762\n",
      "Epoch:  4030  Hata:  17839.85878662559\n",
      "Epoch:  4031  Hata:  17840.007106788606\n",
      "Epoch:  4032  Hata:  17975.2404657441\n",
      "Epoch:  4033  Hata:  18029.60335986106\n",
      "Epoch:  4034  Hata:  18068.393803004223\n",
      "Epoch:  4035  Hata:  18012.944642743092\n",
      "Epoch:  4036  Hata:  17853.946209556783\n",
      "Epoch:  4037  Hata:  17858.060570985956\n",
      "Epoch:  4038  Hata:  17968.56495845248\n",
      "Epoch:  4039  Hata:  17883.06017131183\n",
      "Epoch:  4040  Hata:  17976.80392980635\n",
      "Epoch:  4041  Hata:  18033.973362019155\n",
      "Epoch:  4042  Hata:  18170.579548821464\n",
      "Epoch:  4043  Hata:  18099.231638547764\n",
      "Epoch:  4044  Hata:  18072.057715877418\n",
      "Epoch:  4045  Hata:  17960.493065556635\n",
      "Epoch:  4046  Hata:  18110.65305142596\n",
      "Epoch:  4047  Hata:  18120.715045046352\n",
      "Epoch:  4048  Hata:  18208.852552789696\n",
      "Epoch:  4049  Hata:  18176.200955445245\n",
      "Epoch:  4050  Hata:  18075.05131425283\n",
      "Epoch:  4051  Hata:  18073.46944446099\n",
      "Epoch:  4052  Hata:  18079.99569365718\n",
      "Epoch:  4053  Hata:  18017.495915287265\n",
      "Epoch:  4054  Hata:  18118.33875835161\n",
      "Epoch:  4055  Hata:  18082.022179721836\n",
      "Epoch:  4056  Hata:  18091.58818780277\n",
      "Epoch:  4057  Hata:  18192.854219070294\n",
      "Epoch:  4058  Hata:  18255.93884023258\n",
      "Epoch:  4059  Hata:  18182.947959523193\n",
      "Epoch:  4060  Hata:  18251.415095309767\n",
      "Epoch:  4061  Hata:  18341.242837853475\n",
      "Epoch:  4062  Hata:  18243.470863829833\n",
      "Epoch:  4063  Hata:  18285.90604500053\n",
      "Epoch:  4064  Hata:  18386.62265571473\n",
      "Epoch:  4065  Hata:  18429.171870254995\n",
      "Epoch:  4066  Hata:  18217.382682617084\n",
      "Epoch:  4067  Hata:  18186.788413774248\n",
      "Epoch:  4068  Hata:  18319.285873450375\n",
      "Epoch:  4069  Hata:  18344.765465734556\n",
      "Epoch:  4070  Hata:  18427.357124208374\n",
      "Epoch:  4071  Hata:  18404.42204282172\n",
      "Epoch:  4072  Hata:  18305.9960964044\n",
      "Epoch:  4073  Hata:  18286.82804450005\n",
      "Epoch:  4074  Hata:  18417.003678440367\n",
      "Epoch:  4075  Hata:  18452.515887835645\n",
      "Epoch:  4076  Hata:  18443.695182264564\n",
      "Epoch:  4077  Hata:  18466.02597368673\n",
      "Epoch:  4078  Hata:  18458.631259456008\n",
      "Epoch:  4079  Hata:  18685.064038583227\n",
      "Epoch:  4080  Hata:  18723.747736028094\n",
      "Epoch:  4081  Hata:  18816.184728933207\n",
      "Epoch:  4082  Hata:  18932.85206189346\n",
      "Epoch:  4083  Hata:  18904.73048595387\n",
      "Epoch:  4084  Hata:  18951.279585674474\n",
      "Epoch:  4085  Hata:  18959.3301706834\n",
      "Epoch:  4086  Hata:  19056.259173552113\n",
      "Epoch:  4087  Hata:  18899.571408219614\n",
      "Epoch:  4088  Hata:  18892.706643700487\n",
      "Epoch:  4089  Hata:  18663.988976663673\n",
      "Epoch:  4090  Hata:  18792.313769606943\n",
      "Epoch:  4091  Hata:  18893.93705620943\n",
      "Epoch:  4092  Hata:  18884.622395750397\n",
      "Epoch:  4093  Hata:  18840.84787651983\n",
      "Epoch:  4094  Hata:  18904.92316375927\n",
      "Epoch:  4095  Hata:  18893.378767165654\n",
      "Epoch:  4096  Hata:  18983.93653134491\n",
      "Epoch:  4097  Hata:  18755.571021694333\n",
      "Epoch:  4098  Hata:  18952.06322707835\n",
      "Epoch:  4099  Hata:  18926.78965272836\n",
      "Epoch:  4100  Hata:  18999.502598580828\n",
      "Epoch:  4101  Hata:  18916.603046629523\n",
      "Epoch:  4102  Hata:  18951.49789212835\n",
      "Epoch:  4103  Hata:  18918.45713371165\n",
      "Epoch:  4104  Hata:  18904.45540071394\n",
      "Epoch:  4105  Hata:  18821.211138839473\n",
      "Epoch:  4106  Hata:  18870.536923328298\n",
      "Epoch:  4107  Hata:  18875.91006697652\n",
      "Epoch:  4108  Hata:  18992.763211211455\n",
      "Epoch:  4109  Hata:  19017.32355628753\n",
      "Epoch:  4110  Hata:  19163.90538891533\n",
      "Epoch:  4111  Hata:  19231.644541878173\n",
      "Epoch:  4112  Hata:  19207.182609760977\n",
      "Epoch:  4113  Hata:  19248.81257243901\n",
      "Epoch:  4114  Hata:  19238.963845260958\n",
      "Epoch:  4115  Hata:  19158.6733522318\n",
      "Epoch:  4116  Hata:  19188.083612697825\n",
      "Epoch:  4117  Hata:  19407.315697686772\n",
      "Epoch:  4118  Hata:  19457.73602460718\n",
      "Epoch:  4119  Hata:  19462.083816361213\n",
      "Epoch:  4120  Hata:  19523.42390369663\n",
      "Epoch:  4121  Hata:  19600.266651067854\n",
      "Epoch:  4122  Hata:  19436.687347462474\n",
      "Epoch:  4123  Hata:  19356.4443623894\n",
      "Epoch:  4124  Hata:  19506.507189261087\n",
      "Epoch:  4125  Hata:  19609.73853535407\n",
      "Epoch:  4126  Hata:  19633.44500942837\n",
      "Epoch:  4127  Hata:  19569.290432145262\n",
      "Epoch:  4128  Hata:  19744.96797532961\n",
      "Epoch:  4129  Hata:  19847.208336923955\n",
      "Epoch:  4130  Hata:  19829.875144428876\n",
      "Epoch:  4131  Hata:  19873.96211990779\n",
      "Epoch:  4132  Hata:  19884.794087028\n",
      "Epoch:  4133  Hata:  19934.067614420033\n",
      "Epoch:  4134  Hata:  20043.84542460666\n",
      "Epoch:  4135  Hata:  20035.516043335425\n",
      "Epoch:  4136  Hata:  20013.826813724845\n",
      "Epoch:  4137  Hata:  20014.495736452103\n",
      "Epoch:  4138  Hata:  20023.4765455592\n",
      "Epoch:  4139  Hata:  20013.37686992459\n",
      "Epoch:  4140  Hata:  19794.777199765682\n",
      "Epoch:  4141  Hata:  19634.559894624585\n",
      "Epoch:  4142  Hata:  19615.30649950939\n",
      "Epoch:  4143  Hata:  19445.336381282104\n",
      "Epoch:  4144  Hata:  19509.841534275914\n",
      "Epoch:  4145  Hata:  19493.039879955886\n",
      "Epoch:  4146  Hata:  19407.90968633535\n",
      "Epoch:  4147  Hata:  19455.258194844937\n",
      "Epoch:  4148  Hata:  19487.860256735934\n",
      "Epoch:  4149  Hata:  19469.541726802967\n",
      "Epoch:  4150  Hata:  19351.496756409164\n",
      "Epoch:  4151  Hata:  19443.569557232826\n",
      "Epoch:  4152  Hata:  19360.024066307884\n",
      "Epoch:  4153  Hata:  19400.47562015318\n",
      "Epoch:  4154  Hata:  19216.046173590184\n",
      "Epoch:  4155  Hata:  19089.253003198708\n",
      "Epoch:  4156  Hata:  19115.96535189773\n",
      "Epoch:  4157  Hata:  19161.405921194764\n",
      "Epoch:  4158  Hata:  19155.2991532334\n",
      "Epoch:  4159  Hata:  19158.943189005306\n",
      "Epoch:  4160  Hata:  19144.355709193558\n",
      "Epoch:  4161  Hata:  19148.875271204717\n",
      "Epoch:  4162  Hata:  19289.0821681292\n",
      "Epoch:  4163  Hata:  19160.11845727394\n",
      "Epoch:  4164  Hata:  19071.04058473577\n",
      "Epoch:  4165  Hata:  19087.868780884903\n",
      "Epoch:  4166  Hata:  18881.307143226666\n",
      "Epoch:  4167  Hata:  18764.947765107827\n",
      "Epoch:  4168  Hata:  18796.476672812936\n",
      "Epoch:  4169  Hata:  18787.673120837393\n",
      "Epoch:  4170  Hata:  18563.604693530488\n",
      "Epoch:  4171  Hata:  18513.678182423413\n",
      "Epoch:  4172  Hata:  18496.68945066031\n",
      "Epoch:  4173  Hata:  18434.363472630197\n",
      "Epoch:  4174  Hata:  18535.228933975603\n",
      "Epoch:  4175  Hata:  18646.83765786267\n",
      "Epoch:  4176  Hata:  18644.304454823152\n",
      "Epoch:  4177  Hata:  18659.87947059597\n",
      "Epoch:  4178  Hata:  18566.63561598282\n",
