00.00-pre-processamento-dados-classificação.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importação das bibliotecas\n",
    "\n",
    "import pandas as pd                                     # Biblioteca para manipulação de dados\n",
    "import numpy as np                                      # Biblioteca para trabalhar com manipulação de numeros\n",
    "import seaborn as sns                                   # Biblioteca para visualização de gráficos\n",
    "import matplotlib                                       # Biblioteca para visualização de gráficos  \n",
    "import matplotlib.pyplot as plt                         # Biblioteca para plotar gráficos\n",
    "import plotly                                           # Biblioteca para plotar gráficos\n",
    "import plotly.express as px                             # Biblioteca para plotar gráficos\n",
    "from sklearn.preprocessing import StandardScaler        # importando a biblioteca para padronização dos valores\n",
    "from sklearn.model_selection import train_test_split    # importando a biblioteca para separação dos dados de treino e teste\n",
    "import pickle                                           # importando a biblioteca para salvar o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Versão do Matplotlib : 3.5.1\n",
      "Versão do Seaborn    : 0.11.1\n",
      "Versão do Plotly     : 5.3.1\n",
      "Versão do Pandas     : 1.2.4\n",
      "Versão do Numpy      : 1.19.5\n"
     ]
    }
   ],
   "source": [
    "# visualização das versões das bibliotecas, importante verificação pois algumas funcionalidades estão presentes nessas versões\n",
    "\n",
    "print('Versão do Matplotlib :',matplotlib.__version__)\n",
    "print('Versão do Seaborn    :',sns.__version__)\n",
    "print('Versão do Plotly     :',plotly.__version__)\n",
    "print('Versão do Pandas     :',pd.__version__)\n",
    "print('Versão do Numpy      :',np.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Carregamento da base de dados em uma variável\n",
    "\n",
    "base_credit = pd.read_csv('./data/credit_data.csv')\n",
    "# 'credit_data.csv' é um arquivo com alguns dados que possui informações sobre empréstimos (se o cliente pagará ou não pagará o empréstimo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>66155.925095</td>\n",
       "      <td>59.017015</td>\n",
       "      <td>8106.532131</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>34415.153966</td>\n",
       "      <td>48.117153</td>\n",
       "      <td>6564.745018</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>57317.170063</td>\n",
       "      <td>63.108049</td>\n",
       "      <td>8020.953296</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>42709.534201</td>\n",
       "      <td>45.751972</td>\n",
       "      <td>6103.642260</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>66952.688845</td>\n",
       "      <td>18.584336</td>\n",
       "      <td>8770.099235</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   i#clientid        income        age         loan  c#default\n",
       "0           1  66155.925095  59.017015  8106.532131          0\n",
       "1           2  34415.153966  48.117153  6564.745018          0\n",
       "2           3  57317.170063  63.108049  8020.953296          0\n",
       "3           4  42709.534201  45.751972  6103.642260          0\n",
       "4           5  66952.688845  18.584336  8770.099235          1"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos primeiros registros da base de dados\n",
    "\n",
    "base_credit.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dicionario das variáveis\n",
    "\n",
    "# i#clientid    - id do cliente                             / variavel categorica e nominal \n",
    "# income        - renda do cliente                          / variavel numérica e continua\n",
    "# age           - idade do cliente                          / variavel numérica e continua\n",
    "# loan          - empréstimo do cliente( divida )           / variavel numérica e continua"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>1997.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1000.500000</td>\n",
       "      <td>45331.600018</td>\n",
       "      <td>40.807559</td>\n",
       "      <td>4444.369695</td>\n",
       "      <td>0.141500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>577.494589</td>\n",
       "      <td>14326.327119</td>\n",
       "      <td>13.624469</td>\n",
       "      <td>3045.410024</td>\n",
       "      <td>0.348624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>20014.489470</td>\n",
       "      <td>-52.423280</td>\n",
       "      <td>1.377630</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>500.750000</td>\n",
       "      <td>32796.459717</td>\n",
       "      <td>28.990415</td>\n",
       "      <td>1939.708847</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1000.500000</td>\n",
       "      <td>45789.117313</td>\n",
       "      <td>41.317159</td>\n",
       "      <td>3974.719419</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1500.250000</td>\n",
       "      <td>57791.281668</td>\n",
       "      <td>52.587040</td>\n",
       "      <td>6432.410625</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2000.000000</td>\n",
       "      <td>69995.685578</td>\n",
       "      <td>63.971796</td>\n",
       "      <td>13766.051239</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        i#clientid        income          age          loan    c#default\n",
       "count  2000.000000   2000.000000  1997.000000   2000.000000  2000.000000\n",
       "mean   1000.500000  45331.600018    40.807559   4444.369695     0.141500\n",
       "std     577.494589  14326.327119    13.624469   3045.410024     0.348624\n",
       "min       1.000000  20014.489470   -52.423280      1.377630     0.000000\n",
       "25%     500.750000  32796.459717    28.990415   1939.708847     0.000000\n",
       "50%    1000.500000  45789.117313    41.317159   3974.719419     0.000000\n",
       "75%    1500.250000  57791.281668    52.587040   6432.410625     0.000000\n",
       "max    2000.000000  69995.685578    63.971796  13766.051239     1.000000"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização de estatísticas da base de dados\n",
    "\n",
    "#base_credit.describe(include='all')                                 # incluindo todas as variáveis\n",
    "base_credit.describe()                                               # apenas as variáveis numéricas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>423</td>\n",
       "      <td>69995.685578</td>\n",
       "      <td>52.719673</td>\n",
       "      <td>2084.370861</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     i#clientid        income        age         loan  c#default\n",
       "422         423  69995.685578  52.719673  2084.370861          0"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização do cliente que tem a maior renda\n",
    "\n",
    "base_credit[base_credit.income == base_credit.income.max()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>866</td>\n",
       "      <td>28072.604355</td>\n",
       "      <td>54.142548</td>\n",
       "      <td>1.37763</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     i#clientid        income        age     loan  c#default\n",
       "865         866  28072.604355  54.142548  1.37763          0"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização do cliente que tem a menor divida\n",
    "\n",
    "base_credit[base_credit.loan == base_credit.loan.min()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantidade por classe :\n",
      " 0    1717\n",
      "1     283\n",
      "Name: c#default, dtype: int64\n",
      "\n",
      "Quantidade por classe(%) :\n",
      " 0    0.8585\n",
      "1    0.1415\n",
      "Name: c#default, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# visualização das classes do atributo default em percentual\n",
    "\n",
    "print('Quantidade por classe :\\n', base_credit['c#default'].value_counts())\n",
    "print('\\nQuantidade por classe(%) :\\n',base_credit['c#default'].value_counts(normalize=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização das classes do atributo default graficamente\n",
    "\n",
    "sns.countplot(x='c#default', data=base_credit);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica das idades dos clientes\n",
    "\n",
    "plt.hist(base_credit.age, bins=20, color='blue', edgecolor='black', linewidth=1.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica das rendas dos clientes\n",
    "\n",
    "plt.hist(base_credit.income, bins=20, color='blue', edgecolor='black', linewidth=1.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica das dividas dos clientes\n",
    "\n",
    "plt.hist(base_credit.loan, bins=20, color='blue', edgecolor='black', linewidth=1.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "dimensions": [
          {
           "axis": {
            "matches": true
           },
           "label": "age",
           "values": [
            59.0170150669292,
            48.11715310486029,
            63.10804949188599,
            45.7519723521546,
            18.5843359269202,
            57.4716071025468,
            26.809132419060894,
            32.8975483207032,
            55.4968525394797,
            39.7763780555688,
            25.679575353860898,
            60.4719358547591,
            26.3550438545644,
            61.576775823254096,
            39.2015528911725,
            -28.218361321371003,
            39.5745303500444,
            60.84831793932239,
            61.6905707078986,
            26.076093018055,
            31.761354170739697,
            -52.4232799196616,
            48.5769745339639,
            51.9706241027452,
            48.84092176985,
            27.031741308979697,
            -36.4969755136408,
            55.83992184512321,
            null,
            54.51094756368551,
            null,
            null,
            38.1319074640051,
            38.6615042379126,
            36.672020919621,
            20.666778734419506,
            58.185017302632296,
            50.2250059167854,
            18.840525757987105,
            32.6760442531668,
            32.8966930676252,
            62.641302851960106,
            49.0404332359321,
            25.252330708783106,
            47.3218990601599,
            18.1300383633934,
            47.25073103467,
            50.088671288918704,
            57.9287192984484,
            46.308240193408,
            35.7086517671123,
            29.2460566032678,
            54.9592871875502,
            47.7150637004524,
            49.3663711971603,
            50.09815906733271,
            23.4436241723597,
            31.9685264034197,
            20.8376339208335,
            36.847800681833206,
            53.7450604746118,
            47.94412170024589,
            62.0238024718128,
            34.4748710067943,
            25.1075240480714,
            41.5271887867711,
            60.541077433619606,
            22.242097743786896,
            21.598676353693,
            49.56597727723421,
            52.3838734384626,
            21.2164916703478,
            33.1831062319688,
            44.825715307612,
            28.6063759573735,
            51.0129371876828,
            60.28875682642679,
            56.851330957375495,
            61.22928542876621,
            50.07492427434771,
            43.8309230962768,
            53.839520003646605,
            43.0279434239492,
            24.038265345152503,
            33.656441235914805,
            19.7773858457804,
            25.5850369762629,
            19.2124481862411,
            27.561712404713003,
            25.063367417547894,
            61.440913001541006,
            59.3338370760903,
            56.49441040540111,
            63.3794076466002,
            55.3661880465224,
            28.839542468544103,
            63.16991394385701,
            63.735710240900495,
            20.240621272008894,
            24.1794703230262,
            36.6515586250462,
            47.9763081613928,
            49.9226037161425,
            25.7084823274054,
            45.6552049978636,
            44.2948713297956,
            29.9100334881805,
            34.7392676644959,
            44.3150380225852,
            35.5140173663385,
            19.5157164894044,
            53.0476547656581,
            20.9912433563732,
            29.2350565218367,
            38.6606185785495,
            47.4687409927137,
            59.6751149813645,
            26.585778484121,
            38.5877833911218,
            29.9045216715895,
            35.341948841698496,
            23.8219211781397,
            29.325901472941,
            21.375033318065103,
            18.477425018791106,
            22.5358841912821,
            22.8269377253018,
            59.5229867356829,
            53.410862499848,
            46.7538959244266,
            45.0769692314789,
            24.3771287729032,
            29.4230185477063,
            53.3095358414575,
            32.4756210590713,
            48.3449929575436,
            53.582279865164296,
            24.7831077934243,
            38.1160166831687,
            21.2076896023937,
            22.569568357430395,
            37.3097529392689,
            26.1922096619383,
            50.2377849854529,
            39.048409874551,
            26.101500419899804,
            58.8569274861366,
            49.1538267019205,
            60.525006453506606,
            40.8329182346351,
            57.756243164651096,
            44.0485165128484,
            51.1677144751884,
            29.1121819927357,
            32.4718877156265,
            46.154191521462096,
            55.2345850714482,
            27.9096519639716,
            47.1057667518035,
            41.4163357610814,
            58.3484551762231,
            31.081884507089896,
            60.5296831950545,
            33.1156532461755,
            27.873486188706003,
            43.8394727888517,
            29.297398745548,
            21.1087735658512,
            42.8286152952351,
            28.9702452290803,
            53.898080206010505,
            60.4021064555272,
            49.3904022299685,
            50.5067522143945,
            43.725447806064,
            63.37623301194979,
            57.5810503219254,
            33.0152727491222,
            23.611053848173498,
            19.6300378022715,
            26.723162444774104,
            44.9388158493675,
            51.460875617805904,
            60.5169084747322,
            20.5836314358748,
            26.042092686519,
            54.0104153105058,
            56.72462562192229,
            55.59654947882521,
            45.5540205067955,
            29.0720967198722,
            52.5870399242267,
            44.2215166972019,
            53.868651077617,
            44.774380587507,
            23.7774331844412,
            53.6956359203905,
            28.6532836551778,
            33.4312054850161,
            53.6699082404375,
            52.42442217422651,
            26.2068803249858,
            37.2764920084737,
            62.44209669111301,
            28.4456774769351,
            37.9454801897518,
            61.5248488285579,
            46.6789695257321,
            48.6236102138646,
            42.0493419757113,
            42.7752558849752,
            56.151418384630205,
            31.9281536792405,
            25.4631600710563,
            37.0277528418228,
            53.40508336713541,
            20.1618777224794,
            50.979134705849,
            61.260144198779,
            36.2151896632276,
            60.93758158152921,
            55.1925993468612,
            41.2619462260045,
            50.9284318452701,
            41.3531710146926,
            27.3018002295867,
            31.9096907987259,
            48.07852007215839,
            20.2281011762097,
            22.9182122629136,
            52.3005040958524,
            47.2954547600821,
            48.9632109752856,
            25.5143896490335,
            58.6383316046558,
            22.4861360387877,
            54.964873311575495,
            45.424993005115496,
            57.9306961889379,
            63.4214554904029,
            53.5338888033293,
            27.8029975118116,
            40.4461679388769,
            18.396969827823305,
            21.8976978017017,
            37.399069886189,
            50.4129322776571,
            44.7227962231264,
            26.310194327030302,
            60.6666585183702,
            24.7795283021405,
            58.4878998775966,
            51.29419703828171,
            39.7397662643343,
            45.01979642966759,
            53.6151803117245,
            43.5143038420938,
            55.2220663037151,
            29.9207484745421,
            36.6687041711994,
            60.104818883352,
            57.3796501425095,
            54.53017240064221,
            29.421412573196,
            47.0052601420321,
            62.02213807310911,
            53.082214448601,
            52.339376373216496,
            39.0091894618236,
            55.547629611100994,
            40.8445077631623,
            25.1596109354869,
            50.108486676123,
            23.2381696002558,
            56.6005673469044,
            25.6021726368926,
            45.1232806812041,
            19.8196311858483,
            30.4140330967493,
            49.0278497678228,
            57.6437090644613,
            33.2456503002904,
            55.5872108615004,
            61.9842032282613,
            40.4054552190937,
            50.0046984688379,
            41.9700667927973,
            46.4470364344306,
            48.120799149386606,
            45.1209932160564,
            40.8056031088345,
            43.5972086614929,
            53.362340441439294,
            37.778664294630296,
            19.7161760875024,
            22.6446692147292,
            47.704288747627295,
            21.4955053329468,
            51.69305562227961,
            21.0219965986907,
            55.171019956003896,
            32.553030352108195,
            57.9016834627837,
            55.3668996649794,
            50.3134648902342,
            27.080390626099,
            21.1448488398455,
            33.006359541323,
            20.3008601283655,
            62.0016749538481,
            53.576940739993,
            51.932268046774,
            37.2856837031431,
            47.9696752321906,
            52.4367397828028,
            54.6232338510454,
            46.5799600426108,
            25.8665337795392,
            20.0109276962467,
            58.5191334835254,
            34.2942604152486,
            21.282783722970603,
            43.1939415303059,
            61.9533737506717,
            62.04980097012589,
            30.5360198994167,
            45.519977238029206,
            33.8955782176927,
            39.415470788721,
            42.09009227762,
            20.1054587159306,
            48.9125574673526,
            49.75058566872029,
            50.2041390226223,
            26.563716534059505,
            44.8726078076288,
            62.42846685694529,
            59.4365005721338,
            58.840656749904205,
            52.4860697872937,
            54.6319151935168,
            47.191410086117706,
            27.8844150044024,
            26.6664690533653,
            56.9579610438086,
            30.2678123456426,
            52.967087706551,
            51.3580610542558,
            51.01624041982,
            19.9466844960116,
            60.7300558583811,
            52.3828332629055,
            32.4029204347171,
            18.8303362894803,
            28.155320470687,
            43.0130229773931,
            42.7513535995968,
            62.9096049447544,
            32.2862543463707,
            40.039270239416496,
            53.28803373547271,
            24.2041407017969,
            27.0641977209598,
            54.948061559815,
            52.8992132418789,
            61.8106158780865,
            22.492923848331,
            50.52642975049089,
            28.6317861331627,
            53.03869686415421,
            37.737854486797,
            55.73920069914311,
            52.8386391988024,
            55.42913449741901,
            59.245984996668994,
            29.7744096326642,
            31.596858642529696,
            56.84083063574511,
            38.98900888860229,
            35.5919052129611,
            33.4840662707575,
            56.311668782029294,
            45.7314004921354,
            56.5173067129217,
            53.550199660006896,
            29.115531621500804,
            42.307918459177,
            62.065251282881896,
            49.363881094846896,
            49.0651086377911,
            51.0198048097081,
            40.8477560305037,
            23.5107674831524,
            23.513042524457003,
            31.1392572042532,
            57.6342398361303,
            28.2175287632272,
            49.6584056043066,
            54.83645980479201,
            23.3115743244998,
            44.808841190300896,
            53.2058221558109,
            18.6630267929286,
            46.0507889031433,
            63.9249755814672,
            22.9843944823369,
            47.5405059303157,
            28.5899873124436,
            47.7617399827577,
            51.0563588943332,
            44.206686655525104,
            50.4029816468246,
            18.075335860718,
            63.0159466909245,
            30.249871416483103,
            27.0216773641296,
            37.7780147739686,
            53.7525228345767,
            36.5013708979823,
            43.9410412409343,
            40.9114946299233,
            28.1885305172764,
            52.719673210755,
            45.3058510269038,
            48.1095946743153,
            34.393706864211694,
            35.0154038900509,
            18.8429928976111,
            25.8393941298127,
            25.2598693897016,
            46.7659284593537,
            50.043820101302096,
            24.4183572856709,
            25.4163910276257,
            24.8499603327364,
            32.4554232852533,
            39.955194065813,
            44.409974959213294,
            44.9651258219965,
            56.62695133779199,
            28.8182737701572,
            60.0587776736356,
            47.0027460702695,
            57.44221935840321,
            20.1403118157759,
            47.151148673147,
            20.709892833139698,
            53.9356266343966,
            55.1507588205859,
            24.8449592967518,
            39.96390620013701,
            35.7756003877148,
            27.515368877910102,
            18.326122155413,
            30.888892731163697,
            47.839100137352894,
            52.3358155498281,
            33.2805235567503,
            26.382710393052506,
            63.800670907367,
            42.9319930765778,
            47.33139712037521,
            39.7047263034619,
            38.2274417518638,
            27.9331710166298,
            56.6321662031114,
            32.4135985886678,
            42.73457771632821,
            21.2967032683082,
            44.2378814583644,
            58.56887606671079,
            40.3611400881782,
            32.1632712800056,
            21.9063058434986,
            49.4130304073915,
            19.3715205355547,
            36.0744793792255,
            58.74748469516629,
            55.1259217481129,
            53.3427248103544,
            29.3157673976384,
            62.369888597168,
            30.6282073752955,
            18.5286279926077,
            60.7552497629076,
            20.0963994744234,
            28.758801679126897,
            55.2648774106055,
            32.5332560278475,
            28.7354316161945,
            28.625819175504105,
            46.9182215244509,
            21.274210639298,
            49.004692913033104,
            47.1836194796488,
            26.6518377717584,
            54.3089268133044,