      "Epoch:  4179  Hata:  18456.2258601095\n",
      "Epoch:  4180  Hata:  18469.66963755521\n",
      "Epoch:  4181  Hata:  18524.994134908327\n",
      "Epoch:  4182  Hata:  18422.74123615651\n",
      "Epoch:  4183  Hata:  18462.432659806153\n",
      "Epoch:  4184  Hata:  18518.03476217728\n",
      "Epoch:  4185  Hata:  18564.35874814714\n",
      "Epoch:  4186  Hata:  18680.328854326337\n",
      "Epoch:  4187  Hata:  18503.78048217726\n",
      "Epoch:  4188  Hata:  18568.29420370037\n",
      "Epoch:  4189  Hata:  18534.350852507952\n",
      "Epoch:  4190  Hata:  18446.464379065597\n",
      "Epoch:  4191  Hata:  18623.414128244054\n",
      "Epoch:  4192  Hata:  18727.081978701994\n",
      "Epoch:  4193  Hata:  18717.67600382881\n",
      "Epoch:  4194  Hata:  18736.924206790532\n",
      "Epoch:  4195  Hata:  18636.752222802454\n",
      "Epoch:  4196  Hata:  18566.573059620277\n",
      "Epoch:  4197  Hata:  18686.106991612414\n",
      "Epoch:  4198  Hata:  18665.835502341037\n",
      "Epoch:  4199  Hata:  18547.258341413886\n",
      "Epoch:  4200  Hata:  18554.912651092\n",
      "Epoch:  4201  Hata:  18555.582089637574\n",
      "Epoch:  4202  Hata:  18668.359585214304\n",
      "Epoch:  4203  Hata:  18600.934388400212\n",
      "Epoch:  4204  Hata:  18704.609449536194\n",
      "Epoch:  4205  Hata:  18656.092985394156\n",
      "Epoch:  4206  Hata:  18731.10088081976\n",
      "Epoch:  4207  Hata:  18747.15962556693\n",
      "Epoch:  4208  Hata:  18700.759402126823\n",
      "Epoch:  4209  Hata:  18676.665567602788\n",
      "Epoch:  4210  Hata:  18668.89490439309\n",
      "Epoch:  4211  Hata:  18725.840706311898\n",
      "Epoch:  4212  Hata:  18689.775266496108\n",
      "Epoch:  4213  Hata:  18627.382747285643\n",
      "Epoch:  4214  Hata:  18725.878021501165\n",
      "Epoch:  4215  Hata:  18649.345859936275\n",
      "Epoch:  4216  Hata:  18646.343782822754\n",
      "Epoch:  4217  Hata:  18694.0487482122\n",
      "Epoch:  4218  Hata:  18897.94431462549\n",
      "Epoch:  4219  Hata:  19055.085748161204\n",
      "Epoch:  4220  Hata:  19145.012095806764\n",
      "Epoch:  4221  Hata:  19204.610032004504\n",
      "Epoch:  4222  Hata:  19166.47363567827\n",
      "Epoch:  4223  Hata:  18976.11595088585\n",
      "Epoch:  4224  Hata:  18886.077053256817\n",
      "Epoch:  4225  Hata:  18850.300414090892\n",
      "Epoch:  4226  Hata:  19071.748035996497\n",
      "Epoch:  4227  Hata:  19155.905795386625\n",
      "Epoch:  4228  Hata:  19080.916707587225\n",
      "Epoch:  4229  Hata:  19185.67195374849\n",
      "Epoch:  4230  Hata:  19300.240723771993\n",
      "Epoch:  4231  Hata:  19215.35110029162\n",
      "Epoch:  4232  Hata:  19230.98116587117\n",
      "Epoch:  4233  Hata:  19095.78163031401\n",
      "Epoch:  4234  Hata:  19155.327203050023\n",
      "Epoch:  4235  Hata:  19055.034817416188\n",
      "Epoch:  4236  Hata:  19007.082455635806\n",
      "Epoch:  4237  Hata:  19228.822353165157\n",
      "Epoch:  4238  Hata:  19262.726620406407\n",
      "Epoch:  4239  Hata:  19438.644841908357\n",
      "Epoch:  4240  Hata:  19566.056574904804\n",
      "Epoch:  4241  Hata:  19630.048509800436\n",
      "Epoch:  4242  Hata:  19586.12689399423\n",
      "Epoch:  4243  Hata:  19326.04110228305\n",
      "Epoch:  4244  Hata:  19388.475740273883\n",
      "Epoch:  4245  Hata:  19399.748117227136\n",
      "Epoch:  4246  Hata:  19428.18683885512\n",
      "Epoch:  4247  Hata:  19439.12086859836\n",
      "Epoch:  4248  Hata:  19658.09417579142\n",
      "Epoch:  4249  Hata:  19772.15274723056\n",
      "Epoch:  4250  Hata:  19762.036274046026\n",
      "Epoch:  4251  Hata:  19979.28479588633\n",
      "Epoch:  4252  Hata:  19976.94562427379\n",
      "Epoch:  4253  Hata:  19943.2745696445\n",
      "Epoch:  4254  Hata:  19889.56784195353\n",
      "Epoch:  4255  Hata:  19841.334145419052\n",
      "Epoch:  4256  Hata:  19928.42399859703\n",
      "Epoch:  4257  Hata:  19730.375716972318\n",
      "Epoch:  4258  Hata:  19768.830927547486\n",
      "Epoch:  4259  Hata:  19727.59146480512\n",
      "Epoch:  4260  Hata:  19676.93786658152\n",
      "Epoch:  4261  Hata:  19850.26268152638\n",
      "Epoch:  4262  Hata:  19727.986612429882\n",
      "Epoch:  4263  Hata:  19686.614975790624\n",
      "Epoch:  4264  Hata:  19792.607367353954\n",
      "Epoch:  4265  Hata:  19511.729180226714\n",
      "Epoch:  4266  Hata:  19563.529252940854\n",
      "Epoch:  4267  Hata:  19602.223082129338\n",
      "Epoch:  4268  Hata:  19688.051606028373\n",
      "Epoch:  4269  Hata:  19876.11720045192\n",
      "Epoch:  4270  Hata:  20086.698369362333\n",
      "Epoch:  4271  Hata:  20228.752979593588\n",
      "Epoch:  4272  Hata:  20060.599652774097\n",
      "Epoch:  4273  Hata:  20035.79338652559\n",
      "Epoch:  4274  Hata:  19995.59461303636\n",
      "Epoch:  4275  Hata:  20104.788607048184\n",
      "Epoch:  4276  Hata:  20197.209551426677\n",
      "Epoch:  4277  Hata:  20093.598602041493\n",
      "Epoch:  4278  Hata:  20026.895720727254\n",
      "Epoch:  4279  Hata:  20206.82294853918\n",
      "Epoch:  4280  Hata:  20136.08709941173\n",
      "Epoch:  4281  Hata:  20079.286094678224\n",
      "Epoch:  4282  Hata:  20249.973237763865\n",
      "Epoch:  4283  Hata:  20269.534957697022\n",
      "Epoch:  4284  Hata:  20415.444800269714\n",
      "Epoch:  4285  Hata:  20504.060266177345\n",
      "Epoch:  4286  Hata:  20820.008155840762\n",
      "Epoch:  4287  Hata:  20739.561760670815\n",
      "Epoch:  4288  Hata:  20818.37433271308\n",
      "Epoch:  4289  Hata:  20677.90730197626\n",
      "Epoch:  4290  Hata:  20681.24346083274\n",
      "Epoch:  4291  Hata:  20632.74732167985\n",
      "Epoch:  4292  Hata:  20829.657309666538\n",
      "Epoch:  4293  Hata:  21039.549859321593\n",
      "Epoch:  4294  Hata:  21016.002531789774\n",
      "Epoch:  4295  Hata:  20809.914911671538\n",
      "Epoch:  4296  Hata:  20809.599156552646\n",
      "Epoch:  4297  Hata:  20815.26106418386\n",
      "Epoch:  4298  Hata:  20804.342790326045\n",
      "Epoch:  4299  Hata:  20843.628364263113\n",
      "Epoch:  4300  Hata:  20972.39730159879\n",
      "Epoch:  4301  Hata:  20686.729969519747\n",
      "Epoch:  4302  Hata:  20846.241646532864\n",
      "Epoch:  4303  Hata:  21021.518883090437\n",
      "Epoch:  4304  Hata:  21196.682742279467\n",
      "Epoch:  4305  Hata:  21213.729109187527\n",
      "Epoch:  4306  Hata:  21125.404166372613\n",
      "Epoch:  4307  Hata:  21020.835603691758\n",
      "Epoch:  4308  Hata:  20806.206076794377\n",
      "Epoch:  4309  Hata:  20736.54717457049\n",
      "Epoch:  4310  Hata:  20628.652328759927\n",
      "Epoch:  4311  Hata:  20687.65515953609\n",
      "Epoch:  4312  Hata:  20638.72158761804\n",
      "Epoch:  4313  Hata:  20745.032603107033\n",
      "Epoch:  4314  Hata:  20719.735552200873\n",
      "Epoch:  4315  Hata:  20695.48270787093\n",
      "Epoch:  4316  Hata:  20687.624738642196\n",
      "Epoch:  4317  Hata:  20813.10743902689\n",
      "Epoch:  4318  Hata:  21008.81163205209\n",
      "Epoch:  4319  Hata:  20956.574165843977\n",
      "Epoch:  4320  Hata:  21288.98433549145\n",
      "Epoch:  4321  Hata:  21163.480913017767\n",
      "Epoch:  4322  Hata:  21170.356595681216\n",
      "Epoch:  4323  Hata:  21310.144597282346\n",
      "Epoch:  4324  Hata:  21207.92673942496\n",
      "Epoch:  4325  Hata:  21229.045325258245\n",
      "Epoch:  4326  Hata:  21124.950054378947\n",
      "Epoch:  4327  Hata:  21237.358873999183\n",