            31.7322647487745,
            61.481522549875095,
            21.3731215777807,
            23.9513885802589,
            41.553842225112,
            40.9803287507966,
            34.6683487799019,
            42.3945969995111,
            36.563092165160896,
            47.308286137413205,
            41.8198233190924,
            61.6451227366924,
            60.5821975269355,
            36.9707166915759,
            27.3041244307533,
            27.6310877874494,
            49.7740637762472,
            55.9030230478384,
            47.1787848910317,
            33.0735146761872,
            25.5179991396144,
            57.5200941171497,
            26.766311223153,
            62.2943905089051,
            26.494169670157103,
            38.2525118570775,
            23.973829543218,
            25.618240618147,
            55.717134432867205,
            59.8524872446433,
            54.3039126144722,
            20.5874274233356,
            45.573993484024,
            54.1812955695204,
            45.8902827994898,
            51.944008814171,
            28.5319973430596,
            19.497102680616106,
            25.0643792431802,
            58.527180749457294,
            55.51892666704951,
            37.3942870064639,
            51.146827210206496,
            50.3192126206122,
            41.45419508824121,
            35.7711543226615,
            52.089202798903,
            18.4162362311035,
            38.04052822338421,
            42.8901015482843,
            27.5303214336745,
            53.54481968609621,
            25.3018771880306,
            32.1782629601657,
            58.9949772898108,
            21.874746390152698,
            56.8378381496295,
            22.3484194725752,
            42.2750075273216,
            62.319164680317,
            59.3625124734826,
            47.0350984968245,
            49.7294325656258,
            27.9384801317938,
            38.457559687551104,
            53.543408808764106,
            54.1049066702835,
            59.6337369862013,
            43.8106586406939,
            45.9289716216736,
            32.5093102375977,
            62.8294148314744,
            33.6821509548463,
            28.155084246303897,
            47.068105542101,
            58.907327611930704,
            46.43822313146671,
            34.058644853998,
            55.542362715583295,
            27.4332205634564,
            63.4005892067216,
            60.9125613430515,
            53.403433673549394,
            19.8870530799031,
            21.6623410205357,
            34.0100260181352,
            19.304691826459,
            50.3030429887585,
            20.2576053403318,
            54.8174662012607,
            27.1962682502344,
            35.6521986378357,
            48.058599114418,
            33.945671624504,
            44.3560899454169,
            56.1940032062121,
            27.465280933305603,
            57.0969364880584,
            18.6478525786661,
            36.4082663068548,
            24.3935543466359,
            41.875001901295,
            47.2234288896434,
            39.28143316879871,
            41.9411697583273,
            61.3126543858089,
            51.1412676903419,
            32.2450079689734,
            62.1307554603554,
            62.9481293545105,
            53.6743410034105,
            31.7648890004493,
            23.986563928891,
            22.2630956131034,
            37.5427567730658,
            55.3610418764874,
            57.5421556280926,
            49.31063445238401,
            42.765559321735104,
            41.0849091280252,
            46.59851354220879,
            38.6837404002436,
            41.994010291062295,
            40.3030153843574,
            63.5151151381433,
            49.5150355361402,
            38.491628350224296,
            22.5428407723084,
            48.9172136238776,
            54.44842475513,
            34.4429727895185,
            23.076034987811,
            33.8505223579705,
            50.4237628807314,
            21.721358859445896,
            36.350075381808,
            53.9306910806336,
            55.8490920122713,
            49.3399269720539,
            30.9835570501164,
            32.5968318535015,
            19.3291078913026,
            53.63820349238811,
            50.8955430407077,
            62.6893636430614,
            51.647062854841394,
            47.2466262932867,
            25.529610356316,
            42.6711944923736,
            23.0814173929393,
            26.6271984525956,
            27.1315302061848,
            23.9729682495818,
            35.7160736531951,
            53.4286878337152,
            44.1091034938581,
            31.696455666329697,
            55.2125356951728,
            21.420160175766803,
            58.0816884133965,
            44.453362821601296,
            57.21959191840139,
            55.158467172645,
            62.2016585152596,
            60.5445980723016,
            42.404940330889104,
            23.181443628389395,
            53.3677544631064,
            48.9774480354972,
            35.0865972880274,
            26.3497418938205,
            52.5336985392496,
            48.6514598648064,
            51.38821886247021,
            38.92128903651611,
            27.8079414837994,
            41.7177590057254,
            29.421142429579,
            38.8767124265432,
            34.5964918844402,
            24.686733096838,
            44.6286484147422,
            33.929424236528604,
            48.3197407145053,
            28.818521979264897,
            62.770110633689896,
            63.6253054803237,
            41.4688852438703,
            43.88730905111879,
            43.905429022852296,
            51.4895268101245,
            41.8526130542159,
            59.4719182071276,
            57.705559293273794,
            53.37901060422879,
            61.388971141073895,
            36.9204115439206,
            21.2391576226801,
            22.9836358460598,
            25.925025629345303,
            18.3097456344403,
            34.2207668605261,
            42.624393875245,
            61.3719132794067,
            30.651823387481297,
            26.5513867693953,
            43.5236232024617,
            33.8001351165585,
            42.3772462992929,
            63.312275260221206,
            24.264855359215304,
            45.886541584041005,
            40.8733375482261,
            27.3703380203806,
            43.956171318423,
            29.7081892956048,
            35.2983984411694,
            24.3516025198624,
            46.5357845406979,
            54.6203531795181,
            35.8306517112069,
            48.1859072847292,
            59.00376830482861,
            53.4446602477692,
            56.9954393552616,
            57.278290571644895,
            37.217654004693,
            40.296722322236704,
            59.6770221912302,
            32.3617921588011,
            25.3025307892822,
            41.8136523533612,
            46.3294121143408,
            59.1448074136861,
            25.5482243257575,
            45.6444349931553,
            40.5488618090749,
            42.0974981090985,
            26.561012302525302,
            44.41273214202371,
            56.0316035267897,
            32.3916598488577,
            55.5812039119191,
            25.5955243813805,
            39.7149895974435,
            48.2406478086486,
            40.2791402386501,
            25.8566775699146,
            44.4978791652247,
            41.6325453221798,
            29.0336793586612,
            47.0737268491648,
            29.2626339835115,
            22.1682629082352,
            60.6552104717121,
            44.5296706766821,
            22.300125380978,
            51.1797121162526,
            34.405086162034394,
            54.0833714376204,
            58.4260793160647,
            22.1093805856071,
            56.5669315373525,
            61.83684471016751,
            37.664198640268296,
            38.3059819466434,
            25.656281858217,
            30.7523156455718,
            43.20724464952949,
            47.7751709497534,
            45.4156241421588,
            31.125332410913,
            34.5148812653497,
            40.388842944987104,
            54.940118664875605,
            53.1073599536903,
            44.3926223418675,
            53.7002732376568,
            49.7139043789357,
            60.27638934040439,
            42.3012538384646,
            47.4181083911099,
            60.5793527024798,
            33.804503521882,
            49.674219635780894,
            35.0941635370255,
            52.6406244202517,
            22.344923628028496,
            39.0386727838777,
            34.7009895360097,
            31.6031620721333,
            41.2409060192294,
            19.9594523082487,
            25.3291227403097,
            40.5675955507904,
            29.636369307525506,
            59.486848228611095,
            30.2809275542386,
            45.8294265209697,
            59.6917192977853,
            32.2145080873743,
            56.4096822156571,
            51.9397291215137,
            25.9064452042803,
            40.7743055843748,
            32.4735058033839,
            53.2281321543269,
            46.4791532470845,
            47.1273699835874,
            35.8507148684002,
            36.0585051872768,
            59.70451917639,
            53.19827894447371,
            41.9440537178889,
            49.5572698125616,
            44.557108595036,
            60.5802186657675,
            58.79376695957029,
            28.948204752989103,
            30.676849837880603,
            57.5763008045033,
            55.8568540653214,
            31.000768078491102,
            45.038576235994704,
            20.118845096323604,
            46.16901477286589,
            52.246678448747794,
            47.4213283620775,
            41.2400346901268,
            33.403173910453894,
            62.136373864952496,
            47.7529402710497,
            56.7655671010725,
            22.9615335506387,
            57.48695513280111,
            58.7940956773236,
            29.1899978881702,
            42.1331095667556,
            54.66582085750999,
            48.09680230356749,
            34.7233597366139,
            20.560396471526506,
            29.5495097753592,
            25.1471019247547,
            32.072008041665,
            40.1948889852501,
            54.663929305970704,
            60.1660164748318,
            57.868060216307605,
            25.976458594203,
            54.91097151488071,
            34.3504997366108,
            23.125877250917306,
            35.979010198731,
            54.3924881364219,
            59.0226465594023,
            28.733358708676,
            42.9149115667678,
            47.1495458045974,
            58.1365677523427,
            32.4746129391715,
            61.9599347501062,
            24.7884375578724,
            18.695798727683695,
            24.3714581453241,
            30.4852303182706,
            28.616509240120603,
            47.7227678541094,
            54.142548226751394,
            35.4718469656073,
            35.2682511825114,
            41.1508777858689,
            21.699699527584,
            21.8542913463898,
            53.8968184147961,
            22.7386025083251,
            53.5978628238663,
            36.3746234392747,
            45.471049905289,
            48.2885851110332,
            42.7969214715995,
            22.1462626061402,
            46.8319495972246,
            26.3031469769776,
            40.6168506052345,
            60.970944559201605,
            42.7828555498272,
            48.285030242521294,
            20.5852316911332,
            29.3008653833531,
            22.4840485332534,
            34.4796788198873,
            22.7896366892383,
            36.5523909307085,
            44.9091980499215,
            39.94416068634021,
            32.3969839904457,
            63.4878736236133,
            36.6745834872127,
            46.01234315987679,
            20.9326715869829,
            63.3739421730861,
            41.5310972742736,
            52.08290527062489,
            19.1351382303983,
            18.621307099238,
            58.9409142830409,
            27.8009201702662,
            37.7403956875205,
            33.5597739792429,
            35.7043567909859,
            25.5863821250387,
            25.853856789879497,
            19.2075996422209,
            37.6196372602135,
            25.0547269559465,
            44.44565129932021,
            55.0097213611007,
            55.1564379627816,
            48.8987582297996,
            29.36146192858,
            55.2882977472618,
            45.0321259801276,
            60.3773854388855,
            51.3064918876626,
            29.3964444613084,
            51.373417267110206,
            62.6251084581017,
            38.9527395456098,
            46.47670398280021,
            42.88355929171671,
            63.189986590296,
            20.4049915121868,
            28.1087074321695,
            54.0686636208557,
            54.2647477448918,
            18.874357114546,
            63.8850437430665,
            42.8418413973413,
            52.0858715916984,
            19.0816236077808,
            35.3614920396358,
            36.2980512883514,
            50.24148795474321,
            60.8070176681504,
            63.9307346860878,
            49.6374590154737,
            28.9600249473006,
            36.3568546553142,
            18.6712893769145,
            27.291971609462102,
            55.4090137514286,
            35.5224991776049,
            27.993409112561498,
            34.9126990740187,
            31.054548121523105,
            39.1573059842922,
            28.3068615505472,
            31.390791157260495,
            62.3285863017663,
            33.6895613595843,
            23.282966454979,
            57.2635917728767,
            50.6512996880338,
            19.2277783197351,
            61.1649569645524,
            20.8043047981337,
            55.69652934977779,
            20.9909665295854,
            23.4877088945359,
            27.5284397248179,
            54.3172402922064,
            33.0913530015387,
            43.8954665251076,
            53.495394564233706,
            43.8804593579844,
            55.3661617422476,
            32.6511982483789,
            29.350288588088,
            18.2999803973362,
            20.1268885387108,
            58.5713950437494,
            62.19707881892101,
            45.6872204705141,
            26.854012909811,
            20.039864229969695,
            26.6331468173303,
            30.3998898901045,
            35.602517284918605,
            24.707618969492604,
            22.9110705880448,
            21.603231470100603,
            24.2437830967829,
            44.0273743555881,
            58.1195471086539,
            48.3510828255676,
            45.7291535651311,
            27.2101574214175,
            51.5489227836952,
            35.538517334964105,
            39.7981913359836,
            21.402402616106,
            19.6025430983864,
            41.6018864475191,
            32.1452214065939,
            56.5100399320945,
            49.325769520830406,
            21.3804285540245,
            19.1324464869685,
            52.6268528900109,
            26.4493368398398,
            35.134836907498496,
            40.8246740507893,
            33.0311115211807,
            60.9422627035528,
            22.939635145478,
            32.812187960837,
            23.4413330657408,
            22.8642844832502,
            23.1808664123528,
            62.3589558079839,
            22.583609924186,
            45.0493739051744,
            31.5493175000884,
            29.9771178071387,
            48.3584494683892,
            51.046781289391205,
            51.029204678721705,
            24.2270476552658,
            63.384797013364704,
            53.6232994752936,
            40.368115155026295,
            49.45591010246429,
            56.6310642831959,
            42.5880697602406,
            30.999616120476304,
            25.568741328083,
            51.4329729834571,
            53.7629200383089,
            57.6864224728197,
            51.9394795414992,
            54.7213634261861,
            18.306216438300897,
            21.4227129220963,
            38.5789446192794,
            40.901724176947,
            23.5900381784886,
            52.17576008895411,
            47.6355769587681,
            30.330982693471,
            54.6567751751281,
            34.669146894011604,
            36.3117125998251,
            48.05355677986521,
            39.6313519426621,
            56.3852515849285,
            49.499960873276,
            38.24401685083279,
            54.62546357745301,
            59.9902563230135,
            51.39444844517861,
            56.9097073297016,
            49.29612193629151,
            32.8389940196648,
            60.064201827161,
            39.2296556243673,
            28.2461758642457,
            38.2803032551892,
            26.629377369768896,
            58.579258533194704,
            23.9534352584742,
            18.3938295515254,
            25.405445643235,
            42.608860772568704,
            48.6518424763344,
            58.0985400285572,
            49.19242269871761,
            25.3775038844906,
            61.0133191822097,
            19.0578916789964,
            31.013961953576697,
            50.611599714960896,
            28.5471422006376,
            38.6421196153387,
            19.6645014896058,
            18.8336203182116,
            39.8353766053915,
            43.7330526653677,
            19.7837881306186,
            24.4703706367873,
            22.364457368850697,
            33.3579469015822,
            50.0155520881526,
            21.1852940614335,
            38.9109068377875,
            34.5792021681555,
            20.6656169872731,
            39.1940755369142,
            48.3993084896356,
            46.3105889745057,
            33.359457094688004,
            34.9257164876908,
            51.5582860666327,
            59.1146443360485,
            18.9473467003554,
            32.5243454012088,
            34.645415822044,
            44.13723421283071,
            52.6403490179218,
            36.2273041848093,
            23.9998828670941,
            61.188782650511705,
            37.691731847357,
            38.82036029454321,
            34.260301864240304,
            46.9718112898991,
            35.716812186408795,
            24.4157260977663,
            54.2687055743299,
            62.9069223371334,
            40.495646783150704,
            28.0293198991567,
            53.31978979613629,
            35.918783873319605,
            40.7079118597321,
            34.2933534532785,
            62.7825701418333,
            62.232158921659,
            46.5175069789402,
            21.6304703606293,
            31.7951883119531,
            52.3746292958967,
            31.4007989270613,
            57.3202461791225,
            43.3134618895128,
            48.3220556084998,
            57.991085652262,
            19.0065262741409,
            42.1971366778016,
            34.7514377613552,
            30.132575557101497,
            52.20588011154899,
            30.9311519302428,
            42.1106091835536,
            40.0412224857137,
            53.798252495005705,
            52.9778436059132,
            22.0062600099482,
            54.55607190448789,
            57.833364835009,
            36.6181475799531,
            48.0214726761915,
            24.6534822979011,
            45.35669021774079,
            54.1529471762478,
            59.55992484558371,
            50.1174370483495,
            47.9328826097772,
            26.909398734569503,
            57.7825545510277,
            19.3611887819134,
            37.8746449518949,
            23.816679108887897,
            37.31044758204371,
            41.6010754276067,
            29.380949851125497,
            32.1142866155133,
            53.8555630729534,
            52.2326373639517,
            42.6429535117932,
            57.5066961911507,
            41.92236195551229,
            49.692794545088,
            52.8210372370668,
            38.6849202262238,
            37.802182244136894,
            52.401542617473794,
            20.6262163859792,
            44.6922360216267,
            49.4034802741371,
            36.1928164209239,
            57.5202533886768,
            36.5730408038944,
            47.893444801215104,
            56.67372097028421,
            25.971044015605003,
            38.2513631763868,
            24.9149514483288,
            32.0903953830712,
            28.990415092092,
            40.3313677939586,
            62.32723010005429,
            27.050294155255,
            54.15061886236071,
            45.8616615743376,
            57.1412841030397,
            56.0537720862776,
            52.88850155426189,
            31.8024259502999,
            45.4162291726097,
            36.339533804450205,
            62.0411404804327,
            34.4963862220757,
            33.0618317760527,
            18.8531892849132,
            19.4274257733487,
            32.270279629621704,
            49.428864156361705,
            24.0740541960113,
            54.7285039871931,
            44.2115239324048,
            47.95231119776141,
            53.856206981465206,
            33.471181642264106,
            27.346331781707697,
            46.79353807307779,
            59.798669480253,
            32.622299618087695,
            59.7523865732364,
            49.93586833216251,
            18.813098603393897,
            47.79338271869351,
            34.3825240558945,
            55.2906857491471,
            58.8616898772307,
            60.7597446986474,
            32.516422502230895,
            44.126585404854296,
            31.8068806584924,
            20.1184142031707,
            41.7040518331341,
            49.32442036643621,
            47.3888703114353,
            20.287295401562,
            34.8313612546772,
            32.1432149559259,
            36.99394877487789,
            56.2570123546757,
            28.1551284473389,
            27.9032980892807,
            20.9865613454022,
            60.3747715908103,
            34.567089017480605,
            45.1165599925444,
            35.7456523925066,
            29.6657959511504,
            27.075747632421603,
            27.441609795671,
            43.8172283153981,
            51.5822805562057,
            34.851817262359,
            33.2614089385606,
            37.8379998626187,
            35.7657792968675,
            27.147057728841897,
            20.254605967551505,
            43.8322064899839,
            53.0562619292177,
            33.6267267125659,
            59.8920270679519,
            63.2171484744176,
            60.4551652302034,
            29.3425137042068,
            60.4467903710902,
            26.9233536557294,
            61.6792429047637,
            22.656479598488698,
            52.7144841141999,
            23.3509872639552,
            38.2901748446748,
            34.6964232595637,
            30.9688468878157,
            41.0516049601138,
            55.0915878899395,
            19.613058435730604,
            59.1216496378183,
            61.73937930725511,
            37.1631140722893,
            55.6415401669219,
            54.7489202921279,
            51.1416294490919,
            23.4981649937108,
            57.83494209544729,
            22.5268648453057,
            23.7231658161618,
            20.6097641224042,
            23.2542530363426,
            47.7453528800979,
            35.0276599256322,
            61.0521709173918,
            29.7553181806579,
            31.2778618824668,
            53.762358619831495,
            27.866907121148,
            39.236582591664,
            26.7145613217726,
            19.534981993027,
            42.63495588768271,
            57.1206602877937,
            28.4618167453445,
            53.76303351297971,
            26.159438316244604,
            63.1713196481578,
            41.9223259263672,
            29.5288083860651,
            22.851220672950102,
            47.4598436788656,
            31.4930495396256,
            22.3344876104966,
            49.6160042271949,
            43.3650562143885,
            56.940966158174,
            21.9897674438544,
            19.9765913961455,
            26.928214998450105,
            37.070500629954,
            48.450839356519296,
            41.0178787028417,
            29.5509403808974,
            31.0870394702069,
            21.0858676405624,
            60.9443494593725,
            57.666153101250494,
            61.1350629273802,
            33.7045991150662,
            20.826679904013897,
            61.6142461770214,
            23.7205218081363,
            18.446023380383803,
            62.648786257486805,
            27.313371989876,
            19.2439025938511,
            63.0543971573934,
            21.2805633465759,
            45.190938007086494,
            29.2741105407476,
            45.6285682567395,
            45.544928309973294,
            41.9363810308278,
            56.167668717913294,
            47.4495290615596,
            31.5454680258408,
            35.4157032864168,
            43.1167432819493,
            42.0474876314402,
            43.7008667183109,
            55.1945837023668,
            59.0291022560559,
            63.5581642580219,
            30.0367608438246,
            45.5363250342198,
            53.111927493941,
            52.73927400819961,
            63.2386250044219,
            31.077654027845696,
            48.414803271181896,
            50.0691045392305,
            22.2880102167837,
            28.1742570637725,
            35.8519781911746,
            57.0178458099253,
            41.85424767853689,
            31.6172848115675,
            18.812804243993,
            34.511520112399,
            34.4063696628436,
            44.88061703089621,
            43.6035659527406,
            29.732926420401803,
            51.806886471808006,
            34.6052206088789,
            60.277962766587706,
            19.8465041620657,
            51.3497994663194,
            21.042197778355305,
            34.5598100377247,
            34.9966813726351,
            53.5404433552176,
            25.4830486518331,
            39.8577877297066,
            55.6376212476753,
            44.5436822762713,
            22.6563397445716,
            27.9972893036902,
            50.7146625304595,
            56.6356326374225,
            19.2896285057068,
            24.4328114953823,
            50.2829601247795,
            21.014208402019,
            41.6103968122043,
            37.2548939283006,
            53.6906332350336,
            57.08784007141371,
            53.2772130607627,
            60.2912226915359,
            54.628140348009794,
            35.6298775435425,
            63.330431796610405,
            23.3420981327072,
            59.318140267860095,
            21.210909305606,
            24.278338806238,
            55.8614724469371,
            47.7825802192092,
            49.409900434315205,
            47.984505509492,
            61.671458660159296,
            50.4185268948786,
            55.7820571959019,
            60.2551426086575,
            58.1846541729756,
            35.1387838018127,
            22.291961919982,
            19.8195440261625,
            62.8707484649494,
            61.5062966248952,
            34.4421687847935,
            26.917833163868604,
            45.4752244236879,
            55.6615202557296,
            44.1412975378335,
            62.5851672696881,
            63.07950736163179,
            43.12014146009461,
            35.5881441300735,
            59.206105916760905,
            62.72826527711,
            56.771530738566106,
            52.075268419925095,
            63.2965331692249,
            57.385184686165296,
            32.6733948793262,
            48.5161607107148,
            54.3271856321953,
            60.6873638918623,
            41.48682721192021,
            36.157751087565,
            29.545486581511803,
            58.890320238191606,
            18.2502651894465,
            54.0021256082691,
            24.597573836334,
            21.5834590201266,
            35.9191078357399,
            52.530102157965295,
            23.915705407038303,
            50.132754800841205,
            62.8858099970967,
            52.905079930555104,
            36.4609444406815,
            56.7899114075117,
            38.4789186194539,
            22.3991097807884,
            38.93593926448371,
            43.2022035038099,
            27.291530027519897,
            48.0852702674456,
            43.6187472892925,
            47.8863935419358,
            43.28767313994471,
            42.95419475203379,
            28.9432969815098,
            43.6860980782658,
            56.490556250792,
            36.2045733071864,
            33.7556324498728,
            30.142012033611497,
            21.8403608766384,
            37.47767832642421,
            63.2944037974812,
            33.5187431662343,
            51.0514509300701,
            25.54630783014,
            27.8468346674927,
            35.654033693019294,
            36.7371304794215,
            32.816768867429296,
            59.264770790003205,
            24.174516219180106,
            59.4297951455228,
            37.2917711720802,
            29.209119285922498,
            23.1489815721288,
            54.8293015290983,
            41.2806041608565,
            44.1414116015658,
            42.6630315240473,
            61.0876121469773,
            41.834137139376296,
            21.4743404272012,
            48.972523716744,
            29.3780835419893,
            63.113496308215,
            43.6411619479768,
            33.628850525710696,
            37.5065867779776,
            42.7569737927988,
            24.6631496008486,
            30.1014204891399,
            27.294051585719,
            49.1308748191223,
            62.585855379235,
            43.6283751251176,
            47.7818413753994,
            43.93942570220679,
            49.12415229901671,
            60.8484243666753,
            54.6984751406126,
            26.0328495185822,
            39.174613640178,
            21.8256042641588,
            42.0537312338129,
            21.355885541066502,
            49.840941323898704,
            33.8635710026138,
            32.0986736253835,
            28.4107764703222,
            62.2347470652312,
            18.605122473090898,
            43.372344576288,
            39.3930971822701,
            43.4194350652397,
            46.099209739361,
            53.2545798174106,
            18.713332561776,
            36.1980030969717,
            32.4015455972403,
            24.6401438564062,
            45.146788359619705,
            41.412175883539,
            19.009670652449103,
            19.0216423212551,
            44.3638080758974,
            52.1849490096793,
            23.8768151258118,
            32.3065359489992,
            31.3281223042868,
            34.7410444347188,
            38.037175831385,
            40.6219201330096,
            49.6576160262339,
            35.260340718086795,
            29.13702617678789,
            49.9117071810178,
            54.5151493181475,
            56.2984954169951,
            39.961768785025896,
            36.4170332560316,
            21.054199264384803,
            28.0218697916716,
            28.476944413036104,
            41.1717944289558,
            49.0557731799781,
            30.5151092219166,
            22.1605025473982,
            28.4226720966399,
            30.8335623210296,
            54.7025232999586,
            26.4306427794509,
            46.0273932213895,
            36.286159678362296,
            35.764108172152206,
            27.4809546503238,
            27.398472916334896,
            45.19554598908871,
            18.9570020614192,
            36.9153439118527,
            51.7472122898325,
            22.540735562797604,
            39.1758576631546,
            32.704374910332305,
            43.277520182542496,
            56.325616270303705,
            25.805651593022,
            28.379293691366897,
            19.2805354306474,
            30.1578542543575,
            39.30174824083221,
            62.6558653847314,
            31.8223280687816,
            39.9287241469137,
            38.4758883691393,
            21.0349717177451,
            54.548703772947206,
            58.612272090278594,
            25.6901291194372,
            26.7274004640058,
            31.9483236707747,
            45.78271791525189,
            23.6371360039338,
            60.9173057088628,
            24.6220297645777,
            24.5644754115492,
            51.73379038367421,
            46.7550721517764,
            23.7183924899437,
            45.697216598317006,
            36.3704711874016,
            58.3921971502714,
            50.963954247534296,
            35.8824849808589,
            59.0371277481318,
            51.528140125330495,
            30.0824641142972,
            34.5552007704973,
            34.9015168333426,
            18.229629389476,
            59.4368922766298,
            56.4190945834853,
            26.991351277101803,
            20.1755322436802,
            26.7719294563867,
            26.4244834128767,
            27.9570272588171,
            24.8086569984443,
            42.7518386649899,
            36.6096224458888,
            25.9131900230423,
            34.3344714795239,
            41.515260858461296,
            58.0628085201606,
            42.343177925795295,
            51.1457220236771,
            24.6941230664961,
            18.413736339658502,
            26.8519875449128,
            37.185845421161495,
            33.5510297357105,
            48.61068103089929,
            29.823620389681302,
            34.2960922359489,
            39.227083160542,
            18.1760434475727,
            51.912932369858,
            22.6691616862081,
            18.4508251422085,
            20.1080088275485,
            29.5248576789163,
            57.21906913165,
            18.4288676595315,
            23.974000670947103,
            41.153689483646296,
            30.076033597346395,
            43.91195050161329,
            62.43771619396279,
            32.8272838406265,
            53.4156972491182,
            19.2978535289876,
            48.1487081670202,
            27.4822348952293,
            41.2967821788043,
            19.5239827041514,
            51.6550989500247,
            25.9961206219159,
            32.893709717318394,
            38.979567678179606,
            58.7095565763302,
            61.0508843427524,
            52.961987729650005,
            61.6453948724084,
            43.912746462971,
            56.8136033872142,
            52.168664039578296,
            58.4405072429217,
            35.4146975870244,
            53.1107936897315,
            44.1555712055415,
            21.953589855227605,
            47.4324110299349,
            22.7890518046916,
            60.9394103498198,
            48.36229289136829,
            37.441050716210206,
            19.877511996775898,
            39.0771388872527,
            19.3824147786945,
            62.2749227751046,
            22.1949903434142,
            19.179906499572105,
            47.8461147677153,
            55.5069526312873,
            44.2769501931034,
            40.7064615902491,
            45.188193826470496,
            33.9493660898879,
            18.055874488782106,
            52.1840196205303,
            57.2866714606062,
            20.4952215258963,
            56.83890066668391,
            56.4301745630801,
            51.522295596078,
            27.1762848948129,
            46.99845732748511,
            52.15906047308821,
            58.932584867347,
            32.102719482034395,
            46.0562726054341,
            28.354908418376,
            25.669949863571706,
            54.6583339176141,
            45.3162111518905,
            36.6900290553458,
            60.15632703388111,
            53.26011154428121,
            26.7789781559259,
            33.6592989233322,
            19.673241277691,
            22.403576805722,
            44.3261667871848,
            23.4349054512568,
            52.4298810074106,
            50.17342698248101,
            50.065782949794105,
            49.17618969455361,
            57.9326121918857,
            58.363808711525095,
            40.2325591379777,
            19.372464833315497,
            37.9000043827109,
            37.459188552573295,
            41.9621296385303,
            25.0234321518801,
            47.19519398175179,
            23.456651375163304,
            53.3503221618012,
            50.6494070976041,
            27.3684103004634,
            33.8957485635765,
            30.230243618600102,
            27.471521140541896,
            51.1302135973237,
            47.6798677346669,
            28.797041818499604,
            21.4095960748382,
            29.9109835587442,
            23.47849796433,
            48.86906317761171,
            38.40550486650321,
            58.6236949465238,
            22.0975798517466,
            32.3002068898641,
            34.3790548262186,
            19.617209166754,
            61.7265654839575,
            27.838848117739,
            35.9414662765339,
            55.127708339598,
            19.084409590344897,
            57.6264127613977,
            62.2650460018776,
            37.8717561941594,
            56.3502777488902,
            36.4777576490305,
            18.055188510566897,
            56.6535365092568,
            27.828579597175104,
            30.749477461446094,
            46.0343616371974,
            36.70069066202271,
            41.9360565221868,
            40.5589190921746,
            26.6529626757838,
            34.2069418113679,
            34.4308087760583,
            49.9913307242095,
            41.75835441658271,
            55.1760833254084,
            19.5034356811084,
            59.7626620447263,
            35.5975403040648,
            57.6274173790589,
            24.597318194340897,
            63.2516524642706,
            56.7387455981225,
            32.5319016040303,
            30.5573441837914,
            54.6462766956538,
            60.248191382736,
            36.327199691440896,
            42.8456656918861,
            63.4341880124994,
            22.8258572579361,
            55.81275256024671,
            28.8766067125835,
            62.7794266203418,
            46.5050383456983,
            43.06626362213861,
            50.0954817184247,
            62.2207088721916,
            19.8994022835977,
            61.5984211568721,
            18.7455757549033,
            61.1675705555826,
            29.8748918231577,
            58.00352913793179,
            31.792708855588003,
            54.7452039136551,
            31.5268535530195,
            53.411577749066105,
            34.1997820041142,
            41.3046374535188,
            44.7433101194911,
            49.0379870776087,
            43.3228068151511,
            55.05304128862921,
            51.7988581843674,
            61.84653541492301,
            23.4309808127582,
            34.795262857340305,
            63.640651529189206,
            21.127010439522603,
            57.9731614631601,
            35.8244426706806,
            61.8922501667403,
            48.7978129191324,
            20.3216455606744,
            36.827119524125,
            25.2988648773171,
            46.473081822041394,
            50.07041653990751,
            41.571390764322096,
            43.91861469391729,
            45.5832650125958,
            35.1091779656708,
            59.7079242304899,
            27.9200100218877,
            39.0781830362976,
            40.6872983798385,
            35.9713375223801,
            62.1212498066016,
            27.3626951933838,
            44.9191522900946,
            45.5444554327987,
            37.5969303091988,
            54.700845524203,
            19.487914884463,
            28.5721331895329,
            60.8050912762992,
            63.8639845149592,
            31.6079666293226,
            61.3012934881262,
            25.8950840602629,
            36.7296103164554,
            32.718134177383,
            30.544511467684103,
            55.048935229890006,
            42.5163445896469,
            22.926914404612003,
            57.8824586365372,
            30.763360913377294,
            30.5854479665868,
            46.45279703848061,
            63.8871408342384,
            58.0165700819343,
            45.8798310379498,
            59.506367242895095,
            29.0203788527288,
            23.788303747307506,
            18.746455994900305,
            43.0559086166322,
            40.7735017831437,
            26.9590053195134,
            33.0920195085928,
            45.883906444069005,
            33.932393310125896,
            25.212564835790506,
            50.2212005364709,
            27.4044806477614,
            22.223386954050497,
            42.3725129328668,
            62.1931477542967,
            50.78811185201629,
            59.9558734656312,
            18.5080935861915,
            41.5761699704453,
            29.417216334492,
            62.840849126223496,
            24.1914257979952,
            60.1881995359436,
            52.0275973733515,
            54.224563381169006,
            28.0602953033522,
            37.9053184995428,
            25.684226048179003,
            26.94071725104,
            24.314280502498104,
            45.859827140346205,
            48.8180328309536,
            39.6707891300321,
            61.6792393168435,
            63.2186164692976,
            52.15536584705111,
            36.425610730890206,
            23.3653235542588,
            20.6223270054907,
            43.041728856042006,
            39.4359148116782,
            53.9390205498785,
            33.6877787308767,
            56.889189159963294,
            46.5478702839464,
            39.6432714527473,
            52.05179370753471,
            62.202313144691296,
            21.3656869572587,
            43.6701637604274,
            61.1583992317319,
            41.0034003201872,
            55.8271972807124,
            24.9919104841538,
            59.2044248851016,
            44.3864208948798,
            27.4762682910077,
            36.9184383805841,
            41.771231430117,
            32.1715747234412,
            28.241796202492,
            35.7616833699867,
            54.8654459267855,
            56.6414742642082,
            58.10209089145061,
            59.8584348168224,
            52.390862160828,
            52.2415141249076,
            27.217440214008104,
            33.306685289368,
            45.157120659481706,
            60.2613593284041,
            56.0323648834601,
            24.9290873506106,
            36.2786843804643,
            19.9825388290919,
            41.2224626955576,
            32.3261754103005,
            38.09981235023589,
            51.89382022572679,
            59.91764355450871,
            28.845958323217896,
            28.4463765965775,
            36.0016917237081,
            55.5330095859244,
            18.6590213244781,
            44.7719354680739,
            45.5427551227622,
            24.187499135267,
            41.0729347174056,
            27.1292334017344,
            51.077324590180105,
            36.9842769200914,
            33.0994235407561,
            43.7188643151894,
            60.7262946041301,
            40.1050568986684,
            41.3171591130085,
            18.701733683235897,
            42.9807849037461,
            61.304800246376494,
            48.5166189149022,
            52.314565026667005,
            28.5496045635082,
            56.3554266071878,
            57.40525788953529,
            37.165156937670005,
            40.74341282015671,
            23.694589723832895,
            28.198256640695,
            39.230477804318106,
            34.915516287554105,
            38.6710497550666,
            51.757359795738,
            43.20699110673739,
            47.69451985834171,
            30.3081837417558,
            54.9693128112704,
            47.466485101264,
            31.344047871884,
            54.2359153465368,
            47.6044022589922,
            31.1926267999224,
            40.5189625560306,
            48.14840359007941,
            52.5807728450745,
            43.9994611074217,
            45.9931990671903,
            33.3271440174431,
            60.8869659984484,
            39.142225323710605,
            38.6222593844868,
            20.542408631648897,
            24.2706115185283,
            25.252609259914603,
            34.1016539284028,
            45.53938521957021,
            23.250084119383203,
            26.8219283991493,
            37.7516222363338,
            48.5181794138625,
            23.162104470655304,
            28.0171668957919,
            63.971795841120205,
            56.1526170284487
           ]
          },
          {
           "axis": {
            "matches": true
           },
           "label": "income",
           "values": [
            66155.9250950813,
            34415.1539658196,
            57317.1700630337,
            42709.534200839706,
            66952.68884534019,
            24904.0641402826,
            48430.3596126847,
            24500.1419843175,
            40654.8925372772,
            25075.872770976297,
            64131.4153722487,
            59436.8471228518,
            61050.3460792825,
            27267.9954580963,
            63061.9601742364,
            50501.7266888171,
            43548.6547113396,
            43378.1751943752,
            20542.365072760706,
            58887.3575488105,
            23000.7840017788,
            32197.6207010448,
            23329.3194137514,
            27845.8008938469,
            65301.9840293564,
            47451.6301229596,
            63287.038907874405,
            45727.4598698132,
            59417.805406265,
            58842.8913080133,
            48528.8527957164,
            23526.3025551103,
            67252.9006074183,
            58886.8512935005,
            57584.9737902172,
            26289.9723066948,
            25952.3814707063,
            32464.091880247,
            60921.0631041788,
            26578.5366925411,
            66260.1215578616,
            58787.455239798895,
            62545.7087112591,
            24381.9534475915,
            67852.1058685146,
            41725.6128555164,
            41896.9715991989,
            44379.7296541743,
            28416.899375151803,
            68427.163111046,
            35975.7949295454,
            57596.3540980592,
            29681.8830934353,
            51656.938674859695,
            24912.8426820971,
            47761.8240681477,
            22248.1792024337,
            29724.4768752716,
            52143.8236744143,
            56577.7228609659,
            37660.770716611296,
            37403.7953955121,
            31652.6937345043,
            32727.7007326484,
            69078.6048118025,
            40622.1948727034,
            37521.0171728395,
            30735.808499157403,
            24857.6948815025,
            33180.2015937865,
            66628.2600886188,
            38564.932129811496,
            33704.5084964484,
            57018.4848317876,
            40526.9027850591,
            50827.9805234633,
            40775.8115953766,
            55467.15141274031,
            38789.0293891542,
            58074.8401279561,
            57814.1063381918,
            45190.72918221349,
            36801.9071803428,
            68811.7794157006,
            30483.2955286838,