      "Epoch:  4328  Hata:  21234.24575643023\n",
      "Epoch:  4329  Hata:  21117.44448312234\n",
      "Epoch:  4330  Hata:  21062.49930597541\n",
      "Epoch:  4331  Hata:  21217.483576890638\n",
      "Epoch:  4332  Hata:  21180.926436190202\n",
      "Epoch:  4333  Hata:  21143.990779810647\n",
      "Epoch:  4334  Hata:  21002.978684214286\n",
      "Epoch:  4335  Hata:  20918.416608119347\n",
      "Epoch:  4336  Hata:  20813.688898744516\n",
      "Epoch:  4337  Hata:  20615.218090604467\n",
      "Epoch:  4338  Hata:  20535.396339835046\n",
      "Epoch:  4339  Hata:  20436.438577204586\n",
      "Epoch:  4340  Hata:  20428.0746110091\n",
      "Epoch:  4341  Hata:  20408.134777095616\n",
      "Epoch:  4342  Hata:  20220.563302838513\n",
      "Epoch:  4343  Hata:  20161.085607001678\n",
      "Epoch:  4344  Hata:  20245.873746037294\n",
      "Epoch:  4345  Hata:  20312.97869277655\n",
      "Epoch:  4346  Hata:  20341.75119259944\n",
      "Epoch:  4347  Hata:  20256.389804212435\n",
      "Epoch:  4348  Hata:  20407.087403808066\n",
      "Epoch:  4349  Hata:  20225.61453775933\n",
      "Epoch:  4350  Hata:  20178.756664141732\n",
      "Epoch:  4351  Hata:  20088.921932606958\n",
      "Epoch:  4352  Hata:  20152.365255206907\n",
      "Epoch:  4353  Hata:  20199.983235114374\n",
      "Epoch:  4354  Hata:  20373.930885352544\n",
      "Epoch:  4355  Hata:  20328.82516376221\n",
      "Epoch:  4356  Hata:  20210.59066298639\n",
      "Epoch:  4357  Hata:  20341.19523065571\n",
      "Epoch:  4358  Hata:  20361.760176732198\n",
      "Epoch:  4359  Hata:  20353.14608149952\n",
      "Epoch:  4360  Hata:  20289.80079229878\n",
      "Epoch:  4361  Hata:  20303.225008570545\n",
      "Epoch:  4362  Hata:  20122.3221179658\n",
      "Epoch:  4363  Hata:  20016.36547100342\n",
      "Epoch:  4364  Hata:  19801.774977254227\n",
      "Epoch:  4365  Hata:  19721.83730425818\n",
      "Epoch:  4366  Hata:  19575.050575153422\n",
      "Epoch:  4367  Hata:  19592.708574260803\n",
      "Epoch:  4368  Hata:  19591.429583408553\n",
      "Epoch:  4369  Hata:  19743.25840632939\n",
      "Epoch:  4370  Hata:  19702.908907870336\n",
      "Epoch:  4371  Hata:  19755.456570698923\n",
      "Epoch:  4372  Hata:  19814.825970900263\n",
      "Epoch:  4373  Hata:  19849.10866401425\n",
      "Epoch:  4374  Hata:  19933.1414151414\n",
      "Epoch:  4375  Hata:  20015.746218987784\n",
      "Epoch:  4376  Hata:  20104.334782038735\n",
      "Epoch:  4377  Hata:  20111.339244580293\n",
      "Epoch:  4378  Hata:  19994.41003667059\n",
      "Epoch:  4379  Hata:  20157.727614695446\n",
      "Epoch:  4380  Hata:  20149.802131624187\n",
      "Epoch:  4381  Hata:  20044.781355797684\n",
      "Epoch:  4382  Hata:  20083.631962602896\n",
      "Epoch:  4383  Hata:  20065.365626816078\n",
      "Epoch:  4384  Hata:  20097.806203421336\n",
      "Epoch:  4385  Hata:  20179.774974707943\n",
      "Epoch:  4386  Hata:  20391.967326293412\n",
      "Epoch:  4387  Hata:  20434.521500860883\n",
      "Epoch:  4388  Hata:  20443.17509820384\n",
      "Epoch:  4389  Hata:  20560.21901281721\n",
      "Epoch:  4390  Hata:  20510.103017035828\n",
      "Epoch:  4391  Hata:  20651.018760686122\n",
      "Epoch:  4392  Hata:  20773.39396540649\n",
      "Epoch:  4393  Hata:  20845.30031037985\n",
      "Epoch:  4394  Hata:  20851.64641694372\n",
      "Epoch:  4395  Hata:  20821.516285056383\n",
      "Epoch:  4396  Hata:  20830.022855643776\n",
      "Epoch:  4397  Hata:  20815.17860785224\n",
      "Epoch:  4398  Hata:  20834.204588603956\n",
      "Epoch:  4399  Hata:  20800.40807230318\n",
      "Epoch:  4400  Hata:  20843.54707012417\n",
      "Epoch:  4401  Hata:  20864.99679945175\n",
      "Epoch:  4402  Hata:  20834.62304245658\n",
      "Epoch:  4403  Hata:  20723.50139979044\n",
      "Epoch:  4404  Hata:  20727.34088130272\n",
      "Epoch:  4405  Hata:  20790.805377873152\n",
      "Epoch:  4406  Hata:  20798.423332576447\n",
      "Epoch:  4407  Hata:  20863.99201111587\n",
      "Epoch:  4408  Hata:  20916.420093780584\n",
      "Epoch:  4409  Hata:  20814.07649584771\n",
      "Epoch:  4410  Hata:  20750.876898614944\n",
      "Epoch:  4411  Hata:  20965.75414281752\n",
      "Epoch:  4412  Hata:  21172.99151907671\n",
      "Epoch:  4413  Hata:  21031.605933979212\n",
      "Epoch:  4414  Hata:  21006.44281666143\n",
      "Epoch:  4415  Hata:  21194.95639653809\n",
      "Epoch:  4416  Hata:  21125.5520312838\n",
      "Epoch:  4417  Hata:  21080.014411357686\n",
      "Epoch:  4418  Hata:  21143.570903459575\n",
      "Epoch:  4419  Hata:  21003.35812723473\n",
      "Epoch:  4420  Hata:  20978.840659195732\n",
      "Epoch:  4421  Hata:  20870.774525917015\n",
      "Epoch:  4422  Hata:  20994.44558449543\n",
      "Epoch:  4423  Hata:  21049.17324658979\n",
      "Epoch:  4424  Hata:  20723.20795237704\n",
      "Epoch:  4425  Hata:  20739.293696833745\n",
      "Epoch:  4426  Hata:  20796.009433717543\n",
      "Epoch:  4427  Hata:  20630.341694930008\n",
      "Epoch:  4428  Hata:  20852.259239889318\n",
      "Epoch:  4429  Hata:  20831.881450158206\n",
      "Epoch:  4430  Hata:  20652.360798021673\n",
      "Epoch:  4431  Hata:  20654.815810067652\n",
      "Epoch:  4432  Hata:  20567.629964564403\n",
      "Epoch:  4433  Hata:  20442.608591134416\n",
      "Epoch:  4434  Hata:  20661.437147742574\n",
      "Epoch:  4435  Hata:  20641.721208417603\n",
      "Epoch:  4436  Hata:  20789.4557223712\n",
      "Epoch:  4437  Hata:  20899.02367096815\n",
      "Epoch:  4438  Hata:  20897.62367510408\n",
      "Epoch:  4439  Hata:  21150.594704476433\n",
      "Epoch:  4440  Hata:  20927.48257922873\n",
      "Epoch:  4441  Hata:  20804.283811781705\n",
      "Epoch:  4442  Hata:  20819.672991591706\n",
      "Epoch:  4443  Hata:  20766.132252794785\n",
      "Epoch:  4444  Hata:  20924.914499097304\n",
      "Epoch:  4445  Hata:  20824.928220988586\n",
      "Epoch:  4446  Hata:  20851.584649945267\n",
      "Epoch:  4447  Hata:  20643.640365475196\n",
      "Epoch:  4448  Hata:  20601.026187987693\n",
      "Epoch:  4449  Hata:  20635.292811424668\n",
      "Epoch:  4450  Hata:  20656.07918220041\n",
      "Epoch:  4451  Hata:  20829.203703634645\n",
      "Epoch:  4452  Hata:  20692.376265050734\n",
      "Epoch:  4453  Hata:  20839.43732992282\n",
      "Epoch:  4454  Hata:  20837.479772961608\n",
      "Epoch:  4455  Hata:  21091.061073487934\n",
      "Epoch:  4456  Hata:  21182.189521580698\n",
      "Epoch:  4457  Hata:  21011.365815503024\n",
      "Epoch:  4458  Hata:  21076.965423191996\n",
      "Epoch:  4459  Hata:  20833.979671830773\n",
      "Epoch:  4460  Hata:  20817.87590343548\n",
      "Epoch:  4461  Hata:  20705.056890227686\n",
      "Epoch:  4462  Hata:  20808.61618869609\n",
      "Epoch:  4463  Hata:  20934.25620370821\n",
      "Epoch:  4464  Hata:  20893.445694059774\n",
      "Epoch:  4465  Hata:  20796.95341281638\n",
      "Epoch:  4466  Hata:  20677.167442142618\n",
      "Epoch:  4467  Hata:  20584.6614296841\n",
      "Epoch:  4468  Hata:  20553.16171671803\n",
      "Epoch:  4469  Hata:  20357.34387614851\n",
      "Epoch:  4470  Hata:  20268.92996157895\n",
      "Epoch:  4471  Hata:  20312.672550815598\n",
      "Epoch:  4472  Hata:  20405.916804608045\n",
      "Epoch:  4473  Hata:  20493.555439679945\n",
      "Epoch:  4474  Hata:  20571.990411890067\n",
      "Epoch:  4475  Hata:  20705.35097698627\n",
      "Epoch:  4476  Hata:  20803.54151136084\n",