            44930.3941731341,
            43671.4565544389,
            27612.9148015752,
            53607.326925266505,
            33036.6831202991,
            64275.834888685495,
            30673.8375034183,
            58793.6143088154,
            21053.4906177782,
            42095.4222022556,
            50360.6787929311,
            41970.7244774327,
            51663.410179317005,
            53601.81243624541,
            43439.98872675,
            51461.0531670041,
            41285.1723073982,
            62895.7497701049,
            57296.1608227342,
            60844.092494808094,
            47634.5495483838,
            23998.3236929402,
            63391.6159672663,
            21534.5512190834,
            28255.6525128894,
            36496.1339323781,
            41631.6662961617,
            68762.4166649766,
            30075.264924671497,
            41302.6741752401,
            39703.759427648,
            63161.0920350067,
            63062.1420964599,
            34507.5279055163,
            27954.7077650204,
            37369.3820601329,
            43912.062740419104,
            22766.7745016515,
            21603.3057007007,
            61952.906688675306,
            36116.3650918752,
            26157.7772721648,
            26458.3832048811,
            69156.3037736341,
            39441.4447643794,
            60119.0658099949,
            55613.4854606353,
            37049.3862358853,
            23122.0649252646,
            48790.1324336417,
            59132.6851560734,
            55305.5748273619,
            26037.4636435881,
            64899.8050298542,
            27089.124317280897,
            45341.4746373892,
            24865.7980747521,
            28239.5432051271,
            52730.0805016421,
            28982.0581488311,
            36221.2660070509,
            33551.1243715882,
            43891.3559704088,
            45148.885720409504,
            58481.012161355495,
            69579.9292111769,
            52743.3085651137,
            65635.6615293771,
            34559.907035436496,
            60218.53152662519,
            51689.548538997806,
            47541.61433549599,
            62905.79302469269,
            65632.6045794412,
            31847.8537187912,
            27947.440282441697,
            62246.7272495851,
            40154.6885655262,
            58627.5548837148,
            33441.0510654561,
            55603.7867954001,
            31046.3789664209,
            44708.09987280519,
            23340.2706962079,
            24830.181971192404,
            31422.7473852225,
            60477.23384574059,
            26039.0214901417,
            36186.8480732664,
            39772.1187258139,
            34730.1640710793,
            23118.4833147563,
            50072.8476257063,
            67465.06238589059,
            38625.6320099346,
            45227.482826449006,
            64901.8977349624,
            40543.9135432243,
            27793.2667220011,
            61167.774819769,
            64619.6646196768,
            37593.7578664161,
            35032.6495990157,
            58364.4649758935,
            56945.8104134537,
            27204.8485511914,
            21648.261025548,
            31077.8568894602,
            42522.9224073701,
            31769.247718621,
            35556.779911276004,
            52908.8242375292,
            35045.1314053498,
            44488.1644845009,
            41679.9371177331,
            54619.9471969157,
            38053.6231258884,
            64718.66177627821,
            43159.0849696659,
            29445.510501973306,
            25817.389884032295,
            66356.8567414768,
            56676.15799931809,
            61000.0427742489,
            58906.2516856939,
            49589.1537214629,
            40141.6035415605,
            31659.7282118164,
            62658.221628516905,
            39264.4834984094,
            46643.1264812127,
            30515.372117515697,
            65077.322027646,
            60871.86900433151,
            25011.103895958506,
            68407.1855084039,
            43727.439343929305,
            45788.747100159504,
            65705.0108234398,
            32434.7025062889,
            58121.668575331605,
            62498.5072459094,
            26090.725876856603,
            64780.93853686,
            65588.4034163319,
            65743.7036675401,
            37164.521582890295,
            65176.5297795646,
            34615.542173851296,
            59079.4650535099,
            56267.1716371551,
            34862.8212860785,
            60521.3641002774,
            42276.7829080112,
            38451.1777129956,
            45985.10865354911,
            51000.4224418662,
            31523.1077652425,
            28648.676751181494,
            27514.4279631786,
            27441.0003842786,
            67709.2415909283,
            38600.7071868517,
            30950.295405928,
            27083.822868298703,
            21512.7452672459,
            34796.0035596043,
            27089.3928408623,
            25259.4016306102,
            47007.3135849088,
            20358.665024396,
            67900.2265259624,
            54418.470994569405,
            51288.5546940379,
            28199.601632077203,
            22199.6151423082,
            50514.4696263596,
            34414.2403383739,
            37633.0874324776,
            55235.5040726252,
            45587.5518429093,
            52757.7949385159,
            41174.8081259429,
            25685.535201337203,
            28145.302999764703,
            52094.21837236731,
            33552.3859760724,
            37400.9337672032,
            21605.7250904851,
            57562.89173616099,
            62288.53960521519,
            22767.2642027028,
            20943.0433274247,
            20622.860097792,
            48436.6646315902,
            27574.634184129503,
            62889.362142887,
            37683.2004915923,
            54974.4554958306,
            56326.0866724886,
            65670.8834390156,
            50730.7333918288,
            64184.9157912657,
            66179.3241091073,
            24969.5268040523,
            54925.518266391,
            67879.2480193079,
            67787.526762113,
            31657.6193016954,
            36559.1350290924,
            57787.565658800304,
            42521.7260071076,
            51935.1806305349,
            45677.8761278838,
            51363.5958125815,
            27218.561030458703,
            43677.6292207651,
            21533.5955074988,
            28010.190934874103,
            51589.2827464268,
            50480.952688958496,
            43957.35058235,
            61878.346551675306,
            60153.3369673416,
            33388.5833434761,
            41310.4017777368,
            25576.9539321773,
            51455.0984534435,
            48134.1569265351,
            51348.5273043625,
            20532.8237311915,
            33297.2140214406,
            55858.5492358543,
            43777.5184796192,
            27789.5190566778,
            36132.423875387794,
            20145.9885970689,
            63108.7073870003,
            26581.6145273857,
            62040.8896286972,
            69958.7055412121,
            38082.5195158832,
            45183.0541761592,
            36242.447961121805,
            44527.2589032538,
            40496.2558229454,
            24698.6693050712,
            60560.3055260144,
            48018.211456947,
            30216.2519586273,
            61742.2399506904,
            47288.4266683832,
            24658.8993165642,
            64644.3481021561,
            57517.7241396159,
            52945.5477884039,
            36366.9904111885,
            62113.7295663357,
            62279.5195016079,
            61799.0849586204,
            50139.7400093265,
            69566.6843489744,
            44897.4883696064,
            22572.3027647473,
            37123.0796375312,
            68744.788649492,
            21081.1941814609,
            58828.2921165228,
            46706.4588610083,
            32312.8533829004,
            60778.7650241517,
            30948.0415470898,
            60122.011571656905,
            43321.6811204329,
            47904.3412418105,
            58597.3832453601,
            66091.9059114531,
            47316.7013772763,
            40872.6397715509,
            35154.4934837148,
            32222.8188090958,
            40447.67296174541,
            48463.2045542821,
            42843.0991293862,
            50310.4224381968,
            57565.1999609545,
            55066.1829696037,
            46065.948209725306,
            38309.585656970696,
            54472.144756000496,
            58695.0943968259,
            54748.9123116247,
            46328.171917703,
            49633.327468764,
            66339.78387573731,
            62650.719662196905,
            27646.780053619303,
            21437.6157545485,
            50648.1984443963,
            29670.6718439236,
            20258.538662456,
            34475.2179738134,
            28926.432463340498,
            20660.6689537875,
            24987.934092059702,
            29672.5608105771,
            23241.5998866782,
            24217.2287590802,
            65574.0933422931,
            55994.4587922655,
            67369.3321226165,
            23305.7714928873,
            35195.4663451761,
            27135.072618257294,
            24037.1651411988,
            51625.3132303245,
            50705.7662634179,
            58079.1569012217,
            62192.4670692533,
            62553.6684109829,
            68147.9573179968,
            27619.6614070795,
            65330.1928355359,
            26680.1458364353,
            46104.5989114791,
            44904.597643762805,
            52934.5944337547,
            43509.7577562556,
            22118.3573291637,
            56275.4100235179,
            48630.9795337729,
            64272.6999986917,
            24349.002952221803,
            34332.3152558878,
            64940.241088625,
            30595.7480147481,
            53422.2162491642,
            69995.6855783239,
            48270.796244032696,
            27028.1555876136,
            23519.866091664902,
            37302.0833986811,
            55601.2718519196,
            62678.6454510875,
            41602.4339781143,
            27533.0013292842,
            30594.1765592434,
            47846.9459037296,
            55273.2750005089,
            23086.2554092892,
            29621.2748787366,
            47533.92094746231,
            62519.184178672695,
            50878.95903736349,
            58580.9595114551,
            69445.64944598821,
            60929.172351025,
            35496.6654954478,
            33572.423497680604,
            55306.9143486209,
            34141.9276362285,
            40453.8909485564,
            69088.7774154544,
            30885.6922015548,
            58683.2263204269,
            60675.8121564053,
            68460.68002516401,
            63653.8399080746,
            42522.5757574663,
            54140.429133549296,
            47548.362617380895,
            24114.012257196,
            20686.2390902825,
            21412.3086119071,
            69391.1465979181,
            32319.262220989905,
            52862.9471361637,
            48383.2761459053,
            36430.5384038016,
            44268.8940139487,
            63806.3292531297,
            46195.7771726884,
            23743.1607721373,
            22089.8374845274,
            54707.2885138914,
            23203.647187911,
            25342.2506782226,
            31645.6328192726,
            32306.8084008992,
            61262.81632343309,
            26388.7272961438,
            53009.4254342839,
            58163.54067530481,
            38665.0339281186,
            25289.047223050096,
            66049.9340319075,
            56282.982525881394,
            35778.6152325571,
            29174.240310676403,
            55934.432561043606,
            32256.8615246564,
            68052.8069194406,
            26957.0538704284,
            48685.04201760519,
            38288.0710810423,
            42468.0208251812,
            55377.7730255388,
            54231.7027854733,
            53283.25870679691,
            52534.78547558191,
            47847.51562867309,
            59998.253271915,
            58684.5130124129,
            49114.787932485306,
            57179.40200585871,
            69395.1164768077,
            43963.7380116619,
            66326.4724705368,
            35886.7268357426,
            35578.2341142185,
            48689.0004295856,
            56510.8353551477,
            50275.8999634534,
            56665.4940880835,
            42912.09053946661,
            22169.7292220779,
            35919.8073204607,
            61987.6852654852,
            30044.6835160255,
            61528.2724192366,
            31196.4917741716,
            66003.95999150349,
            56960.67384444179,
            41315.1078904048,
            64913.343840744295,
            32804.904486984,
            25789.2097975127,
            31908.354307524904,
            56050.3025818616,
            66505.7756868191,
            57504.07174229621,
            44619.1114885733,
            21158.935285639,
            22765.1909156702,
            25052.8202555142,
            61006.1073023826,
            62321.242473553895,
            49604.544211179,
            48433.3734889515,
            57590.283283498095,
            62691.7013712227,
            51121.6568690725,
            22516.5403494611,
            60857.2350512259,
            62908.35747960951,
            49665.63383815809,
            65322.8010679595,
            20598.9265628159,
            55476.6569798812,
            26218.4948474169,
            40794.8702271096,
            53719.6511100046,
            20715.535634663,
            57163.8523996808,
            33751.205313019505,
            44832.564720418304,
            51035.6334550306,
            53493.4860118665,
            58205.679995007806,
            47439.9407557212,
            47586.2277136184,
            26100.8512624539,
            45326.4036728069,
            24391.7562346905,
            53741.37101927769,
            40053.7222670391,
            53033.864130266,
            25176.502012182,
            31210.8470173553,
            23532.276302576098,
            63776.77078591661,
            52278.76500459389,
            56015.8132156357,
            56110.9399353154,
            57856.8082349375,
            30187.0918646455,
            30786.8719263934,
            22279.2997653596,
            42476.2655328959,
            58147.7998569608,
            36266.2118673325,
            39045.4971627332,
            64467.803684528895,
            36594.8066744022,
            58797.762861941,
            66653.2709309831,
            48271.4983797632,
            30991.4319240488,
            45446.5183359571,
            37142.7388908342,
            58320.80889260401,
            24825.5406785756,
            20511.4294355735,
            48326.3208926655,
            55441.35879492389,
            60496.907918714,
            25296.1542271078,
            50414.3203189597,
            67984.0403771959,
            50382.3997732252,
            49413.2985407487,
            61464.8206438869,
            53784.0495747514,
            35993.2879265398,
            63402.0046843216,
            40484.9713249132,
            26168.0122744292,
            60044.2815152928,
            23984.5509454608,
            40359.7011859529,
            33583.8910820894,
            68038.7920164503,
            45652.0592723973,
            34399.2097815499,
            57628.438917454296,
            24294.6768924594,
            52218.88251136991,
            50061.7677392438,
            49352.274222765096,
            21087.3555438593,
            23812.252683565,
            49395.1664934866,
            33338.9439899474,
            29668.320720084,
            45936.5972015075,
            55948.0677172542,
            53239.5007135347,
            43694.0344446339,
            24078.0724957585,
            50258.5530211218,
            41816.6568316519,
            36892.7162187174,
            23886.5676149726,
            48757.7650509775,
            34601.6826620325,
            52986.00454581901,
            50740.9510249272,
            53096.9913979061,
            38500.000645872205,
            41004.2623570189,
            63585.36459039901,
            31823.6810551025,
            26242.6336226054,
            63531.2459943816,
            64751.1465405114,
            31091.276304796294,
            66871.2673638947,
            25098.6528280191,
            33720.5892242491,
            28182.5232948177,
            27334.5697135665,
            68694.8431818746,
            46195.62166510151,
            34488.2098538801,
            57827.6631003246,
            20346.4690526016,
            60480.9757950716,
            51915.6797835603,
            54625.506983138606,
            48305.4270897992,
            28577.964513097,
            53400.8270059712,
            43414.4878922962,
            47526.234125252806,
            46082.072162535,
            32195.5925249495,
            49067.0912945643,
            21293.4771250002,
            52100.91738728809,
            48334.3877759762,
            58507.6235514134,
            27521.040341816803,
            63914.2253715545,
            28598.8326463848,
            23298.466745764,
            35697.5541380234,
            40376.1635813862,
            56534.966842737005,
            36088.938608299904,
            34158.6339683272,
            29732.057619839903,
            41736.20153917,
            42236.4560933784,
            28796.850836370097,
            55097.38848079,
            40916.564145591095,
            20908.335100393702,
            57999.7723852284,
            57746.5815865435,
            55116.23451486231,
            57765.521160326905,
            45200.992799364,
            42435.1894925348,
            46365.573517978206,
            57187.7008932643,
            66539.9275999516,
            25244.726699311297,
            54780.3456126712,
            59253.1214631163,
            48540.3415444307,
            30415.105079300694,
            48768.6992436647,
            52299.2180823348,
            42242.489119526,
            28218.9652719535,
            40208.1318595447,
            61419.6728379466,
            51282.5052416883,
            36017.9027472623,
            57575.0097911805,
            53330.7671360672,
            39834.5198412426,
            62469.428374897696,
            40334.6167341806,
            47542.8027031012,
            55883.6228610016,
            29163.015882950294,
            47786.14106355231,
            29736.3105043769,
            50831.427534576505,
            62030.0459954888,
            54049.0127447993,
            34336.0175890848,
            31895.7153055817,
            51894.5400998928,
            37616.7108584195,
            22076.9480033778,
            56252.95370584349,
            26316.758494358503,
            23120.8796077408,
            39033.0327139236,
            32420.818151440497,
            68827.24432973191,
            58092.2048934735,
            43538.85611519221,
            64040.484179277,
            34395.2292157337,
            57405.5149266496,
            22581.1339728534,
            27952.945982106,
            54022.9128370993,
            63546.1647575721,
            60713.4303008206,
            44519.32947151361,
            40997.7989899926,
            63661.38332989071,
            34429.1467382573,
            29181.8614280783,
            52510.4382354766,
            37536.3472430035,
            35683.7449525483,
            45622.2907104529,
            67385.40317630401,
            69411.7925292812,
            48322.5140650757,
            40836.588810198,
            38035.9513266012,
            42696.9713694416,
            24181.69478653,
            33194.4026448764,
            32541.4615264162,
            38381.4130607061,
            25921.9125309028,
            58810.97172852611,
            63025.7440777496,
            29954.0045135655,
            40641.523017548,
            43940.91070164,
            65166.97287326679,
            58820.3820562921,
            50719.7630754672,
            46766.595919616506,
            67520.759596955,
            28386.2535539083,
            68276.0307611898,
            30731.7262794822,
            30012.251092121,
            38075.3187742084,
            55932.3965734802,
            27966.2444535643,
            53825.5367358215,
            65451.496518217005,
            39473.995862063,
            42344.8087112047,
            36112.8744133748,
            32720.5047989264,
            27973.826560191803,
            21306.0331228189,
            36029.301576782,
            48457.963548135,
            46038.510655053,
            34247.1590195782,
            64247.6149997674,
            62109.7670914605,
            21481.8037860096,
            20762.4744670466,
            33756.5272278152,
            54325.80727385361,
            33197.807804681404,
            56846.4742321521,
            26542.9310896434,
            53200.5481468514,
            38073.4068970196,
            43937.219043728,
            49284.819413442194,
            22869.3234547973,
            60113.3425417356,
            23613.255685195298,
            68755.0944206305,
            26449.3282930925,
            42855.4161149077,
            25686.778936069502,
            67125.64924266191,
            27427.7894455008,
            37145.5730567686,
            41702.6007710956,
            20710.7759593055,
            39124.164362438,
            32834.6467390656,
            26267.2214000486,
            41254.2281951755,
            38268.6966028996,
            37087.268759496495,
            38458.1330395304,
            40185.7756706886,
            65481.9455510005,
            57426.680477801696,
            47903.31424912441,
            34222.1877467819,
            28481.265604496,
            43069.6521466598,
            33093.9618567936,
            61363.856056705095,
            68100.73561966419,
            50551.4803389087,
            54421.054006088496,
            32152.4597401731,
            40230.9757121839,
            53483.3740023896,
            65137.937762774505,
            29496.5941272676,
            45181.9337136112,
            24994.7781953961,
            54820.9740128368,
            62955.6082934141,
            52956.246077083095,
            40366.2032377906,
            60005.0101336092,
            37598.3850844204,
            61323.0009027757,
            21243.9323007129,
            62111.4344149828,
            56524.8788148165,
            51718.13696390019,
            43205.6317501701,
            26934.1974449344,
            68966.82256367059,
            31527.3472038098,
            46839.061093050994,
            32151.296855881803,
            40831.801916938304,
            30868.8048203476,
            62988.8264276087,
            65496.7674799263,
            63032.6262721792,
            27287.0745440014,
            44299.3717431091,
            44091.3492278196,
            26617.0303151011,
            21856.2335288152,
            28072.604355402294,
            35950.4884504713,
            28982.1123634465,
            51790.726445615306,
            65000.8196174167,
            29761.046012863502,
            23081.4507394098,
            60016.7409912683,
            54619.1553631797,
            66274.2081028409,
            49380.658629816,
            46283.0674648285,
            25554.698524065298,
            36680.1819228567,
            30383.6763300933,
            67730.44369649139,
            36446.7241382226,
            33648.7389914691,