      "Epoch:  4477  Hata:  21020.242445913762\n",
      "Epoch:  4478  Hata:  21070.449561754558\n",
      "Epoch:  4479  Hata:  21043.45063952661\n",
      "Epoch:  4480  Hata:  21028.64976105374\n",
      "Epoch:  4481  Hata:  20930.37618746405\n",
      "Epoch:  4482  Hata:  20802.076571409147\n",
      "Epoch:  4483  Hata:  20832.516060906666\n",
      "Epoch:  4484  Hata:  20976.121447177822\n",
      "Epoch:  4485  Hata:  20872.434786512855\n",
      "Epoch:  4486  Hata:  20923.930925121495\n",
      "Epoch:  4487  Hata:  21057.720344516136\n",
      "Epoch:  4488  Hata:  21086.24255722303\n",
      "Epoch:  4489  Hata:  21260.816193162504\n",
      "Epoch:  4490  Hata:  21077.3597394858\n",
      "Epoch:  4491  Hata:  21213.79121611383\n",
      "Epoch:  4492  Hata:  21381.949672645118\n",
      "Epoch:  4493  Hata:  21376.785723875822\n",
      "Epoch:  4494  Hata:  21239.903635297895\n",
      "Epoch:  4495  Hata:  21058.00726337308\n",
      "Epoch:  4496  Hata:  21035.740630803833\n",
      "Epoch:  4497  Hata:  21173.89353668258\n",
      "Epoch:  4498  Hata:  20939.55085515152\n",
      "Epoch:  4499  Hata:  20915.55807874993\n",
      "Epoch:  4500  Hata:  20906.41006568025\n",
      "Epoch:  4501  Hata:  21124.85611373052\n",
      "Epoch:  4502  Hata:  21107.8166808076\n",
      "Epoch:  4503  Hata:  21048.713600887193\n",
      "Epoch:  4504  Hata:  21184.262554835404\n",
      "Epoch:  4505  Hata:  20885.93144550278\n",
      "Epoch:  4506  Hata:  20845.30942447295\n",
      "Epoch:  4507  Hata:  20975.4337712496\n",
      "Epoch:  4508  Hata:  21051.92773227291\n",
      "Epoch:  4509  Hata:  20951.608033139037\n",
      "Epoch:  4510  Hata:  20931.25963375942\n",
      "Epoch:  4511  Hata:  20746.01236848069\n",
      "Epoch:  4512  Hata:  20839.675166052977\n",
      "Epoch:  4513  Hata:  20747.297662128418\n",
      "Epoch:  4514  Hata:  20676.05587318051\n",
      "Epoch:  4515  Hata:  20688.421407735408\n",
      "Epoch:  4516  Hata:  20642.974447185014\n",
      "Epoch:  4517  Hata:  20688.669897897205\n",
      "Epoch:  4518  Hata:  20681.208422190695\n",
      "Epoch:  4519  Hata:  20692.71888734689\n",
      "Epoch:  4520  Hata:  20674.79675955378\n",
      "Epoch:  4521  Hata:  20529.073871793848\n",
      "Epoch:  4522  Hata:  20694.724815870977\n",
      "Epoch:  4523  Hata:  20690.74136779155\n",
      "Epoch:  4524  Hata:  20676.926310903655\n",
      "Epoch:  4525  Hata:  20663.217463255234\n",
      "Epoch:  4526  Hata:  20766.696786337387\n",
      "Epoch:  4527  Hata:  20874.82686910654\n",
      "Epoch:  4528  Hata:  20827.498326940746\n",
      "Epoch:  4529  Hata:  20906.341975257175\n",
      "Epoch:  4530  Hata:  20813.68833051588\n",
      "Epoch:  4531  Hata:  20890.168416608958\n",
      "Epoch:  4532  Hata:  20915.68666493565\n",
      "Epoch:  4533  Hata:  21101.43420336443\n",
      "Epoch:  4534  Hata:  21091.646240514154\n",
      "Epoch:  4535  Hata:  21224.400298937795\n",
      "Epoch:  4536  Hata:  21124.84317780075\n",
      "Epoch:  4537  Hata:  21031.079217166764\n",
      "Epoch:  4538  Hata:  20598.603026186516\n",
      "Epoch:  4539  Hata:  20637.17189152332\n",
      "Epoch:  4540  Hata:  20752.98887784364\n",
      "Epoch:  4541  Hata:  20717.36973352736\n",
      "Epoch:  4542  Hata:  20861.005188787283\n",
      "Epoch:  4543  Hata:  21039.45509565109\n",
      "Epoch:  4544  Hata:  21047.501213340274\n",
      "Epoch:  4545  Hata:  21098.335288124355\n",
      "Epoch:  4546  Hata:  20963.738590683966\n",
      "Epoch:  4547  Hata:  20896.48235652238\n",
      "Epoch:  4548  Hata:  20985.960531154964\n",
      "Epoch:  4549  Hata:  21025.716893668785\n",
      "Epoch:  4550  Hata:  21034.173369371198\n",
      "Epoch:  4551  Hata:  21134.732061814022\n",
      "Epoch:  4552  Hata:  21038.3302218994\n",
      "Epoch:  4553  Hata:  21020.76322382018\n",
      "Epoch:  4554  Hata:  20974.262574932258\n",
      "Epoch:  4555  Hata:  21101.358043656684\n",
      "Epoch:  4556  Hata:  21130.98485761541\n",
      "Epoch:  4557  Hata:  21028.704068330866\n",
      "Epoch:  4558  Hata:  21070.381749290984\n",
      "Epoch:  4559  Hata:  20689.72502598199\n",
      "Epoch:  4560  Hata:  20683.28507840297\n",
      "Epoch:  4561  Hata:  20810.74370422406\n",
      "Epoch:  4562  Hata:  21008.222564709675\n",
      "Epoch:  4563  Hata:  21007.60589605255\n",
      "Epoch:  4564  Hata:  20749.868259435316\n",
      "Epoch:  4565  Hata:  20572.37464836004\n",
      "Epoch:  4566  Hata:  20571.503413644885\n",
      "Epoch:  4567  Hata:  20553.230653590246\n",
      "Epoch:  4568  Hata:  20550.009342575515\n",
      "Epoch:  4569  Hata:  20475.351331664726\n",
      "Epoch:  4570  Hata:  20467.49351913249\n",
      "Epoch:  4571  Hata:  20453.880337710485\n",
      "Epoch:  4572  Hata:  20511.77230292827\n",
      "Epoch:  4573  Hata:  20407.557221174182\n",
      "Epoch:  4574  Hata:  20317.739543017276\n",
      "Epoch:  4575  Hata:  20232.457406074413\n",
      "Epoch:  4576  Hata:  20063.214392816404\n",
      "Epoch:  4577  Hata:  20198.57270392429\n",
      "Epoch:  4578  Hata:  20129.454256292604\n",
      "Epoch:  4579  Hata:  20188.131167906573\n",
      "Epoch:  4580  Hata:  20294.61930074245\n",
      "Epoch:  4581  Hata:  19990.828411376515\n",
      "Epoch:  4582  Hata:  20053.56852833659\n",
      "Epoch:  4583  Hata:  20209.639998002775\n",
      "Epoch:  4584  Hata:  20311.01110935029\n",
      "Epoch:  4585  Hata:  20423.20751542879\n",
      "Epoch:  4586  Hata:  20289.45078385222\n",
      "Epoch:  4587  Hata:  20272.10233595175\n",
      "Epoch:  4588  Hata:  20301.586666011975\n",
      "Epoch:  4589  Hata:  20306.08307305554\n",
      "Epoch:  4590  Hata:  20244.27729095303\n",
      "Epoch:  4591  Hata:  20311.325920478215\n",
      "Epoch:  4592  Hata:  20203.152898595545\n",
      "Epoch:  4593  Hata:  20273.226147116322\n",
      "Epoch:  4594  Hata:  20196.436631000783\n",
      "Epoch:  4595  Hata:  20209.019469536008\n",
      "Epoch:  4596  Hata:  19995.63862570477\n",
      "Epoch:  4597  Hata:  19977.209250566368\n",
      "Epoch:  4598  Hata:  19754.596075050602\n",
      "Epoch:  4599  Hata:  19609.006533103297\n",
      "Epoch:  4600  Hata:  19500.31368388836\n",
      "Epoch:  4601  Hata:  19762.094579572597\n",
      "Epoch:  4602  Hata:  19905.724719085436\n",
      "Epoch:  4603  Hata:  19796.774011311936\n",
      "Epoch:  4604  Hata:  19775.39279165031\n",
      "Epoch:  4605  Hata:  19725.632757776595\n",
      "Epoch:  4606  Hata:  19669.09640425357\n",
      "Epoch:  4607  Hata:  19722.324202087955\n",
      "Epoch:  4608  Hata:  19745.27344551013\n",
      "Epoch:  4609  Hata:  19797.878484996923\n",
      "Epoch:  4610  Hata:  19725.67932346492\n",
      "Epoch:  4611  Hata:  19680.708540432675\n",
      "Epoch:  4612  Hata:  19739.47882920175\n",
      "Epoch:  4613  Hata:  19658.182999185592\n",
      "Epoch:  4614  Hata:  19740.41732785631\n",
      "Epoch:  4615  Hata:  19888.159240652858\n",
      "Epoch:  4616  Hata:  20047.91565048256\n",
      "Epoch:  4617  Hata:  19982.965903299213\n",
      "Epoch:  4618  Hata:  20042.455811905897\n",
      "Epoch:  4619  Hata:  20090.59398258895\n",
      "Epoch:  4620  Hata:  20151.550053490362\n",
      "Epoch:  4621  Hata:  19959.11366947636\n",
      "Epoch:  4622  Hata:  20000.224407625974\n",
      "Epoch:  4623  Hata:  20086.506508593757\n",
      "Epoch:  4624  Hata:  20000.652349073884\n",
      "Epoch:  4625  Hata:  19889.90281378332\n",
      "Epoch:  4626  Hata:  19862.6940214942\n",
      "Epoch:  4627  Hata:  19805.23751667694\n",
      "Epoch:  4628  Hata:  19757.025428840494\n",
      "Epoch:  4629  Hata:  19588.828723110702\n",
      "Epoch:  4630  Hata:  19482.571905140143\n",
      "Epoch:  4631  Hata:  19468.75368913795\n",
      "Epoch:  4632  Hata:  19597.340220367383\n",
      "Epoch:  4633  Hata:  19532.301661683887\n",
      "Epoch:  4634  Hata:  19534.48075810247\n",
      "Epoch:  4635  Hata:  19661.7548006965\n",
      "Epoch:  4636  Hata:  19620.968019339412\n",
      "Epoch:  4637  Hata:  19753.029142989566\n",
      "Epoch:  4638  Hata:  20015.60479840251\n",
      "Epoch:  4639  Hata:  19986.764980461732\n",
      "Epoch:  4640  Hata:  19771.480767949623\n",
      "Epoch:  4641  Hata:  19887.116014404914\n",
      "Epoch:  4642  Hata:  19952.926472868912\n",
      "Epoch:  4643  Hata:  19951.053270451925\n",
      "Epoch:  4644  Hata:  19995.48950341287\n",
      "Epoch:  4645  Hata:  20067.161155041736\n",
      "Epoch:  4646  Hata:  20072.312528750634\n",
      "Epoch:  4647  Hata:  20094.75480873526\n",
      "Epoch:  4648  Hata:  20112.708338012635\n",
      "Epoch:  4649  Hata:  20153.221878262757\n",
      "Epoch:  4650  Hata:  20138.10854527395\n",
      "Epoch:  4651  Hata:  19849.35823407219\n",
      "Epoch:  4652  Hata:  19910.68059792619\n",
      "Epoch:  4653  Hata:  20058.101523058573\n",
      "Epoch:  4654  Hata:  20126.95545566993\n",
      "Epoch:  4655  Hata:  20001.131894409355\n",
      "Epoch:  4656  Hata:  19865.69910474009\n",
      "Epoch:  4657  Hata:  19919.25663568795\n",
      "Epoch:  4658  Hata:  19905.391808535616\n",
      "Epoch:  4659  Hata:  20010.846342857287\n",
      "Epoch:  4660  Hata:  20043.08440948809\n",
      "Epoch:  4661  Hata:  19937.830485080325\n",
      "Epoch:  4662  Hata:  19952.288211837375\n",
      "Epoch:  4663  Hata:  19998.240127111036\n",
      "Epoch:  4664  Hata:  19996.30222594147\n",
      "Epoch:  4665  Hata:  19823.354689747102\n",
      "Epoch:  4666  Hata:  19933.224653128284\n",
      "Epoch:  4667  Hata:  20059.47190835215\n",
      "Epoch:  4668  Hata:  20186.96834315368\n",
      "Epoch:  4669  Hata:  20308.769949593938\n",
      "Epoch:  4670  Hata:  20404.167196960203\n",
      "Epoch:  4671  Hata:  20467.248152586475\n",
      "Epoch:  4672  Hata:  20364.053933296178\n",
      "Epoch:  4673  Hata:  20304.32252082616\n",
      "Epoch:  4674  Hata:  20212.96420437126\n",
      "Epoch:  4675  Hata:  20204.107721593908\n",
      "Epoch:  4676  Hata:  20165.873252545724\n",
      "Epoch:  4677  Hata:  20028.368156948192\n",
      "Epoch:  4678  Hata:  19858.821022958575\n",
      "Epoch:  4679  Hata:  19969.275202887748\n",
      "Epoch:  4680  Hata:  19979.365903996964\n",
      "Epoch:  4681  Hata:  20122.27504668395\n",
      "Epoch:  4682  Hata:  20038.732979842218\n",
      "Epoch:  4683  Hata:  20101.76647984942\n",
      "Epoch:  4684  Hata:  19924.668346546496\n",
      "Epoch:  4685  Hata:  19917.007672172727\n",
      "Epoch:  4686  Hata:  19916.460994198424\n",
      "Epoch:  4687  Hata:  19872.446485673452\n",
      "Epoch:  4688  Hata:  19853.557098035137\n",
      "Epoch:  4689  Hata:  20018.605112092504\n",
      "Epoch:  4690  Hata:  19955.609728936237\n",
      "Epoch:  4691  Hata:  19900.5332410483\n",
      "Epoch:  4692  Hata:  19966.173017460285\n",
      "Epoch:  4693  Hata:  19993.47747936612\n",
      "Epoch:  4694  Hata:  19998.126113088154\n",
      "Epoch:  4695  Hata:  20035.271205480793\n",
      "Epoch:  4696  Hata:  20195.248574648904\n",
      "Epoch:  4697  Hata:  20234.65107229972\n",
      "Epoch:  4698  Hata:  20325.970718216246\n",
      "Epoch:  4699  Hata:  20710.41507914509\n",
      "Epoch:  4700  Hata:  20692.170295630858\n",
      "Epoch:  4701  Hata:  20619.366921134544\n",
      "Epoch:  4702  Hata:  20736.733646206667\n",
      "Epoch:  4703  Hata:  20547.542214464534\n",
      "Epoch:  4704  Hata:  20502.279856536836\n",
      "Epoch:  4705  Hata:  20491.781059029232\n",
      "Epoch:  4706  Hata:  20417.26355024973\n",
      "Epoch:  4707  Hata:  20355.14489067709\n",
      "Epoch:  4708  Hata:  20464.37524608167\n",
      "Epoch:  4709  Hata:  20307.335988912175\n",
      "Epoch:  4710  Hata:  20278.46941854834\n",
      "Epoch:  4711  Hata:  20199.791254130894\n",
      "Epoch:  4712  Hata:  20040.348609357472\n",
      "Epoch:  4713  Hata:  20101.847814203662\n",
      "Epoch:  4714  Hata:  20073.904014527805\n",
      "Epoch:  4715  Hata:  20194.54366689124\n",
      "Epoch:  4716  Hata:  20236.73421112588\n",
      "Epoch:  4717  Hata:  20079.24817233885\n",
      "Epoch:  4718  Hata:  20132.019242249313\n",
      "Epoch:  4719  Hata:  20179.925062465172\n",
      "Epoch:  4720  Hata:  20254.574153625104\n",
      "Epoch:  4721  Hata:  20372.13065283358\n",
      "Epoch:  4722  Hata:  20436.687235999612\n",
      "Epoch:  4723  Hata:  20304.280575493918\n",
      "Epoch:  4724  Hata:  20220.73747788764\n",
      "Epoch:  4725  Hata:  20128.9329880421\n",
      "Epoch:  4726  Hata:  20268.56942903888\n",
      "Epoch:  4727  Hata:  20280.893404434555\n",
      "Epoch:  4728  Hata:  20490.438511541233\n",
      "Epoch:  4729  Hata:  20442.258294972475\n",
      "Epoch:  4730  Hata:  20447.67439686096\n",
      "Epoch:  4731  Hata:  20662.741758912307\n",
      "Epoch:  4732  Hata:  20655.67491063296\n",
      "Epoch:  4733  Hata:  20805.95548321458\n",
      "Epoch:  4734  Hata:  20654.245267374386\n",
      "Epoch:  4735  Hata:  20623.602313616164\n",
      "Epoch:  4736  Hata:  20624.80928308791\n",
      "Epoch:  4737  Hata:  20598.325293630212\n",
      "Epoch:  4738  Hata:  20489.245138992635\n",
      "Epoch:  4739  Hata:  20460.037492623484\n",
      "Epoch:  4740  Hata:  20418.41523403313\n",
      "Epoch:  4741  Hata:  20337.71104961333\n",
      "Epoch:  4742  Hata:  20213.749659981902\n",
      "Epoch:  4743  Hata:  20205.611688918274\n",
      "Epoch:  4744  Hata:  20108.722093346667\n",
      "Epoch:  4745  Hata:  20063.736813582975\n",
      "Epoch:  4746  Hata:  20077.929225805758\n",
      "Epoch:  4747  Hata:  20025.20984822458\n",
      "Epoch:  4748  Hata:  19967.587691025336\n",
      "Epoch:  4749  Hata:  19648.01501778994\n",
      "Epoch:  4750  Hata:  19941.32195887052\n",
      "Epoch:  4751  Hata:  19999.681920983927\n",
      "Epoch:  4752  Hata:  19871.613162546186\n",
      "Epoch:  4753  Hata:  19765.44495774693\n",
      "Epoch:  4754  Hata:  19761.103659562425\n",
      "Epoch:  4755  Hata:  19799.17872838723\n",
      "Epoch:  4756  Hata:  19991.855729085724\n",
      "Epoch:  4757  Hata:  20065.06597168695\n",
      "Epoch:  4758  Hata:  19931.03945955204\n",
      "Epoch:  4759  Hata:  20012.9787419055\n",
      "Epoch:  4760  Hata:  20097.649410009442\n",
      "Epoch:  4761  Hata:  20179.42350480985\n",
      "Epoch:  4762  Hata:  20245.31150271109\n",
      "Epoch:  4763  Hata:  20071.30138230175\n",
      "Epoch:  4764  Hata:  20103.14854885461\n",
      "Epoch:  4765  Hata:  20124.00295997778\n",
      "Epoch:  4766  Hata:  20027.91632029693\n",
      "Epoch:  4767  Hata:  19893.053177367874\n",
      "Epoch:  4768  Hata:  19877.587508443958\n",
      "Epoch:  4769  Hata:  19946.745264151963\n",
      "Epoch:  4770  Hata:  20009.164076079756\n",
      "Epoch:  4771  Hata:  19802.35171415172\n",
      "Epoch:  4772  Hata:  20041.718600340526\n",
      "Epoch:  4773  Hata:  20161.517408747295\n",
      "Epoch:  4774  Hata:  20151.175328583045\n",
      "Epoch:  4775  Hata:  20222.21701457768\n",