            53852.799539454296,
            61298.218665178894,
            69465.7469564117,
            39102.041714359104,
            29366.582334041603,
            67949.73806710911,
            29468.859178014103,
            56839.40189657731,
            38277.9368711635,
            49664.2707195133,
            49972.0108276233,
            27356.8009538576,
            36840.6036566012,
            51438.8140686788,
            40614.7220451385,
            56738.63732256,
            68004.6862154268,
            44458.6372864433,
            66801.197505556,
            48991.85367859901,
            69430.936621502,
            27989.111100323506,
            67675.80477055161,
            47985.7224668376,
            43388.209473341696,
            63182.45566682889,
            20568.8913050108,
            25833.7172260508,
            23087.3014009558,
            36124.7178330086,
            57330.619408749,
            47240.2531234547,
            55730.6292280555,
            61660.40131822231,
            49746.8874370679,
            23973.6875914969,
            28085.479598958,
            33585.4747379199,
            44179.3851018883,
            56025.419726502194,
            49369.7041459382,
            26889.3647403456,
            30873.217636253703,
            30608.943237457403,
            54878.0896514654,
            32423.8068470731,
            46608.3690221421,
            65689.1897018068,
            49054.86027011651,
            20310.5775569566,
            66423.3993319795,
            45783.15475257111,
            62887.76266621429,
            51088.2107820362,
            66217.9448455572,
            62799.7506107204,
            45789.4875248894,
            59727.4059941992,
            35513.5895474814,
            29178.977587726,
            67501.69224571441,
            66255.02952840179,
            63558.8640859351,
            63441.7123557068,
            64983.1542442553,
            56946.64593786,
            52349.8724610545,
            31473.458784166694,
            59267.3391965218,
            66809.1732473113,
            48083.311545196906,
            20629.3472950347,
            25363.331059925295,
            28873.674168717094,
            41430.8552560396,
            53612.1312342584,
            51555.7402558625,
            46564.3788967282,
            61200.4274781793,
            29307.3207652196,
            67687.1830760501,
            52565.0657410733,
            52920.148014091,
            34981.3678348437,
            65210.83709551019,
            60016.07961254191,
            23066.964680329,
            52603.878644295,
            20111.3632577471,
            32759.7002778202,
            30578.0201614834,
            21211.5893885493,
            53746.3265750557,
            45214.109220542,
            58465.0496998802,
            54422.9734851979,
            62842.0643904246,
            53005.13229332861,
            40749.0281783976,
            49804.4108320028,
            37277.2461199202,
            46883.2065397874,
            31763.3691988885,
            61013.1815820932,
            41285.358897876,
            39133.8918637484,
            62171.8025580049,
            53638.6459530331,
            49264.5848938264,
            63114.49698871,
            58165.506219957,
            43029.8032634892,
            21593.6226584017,
            49104.7682403587,
            65776.2324134819,
            36192.1494523995,
            62165.8611856401,
            50793.355719652005,
            62422.2037894651,
            63166.99495539071,
            23717.567853163902,
            66797.6646730676,
            30272.2036186606,
            55741.1956880242,
            30742.5797148608,
            20491.564325057,
            35620.4186263494,
            50206.1337162741,
            67935.45387219639,
            59223.3966034837,
            32657.2686829604,
            55931.6545771435,
            23694.7788670659,
            44324.28636820991,
            34735.4917484336,
            67064.3447362818,
            42761.492675636,
            49517.7223277278,
            54372.1826560795,
            29941.9683683664,
            68414.1207765788,
            23891.244565602403,
            47187.571546528496,
            39819.920940790296,
            50632.2792428546,
            39970.2112469822,
            55176.139604300304,
            50533.571948763,
            52983.874459750994,
            31187.6699258573,
            34909.9822272547,
            53810.847660060994,
            55478.9673699997,
            60394.094865769104,
            36845.7386782393,
            60264.9406460114,
            52981.508597731605,
            50222.7624226362,
            59256.55595958231,
            43203.414224553904,
            46288.7564138509,
            58176.1549273506,
            25631.4347311854,
            58977.9976452701,
            25048.015993088506,
            33436.4890051074,
            23787.3670458794,
            69456.5677712671,
            65447.6116108708,
            68743.3531787246,
            36052.5775980204,
            24820.7924701273,
            26046.3841655292,
            60850.8024411276,
            69929.01099612941,
            53298.496145289406,
            48818.3823227882,
            38042.0841556042,
            42119.8227140121,
            62247.87973798809,
            62252.088163513705,
            36973.0856898241,
            54217.2367847525,
            44218.7663214281,
            33274.0502711385,
            54656.5490355715,
            67593.5170776211,
            39472.7072492242,
            30572.446859441698,
            50447.699630167306,
            49198.6526572146,
            53768.2282086462,
            52809.54628717151,
            38011.7266485468,
            58910.2917746641,
            57914.7310741246,
            39494.766916614,
            45918.875250499696,
            55649.05588282269,
            27136.6288000718,
            62724.6361155994,
            32921.8485788442,
            28482.6495498419,
            44170.221737586,
            60664.3716036342,
            64501.93042866889,
            28237.5173922628,
            67420.59544660151,
            55642.9933919571,
            56086.0580927692,
            57676.739180460594,
            62535.6328487396,
            60686.7685727775,
            25032.300937455097,
            22228.3452912234,
            41435.1537520997,
            43955.4094034247,
            60063.693094998605,
            34635.7447491027,
            63944.3237264641,
            35403.427334968,
            53654.0793650784,
            23508.2307294942,
            61869.46603003889,
            20674.897083081298,
            22127.9241074808,
            27408.729614689903,
            60720.7960961387,
            34760.0193158723,
            23057.3639203794,
            42380.9950635768,
            37887.5493933447,
            39988.740736153,
            25026.5056430362,
            43588.0814259872,
            20897.4266937003,
            24904.6246684156,
            66068.6350357719,
            36126.231092494,
            23626.726788934306,
            30200.243256986098,
            65569.7852419689,
            20617.261009756498,
            25817.4546225928,
            21448.8279935904,
            69370.17763732,
            34145.7995516248,
            52651.25686302781,
            40069.3383812904,
            39246.544886846095,
            56233.7895436212,
            49264.2683256418,
            30451.6361607239,
            28726.996299810697,
            20113.2534933276,
            43434.7754274495,
            59208.716084249296,
            69310.9572678804,
            60567.4244393595,
            22048.8950423896,
            66733.7102512829,
            22209.0095095336,
            49032.6624060981,
            26558.361055795096,
            49255.45796751981,
            30218.1512280367,
            56317.08282046019,
            53825.43057668951,
            34927.9936100356,
            53287.385024596,
            32032.5567433611,
            48405.726805795,
            46132.9140514135,
            29049.071487970697,
            68550.6878583692,
            47474.819601047806,
            50021.65540819991,
            64089.1319070943,
            28451.7055656761,
            58132.4712652713,
            30961.1661406234,
            64162.6496147364,
            67470.11702274901,
            68263.7662440538,
            42889.3341613002,
            20155.792362056694,
            58178.614573553205,
            45735.4556932114,
            30037.203133106203,
            64392.5122148357,
            26291.3757981732,
            36008.3809983917,
            54953.9796588942,
            28753.325487487004,
            41993.9843169414,
            56696.458596270495,
            51906.0461595654,
            30939.3933787942,
            38520.7239701413,
            33489.0398592688,
            52836.0064304434,
            51733.28750999639,
            41273.771498818,
            68223.6843090504,
            28222.8789106011,
            21921.3610794395,
            38852.933018934,
            59621.3676431216,
            41377.745596692,
            54405.62497125941,
            60103.0115666799,
            67528.6542088725,
            61156.937379855706,
            42955.6945967488,
            46923.0467732996,
            24951.257491484303,
            26267.5294233486,
            64603.9208793081,
            34667.0204005204,
            66008.3970683627,
            45840.2076200582,
            32188.016239088,
            50289.66474812481,
            36837.5308508985,
            28852.0338060334,
            68127.1668104455,
            41349.1225149482,
            69132.4625792913,
            38477.3255954497,
            68291.1536470056,
            58074.6065406129,
            26867.1082612127,
            32348.450149875094,
            31044.3917568773,
            29279.7497869469,
            35145.100187510296,
            44405.28066363191,
            42059.6369006671,
            28612.203062512,
            46546.7045479454,
            22832.3239297606,
            21565.9215394408,
            26078.2135813497,
            60503.547852858894,
            31233.307758811898,
            34505.8009307832,
            35485.1182713173,
            45986.3534010947,
            43308.1789803691,
            53284.1196795925,
            68398.2874779031,
            64743.7070659362,
            68412.6098453999,
            59695.1071452349,
            32406.5707321279,
            33184.1959781013,
            47688.2505742833,
            42591.5952352807,
            34051.5280421823,
            61800.0343837775,
            45360.716274008206,
            20252.123456448306,
            30134.7096031532,
            56217.326496262096,
            31722.7309499867,
            60178.4461922944,
            51144.2430480383,
            22449.077391065697,
            44932.875111699104,
            40929.4839412905,
            31092.2677209601,
            44743.551632855095,
            60770.22902201861,
            43528.4843132831,
            25008.9495256543,
            47433.4154208191,
            50064.346373546905,
            60348.413563333495,
            67471.1271002889,
            30492.875671479906,
            25640.0788831525,
            55040.75816599651,
            34476.7063786276,
            23345.8664547652,
            24426.0298716836,
            65849.8896681704,
            60454.5256518759,
            22680.318430066098,
            44471.873731818094,
            46572.320004925095,
            24369.8412482627,
            56830.2728631534,
            46942.9965177551,
            42521.7907107435,
            63188.3285287768,
            29410.1775204763,
            46668.628468178205,
            62693.26957874,
            65307.1274794638,
            59589.0642888844,
            41019.5487947203,
            48058.8713823818,
            50208.5300209001,
            62526.88792767,
            48192.1856105328,
            30884.0567292646,
            36965.7424790785,
            43536.0389109701,
            69181.6640598699,
            64233.0406978726,
            52593.5150613077,
            32282.251752913,
            54077.843278646505,
            51595.3574841842,
            23097.3764834926,
            27407.056202646298,
            64395.298068411605,
            60432.2166577913,
            42990.9828281961,
            41581.8899217993,
            53289.0652935021,
            22372.5052364171,
            57119.7396889329,
            31112.059419974703,
            68936.32135353981,
            20436.3312851638,
            20583.6121737957,
            58988.305802922696,
            45311.831838917,
            60856.830985285305,
            45818.2832505554,
            20904.5554790646,
            49908.2918674685,
            55988.295276183606,
            62125.258105807,
            48822.7209588513,
            29976.8290994689,
            41944.268187508,
            36970.3604420647,
            39992.7191133611,
            42450.5430436693,
            42146.93762362,
            52841.5164374746,
            66418.9563062973,
            44047.6665552706,
            24821.214126423,
            35583.6185440421,
            25289.6072389558,
            39770.128664095,
            59511.1387013458,
            51211.6540386342,
            56530.4972743616,
            42604.4629816897,
            66642.0077485964,
            35527.8344871476,
            66896.7653112486,
            51980.3595426492,
            40081.4205571078,
            50167.67174704,
            39545.9595881402,
            43372.3976067267,
            33084.1698497534,
            53187.9796460271,
            48290.8804598264,
            66078.76935042441,
            51547.166663222,
            39393.1405781768,
            69592.0108282007,
            54588.5011949576,
            44964.0105990693,
            46081.6455469467,
            45564.015354029805,
            62657.602543477005,
            67921.63211386651,
            59514.012378640495,
            48422.5361072458,
            22001.3174507767,
            52529.6987663023,
            24061.463160906,
            23450.872132089,
            32866.578239481896,
            30958.9079627767,
            27550.8952722885,
            36024.9378881417,
            46801.274286117405,
            27082.7189832926,
            65435.0353800692,
            59295.7410775125,
            45435.2672374807,
            61742.6095809788,
            31396.8660123646,
            35916.7041536421,
            43969.6041564457,
            60624.8153652996,
            69939.3296777271,
            69755.3201625124,
            69478.3987640403,
            34192.1605216339,
            57457.857944537005,
            63910.3346550837,
            26643.808993976603,
            23985.075419768706,
            63660.6488074176,
            44102.33009140941,
            29409.8058994859,
            49294.65931374581,
            39553.6473765969,
            68583.0410500057,
            31060.6062575243,
            29190.324624069,
            63437.70014820621,
            35243.0632268079,
            36475.3535296768,
            63271.6088253073,
            45540.325522888495,
            68565.3855022974,
            20063.0995840766,
            44222.2622036934,
            67839.2444550991,
            54009.6922824159,
            52234.0753511526,
            28423.1314714998,
            52623.4375941567,
            25636.3335694186,
            60842.9411589168,
            36727.7459986508,
            63830.7474367321,
            43108.4145605564,
            25285.261129029102,
            57646.2429063395,
            51027.5676078163,
            37389.7723783739,
            65017.5934936851,
            20595.934584271203,
            56445.473914500304,
            60864.3217524514,
            51231.01042583581,
            41103.1369166449,
            56267.0508213341,
            20774.8458185233,
            46424.2212288082,
            29909.5540004782,
            62808.5050662048,
            41243.8051356003,
            46089.1478857957,
            69191.2333760411,
            60846.6650056653,
            66558.9343686588,
            27428.2818706706,
            60912.7989551052,
            28127.5094533339,
            64029.5434789732,
            61836.7356178351,
            37005.0718472339,
            56003.57340183111,
            58038.926245644696,
            29237.2562037781,
            33265.7905458473,
            66236.9271554053,
            41978.7125010043,
            63453.223130200095,
            24985.590663272906,
            53593.113196548096,
            54179.721865803,
            20126.4137681574,
            51180.839706212304,
            36455.7015057653,
            39188.9452864416,
            47852.92690387,
            20014.4894700497,
            28630.0095077604,
            66688.91312321651,
            53226.1944073252,
            35609.4783451408,
            64065.682857763,
            54935.658378526605,
            67800.5813318305,
            46893.336710054406,
            54648.9669755101,
            31410.5072920211,
            36989.5895407535,
            33198.1282844208,
            47704.38082516191,
            30569.5727048442,
            61398.687066976,
            67750.8259937167,
            47637.8620299511,
            38357.5175236911,
            43156.3052744605,
            41101.5429464169,
            59475.4971843213,
            40708.9194096625,
            30391.473304480296,
            46024.1445619613,
            66529.4852154329,
            68115.9803341143,
            38423.0842860416,
            33227.2801827639,
            61674.4572343305,
            26931.0682476498,
            60040.9938418306,
            26181.242410093502,
            61552.2175142542,
            29705.074725206898,
            53934.8122710362,
            23007.3878820986,
            48552.843409124805,
            66370.88875751941,
            49140.2698610909,
            39684.9817992188,
            32025.4044537432,
            55568.1794579141,
            45898.5135238618,
            39217.909919098,
            34070.603996515296,
            66768.361213617,
            31400.8584292606,
            49335.7572634704,
            51774.0525119007,
            43064.6473472007,
            41226.1346750893,
            43044.5177759975,
            33546.2920414284,
            69209.3308712356,
            32291.5445477702,
            66274.0728980862,
            34102.7912031859,
            21144.5628711954,
            41049.9745910056,
            36351.2777304277,
            63144.4592075422,
            32086.9135367684,
            28873.167319688902,
            65359.29615376519,
            49064.2884676345,
            23763.0605627783,
            51845.9425587207,
            67035.32642452049,
            49240.762500558,
            36132.3275882751,
            67006.8064867519,
            39453.6456139758,
            52205.6070552208,
            46319.4167986512,
            29398.7274216488,
            31135.6077133678,
            65603.8167583756,
            41362.5083677471,
            60302.558999974295,
            54468.27920852231,
            47683.715778403,
            38160.1164978929,
            22925.8120805025,
            64087.858812417806,
            65824.5156565681,
            53451.931539457306,
            36455.4847055115,
            39573.3414380811,
            41052.365784999,
            37895.1817331836,
            44827.23377179349,
            28341.086772270497,
            56887.2027960606,
            25146.5956843458,
            54739.1645191237,
            30497.2045053728,
            25358.897941187,
            29993.5633013956,
            64675.77948234981,
            56256.0388748534,
            31702.3342987522,
            34113.113284111,
            44666.0128468648,
            39421.366835013,
            21683.1937246025,
            65697.592839133,
            68657.7893025242,
            66981.4129988663,
            45971.133494749694,
            42965.9927543253,
            50895.8103414625,
            46175.0319390558,
            44984.89911668,
            66941.86486303809,
            31022.1448470838,
            46583.1995988265,
            56201.841430738605,
            31587.0648645796,
            40716.1908852868,
            64966.0656391643,
            68503.2058903016,
            33867.5022637472,
            54195.0151720084,
            50565.3370916843,
            57216.1010163836,
            29849.967143964,
            29072.15179177,
            29775.1422203146,
            46672.7131442167,
            66393.71115481481,
            29338.256448973,
            67289.5856830291,
            45980.3343447857,
            34163.6256477796,
            52216.815801803,
            62313.2776282728,
            49205.6370992213,
            65688.7315027416,
            43489.8284543306,
            40966.6745271534,
            37261.4471171983,
            58775.4038907588,
            39395.8304123953,
            21144.1621463746,
            33126.1327187531,
            30931.5060195513,
            31936.9420106523,
            38157.029675785496,
            21032.8186908737,
            50238.5324728675,
            67346.6624622233,
            33261.6460206918,
            53113.03609516469,
            42749.9903179705,
            42108.1999246962,
            61344.5322075859,
            54738.6822919361,
            69695.1504494064,
            62507.3547754437,
            61922.7746431716,
            58023.7237666734,
            27010.8837680891,
            21194.6161743253,
            68338.0974037573,
            67772.7936813608,
            67131.8026888184,
            33159.2172780074,
            66087.0884708129,
            60362.344274763,
            54609.46518462151,
            63637.281830888205,
            40918.5702959076,
            51486.1303195357,
            44896.2564859539,
            24877.6844050735,
            52263.355504255705,
            42775.5255065858,
            67064.0136743896,
            50307.944677770094,
            37432.680958882,
            30084.15883407,
            61427.4146431126,
            54718.852792866506,
            47923.5755093396,
            22880.7276044972,
            46118.5501003638,
            35082.3856936768,
            38387.322279159,
            57413.572240620895,
            28198.0973365717,
            50117.8570371121,
            34876.3329256326,
            64126.4916793443,
            41916.692680679305,
            50052.292929031,
            39158.9175141416,
            62219.037539325705,
            67151.3186115772,
            46166.16312880071,
            23881.7865075544,
            48445.1131243259,
            32441.6520120576,
            33820.186513476096,
            61812.90135020389,
            25347.5726628676,
            33965.5237086117,
            23641.7026771232,
            50660.9042454511,
            44037.2439846396,
            51657.1239614859,
            46573.244377505,
            26922.462221700694,
            48414.2515389249,
            43974.840529263,
            65913.8320060447,
            64715.9989736974,
            25481.9879122078,
            54170.5326107331,
            51653.7047387101,
            66054.5062320307,
            60019.4471352734,
            31523.9528589882,
            65660.9485438094,
            61893.4836401604,
            49230.0982051529,
            38337.8294692375,
            64016.4333907887,
            46308.645156677805,
            66209.1442663223,
            47770.71142336349,
            29856.4863204956,
            21451.4972921461,
            59673.17044734951,
            47481.4296397381,
            36219.7729106992,
            59458.704343996906,
            67010.8409761451,
            58693.419424817,
            43041.0413932987,
            31920.412722975,
            32771.1254055612,
            55487.14712960651,
            68406.8071702495,
            37277.1230572835,
            39762.5265805982,
            41674.2431395687,
            25789.742025081097,
            24575.0598888844,
            58082.3601037264,
            67881.8804956973,
            50115.05489703269,
            40443.2036262006,
            65824.83738195151,
            51199.8698394746,
            67032.2894630954,
            42205.6829021312,
            37730.3621079773,
            47398.3110440895,
            48933.209693059296,
            53078.8558349013,
            53236.9929994456,
            58121.954689268,
            57261.15139434111,
            52102.5909041055,
            45165.9259549342,
            58809.2924724333,
            36598.3404731378,
            62096.28261160111,
            68114.0709831379,
            67978.4668539651,
            26615.5242966488,
            51254.37000999231,
            34428.9726391435,
            60974.5871438645,
            63330.7345490903,
            58168.4740656056,
            59579.6092110686,
            52219.895499292805,
            28700.872585177403,
            27193.743053358,
            67417.5709998235,
            57341.4327739738,
            64056.536117568605,
            66370.6935057417,
            45045.431649778,
            58609.13148382679,
            53289.0679710545,
            60309.3288303353,
            45139.4863938913,
            22815.640612971,
            45215.0146872737,
            40568.075182382,
            43721.2518113665,
            38129.754869733,
            22547.9616364464,
            57468.0594424717,
            25534.6735171042,
            26325.503392145,
            65913.8308418915,
            67119.1359567456,
            62020.468134433,
            37965.8493376337,
            62114.856024272696,
            36871.0617581382,
            65030.909345950895,
            23193.6045968905,
            59568.6243195087,
            50527.5841732509,
            60776.110207662,
            61632.2827106342,
            45930.4526494816,
            25857.7655931003,
            55093.92122505231,
            42301.3344802894,
            51903.5342545249,
            64398.146157618605,
            41089.5108291879,
            36727.5508982129,
            38163.394543808,
            35949.8964087106,
            44979.8021861352,
            48211.5818350576,
            28267.0899457298,
            33816.223340109,
            33078.995980322405,
            36019.8171972297,
            34238.5302926414,
            62064.5206817426,
            44867.61524342,
            37162.8882177174,
            65680.9480208904,
            58772.8574802168,
            32435.2481099777,
            58028.2131955028,
            60595.275326632,
            36565.8038924448,
            20742.6969707012,
            46666.6380106471,
            32203.56693957,
            36535.3153948672,
            28163.2950692438,
            39019.357743673,
            24709.083249326803,
            43052.968562115,
            25003.916111309103,
            46696.8926647678,
            50112.4621997587,
            43265.9003231674,
            67802.6944561861,
            55408.705950249,
            67048.8930004649,
            40262.597640976295,
            46427.499181591,
            46911.197102163,
            57359.55243464559,
            34569.3046390079,
            52797.4010375328,
            56630.39526436481,
            45245.7397524267,
            20803.6145358346,
            57717.606790829406,
            20647.887645755,
            59046.457153745,
            62662.2588303871,
            33614.4946096465,
            48765.128867235,
            57240.7569433562,
            49973.6664630473,
            41255.9396866709,
            61129.7231563367,
            48938.5834359564,
            68648.2413951308,
            41250.828541815295,
            22415.654761716694,
            24112.4993935227,
            41692.60517694061,
            23516.727697569902,
            53812.2264831327,
            29750.294801779102,
            22633.676922414503,
            28713.8305185363,
            63321.909266524,
            35276.5879873186,
            35914.6093064919,
            31568.144324701298,
            39934.0674909763,
            48614.8496787064,
            29838.1248069927,
            57745.3588764183,
            44447.529297322,
            51768.0053412914,
            34891.1404423416,
            45382.8078974038,
            40719.4903166965,
            55145.78500762581,
            48752.4240789935,
            55763.4274172597,
            36431.1614120379,
            40522.8282837197,
            42465.6697479077,
            38561.9440395385,
            54957.449673675,
            24822.069837246097,
            25252.4877362885,
            25671.742581762403,
            60672.1455859952,
            60729.9492391758,
            40240.7275559381,
            57513.8174626045,
            64287.3976309784,
            48428.033646196105,
            55313.832247629805,
            27045.3995722346,
            58216.0719833337,
            34722.9648311622,
            58503.7710075267,
            55299.7872396372,
            49501.905920915306,
            61765.7090350986,
            48430.993668735,
            66366.9574237429,
            55320.7800071687,
            48774.2881570011,
            61679.9531551078,
            61485.179599840194,
            24402.4401693605,
            21258.9027755894,
            48763.6805442162,
            24406.89381212,
            61693.5863089748,
            22748.0330434628,
            21479.9467171542,
            51286.6564025171,
            27153.6639239639,
            36370.493976865,
            32400.5449586548,
            60434.1644258238,
            57303.4797608852,
            42994.6822393686,
            68339.807940647,
            49292.3031374812,
            57802.429695148,
            50779.3807936832,
            35993.9897595905,
            21771.129341796,
            61414.8012641817,
            35784.6634858288,
            24791.186703369,
            49048.7573598512,
            69852.0587221719,
            21217.7474563941,
            48031.06741048401,
            64072.3132225685,
            56689.4638980739,
            45769.2595245317,
            35020.4887730069,
            56751.9285064191,
            27363.6317974888,
            48455.7174076326,
            21424.0913325921,
            69992.33271228151,
            68110.2399528027,
            48015.5547428876,
            23102.2177892737,
            46134.8541360348,
            48547.961381264,
            26095.0269107707,
            64057.844788767405,
            24454.1906216182,
            40506.9440067746,
            43421.0457419977,
            55881.5417974256,
            45917.6006889902,
            52901.9095399417,
            41183.8246555999,
            25379.9154818989,
            27514.0884728171,
            44241.28300044691,
            29076.3377142139,
            60536.9128682651,
            47881.9559956901,
            49144.371056463606,
            33707.801036071,
            46442.282786592805,
            25602.957250084703,
            61236.396075692,
            48187.347878702,
            29933.2019337453,
            41027.9073566198,
            49990.6601081602,
            59792.5085853785,
            35879.519993905,
            29102.221718058,
            30047.8194071911,
            59299.162721727,
            64484.0147974901,
            36352.4222909473,
            66034.75430049,
            51650.2713714726,
            31898.159910924704,
            58780.233496800094,
            67754.1046682745,
            48500.2681543119,
            55704.7981582582,
            50458.9582025073,
            48263.00342567269,
            38755.1627052017,
            68131.66429521519,
            28991.423936095096,
            35108.5579534993,
            28858.5988734849,
            22800.796774681698,
            29572.9758962989,
            21982.0173736662,
            45576.8383620307,
            55068.6689373106,
            56441.016243770704,
            68047.9253106751,
            36275.7358630188,
            52389.366847928606,
            23678.3761112019,
            37707.6429477893,
            57753.5689622164,
            30529.963287990497,
            44022.268736735,
            58533.8846826926,
            33702.531834133,
            40236.8720667437,
            62619.1559876315,
            50738.36219264191,
            64466.7601375841,
            64636.4021860063,
            22371.522190515,
            67994.9884698726,
            49640.00470237809,
            42067.246446386,
            43662.0926880278,
            34237.5754192472,
            26300.4465540871,
            30803.8061647676,
            54421.4101554826,
            24254.7007906251,
            59221.0448742844,
            69516.1275728606,
            44311.44926231349,
            43756.0566049069,
            69436.57955154781
           ]
          },
          {
           "axis": {
            "matches": true
           },
           "label": "loan",
           "values": [
            8106.53213128514,
            6564.745017677379,
            8020.953296386469,
            6103.642260140699,
            8770.09923520439,
            15.498598437827198,
            5722.58198121271,
            2971.00330971188,
            4755.8252798016,
            1409.23037111453,
            4351.0289707232505,
            9254.24453803174,
            5893.26465933928,
            4759.7875810455,
            1850.36937703064,
            3977.28743247384,
            3935.5444533423497,
            3277.7375531263,
            3157.442289970661,
            4965.51606626419,
            1148.11805715996,
            4244.057136123401,
            222.622298697307,
            4959.92122589578,
            5465.26788565462,
            5361.28271628474,
            9595.28628892989,
            6376.82294883561,
            2082.62593812344,
            10871.1867897838,
            6155.78467025544,
            2862.0101387461,
            4221.30315714475,
            7271.552032470579,
            1728.4237547148,
            341.146965986397,
            2109.2007717368697,
            4326.70507344396,
            968.836382674606,
            3489.84313638823,
            7035.58910734261,
            4167.78672391926,
            4362.90581198044,
            4227.0189863608,
            5730.588251384711,
            1185.21469984619,
            4892.209733649001,
            1814.33508159906,
            1788.97373591901,
            1658.07023321236,
            6610.36617887751,
            3344.38440143163,
            1745.87167418898,
            7158.13906028943,
            267.696298601759,
            5549.799127875761,
            4364.9752805952,
            3075.34572793243,
            2393.0996785886,
            5947.42172129888,
            2129.59716481131,
            2044.04704534067,
            5151.07044539045,
            1087.91936375134,
            4076.58391416475,
            4949.90233344449,
            8.01207624713557,
            5946.822296779959,
            2692.1634585589,
            4621.99774242203,
            5992.885092439251,
            5604.16999048292,
            5898.0008931423,
            3507.25216607221,
            2119.98491147902,
            1765.98333716344,
            1922.61002232725,
            9226.90204089804,
            7650.65520988095,
            7388.02443997422,
            7252.120003970849,
            7893.55988850644,
            5406.34492649729,
            4211.30261071966,
            4514.0097801128495,
            7708.31562497011,
            8066.69786524019,
            1513.62419967009,
            2378.7661730363297,
            958.979822122802,
            7520.032053087841,
            383.107569352407,
            4391.981053651471,
            754.601882142809,
            1183.70456825763,
            4217.166823074771,
            1622.31739232604,
            4147.8885848744,
            9601.3754821711,
            6879.30600704276,
            7292.264176862579,
            2313.8250047974,
            2001.28151391029,
            10601.0827828556,
            12072.2557579712,
            141.703817946414,
            3928.3039085182704,
            190.889274816911,
            228.33538696889,
            2109.2427976728,
            165.506090118747,
            106.09074717935,
            2796.75230312401,
            2628.57792284269,
            1379.91312425834,
            2403.4782156904503,
            804.092441476811,
            56.16616438732,
            1793.75025542512,
            1627.0414050731,
            3783.6011509907503,
            7757.136788699259,
            1429.4017623047,
            178.333870986952,
            3635.6005890215,
            1494.9845683242902,
            2295.81165641849,
            552.398166405428,
            7364.735577645109,
            1034.75883833309,
            1810.96045966416,
            4255.2521372008505,
            6056.81721377313,
            4263.49303076889,
            5519.09603957038,
            4575.52763542752,
            8176.70716548325,
            3293.25087871026,
            4654.249217083549,
            5029.48878154619,
            6525.21842259918,
            4439.11615420807,
            4189.83256804479,
            5706.32532253577,
            2898.7618238762298,
            5094.6700842702,
            4333.360862430611,
            5792.906333268111,
            6455.3917717800905,
            5380.56059607515,
            10868.2414720072,
            2684.70067065167,
            12701.603475,
            3317.52987409072,
            3157.9610817063103,
            9881.97600620667,
            1611.21659719418,
            11423.936295348798,
            12498.040454376298,
            2913.7699313302696,
            5514.11742142548,
            406.720769305791,
            6013.15287400369,
            1215.65255980478,
            5282.728560308379,
            1411.13008049743,
            4907.67408446776,
            2390.8505965863,
            2707.7609389629897,
            2046.6850503447895,
            1686.83590183974,
            10711.700895547,
            2056.75238228244,
            1130.73526530684,
            5492.89368937988,
            818.5084418876919,
            1746.93655902557,
            8088.568018568091,
            1802.61699404161,
            5836.56338145928,
            5521.5074051112,
            9589.83352507197,
            6507.8501914892895,
            382.24890411041497,
            10396.6181477631,
            9704.7824094498,
            7274.32562822359,
            135.931684494729,
            5809.8990004485,
            6388.369826233511,
            3827.8939146126,
            3558.52726155765,
            4452.330679191939,
            6790.85026335851,
            1148.22143592675,
            6361.97343810153,
            9841.080552709607,
            2382.46677216556,
            2751.08884293104,
            395.000775087053,
            10780.2718821749,
            6110.57279243647,
            1485.07993541129,
            4350.01989674202,
            1758.88186466259,
            4115.4847193336,
            10725.4847277828,
            2278.55434854177,
            2160.78490802133,
            9290.575344923873,
            2627.4054884209,
            845.3663712741251,
            858.511387999185,
            3343.36716094004,
            5255.78828313976,
            6440.861434225771,
            415.240434973958,
            11061.8118946308,
            4844.1722236387,
            3834.0427822767,
            597.9440655279531,
            1170.55633399312,
            5894.04131672805,
            1969.7941341928895,
            2738.44049607766,
            7531.10124850389,
            3312.8776215380394,
            4255.62639181993,
            8402.415585756991,
            7879.738136012421,
            7724.57141377445,
            1445.80218914379,
            2365.28749039987,
            6476.760852061379,
            10326.0897733222,
            7329.243163822591,
            6040.77206183173,
            8035.88317278016,
            8055.305084123921,
            3441.26141621257,
            7382.056426137521,
            778.732695554933,
            5174.57056869183,
            1870.9252528540696,
            3400.91074388565,
            1455.0476020381195,
            5136.81930751016,
            2749.08019063432,
            5043.14863656084,
            3286.21288155866,
            2453.3761214986803,
            443.666538113212,
            1851.31156299008,
            4341.00808194247,
            4069.40264613646,
            1064.68691788658,
            7902.74296522359,
            5630.7412209842605,
            6536.96636294544,
            3871.688901934071,
            1498.39091851883,
            2003.65357036953,
            617.538752197269,
            868.1624732744141,
            4910.54765823574,
            8366.61426770219,
            2321.20631423091,
            2888.44470996322,
            490.742921135624,
            4805.97154908401,
            495.021199154345,
            6054.24412635839,
            1693.13737803293,
            2828.30861825601,
            8508.83539912434,
            10657.1061233567,
            1205.78601273801,
            4098.11578954984,
            3518.4526294613,
            5851.4097886154,
            1017.39615953411,
            6525.15179253791,
            7414.5528532260305,
            8922.19971681344,
            4816.77607411979,
            3950.870172149721,
            1879.05966237435,
            1854.23961318048,
            3646.93785979368,
            3595.50194172919,
            554.4883448103379,
            10433.4743453989,
            9607.49884661811,
            1448.07198358459,
            3030.26724082269,
            6339.85084448677,
            2661.61251596017,
            5649.452468489761,
            2966.246125205,
            761.422404184785,
            4145.00358705858,
            6739.8585984927895,
            1971.554219965,
            3971.15547880774,
            56.9909740698165,
            8831.18436544789,
            5416.3577980789005,
            567.6687734239409,
            6472.34700724504,
            4551.876888607671,
            4481.162212528449,
            1922.6566258695495,
            9447.117157424407,
            2075.59611242181,
            1507.89134084423,
            1897.78082087204,
            3674.741340143471,
            5630.44497235335,
            3601.29968528693,
            186.828073932876,
            99.4495914003405,
            839.8390632084551,
            5757.84899502697,
            5090.39277440685,
            7643.631046107171,
            8755.6919767255,
            4213.46525948758,
            5953.45352370895,
            5688.994849119101,
            4588.472285879389,
            4834.60379766491,
            2427.65078779499,
            1994.6211339084696,
            6120.090021073979,
            2116.53731014055,
            8068.319703512409,
            4004.9888524873695,
            590.598081194187,
            9848.171448939893,
            4536.85720940257,
            6262.00794529651,
            371.040895011703,
            11928.5098562393,
            6801.4058925032805,
            5619.21760364769,
            7758.79982277807,
            9875.03718259757,
            5732.39903226614,
            724.193188479234,
            5659.509277874139,
            5207.88311679924,
            2395.1653496083604,
            5947.64546828592,
            7084.263509070559,
            228.330803623653,
            10021.0492234587,
            3995.80729495872,
            7189.3507350953405,
            743.86714101317,
            6183.514146370021,
            2588.49026590007,
            8743.509701223791,
            1940.67404392486,
            5312.49170624282,
            4037.719603747871,
            934.477133128546,
            1072.1926587434698,
            8120.2580899123295,
            839.8690240153251,
            8361.7191002815,
            5353.56165390711,
            9332.70266633384,
            4947.308727595901,
            3545.72397128405,
            10836.3830881501,
            1826.51630229436,
            5438.09369329612,
            7879.67620843062,
            7915.31344330937,
            2350.89150808837,
            6425.36536372003,
            3132.14869181144,
            2563.96087298893,
            7110.755833314191,
            2928.98408763734,
            2767.8372998142,
            3162.1338373512704,
            750.0671069984869,
            1756.03762496614,
            3946.89824562224,
            607.909484188127,
            457.19661720842697,
            2104.38432287864,
            3031.24632606192,
            680.619696071219,
            2299.4181716088,
            4521.00431151248,
            2836.98817845671,
            1387.2488010579998,
            2469.36442601101,
            4592.245550450871,
            1096.96707536899,
            11540.045811650702,
            1863.89100271298,
            4641.704784522371,
            12307.5623225278,
            2774.83278110032,
            4030.80369209214,
            1671.18492391845,
            2342.47292088101,
            4953.77359939866,
            3248.62771841795,
            7363.03763852006,
            3928.1218464785497,
            2224.8841598973604,
            5862.83302915672,
            4929.87881849349,
            3890.4710496591,
            1225.72022331307,
            8196.93072552584,
            3495.0698810157105,
            7441.75961676144,
            2084.37086090284,
            6232.28039861045,
            331.364308695631,
            2368.3812306499804,
            2366.17424012737,
            10533.4551622879,
            333.441398145797,
            7005.0792919714,
            1551.4202880312,
            118.342142143385,
            3713.26268829211,
            10282.9974457346,
            1256.4011595099698,
            5575.2536907666,
            6637.770870559039,
            2324.5477054729,
            3257.0126292117498,
            4317.71547822747,
            10643.404179057,
            11146.0744599728,
            168.054785283069,
            3369.37702306496,
            5272.53501398802,
            3371.6643103609003,
            890.93953525642,
            11246.488154757,
            5216.354091171161,
            271.734468486729,
            11617.7489093447,
            949.9566246969208,
            8866.527185298779,
            5036.25528047363,
            7896.22376609728,
            6153.9365638338295,
            3900.82960084791,
            3052.576690614569,
            2639.7101263171,
            2550.26514748866,
            2733.42055865967,
            9754.15223893674,
            2763.26395484522,
            5855.18559413532,
            6043.14310633161,
            114.499967406218,
            927.0675938508432,
            3254.74895032068,
            2584.02203777874,
            10255.1901115656,
            749.145368410122,
            871.530091132259,
            5193.83819663771,
            3603.3640781354297,
            5564.163603137889,
            1191.33213785363,