      "Epoch:  4776  Hata:  20288.492489690107\n",
      "Epoch:  4777  Hata:  20421.022961184164\n",
      "Epoch:  4778  Hata:  20441.089774794957\n",
      "Epoch:  4779  Hata:  20506.860941144383\n",
      "Epoch:  4780  Hata:  20548.04571247181\n",
      "Epoch:  4781  Hata:  20444.553567426185\n",
      "Epoch:  4782  Hata:  20378.536651487935\n",
      "Epoch:  4783  Hata:  20225.41509434391\n",
      "Epoch:  4784  Hata:  20424.85129342618\n",
      "Epoch:  4785  Hata:  20527.708946596213\n",
      "Epoch:  4786  Hata:  20456.843086535708\n",
      "Epoch:  4787  Hata:  20469.49570096942\n",
      "Epoch:  4788  Hata:  20456.937608139142\n",
      "Epoch:  4789  Hata:  20573.262185337313\n",
      "Epoch:  4790  Hata:  20559.42526986249\n",
      "Epoch:  4791  Hata:  20727.746293135526\n",
      "Epoch:  4792  Hata:  20965.3764969306\n",
      "Epoch:  4793  Hata:  20979.59538150297\n",
      "Epoch:  4794  Hata:  20930.538325806632\n",
      "Epoch:  4795  Hata:  20813.606435915917\n",
      "Epoch:  4796  Hata:  20830.90433744973\n",
      "Epoch:  4797  Hata:  20652.09617606847\n",
      "Epoch:  4798  Hata:  20795.65899981139\n",
      "Epoch:  4799  Hata:  20566.042710828187\n",
      "Epoch:  4800  Hata:  20661.470826998804\n",
      "Epoch:  4801  Hata:  20531.220675235734\n",
      "Epoch:  4802  Hata:  20501.382927276478\n",
      "Epoch:  4803  Hata:  20460.82025869927\n",
      "Epoch:  4804  Hata:  20560.810165090887\n",
      "Epoch:  4805  Hata:  20461.478819305827\n",
      "Epoch:  4806  Hata:  20465.51025352111\n",
      "Epoch:  4807  Hata:  20478.607095923322\n",
      "Epoch:  4808  Hata:  20558.860066830825\n",
      "Epoch:  4809  Hata:  20495.00766918816\n",
      "Epoch:  4810  Hata:  20743.186252863\n",
      "Epoch:  4811  Hata:  20706.46050245453\n",
      "Epoch:  4812  Hata:  20712.50241604775\n",
      "Epoch:  4813  Hata:  20694.661768367274\n",
      "Epoch:  4814  Hata:  20551.550933615315\n",
      "Epoch:  4815  Hata:  20469.842853540373\n",
      "Epoch:  4816  Hata:  20480.045429688114\n",
      "Epoch:  4817  Hata:  20751.129886234496\n",
      "Epoch:  4818  Hata:  20762.517032146847\n",
      "Epoch:  4819  Hata:  20713.663724247242\n",
      "Epoch:  4820  Hata:  20495.955531340147\n",
      "Epoch:  4821  Hata:  20606.20898077271\n",
      "Epoch:  4822  Hata:  20410.048229298696\n",
      "Epoch:  4823  Hata:  20377.85905148683\n",
      "Epoch:  4824  Hata:  20547.853339241523\n",
      "Epoch:  4825  Hata:  20676.01386149717\n",
      "Epoch:  4826  Hata:  20559.369314126816\n",
      "Epoch:  4827  Hata:  20479.415295308787\n",
      "Epoch:  4828  Hata:  20524.42693137352\n",
      "Epoch:  4829  Hata:  20484.487716276926\n",
      "Epoch:  4830  Hata:  20319.67541807265\n",
      "Epoch:  4831  Hata:  20343.82672390782\n",
      "Epoch:  4832  Hata:  20207.40690000666\n",
      "Epoch:  4833  Hata:  20212.862159210552\n",
      "Epoch:  4834  Hata:  20069.9237234592\n",
      "Epoch:  4835  Hata:  20044.869490662975\n",
      "Epoch:  4836  Hata:  20124.134626936633\n",
      "Epoch:  4837  Hata:  20272.634097882772\n",
      "Epoch:  4838  Hata:  20297.67359224339\n",
      "Epoch:  4839  Hata:  20320.7431908798\n",
      "Epoch:  4840  Hata:  20227.89652995344\n",
      "Epoch:  4841  Hata:  20295.090340360322\n",
      "Epoch:  4842  Hata:  20250.253122505925\n",
      "Epoch:  4843  Hata:  20155.311763220005\n",
      "Epoch:  4844  Hata:  20306.678883624274\n",
      "Epoch:  4845  Hata:  20312.536861328565\n",
      "Epoch:  4846  Hata:  20348.591164345773\n",
      "Epoch:  4847  Hata:  20329.634548053662\n",
      "Epoch:  4848  Hata:  20508.663415871804\n",
      "Epoch:  4849  Hata:  20533.461513780087\n",
      "Epoch:  4850  Hata:  20552.646473506113\n",
      "Epoch:  4851  Hata:  20627.201771766908\n",
      "Epoch:  4852  Hata:  20601.6524859498\n",
      "Epoch:  4853  Hata:  20819.196832842103\n",
      "Epoch:  4854  Hata:  20827.712482071718\n",
      "Epoch:  4855  Hata:  20663.94008955524\n",
      "Epoch:  4856  Hata:  20749.011808108095\n",
      "Epoch:  4857  Hata:  20909.929331446896\n",
      "Epoch:  4858  Hata:  20958.911556650517\n",
      "Epoch:  4859  Hata:  21100.008546151847\n",
      "Epoch:  4860  Hata:  21306.74508521323\n",
      "Epoch:  4861  Hata:  21492.54883859064\n",
      "Epoch:  4862  Hata:  21426.050992740027\n",
      "Epoch:  4863  Hata:  21340.225027106702\n",
      "Epoch:  4864  Hata:  21447.874717448387\n",
      "Epoch:  4865  Hata:  21289.766738797993\n",
      "Epoch:  4866  Hata:  21354.21509589096\n",
      "Epoch:  4867  Hata:  21504.898151450412\n",
      "Epoch:  4868  Hata:  21515.152523920755\n",
      "Epoch:  4869  Hata:  21514.07205408174\n",
      "Epoch:  4870  Hata:  21539.045307537737\n",
      "Epoch:  4871  Hata:  21648.499649778387\n",
      "Epoch:  4872  Hata:  21670.80218095945\n",
      "Epoch:  4873  Hata:  21657.273811576088\n",
      "Epoch:  4874  Hata:  21481.45942988985\n",
      "Epoch:  4875  Hata:  21662.805535179497\n",
      "Epoch:  4876  Hata:  21734.409431850967\n",
      "Epoch:  4877  Hata:  21737.91261002917\n",
      "Epoch:  4878  Hata:  21581.107167815517\n",
      "Epoch:  4879  Hata:  21475.263797772255\n",
      "Epoch:  4880  Hata:  21349.900250922543\n",
      "Epoch:  4881  Hata:  21351.8401695039\n",
      "Epoch:  4882  Hata:  21437.23753385249\n",
      "Epoch:  4883  Hata:  21264.325253457282\n",
      "Epoch:  4884  Hata:  21003.92008115081\n",
      "Epoch:  4885  Hata:  20889.272553590377\n",
      "Epoch:  4886  Hata:  20845.9617207447\n",
      "Epoch:  4887  Hata:  20779.79805248668\n",
      "Epoch:  4888  Hata:  20981.202653740515\n",
      "Epoch:  4889  Hata:  20974.816559413477\n",
      "Epoch:  4890  Hata:  20949.354207485245\n",
      "Epoch:  4891  Hata:  20921.612564996667\n",
      "Epoch:  4892  Hata:  21137.136239840118\n",
      "Epoch:  4893  Hata:  21142.381414162424\n",
      "Epoch:  4894  Hata:  21053.71269197578\n",
      "Epoch:  4895  Hata:  21135.71834614963\n",
      "Epoch:  4896  Hata:  20973.923108961204\n",
      "Epoch:  4897  Hata:  21038.66686997066\n",
      "Epoch:  4898  Hata:  21246.163082737734\n",
      "Epoch:  4899  Hata:  21392.07888828831\n",
      "Epoch:  4900  Hata:  21670.624347508005\n",
      "Epoch:  4901  Hata:  21621.37028450318\n",
      "Epoch:  4902  Hata:  21601.80741699036\n",
      "Epoch:  4903  Hata:  21715.723184562477\n",
      "Epoch:  4904  Hata:  21676.069107089534\n",
      "Epoch:  4905  Hata:  21671.832687980102\n",
      "Epoch:  4906  Hata:  21510.93485276146\n",
      "Epoch:  4907  Hata:  21404.36793917611\n",
      "Epoch:  4908  Hata:  21279.825887191193\n",
      "Epoch:  4909  Hata:  21088.819876569847\n",
      "Epoch:  4910  Hata:  20758.227493775565\n",
      "Epoch:  4911  Hata:  20777.17170936639\n",
      "Epoch:  4912  Hata:  20749.921631022815\n",
      "Epoch:  4913  Hata:  20548.81191343203\n",
      "Epoch:  4914  Hata:  20688.413539512596\n",
      "Epoch:  4915  Hata:  20668.29469604473\n",
      "Epoch:  4916  Hata:  20651.47401978592\n",
      "Epoch:  4917  Hata:  20654.294697836063\n",
      "Epoch:  4918  Hata:  20670.118227219777\n",
      "Epoch:  4919  Hata:  20524.414487237787\n",
      "Epoch:  4920  Hata:  20419.365176933316\n",
      "Epoch:  4921  Hata:  20312.85077989209\n",
      "Epoch:  4922  Hata:  20471.281691002798\n",
      "Epoch:  4923  Hata:  20269.805740402277\n",
      "Epoch:  4924  Hata:  20187.25117522159\n",