            3589.25350629665,
            2237.92776424099,
            6152.00483311834,
            3701.53760172254,
            13172.6812981319,
            8215.55838399949,
            5544.654683502529,
            665.577000121256,
            5643.179899328969,
            2809.32218484219,
            1415.71826260479,
            4172.98823810663,
            9698.582169129,
            1723.3993728988098,
            1902.26561035478,
            6882.87341589713,
            10156.1423121761,
            4065.2187953051503,
            3810.1318418453498,
            8494.01643069754,
            4659.53597585937,
            5415.81741673557,
            6388.85036020661,
            2991.96735071436,
            11047.6843350607,
            4481.43686080601,
            5602.16002178427,
            843.74909202058,
            3640.84888556012,
            3859.471822981629,
            9255.43964893025,
            5541.821255211639,
            11159.7931652015,
            4550.12285317107,
            947.19963838056,
            1227.10948383375,
            2618.2430369954,
            1428.43962505335,
            10897.9054797653,
            987.261536638484,
            11207.4952297971,
            4856.48345389872,
            1378.90905711849,
            9781.3267216691,
            4961.25568000026,
            2410.2774142149,
            1857.46157804557,
            6870.83901013046,
            6571.19702062939,
            8107.26764489386,
            2474.97715917028,
            3562.30829594435,
            540.617724673382,
            3367.7019234673803,
            5850.77069132097,
            10649.0720502131,
            7045.91920223369,
            789.63336134554,
            7676.310662575241,
            8244.74889955889,
            6471.62820239922,
            4267.45190233138,
            10486.7443460306,
            3213.89814552844,
            2713.88507461967,
            2739.71998955614,
            3872.40246823472,
            4733.50582969986,
            3343.81635769923,
            6519.437059856079,
            1670.73789259357,
            369.527739366732,
            577.530782393529,
            6494.1843356626405,
            1256.25353818891,
            2889.8801946867497,
            5030.82879986161,
            10035.603020993,
            7896.356942317059,
            3343.05627581805,
            960.137251358102,
            5142.11083711624,
            2198.1448889683497,
            6513.1501245071495,
            44.5272460985999,
            10427.4705030759,
            3064.718487716289,
            3853.08804154651,
            1077.8404003017,
            6697.971583270711,
            4269.13603478981,
            2275.76342522213,
            9351.00613114576,
            8824.16474742706,
            4462.82325767409,
            3563.31978870471,
            3141.3385363147,
            8334.18200780114,
            3951.18974682111,
            3206.9276653834304,
            1165.49215757251,
            521.5757013705901,
            3492.3340219336305,
            8892.963302602671,
            5180.71186017515,
            6077.680286835239,
            4589.26726538164,
            8474.98246363903,
            161.237551122297,
            10033.491680429,
            3650.19635167761,
            931.790074364881,
            7168.70700152735,
            10768.7478385081,
            1115.15458691793,
            1320.46244258164,
            2468.17199888535,
            1642.96947053086,
            9183.84229457753,
            2554.0443515729003,
            5099.08745959981,
            2761.8513804366603,
            901.9277106596428,
            7530.76763344307,
            1093.67920279022,
            3040.9813501286403,
            6823.434442500439,
            4622.27519842492,
            1783.69732612708,
            1251.8673663810198,
            10108.7958488382,
            5408.21212921339,
            6019.83442285853,
            5021.63968348642,
            4360.05300945404,
            9792.09153131215,
            6145.131816878149,
            3362.77448557159,
            3353.6935708995097,
            2716.6558194475,
            5927.57467616725,
            2929.85142379499,
            2042.43646281071,
            8525.231909003141,
            8569.220572619399,
            4606.156805288821,
            5049.635508890789,
            3276.13994797231,
            1086.2461646268598,
            4534.57597308744,
            6463.64775060681,
            4440.41961655389,
            1833.58105081134,
            2430.10161848915,
            4928.60703383372,
            784.5773121318381,
            2663.05260942853,
            7571.68231798672,
            1016.1410075047,
            1594.9726819505,
            2290.43034182208,
            1801.22819471633,
            6917.50843520967,
            2289.85125057492,
            4071.08303444266,
            3614.26818549068,
            2611.8480917835,
            1365.95220859435,
            2285.95653758834,
            2963.7944322157,
            12731.894637403,
            2888.6337275749297,
            2156.314406342,
            10816.7590093935,
            656.03318788707,
            3216.094541183369,
            2282.91102164954,
            8619.74517744195,
            4833.47746990896,
            1639.22563884266,
            10418.1929763283,
            7170.946724121321,
            8957.33054393952,
            2921.2353791526803,
            4980.01358501464,
            7258.968491635759,
            1368.69192225734,
            4767.2771918935405,
            2234.44313665993,
            694.1351678029421,
            2699.85134586163,
            139.31457194860002,
            524.201092096584,
            1741.1839190889002,
            2907.95827229594,
            3901.93798361853,
            2161.08375159161,
            6222.41527252187,
            2911.40806707675,
            3485.01802587388,
            7602.61305507845,
            4749.06867530672,
            706.2289942236,
            9342.47942698609,
            5219.80402778761,
            3133.6244473393394,
            859.589294215437,
            727.194664952067,
            10284.6067864395,
            5445.22266010925,
            7335.96256840597,
            2766.28091438528,
            5443.27630749977,
            9390.67226092499,
            12129.0822259617,
            1278.99950423557,
            8134.220407851591,
            7327.28357684415,
            1012.93499290592,
            4362.0831523754205,
            500.599105646756,
            7880.68580712225,
            2070.3793805860896,
            1305.08243308288,
            459.034688796151,
            9921.67238715704,
            8445.38534278682,
            1526.3924759160502,
            9857.229949587008,
            2343.49755586202,
            699.9557764042171,
            7286.550390859979,
            6808.86995498301,
            9448.20972109913,
            974.563067419013,
            1469.12970417187,
            7181.47855257926,
            657.0484089194509,
            9572.58688405588,
            7572.567589234591,
            4569.64791088147,
            3441.64452422469,
            3423.34617207901,
            6579.534006664229,
            5732.2401076494,
            3948.14334405049,
            7327.070282101679,
            923.028441324114,
            1417.84652200166,
            5757.89047926275,
            1494.21297427116,
            1049.1754772678098,
            5277.740419709729,
            8523.90111590581,
            5408.72776719187,
            2089.73250000687,
            6914.75153975136,
            34.2851058172658,
            3965.25197444964,
            10641.4514434212,
            6170.23911645177,
            396.233677598603,
            1446.46810321108,
            7908.3318430222,
            6095.308748994189,
            2240.2774038697,
            2529.6129690448497,
            1858.30823957284,
            2634.3585848472,
            4337.82555851561,
            528.181250121176,
            6747.232379118979,
            12176.782438093798,
            7732.69639567081,
            6994.48780081424,
            4298.705027677411,
            222.196438639024,
            1529.0188684850198,
            6615.38785751688,
            780.832856751006,
            322.724155555729,
            5104.74678854711,
            9099.72433792209,
            2956.97774567302,
            5774.07427035938,
            5042.326368067929,
            2855.3791874510603,
            8859.08746877633,
            530.657824121697,
            4770.937668011939,
            2383.40775653766,
            13041.7794518553,
            1718.9437817568698,
            4842.077960288339,
            1129.5624120295,
            3972.151405211429,
            6928.943621162839,
            4876.366908841,
            4445.20317812007,
            5272.80479170349,
            8129.0489314653405,
            6034.153227563571,
            6800.24680592278,
            3737.2121871986296,
            4367.26495019919,
            403.40213537013295,
            3791.02352838761,
            2928.10043864962,
            8108.172683405841,
            6868.98780501089,
            6458.79058513878,
            4513.20369417302,
            2816.4301578897102,
            1137.65789054619,
            2385.2248369160297,
            1169.83592466577,
            6978.52505744359,
            3993.146866004861,
            5268.22747487761,
            4233.08958563064,
            3090.47311929628,
            2284.00567663756,
            3213.5419628300897,
            493.589997017378,
            527.551568398424,
            8253.38456880542,
            2469.23458468339,
            10990.5337530187,
            2952.12315164984,
            4923.81484576435,
            3728.39703071966,
            7482.06736878698,
            719.946664588216,
            1510.73550672394,
            6105.7279291327,
            3960.71087317317,
            401.32673340017,
            4184.57820320039,
            1136.11727060881,
            6993.04944148178,
            2522.05718465992,
            6391.153194203221,
            3644.30607009879,
            1002.34057376253,
            10614.2484928222,
            2461.97440578532,
            4283.2269736806,
            3582.151363963449,
            5302.17994342883,
            4091.56129167425,
            3852.9924436463502,
            9636.80473053473,
            8124.598979910799,
            5262.616087997471,
            6229.83601904736,
            3550.58488878171,
            745.19474910364,
            1459.66859888829,
            10352.181768904,
            2216.9753341908604,
            2243.15399221322,
            51.640260239487,
            10070.9490549973,
            207.543817763712,
            959.097214811603,
            7410.792024329541,
            10677.6680182666,
            3641.8084108437,
            8699.94668231535,
            3438.97927728268,
            499.208578202042,
            5296.94027257637,
            1036.61680359844,
            4835.27465661614,
            4113.299166910279,
            6690.63533769203,
            2062.7191576926803,
            1498.20031600578,
            4601.94008647427,
            6429.59368808933,
            4618.39218432669,
            6924.90156914655,
            11805.55576878,
            390.335860866272,
            4509.88142162832,
            5154.909842680399,
            1664.10492654064,
            2727.24168062816,
            1500.6537452812197,
            1.37762959325451,
            2664.92567484772,
            1440.49916760651,
            1281.0357291798,
            1114.91482428033,
            3748.25812413245,
            257.661201491859,
            1522.64676811391,
            901.277776817105,
            10257.9183922935,
            5425.280945064939,
            2166.1230995161,
            4229.914353055779,
            4849.33378471958,
            2153.60772508337,
            8881.58363601412,
            2927.67544441237,
            1498.1612553260998,
            2089.9094635253896,
            9399.50460218589,
            7983.705373244459,
            4200.697505155999,
            4049.25386522537,
            1790.3486165291397,
            3703.95304740702,
            9004.80171434867,
            7405.8032096322595,
            5571.456364476229,
            763.9541158786079,
            2983.58332216516,
            6557.94033087167,
            6898.78371916522,
            2649.69535606017,
            3210.80704797276,
            2698.04778142586,
            1456.23494449525,
            288.64676925315604,
            7453.26426764463,
            2648.22045208716,
            1770.81827895977,
            4396.0768773955,
            8801.61012677399,
            7007.1542526718,
            3493.22456741209,
            2257.06478222562,
            3716.2546852118,
            423.418399504824,
            6485.05748033896,
            1058.0392021630498,
            4286.345614412679,
            9286.3575449382,
            1684.52656398846,
            7354.129522959979,
            95.46072237503591,
            4431.280471397489,
            3933.88301194765,
            5888.3757812673,
            4341.62669876515,
            109.379622752269,
            675.712031078049,
            4076.8767501185,
            2632.5518109756,
            1504.47346177984,
            2961.95236821591,
            1521.8684050771,
            255.072655958066,
            1102.24036140034,
            1279.11309760756,
            1066.21460111103,
            7492.90982010653,
            6849.48422314614,
            9097.112036065171,
            745.076094530662,
            6752.58607130953,
            4545.15745895782,
            5203.32518145625,
            6983.36074103902,
            1664.3860619101802,
            7589.759990371129,
            7475.21228234162,
            9282.92773534658,
            3119.4126781587297,
            9109.774341958058,
            11175.8410699241,
            5181.84850071794,
            797.34597206237,
            5085.311918671479,
            1316.18712771605,
            9193.09526352272,
            3310.41011772524,
            3946.0014470861206,
            2224.46976521287,
            5719.2781159757205,
            5976.89656826076,
            9217.6886691734,
            599.8303239514551,
            406.8518611561721,
            481.842697119885,
            10506.3280331645,
            372.974253343653,
            9521.769942117133,
            5502.73603087282,
            12607.951664106298,
            2857.00741354764,
            1933.35356770978,
            2043.08955289918,
            1745.3719220870998,
            5211.32562979067,
            3010.3502403137395,
            931.781052200198,
            9534.660206225592,
            1779.72773531897,
            11417.0600895208,
            444.613776925989,
            107.597231536379,
            2539.33674893338,
            6207.18616502598,
            7235.19471689825,
            6289.25607587104,
            6342.56790924236,
            3489.40412162135,
            1791.54296221375,
            532.100255807783,
            433.458417926463,
            1035.46249645863,
            109.478853603893,
            3051.57426672854,
            11890.7571906353,
            4155.72376708707,
            6894.16538143413,
            458.093724368234,
            9452.2179473418,
            2805.86374471748,
            7236.173930254241,
            4739.94895405831,
            421.640379591623,
            2841.63342276648,
            4058.78953380435,
            1530.09024242426,
            11921.1995369591,
            1440.07254888392,
            3181.78051934063,
            5685.65364147975,
            1579.1682486472598,
            3611.29590336632,
            5826.46289826698,
            8267.32605257876,
            3901.40208532883,
            1796.27050255779,
            4053.51993761002,
            764.297190003271,
            2672.69202602406,
            1402.21785398327,
            1091.6248164287802,
            610.65784710333,
            7337.95043106519,
            839.1250811884869,
            3170.045653648689,
            6154.052456547579,
            3475.9054232585304,
            7933.4694490862,
            3577.44768965771,
            1262.35606612176,
            7867.616835630941,
            7822.936090935409,
            117.712586947864,
            5567.941087462329,
            593.1247798263599,
            2852.37179495901,
            9154.47701536417,
            6227.54177432686,
            8293.576747493142,
            1790.01356619936,
            2241.3881435993103,
            3759.93723425993,
            8734.74061739229,
            9812.97871741119,
            7730.72757527023,
            6053.79158149127,
            9852.1411102884,
            4778.700542847971,
            9442.011609849642,
            2341.36785790557,
            5473.98555060076,
            3041.55290815678,
            13190.3658861707,
            3269.5343268133897,
            2290.20428885451,
            2830.17986246731,
            51.949242778070094,
            4669.45735259152,
            7206.852592751371,
            12427.8357034718,
            2106.70979061764,
            2312.4217766474,
            3495.85630614459,
            1930.56653214215,
            1870.71508930953,
            1699.68097183874,
            4144.44814361402,
            8836.775689365999,
            1693.92017886189,
            2244.8831092986,
            9911.134962918291,
            9864.07802710305,
            596.481179541814,
            1847.09424972443,
            2443.76891476886,
            483.620167720885,
            3696.95324417008,
            6276.830736703339,
            4625.19337762744,
            3671.92309443706,
            6715.85790769023,
            3544.1560393991604,
            1910.32953084278,
            7660.34617051509,
            2253.19025276782,
            9255.13775534296,
            2553.21277794851,
            329.450042227758,
            2168.75173497275,
            5873.410979425699,
            12147.3142194935,
            2728.1899444629503,
            3668.9947836488,
            2841.69798234271,
            3990.85075975194,
            10504.6681673838,
            9490.26419041115,
            10614.130949683,
            680.9047821836081,
            2187.21333714559,
            3702.1714277833794,
            7833.47776141374,
            6766.29418079942,
            4859.2352866332,
            12213.9493398984,
            2929.3597040424297,
            6587.77555584342,
            4622.84106541178,
            1040.49367322611,
            299.825137750899,
            1777.82855129135,
            2591.02894660536,
            3278.1797272838203,
            28.8825344418559,
            2487.16518212314,
            6832.6848165415895,
            5061.77783089573,
            357.088124203472,
            3845.74184934565,
            6453.05797893021,
            2940.4239697461103,
            3376.90746524937,
            5626.86933989185,
            3805.8027214255,
            2173.7676901031896,
            4871.67757618979,
            12494.2672598523,
            2224.06813417899,
            3682.861931412271,
            1989.18297633362,
            4605.91877302795,
            4074.95259111004,
            6529.019522377729,
            3646.05161791101,
            919.114640024036,
            9642.09253829297,
            801.779606017874,
            475.42059173565497,
            3675.83341454456,
            2507.64970973955,
            3672.10982821562,
            11479.4378054928,
            1590.32580358526,
            571.9329349300431,
            4199.0243561842,
            5366.64079316339,
            4096.783714405129,
            1777.9531313067498,
            22.327933177844,
            4951.91577108814,
            5914.516662335041,
            8045.4409532236705,
            431.4501612013101,
            1957.0579294027696,
            4432.66544443383,
            4582.93827444975,
            3766.6144347919103,
            3216.4912546542305,
            2562.69555387066,
            3879.6726518436094,
            5083.72827173068,
            1054.26808471871,
            6272.78844958014,
            1042.8503755962402,
            5491.03560172096,
            162.79559613813998,
            6938.012519684549,
            12715.2947207366,
            4124.33040419948,
            6340.708854775439,
            3489.95714756947,
            10948.4994895604,
            2944.5373541645,
            1247.01279101851,
            4513.24371213783,
            1094.17752939053,
            3709.3044307035298,
            365.646185165774,
            4990.3690908292,
            6644.34421410885,
            9686.63030666495,
            10235.2726101919,
            6115.82233293271,
            4176.9499552691605,
            3581.6550468118603,
            5671.64432790405,
            7906.14117885321,
            3299.88507211045,
            7364.001944720329,
            613.240620104445,
            1901.14392165499,
            7513.18286435755,
            7014.62270759084,
            5324.04818485217,
            6253.20667662182,
            2632.26561303191,
            7877.415131351679,
            3250.00608359258,
            2962.8251862479497,
            3107.8837824180296,
            2544.35600305062,
            59.469163350624704,
            11264.6911597501,
            2827.28940194175,
            9189.61151437781,
            5299.2397193039005,
            4659.9533251724,
            6127.38168790854,
            1598.18356896296,
            5705.98616300577,
            12099.9702958367,
            8083.23220068418,
            7621.410218952421,
            289.57658198580503,
            9577.95514323174,
            8551.25989324198,
            1730.1519065694,
            3229.82006262472,
            4465.872768882849,
            2291.98811856518,
            510.739968904777,
            3917.8760982038793,
            5310.271528649289,
            4948.488069855121,
            254.843578632033,
            3318.4077865437102,
            4136.76112621072,
            3665.88089899456,
            6766.53302048682,
            1662.45361648808,
            2151.6965921599804,
            2482.0422504401604,
            7112.926157135659,
            6777.1982462325295,
            849.545184282307,
            8106.859292919659,
            4304.92910889776,
            551.84308108532,
            8889.92840808923,
            3394.65824024028,
            4580.097830766021,
            1377.01840698314,
            4602.24584082719,
            6224.15288632328,
            9143.611708737571,
            4569.99498661641,
            3360.0594135198903,
            958.998081921469,
            2866.5858997555,
            2877.7561038956,
            3203.61543829573,
            3411.65642431526,
            1187.4269503018,
            622.912810540852,
            2352.28711613826,
            5617.993125845799,
            2574.70775577185,
            2242.8257603424104,
            2264.72515178074,
            2941.02815492764,
            9139.14371046925,
            417.633105841677,
            3037.9681472571,
            4448.41232274551,
            4834.73864381419,
            3105.4430213977303,
            8352.061533316,
            898.133906760723,
            4548.11028864043,
            823.8351619830189,
            5051.30238814197,
            7875.070925940841,
            1743.7746848123402,
            5883.660557890999,
            721.3416051022009,
            1366.53602502689,