      "Epoch:  4925  Hata:  20095.663660006594\n",
      "Epoch:  4926  Hata:  19992.30245873968\n",
      "Epoch:  4927  Hata:  19826.109723366066\n",
      "Epoch:  4928  Hata:  19785.78071897394\n",
      "Epoch:  4929  Hata:  20004.575468550793\n",
      "Epoch:  4930  Hata:  20428.169110534294\n",
      "Epoch:  4931  Hata:  20342.230835334558\n",
      "Epoch:  4932  Hata:  20404.357508077403\n",
      "Epoch:  4933  Hata:  20379.437028294178\n",
      "Epoch:  4934  Hata:  20605.575252494986\n",
      "Epoch:  4935  Hata:  20573.558897287992\n",
      "Epoch:  4936  Hata:  20467.709414044926\n",
      "Epoch:  4937  Hata:  20409.96048520191\n",
      "Epoch:  4938  Hata:  20512.348498999818\n",
      "Epoch:  4939  Hata:  20530.40755791332\n",
      "Epoch:  4940  Hata:  20588.136858618323\n",
      "Epoch:  4941  Hata:  20589.542611383604\n",
      "Epoch:  4942  Hata:  20626.079892363956\n",
      "Epoch:  4943  Hata:  20452.95252930784\n",
      "Epoch:  4944  Hata:  20424.88474486746\n",
      "Epoch:  4945  Hata:  20389.11900388282\n",
      "Epoch:  4946  Hata:  20549.1963328973\n",
      "Epoch:  4947  Hata:  20670.111136439184\n",
      "Epoch:  4948  Hata:  20693.85157422423\n",
      "Epoch:  4949  Hata:  20398.800800035064\n",
      "Epoch:  4950  Hata:  20302.99593601984\n",
      "Epoch:  4951  Hata:  20198.8228444305\n",
      "Epoch:  4952  Hata:  20079.648352775195\n",
      "Epoch:  4953  Hata:  20133.49851779088\n",
      "Epoch:  4954  Hata:  20064.45151416811\n",
      "Epoch:  4955  Hata:  19959.223982021103\n",
      "Epoch:  4956  Hata:  19989.801656823875\n",
      "Epoch:  4957  Hata:  20190.42651397466\n",
      "Epoch:  4958  Hata:  20304.984814037103\n",
      "Epoch:  4959  Hata:  20341.11674383927\n",
      "Epoch:  4960  Hata:  20815.829448773977\n",
      "Epoch:  4961  Hata:  20697.49128287659\n",
      "Epoch:  4962  Hata:  20691.56515457592\n",
      "Epoch:  4963  Hata:  20572.442134297773\n",
      "Epoch:  4964  Hata:  20686.41213360954\n",
      "Epoch:  4965  Hata:  20837.575355768327\n",
      "Epoch:  4966  Hata:  20861.96800510765\n",
      "Epoch:  4967  Hata:  20822.745940889377\n",
      "Epoch:  4968  Hata:  20908.040593168902\n",
      "Epoch:  4969  Hata:  20865.954005782194\n",
      "Epoch:  4970  Hata:  20803.19878031784\n",
      "Epoch:  4971  Hata:  20739.105542037574\n",
      "Epoch:  4972  Hata:  20630.51358520794\n",
      "Epoch:  4973  Hata:  20527.761718455822\n",
      "Epoch:  4974  Hata:  20530.97031763741\n",
      "Epoch:  4975  Hata:  20424.542268371108\n",
      "Epoch:  4976  Hata:  20186.687611292255\n",
      "Epoch:  4977  Hata:  20376.088091684844\n",
      "Epoch:  4978  Hata:  20495.95586590338\n",
      "Epoch:  4979  Hata:  20574.368214189042\n",
      "Epoch:  4980  Hata:  20555.93075851896\n",
      "Epoch:  4981  Hata:  20547.40224861273\n",
      "Epoch:  4982  Hata:  20655.060815590576\n",
      "Epoch:  4983  Hata:  20531.13983617732\n",
      "Epoch:  4984  Hata:  20304.80650708574\n",
      "Epoch:  4985  Hata:  20477.741114352546\n",
      "Epoch:  4986  Hata:  20391.502089966183\n",
      "Epoch:  4987  Hata:  20467.24174087737\n",
      "Epoch:  4988  Hata:  20459.03509936158\n",
      "Epoch:  4989  Hata:  20338.537485128407\n",
      "Epoch:  4990  Hata:  20228.061222235017\n",
      "Epoch:  4991  Hata:  20318.959488564047\n",
      "Epoch:  4992  Hata:  20490.347376776353\n",
      "Epoch:  4993  Hata:  20443.973373389752\n",
      "Epoch:  4994  Hata:  20356.405439004357\n",
      "Epoch:  4995  Hata:  20357.96177800992\n",
      "Epoch:  4996  Hata:  20483.619276450056\n",
      "Epoch:  4997  Hata:  20560.390687510848\n",
      "Epoch:  4998  Hata:  20375.775312621827\n",
      "Epoch:  4999  Hata:  20321.853715962905\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinir_hucresi.ogren(df, 0.01, 5000)\n",
    "\n",
    "tahminler = []\n",
    "for borc in df['borc']:\n",
    "  tahminler.append(sinir_hucresi.risk_hesapla(borc))\n",
    "\n",
    "sinir_hucresi.grafigi_ciz(df, tahminler)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGdCAYAAABO2DpVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAf20lEQVR4nO3df3BU9f3v8dc5u8my12RXoARI2eCPKqj8GGsUaQBHRR2GcSLMWMfBKaL/RGKV8PWOl/sPdjrj0tsRbDsSRDvRmZZC6zRgbJGilUiQfAWczKAd+aG0oaLQdjSb5O5dkj3n/hEJhPzaTT77M8/HzBmyu2d33x6BfXLO2V3LdV1XAAAABtiZHgAAAOQPwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGeNP9hI7j6MyZMyouLpZlWel+egAAMAKu66q9vV2lpaWy7cH3S6Q9LM6cOaNQKJTupwUAAAacPn1a06ZNG/T2tIdFcXGxpJ7BAoFAup8eAACMQCQSUSgU6n0dH0zaw+LC4Y9AIEBYAACQY4Y7jYGTNwEAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAQJ6IdkV1tuOsol3RjM1AWAAAkOOaWpu0fMdyFYWLNOWFKSoKF2n5juU60Hog7bMQFgAA5LDaQ7VaVLdIDccb5LiOJMlxHTUcb9DCuoXacnhLWuchLAAAyFFNrU2q/nO1XLnqdrr73NbtdMuVq9V/Wp3WPReEBQAAOWrjwY3y2J4h1/HYHm1q3pSmiQgLAAByUrQrql3HdvXbU3G5bqdb9Z/Wp+2ETsICAIAcFIlFes+pGI7jOorEIimeqAdhAQBADgr4ArKtxF7GbctWwBdI8UTfPldangUAABjlL/CrckalvLZ3yPW8tlfLZi6Tv8CflrkICwAActTa+WsVd+JDrhN34qq5vSZNExEWAADkrAVlC7R56WZZsvrtufDaXlmytHnpZlWUVaRtJsICAIAcVlVepf2r9qtyRmXvORe2ZatyRqX2r9qvqvKqtM4z9IEZAACQ9SrKKlRRVqFoV1SRWEQBXyBt51RcjrAAACBP+Av8GQuKCzgUAgAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABiTVFhcddVVsiyr31JdXZ2q+QAAQA7xJrPyoUOHFI/Hey9//PHHuueee/Tggw8aHwwAAOSepMJi0qRJfS5v2LBB1157re644w6jQwEAgNyUVFhc6vz58/rNb36jtWvXyrKsQdeLxWKKxWK9lyORyEifEgAAZLkRn7y5c+dOffPNN3r00UeHXC8cDisYDPYuoVBopE8JAACynOW6rjuSO953330qLCxUQ0PDkOsNtMciFAqpra1NgUBgJE8NAADSLBKJKBgMDvv6PaJDIf/4xz/0zjvv6I9//OOw6/p8Pvl8vpE8DQAAyDEjOhRSV1enkpISLV261PQ8AAAghyUdFo7jqK6uTitXrpTXO+JzPwEAQB5KOizeeecdtba26rHHHkvFPAAAIIclvcvh3nvv1QjP9wQAAHmO7woBAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGJB0WX3zxhR555BFNnDhRfr9fs2fP1uHDh1MxGwAAyDHeZFb++uuvVVFRoTvvvFO7d+/WpEmTdOLECY0fPz5V8wEAgBySVFj87Gc/UygUUl1dXe91V199tfGhAABAbkrqUMibb76p8vJyPfjggyopKdHNN9+sV155Zcj7xGIxRSKRPgsAAMhPSYXF559/rtraWl133XXas2ePnnjiCT311FN6/fXXB71POBxWMBjsXUKh0KiHBgAA2clyXddNdOXCwkKVl5frgw8+6L3uqaee0qFDh3Tw4MEB7xOLxRSLxXovRyIRhUIhtbW1KRAIjGJ0AACQLpFIRMFgcNjX76T2WEydOlU33nhjn+tuuOEGtba2Dnofn8+nQCDQZwEAAPkpqbCoqKjQsWPH+lx3/PhxTZ8+3ehQAAAgNyUVFjU1NWpubtbzzz+vkydPatu2bdq6dauqq6tTNR8AAMghSYXFrbfeqvr6ev3ud7/TrFmz9NOf/lQvvviiVqxYkar5AABADknq5E0TEj35AwAAZI+UnLwJAAAwFMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAIAMiHZFdbbjrKJd0UyPAhhFWABAGjW1Nmn5juUqChdpygtTVBQu0vIdy3Wg9UCmRwOMSCosnnvuOVmW1WeZOXNmqmYDgLxSe6hWi+oWqeF4gxzXkSQ5rqOG4w1aWLdQWw5vyfCEwOh5k73DTTfdpHfeeefiA3iTfggAGHOaWptU/edquXLV7XT3ue3C5dV/Wq3ZJbNVUVaRiREBI5KuAq/XqylTpqRiFgDIWxsPbpTH9vSLikt5bI82NW8iLJDTkj7H4sSJEyotLdU111yjFStWqLW1dcj1Y7GYIpFInwUAxpJoV1S7ju0aMiqknj0X9Z/Wc0InclpSYTFv3jy99tprevvtt1VbW6tTp05p4cKFam9vH/Q+4XBYwWCwdwmFQqMeGgBySSQW6T2nYjiO6ygS4x9gyF2W67ruSO/8zTffaPr06dq4caMef/zxAdeJxWKKxWK9lyORiEKhkNra2hQIBEb61ACQM6JdURWFixKKC9uy1bGuQ/4CfxomAxIXiUQUDAaHff0e1dtNr7zySl1//fU6efLkoOv4fD4FAoE+CwCMJf4CvypnVMprD31am9f2atnMZUQFctqowqKjo0OfffaZpk6damoeAMhLa+evVdyJD7lO3Imr5vaaNE0EpEZSYfHMM8+osbFRf//73/XBBx9o2bJl8ng8evjhh1M1HwDkhQVlC7R56WZZsvrtufDaXlmytHnpZt4RgpyX1NtN//nPf+rhhx/Wf/7zH02aNEkLFixQc3OzJk2alKr5ACBvVJVXaXbJbG1q3qT6T+vluI5sy1bljErV3F5DVCAvjOrkzZFI9OQPAMhn0a6oIrGIAr4A51QgJyT6+s3HZgJABvgL/AQF8hJfQgYAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjRhUWGzZskGVZWrNmjaFxAABALhtxWBw6dEgvv/yy5syZY3IeAACQw0YUFh0dHVqxYoVeeeUVjR8/3vRMAAAgR40oLKqrq7V06VItXrx42HVjsZgikUifBQAA5CdvsnfYvn27PvroIx06dCih9cPhsH7yk58kPRgAAMg9Se2xOH36tJ5++mn99re/1bhx4xK6z7p169TW1ta7nD59ekSDAgCA7Ge5rusmuvLOnTu1bNkyeTye3uvi8bgsy5Jt24rFYn1uG0gkElEwGFRbW5sCgcDIJwcAAGmT6Ot3UodC7r77bh09erTPdatWrdLMmTP17LPPDhsVAAAgvyUVFsXFxZo1a1af66644gpNnDix3/UAAGDs4ZM3AQCAMUm/K+Ry+/btMzAGAADIB+yxAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxhAWAADAGMICAAAYQ1gAAABjCAsAAGAMYQEAAIwhLAAAgDGEBQAAMIawAAAAxiQVFrW1tZozZ44CgYACgYDmz5+v3bt3p2o2AACQY5IKi2nTpmnDhg06cuSIDh8+rLvuukuVlZX65JNPUjUfAADIIZbruu5oHmDChAn6+c9/rscffzyh9SORiILBoNra2hQIBEbz1AAAIE0Sff32jvQJ4vG4/vCHP6izs1Pz588fdL1YLKZYLNZnMAAAkJ+SPnnz6NGjKioqks/nU1VVlerr63XjjTcOun44HFYwGOxdQqHQqAYGAADZK+lDIefPn1dra6va2tr0xhtv6NVXX1VjY+OgcTHQHotQKMShEAAAckiih0JGfY7F4sWLde211+rll182OhgAAMgeib5+j/pzLBzH6bNHAgAAjF1Jnby5bt06LVmyRGVlZWpvb9e2bdu0b98+7dmzJ1XzAQCAHJJUWJw7d04/+tGP9OWXXyoYDGrOnDnas2eP7rnnnlTNBwAAckhSYfHrX/86VXMAAIA8wHeFAAAAYwgLAABgDGEBAACMISwAAIAxhAUAADCGsAAAAMYQFgAAwBjCAgAAGENYAAAAYwgLAABgDGEBAACMISwAAIAxhAUAADCGsAAAAMYQFmNQNCqdPdvzK4bGtgKA5BAWY0hTk7R8uVRUJE2Z0vPr8uXSgQOZniz7sK0AYGQIizGitlZatEhqaJAcp+c6x+m5vHChtGVLZufLJmwrpAN7w5CvCIsxoKlJqq6WXFfq7u57W3d3z/WrV/OvcYlthdRjbxjynTfTAxhz/PjFVwLL6vvrQNcNdVuy66frsUbyPJall/6PpStsW11xS64sObLlyuqzeDyWNm2SKio0pm3cKHk8/aPiUh6P2FYYkdrannD1ePrvDdu5U9q8WaqqyuiIwKhZruu66XzCSCSiYDCotrY2BQIBcw88dar01VfmHm8McmTJsi1Ztt0bJbr05+EuJ7PuaO470nVtu+dvdNsecOl2bW3fYatbHjmyh1k8+vEaWwWFAz/WcM+VFet4PBeXyy8Pttjs5ByppqaeQ2xD/Y1rWdL+/UQrRi4alSIRKRCQ/H6zj53o63f+7LGYMOHivmqp/68DXTfa20zePwvYciXHvfhPqTHGK+mRZO7wYmrmyHpDRUcicZKt9/d6+y6XXzfKdTa+4JXHY7E3DCnR1NSzx3XXrp6/wm1bqqyU/uu/0v/7KX/2WOQLk2Hjuor+X1eTS1zJdfoc/LDV/7LHcnXyhCv/uG/j4tvH6PPzcJdTta6J53GcIZfzMUf/+385st14AvsrHK1dE1eBPfRj9i7xeGbWG2zdeLzvcul1SJm4bMXlUbe8fZbLr7t2hle212zYJLWO1ysVFPT/dbCfE7mdvV0pc+khtkvD1evt+SNt6hDb2NtjkS8GOndiFPz/Q1r8QM8x3KH+peT19tSt/1ojT5uTCiV93pz4tirYlLbR0mug8EhkGen9TN3fxGN0d/ddErluoHUG+fea59soLVTX0P8PjqXg/2um2fbowsT07cnc58JSWNj/Z48no5t1uBPOpZ4TzmfPTt+eC8JiDFi7tufEsKHE41JNTVrGyWpsK108B6OgINOT5K4LgfNtaEQ74pr+3W7Z7sX9Eh7F++y3uHC50OrWu3u65fOMImxGss6F67q6Ll7u6rp4+fKfh7puoMOpjiPFYj1LPrGswaNjqCAZ7rYE1zv4iwI9YBXq/7kF6lKBzqtQXSrQYZWrS4WS0n+IjbAYAxYs6NkVtnr10LvKOK7LtoIhl8WZv1ha8EDie8N896RnzJRxnMRjJBduv7CcP99/b5Tr9lx//nxGNvX/HOT6qTqjrzRVUs9/Sn19z4mdpk/oHAhhMUZUVfXsCtu0qec32KUn99TU8EJ5KbYVUmFM7Q2z7Z5/VRcWZnoS8y7s1Tl/vn90mPg5ifvEOrv0301dKtR59eyv6FkKdV4x+fqM7Tg97xZJR1hw8uYYlMq3I+UbthVM2rJl+L1hfI4FEhWN9nzAWiJv5LNtqaNjdH+PJfr6zWm6Y5DfL02ezAtlIthWMKmqqudzKiorL75J4sLesP37iQokx+/v+b3jHebYg9crLVuWvr/H2GMBDCHaFVUkFlHAF5C/gLqAOewNgwnp/OA19lgAo9DU2qTlO5arKFykKS9MUVG4SMt3LNeBVr7QAWawNwwmXDjh3LL677nwenuuT/cJ54QFcJnaQ7VaVLdIDccb5Lg9By8d11HD8QYtrFuoLYf5elMA2SPbDrFxKAS4RFNrkxbVLZKrwf9YWLK0f9V+VZTx9hAA2SUbviuEPRbAJTYe3CiPPfQn6XlsjzY15+vHbgLIZdlwiI2wAL4V7Ypq17Fd6naG+AQjSd1Ot+o/rVe0K5qmyQAgdxAWwLcisUjvORXDcVxHkVgkxRMBQO4hLIBvBXwB2VZifyRsy1bAxzlCAHA5wgL4lr/Ar8oZlfLaQ3/ajNf2atnMZXyuBQAMgLAALrF2/lrFnfiQ68SduGpuz4cvdAAA8wgL4BILyhZo89LNsmT123Phtb2yZGnz0s281RQABkFYAJepKq/S/lX7VTmjsvecC9uyVTmjUvtX7VdVOV/oAACD4WvTgQFUlFWooqyC7woBgCQltcciHA7r1ltvVXFxsUpKSvTAAw/o2LFjqZoNyDh/gV+TiyYTFQCQoKTCorGxUdXV1WpubtbevXvV1dWle++9V52dnamaDwAA5JBRfVfIv/71L5WUlKixsVGLFi1K6D58VwgAALkn0dfvUZ1j0dbWJkmaMGHCoOvEYjHFYrE+gwEAgPw04neFOI6jNWvWqKKiQrNmzRp0vXA4rGAw2LuEQqGRPiUAAMhyIz4U8sQTT2j37t1qamrStGnTBl1voD0WoVCIQyEAAOSQlB4KefLJJ/XWW2/p/fffHzIqJMnn88nn843kaQAAQI5JKixc19WPf/xj1dfXa9++fbr66qtTNRcAAMhBSYVFdXW1tm3bpl27dqm4uFhfffWVJCkYDMrv533+AACMdUmdY2FZ1oDX19XV6dFHH03oMXi7KQAAuScl51iM4iMvAADAGMCXkAEAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBZjULQrqrMdZxXtimZ6FABAniEsxpCm1iYt37FcReEiTXlhiorCRVq+Y7kOtB7I9GgAgDyRdFi8//77uv/++1VaWirLsrRz584UjAXTag/ValHdIjUcb5DjOpIkx3XUcLxBC+sWasvhLRmeEACQD5IOi87OTs2dO1cvvfRSKuZBCjS1Nqn6z9Vy5arb6e5zW7fTLVeuVv9pNXsuAACj5k32DkuWLNGSJUtSMQtSZOPBjfLYnn5RcSmP7dGm5k2qKKtI42QAgHyTdFgkKxaLKRaL9V6ORCKpfkpcItoV1a5ju3oPfwym2+lW/af1inZF5S/wp2k6AEC+SfnJm+FwWMFgsHcJhUKpfkpcIhKLDBsVFziuo0iM8AMAjFzKw2LdunVqa2vrXU6fPp3qp8QlAr6AbCux/822ZSvgC6R4IgBAPkt5WPh8PgUCgT4L0sdf4FfljEp57aGPenltr5bNXMZhEADAqPA5FmPA2vlrFXfiQ64Td+Kqub0mTRMBAPJV0mHR0dGhlpYWtbS0SJJOnTqllpYWtba2mp4NhiwoW6DNSzfLktVvz4XX9sqSpc1LN/OOEADAqFmu67rJ3GHfvn268847+12/cuVKvfbaa8PePxKJKBgMqq2tjcMiaXag9YA2NW9S/af1clxHtmVr2cxlqrm9hqgAAAwp0dfvpMNitAiLzIt2RRWJRRTwBTinAgCQkERfv1P+ORbIPv4CP0EBAEgJTt4EAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwJu0fkHXhgz4jkUi6nxoAAIzQhdft4T6wO+1h0d7eLkkKhULpfmoAADBK7e3tCgaDg96e9u8KcRxHZ86cUXFxsSzLMva4kUhEoVBIp0+f5jtIhsG2ShzbKjlsr8SxrRLHtkpcKreV67pqb29XaWmpbHvwMynSvsfCtm1NmzYtZY8fCAT4jZcgtlXi2FbJYXsljm2VOLZV4lK1rYbaU3EBJ28CAABjCAsAAGBM3oSFz+fT+vXr5fP5Mj1K1mNbJY5tlRy2V+LYVoljWyUuG7ZV2k/eBAAA+Stv9lgAAIDMIywAAIAxhAUAADCGsAAAAMbkTVi89NJLuuqqqzRu3DjNmzdPH374YaZHyjrvv/++7r//fpWWlsqyLO3cuTPTI2WtcDisW2+9VcXFxSopKdEDDzygY8eOZXqsrFRbW6s5c+b0fiDP/PnztXv37kyPlRM2bNggy7K0Zs2aTI+SlZ577jlZltVnmTlzZqbHylpffPGFHnnkEU2cOFF+v1+zZ8/W4cOH0z5HXoTFjh07tHbtWq1fv14fffSR5s6dq/vuu0/nzp3L9GhZpbOzU3PnztVLL72U6VGyXmNjo6qrq9Xc3Ky9e/eqq6tL9957rzo7OzM9WtaZNm2aNmzYoCNHjujw4cO66667VFlZqU8++STTo2W1Q4cO6eWXX9acOXMyPUpWu+mmm/Tll1/2Lk1NTZkeKSt9/fXXqqioUEFBgXbv3q2//e1veuGFFzR+/Pj0D+Pmgdtuu82trq7uvRyPx93S0lI3HA5ncKrsJsmtr6/P9Bg549y5c64kt7GxMdOj5ITx48e7r776aqbHyFrt7e3udddd5+7du9e944473KeffjrTI2Wl9evXu3Pnzs30GDnh2WefdRcsWJDpMVzXdd2c32Nx/vx5HTlyRIsXL+69zrZtLV68WAcPHszgZMgnbW1tkqQJEyZkeJLsFo/HtX37dnV2dmr+/PmZHidrVVdXa+nSpX3+3sLATpw4odLSUl1zzTVasWKFWltbMz1SVnrzzTdVXl6uBx98UCUlJbr55pv1yiuvZGSWnA+Lf//734rH45o8eXKf6ydPnqyvvvoqQ1MhnziOozVr1qiiokKzZs3K9DhZ6ejRoyoqKpLP51NVVZXq6+t14403ZnqsrLR9+3Z99NFHCofDmR4l682bN0+vvfaa3n77bdXW1urUqVNauHCh2tvbMz1a1vn8889VW1ur6667Tnv27NETTzyhp556Sq+//nraZ0n7t5sCuaa6uloff/wxx3aHMGPGDLW0tKitrU1vvPGGVq5cqcbGRuLiMqdPn9bTTz+tvXv3aty4cZkeJ+stWbKk9+c5c+Zo3rx5mj59un7/+9/r8ccfz+Bk2cdxHJWXl+v555+XJN188836+OOPtWXLFq1cuTKts+T8HovvfOc78ng8Onv2bJ/rz549qylTpmRoKuSLJ598Um+99Zbee+89TZs2LdPjZK3CwkJ973vf0y233KJwOKy5c+fqF7/4RabHyjpHjhzRuXPn9P3vf19er1der1eNjY365S9/Ka/Xq3g8nukRs9qVV16p66+/XidPnsz0KFln6tSp/UL+hhtuyMiho5wPi8LCQt1yyy169913e69zHEfvvvsux3gxYq7r6sknn1R9fb3++te/6uqrr870SDnFcRzFYrFMj5F17r77bh09elQtLS29S3l5uVasWKGWlhZ5PJ5Mj5jVOjo69Nlnn2nq1KmZHiXrVFRU9HtL/PHjxzV9+vS0z5IXh0LWrl2rlStXqry8XLfddptefPFFdXZ2atWqVZkeLat0dHT0Kf1Tp06ppaVFEyZMUFlZWQYnyz7V1dXatm2bdu3apeLi4t7zdYLBoPx+f4anyy7r1q3TkiVLVFZWpvb2dm3btk379u3Tnj17Mj1a1ikuLu53ns4VV1yhiRMncv7OAJ555hndf//9mj59us6cOaP169fL4/Ho4YcfzvRoWaempkY/+MEP9Pzzz+uHP/yhPvzwQ23dulVbt25N/zCZfluKKb/61a/csrIyt7Cw0L3tttvc5ubmTI+Udd577z1XUr9l5cqVmR4t6wy0nSS5dXV1mR4t6zz22GPu9OnT3cLCQnfSpEnu3Xff7f7lL3/J9Fg5g7ebDu6hhx5yp06d6hYWFrrf/e533Yceesg9efJkpsfKWg0NDe6sWbNcn8/nzpw50926dWtG5uBr0wEAgDE5f44FAADIHoQFAAAwhrAAAADGEBYAAMAYwgIAABhDWAAAAGMICwAAYAxhAQAAjCEsAACAMYQFAAAwhrAAAADGEBYAAMCY/w88BtnhIYbr2wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "tahminler = []\n",
    "for borc in df['borc']:\n",
    "  tahminler.append(sinir_hucresi.risk_hesapla(borc))\n",
    "\n",
    "sinir_hucresi.grafigi_ciz(df, tahminler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 399,
   "metadata": {},
   "outputs": [],
   "source": [
    "sinir_hucresi.kaydet(\"model.txt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Başlangıç Ağırlıkları:  0.4967141530112327 -0.13826430117118466 0.6476885381006925\n",
      "İlk Tahminler:  [1.0061383899407406, 1.0880596394384192, 0.4223163314066687, -1.3495413859945589]\n",
      "Başlangıç Hatası:  25.126504889353374\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinir_huresi_2 = YapaySinirHucresi(df)\n",
    "sinir_huresi_2.grafigi_ciz()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 400,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Yükleme Başarılı\n",
      "Ağırlıklar:  0.3914753753081233 0.13330837917407962 0.7530606270177795\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinir_huresi_2.yukle(\"model.txt\")\n",
    "sinir_huresi_2.grafigi_ciz()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}