            10462.7404495644,
            2187.0654844887,
            6745.81770760811,
            3960.8556473890703,
            812.3235343063901,
            1833.48584968453,
            5321.71255785555,
            1906.7955301891895,
            4191.7158557146,
            3005.82686432775,
            6527.99022211544,
            729.6044302940429,
            5835.54239114684,
            5026.47455722886,
            4099.90204534619,
            6333.39158836421,
            6427.726092600339,
            1173.7409424047,
            12104.5342079885,
            811.907862473912,
            3345.94195799976,
            7149.066896488221,
            385.4033625116001,
            4517.5798007499,
            2949.93167350781,
            10054.634638852,
            6300.86893870814,
            4665.58102065705,
            7895.112865175709,
            8047.14075406577,
            1118.92606413711,
            10211.7219327373,
            424.352131596398,
            11073.1585048799,
            2356.18197012062,
            53.1862073427052,
            4728.25954236021,
            3103.8122277069,
            10238.4962972866,
            8137.1644030735,
            2606.0237760494,
            2903.03612840759,
            7745.75480897024,
            5700.45719520566,
            599.347887026431,
            3796.03274043959,
            1203.70052925741,
            1268.50638260119,
            4999.2020148962,
            6210.280586951011,
            7367.25824696371,
            5957.386323536291,
            9340.54446223252,
            2096.9175014220605,
            874.324255506621,
            27.2524822472804,
            2130.79353472588,
            280.878547416661,
            2520.51445210598,
            4093.360006036261,
            5957.993317069289,
            7942.16814459979,
            4958.0677755079405,
            325.119591532296,
            387.394420295952,
            6243.04502975119,
            770.7775495685299,
            5592.65180728153,
            5787.6580446965,
            474.525326666737,
            5762.46995805143,
            4879.84613933048,
            4902.97522079205,
            3664.6214515027514,
            6563.41157975832,
            5415.05466726812,
            13025.0565706657,
            2847.8191727088,
            693.2147137703861,
            1487.7860414097595,
            715.836604414868,
            5771.08825374589,
            1399.8754718255402,
            2504.7226488012,
            3520.5659009445294,
            2155.8121729811,
            9808.190939503142,
            3980.57878313095,
            1419.80552276132,
            6037.007732557621,
            1558.9307648094,
            3944.21931770088,
            4155.44929016665,
            5315.97382040511,
            4990.55712316988,
            12727.9975513072,
            493.714429947331,
            2143.38697161442,
            326.98956762450297,
            3719.23013486841,
            6401.18948620131,
            7455.92015661369,
            6740.71613617934,
            2225.2245333151,
            13766.0512393337,
            10229.4078769501,
            5233.66322803221,
            3608.80520160367,
            8986.718948176229,
            1413.7832242580898,
            2284.20912920209,
            7832.57241133557,
            842.569077270774,
            3388.56092327455,
            4574.85478041434,
            7063.8980358062,
            2922.2886852381,
            3729.9746499427,
            5239.59477294428,
            11963.3642158544,
            748.9407178924,
            413.311163077388,
            11298.172191103702,
            1490.47025130926,
            1231.5373682641,
            2495.13299137587,
            7443.48670694591,
            5609.326602439561,
            884.735504669608,
            9255.842933769847,
            5282.8491817832,
            1156.31970334277,
            1239.6882584746902,
            6608.96879522724,
            7287.540764449741,
            5271.62698185449,
            647.879378621526,
            1027.57779209235,
            1452.4933777984195,
            3313.3004103866497,
            7365.93891557773,
            1017.16654456031,
            1330.06763791175,
            6875.57968295662,
            3704.032126276261,
            813.0279886810209,
            3644.301903482829,
            8238.11502092605,
            1347.33161169418,
            4087.1807070511104,
            4495.27875332798,
            6465.750589588941,
            4161.57314849677,
            1618.21835749227,
            6270.5740351263,
            8974.49202107934,
            3090.99245474831,
            1287.6320807617,
            3870.33389343645,
            3279.55782415037,
            1644.33917692447,
            10971.9746358776,
            1068.8873978829902,
            3639.90003844081,
            538.230522684501,
            23.916427866718895,
            5968.4420381087,
            2756.97230030986,
            1603.92486156568,
            10668.3635123802,
            2017.13994839746,
            1428.18921413846,
            10028.0158575977,
            1432.3558619028302,
            2875.44522980166,
            3437.0768952533504,
            3545.1622485755497,
            3295.3200609455102,
            2426.30622270591,
            4406.99505612761,
            9690.30879814676,
            5686.64311580018,
            2574.09343236607,
            771.71749424679,
            7921.83050973712,
            5035.13937788411,
            9131.86441883589,
            10674.7702051663,
            5797.292398100711,
            556.55594070128,
            4285.38691174949,
            2717.0794847261104,
            4752.5575717228,
            9008.154521284408,
            6855.986311283559,
            6708.67359111538,
            2548.41391592928,
            2413.01190680546,
            5240.1143734774205,
            2628.2621240183803,
            5532.3438431879,
            2072.63406602468,
            4318.37772179352,
            6337.6749385873,
            7458.559482000691,
            3676.56835427872,
            6470.410380719821,
            4054.5517710623208,
            3668.6467729337,
            2659.69454058204,
            2618.9734974882103,
            4042.53973374386,
            1912.20509104439,
            2085.81763906667,
            2296.79532725441,
            5650.88968761866,
            5176.36116095836,
            8832.65170692964,
            2590.92817525105,
            217.48852796721,
            6114.867545566911,
            5617.178645345511,
            864.624052947255,
            1401.6850611281195,
            4255.36763560122,
            4464.40426807541,
            2549.62047351317,
            1508.76177567629,
            787.047189746112,
            2155.66005854711,
            1661.71345972499,
            5347.29550689902,
            6284.83357255315,
            277.387568479942,
            11576.5422365979,
            1269.25457474922,
            703.363922990578,
            5890.11364359475,
            6619.83268303124,
            812.572549581062,
            6362.39035410808,
            992.5777176640448,
            7707.240563210759,
            5636.353440223261,
            2950.31486311935,
            8750.83208800708,
            11276.6225405751,
            8004.35984024104,
            3009.39733978784,
            3692.1691720194,
            436.935246909842,
            1135.1522255492,
            1523.07205829741,
            4673.766197510329,
            2457.9136896619,
            11775.3545787462,
            607.9656119507911,
            6509.698608005079,
            68.6254562680885,
            4752.28787681676,
            3429.9015786975897,
            2547.27974185242,
            722.519589232964,
            2643.10643205609,
            10529.7234876203,
            2464.16232121798,
            5785.88427485782,
            4652.95174811759,
            6071.34020471132,
            2639.91684550513,
            2248.24291357626,
            10969.5966863322,
            2890.65279259851,
            7218.968224057919,
            4573.59408976341,
            2220.22559978896,
            2749.5856968328803,
            4628.60300266554,
            5452.24453174869,
            3587.7223890690298,
            6360.15489740922,
            7548.44437291303,
            6111.961017092231,
            339.592268926788,
            5644.653158554979,
            2427.94988726108,
            6678.56280037054,
            4776.49048616368,
            8109.05140901618,
            5556.83987007072,
            1064.08187542437,
            4584.611815906,
            12380.624706792,
            6144.939435945949,
            6241.27050834808,
            8346.32092177162,
            2677.8257134135,
            2389.7007594319502,
            11495.731101963702,
            3580.46367722387,
            5714.026373679871,
            6649.801458944879,
            693.196416870457,
            3554.3893651037897,
            3678.89967602364,
            1589.43843220617,
            3327.23623483166,
            1408.49771708358,
            9540.41662588762,
            5120.40679717739,
            13376.7977060636,
            5929.09802983651,
            6617.40017195646,
            6803.33339273416,
            925.795592135596,
            3393.85658908614,
            3673.8704148985703,
            6501.041225662329,
            2393.52414875071,
            2075.5198219004,
            5673.599822075799,
            7557.8733378587,
            987.7941458290892,
            4169.992872455129,
            1074.78790405487,
            4087.9950476953695,
            5628.01200410865,
            4024.0893667788896,
            2567.61515437351,
            6752.12245843297,
            586.6510961630651,
            10080.5243838632,
            4626.53863737325,
            1020.97816418314,
            7172.65433235279,
            6210.728279474511,
            8418.25315995041,
            6590.777229734051,
            1933.08292037314,
            2785.7795625491303,
            2373.17525529916,
            1102.84809429723,
            12840.6967096981,
            5037.9338614917,
            2271.4045367837102,
            2135.5321373166003,
            11039.2887187921,
            10306.7053645722,
            5618.20456988315,
            9955.225361701909,
            3813.6992679593104,
            3955.11335056197,
            3787.63914107534,
            1546.42288551626,
            10161.9466747561,
            6145.98775686718,
            8945.28946874109,
            7207.9411733377,
            4445.502385401021,
            737.253724397632,
            2163.31248732975,
            2883.28410681555,
            6931.716435305071,
            1909.21513932129,
            2728.31148575531,
            2918.47772058734,
            6453.507839377479,
            9421.29841256448,
            4370.79361949515,
            3599.0688208868105,
            3102.34705911763,
            4956.94156453161,
            6106.10958603407,
            5589.328271244829,
            6887.738420899979,
            5831.52142854804,
            3941.69867338911,
            901.753117654396,
            1190.63010538961,
            8733.44221481746,
            840.714206590161,
            4342.17811096838,
            3124.31240923735,
            2188.50308566908,
            3123.89873794984,
            4203.50355956808,
            7511.0034944948,
            5269.518402890621,
            609.350885818378,
            5533.29218872027,
            3950.0007899560496,
            2105.7095047383104,
            8371.493105428,
            12972.4183627744,
            11173.808451968202,
            4005.81614803106,
            1048.93237153118,
            1853.41915551256,
            10321.0987007481,
            6978.34712803046,
            5697.0214691969295,
            93.1526418784096,
            6038.16266197042,
            8375.729867077429,
            5691.09348958924,
            10048.3942099748,
            6815.48514146401,
            7134.65611853662,
            5366.868792741489,
            4731.81686363074,
            1719.03804390983,
            7533.679838739879,
            9402.87611781971,
            4280.79419881294,
            1513.3276370025303,
            11646.9106059041,
            4033.15351918701,
            2245.50527811304,
            217.18796207658,
            1853.68197037988,
            178.692471563294,
            2491.46086135764,
            4242.64064753559,
            3809.347155149461,
            3203.20465616956,
            4442.3317798669705,
            1667.7487671760098,
            9175.66731776003,
            10503.5712534477,
            3447.00215249966,
            1857.25232688308,
            154.945616250235,
            4064.8180932401897,
            5487.820265810829,
            2444.73719560844,
            5273.55935226625,
            9041.87883545742,
            5071.3718912882205,
            10566.3538692233,
            703.602197848316,
            5161.10740861136,
            2527.7559225466603,
            8799.819841916751,
            5534.5507976726,
            5470.58784591839,
            6849.2948103027,
            8034.74777409028,
            4325.09926791081,
            7382.502551328309,
            3458.19361435323,
            8747.20862916447,
            6016.61509078929,
            6165.65881962793,
            5170.89985156585,
            2935.36765668552,
            2319.36285651329,
            6560.469542035439,
            5090.31049085575,
            4518.85835090904,
            6478.40253245573,
            784.894856825166,
            5982.80503901825,
            5906.0343086742605,
            8489.40598539328,
            4270.5329956158,
            7395.513416308141,
            2343.07383332144,
            1743.69146395254,
            2749.0798436118102,
            383.8501673264991,
            5990.3186079527695,
            5923.392464496321,
            3964.7292778686,
            2957.295712230089,
            8452.955623884442,
            1084.96694239575,
            3336.13147168388,
            11738.9157053453,
            2725.24031319632,
            114.209888099343,
            299.054705855901,
            12115.892310922,
            792.71105443821,
            2231.97616645921,
            548.596116253349,
            7685.3267435919,
            5639.24568873359,
            10382.439679089,
            3028.59132830438,
            7765.25282732809,
            1810.23233886952,
            6485.3015902704,
            1480.61489018621,
            8807.867970998092,
            1674.90563293026,
            997.184168539689,
            794.5568182373869,
            454.30767679965993,
            3680.17702845819,
            6045.0894869837,
            2606.12469797143,
            965.373227218518,
            5265.743252438289,
            6278.31627900097,
            2987.96212327688,
            6002.935110435239,
            2972.38102277662,
            366.101104406139,
            3110.53114737451,
            8838.23130454766,
            7048.005343392671,
            5685.405228108671,
            5753.89502717095,
            4534.490221631359,
            1888.3347360569896,
            2295.81809350674,
            7677.82385557827,
            838.0214411221621,
            271.725187722127,
            2121.1519558446303,
            3196.5597688723497,
            1915.3855935111897,
            488.93727346723296,
            2183.71342628562,
            4732.4981439056,
            5067.03292510384,
            6194.072050483471,
            13443.4731764345,
            10300.28124769,
            10839.9137599877,
            6535.851950033779,
            5671.45055982651,
            4263.85358792053,
            10011.410682346,
            6254.52761697167,
            1080.42349008036,
            8442.89137257217,
            1974.0099040035504,
            758.43484908373,
            3153.22282858557,
            725.456868595806,
            8237.046828605171,
            1965.9213566813896,
            4837.78751067317,
            5183.859126382,
            313.627941832336,
            363.89991696954,
            5296.90777315783,
            11302.7676868696,
            3028.83461924592,
            9425.70730928511,
            7651.577271506509,
            4371.71544106113,
            3285.4999476636103,
            1708.71250339329,
            559.905322890733,
            3245.0416673940003,
            3627.98707739863,
            553.520858639322,
            1936.81325684877,
            8092.982779946221,
            6820.315403719871,
            520.996033494828,
            5067.4100131801,
            184.744302350952,
            5984.95078361862,
            5913.64955570739,
            5540.4640473639,
            2714.4031075508897,
            6632.036202597321,
            6152.31449154773,
            2742.45497541323,
            6415.0862444378,
            8968.67887727982,
            8934.78576079228,
            7913.83773387785,
            6783.361362639921,
            7720.7804890635,
            7314.97632170726,
            4831.11117052535,
            6976.4632747324,
            2361.16680223744,
            434.86745161344703,
            2272.14762045204,
            6279.6870072868005,
            5006.850087456421,
            7498.630446855849,
            6921.4910285276,
            6301.594778224129,
            7718.479795185201,
            9733.11318882571,
            2503.7883995275,
            9581.83330584003,
            4073.41190141951,
            7050.43252621121,
            8052.38128314598,
            2226.81958036494,
            3649.6431030705103,
            6069.64909380359,
            465.011565756224,
            5990.716973188271,
            3728.48334170117,
            3060.03016771304,
            3211.67028085464,
            101.218538140203,
            706.619738681604,
            8172.05250385158,
            1733.40311054441,
            1568.8636891672,
            108.629911344562,
            1098.07336472188,
            1134.23438387685,
            3177.5173724981896,
            2855.2160995866902,
            3591.7975053486207,
            2474.24811229965,
            10491.6321514839,
            4453.824616990561,
            2505.86839812077,
            967.134588168133,
            6796.59093473349,
            6859.836595599039,
            93.89580488374207,
            350.44554839511903,
            9743.60925907749,
            110.202890548355,
            4844.68098269435,
            6363.11366818686,
            9246.26505750173,
            2690.76813397945,
            7826.32590939549,
            2426.0086222937603,
            5740.591697530911,
            8236.47651886542,
            6832.803041888821,
            7877.33004149761,
            3215.26309296887,
            1780.5073342770602,
            1795.2239577898397,
            52.872190279850905,
            11029.6677096989,
            54.0082423765092,
            1779.57452843508,
            8716.61125941204,
            1940.87069929917,
            5143.49041556889,
            5774.281958129571,
            864.9687379108341,
            5961.53181600807,
            4705.75708282464,
            8383.07416484486,
            8253.273858040659,
            729.3773771563091,
            7606.993238559659,
            4693.11169707689,
            192.144610510401,
            8733.179295151309,
            286.264434196967,
            3132.55183069445,
            5575.63564838086,
            1633.03577963806,
            321.578931158535,
            1484.56154845106,
            2214.92249276823,
            6562.9038372817295,
            2003.41184966425,
            5953.52187129338,
            4369.21887593705,
            1896.75499382091,
            660.241452576494,
            5335.40349911225,
            1890.4474777119,
            5768.742734990649,
            4944.05626409444,
            1391.6018015385198,
            6239.24752554114,
            3913.782123938161,
            3743.00343686135,
            2015.18296932815,
            5029.70763593419,
            2989.95099658697,
            7054.60614935761,
            5594.332971007149,
            9852.889427216229,
            7798.793462982109,
            4244.49803308998,
            7813.23982954838,
            1249.34756391816,
            4002.99127617087,
            3764.8151742023297,
            3740.9009356876704,
            5006.25382336323,
            4265.17370408717,
            4952.65334579666,
            4852.7665976795,
            9043.75604444505,
            4023.06476529586,
            644.384194795452,
            10398.8205918487,
            1779.8145966117602,
            268.29097076779595,
            5067.44996385047,
            6046.84084474272,
            1707.6728696492498,
            7832.44332069255,
            922.036589731527,
            4354.314411943979,
            3959.61177187414,
            9719.56279821605,
            8537.36966588191,
            2583.1064251157,
            2291.85642755991,
            7289.014109090091,
            5760.858733716,
            4601.60618266029,
            7269.59689733384,
            2658.0906316048604,
            2317.39367782209,
            623.024152762279,
            3273.63182294932,
            2225.28464348945,
            1926.7293969037696,
            3503.1761563262603,
            5522.786693255141,
            1622.72259832146,
            7378.833598730591
           ]
          }
         ],
         "hovertemplate": "%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<br>c#default=%{marker.color}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0
          ],
          "coloraxis": "coloraxis",
          "symbol": "circle"
         },
         "name": "",
         "showlegend": false,
         "type": "splom"
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "c#default"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
           "#d8576b"
          ],
          [
           0.6666666666666666,
           "#ed7953"
          ],
          [
           0.7777777777777778,
           "#fb9f3a"
          ],
          [
           0.8888888888888888,
           "#fdca26"
          ],
          [
           1,
           "#f0f921"
          ]
         ]
        },
        "dragmode": "select",
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica de todos os atributos com diferências entre classes\n",
    "\n",
    "grafico = px.scatter_matrix(base_credit, dimensions=['age', 'income', 'loan'], color='c#default')\n",
    "grafico.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tratamento de valores incosistentes na base de dados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>50501.726689</td>\n",
       "      <td>-28.218361</td>\n",
       "      <td>3977.287432</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>32197.620701</td>\n",
       "      <td>-52.423280</td>\n",
       "      <td>4244.057136</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>63287.038908</td>\n",
       "      <td>-36.496976</td>\n",
       "      <td>9595.286289</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    i#clientid        income        age         loan  c#default\n",
       "15          16  50501.726689 -28.218361  3977.287432          0\n",
       "21          22  32197.620701 -52.423280  4244.057136          0\n",
       "26          27  63287.038908 -36.496976  9595.286289          0"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# encontrando os valores inconsistentes\n",
    "\n",
    "# base_credit.loc[base_credit.age < 0]  # outra forma para encontrar valores negativos de idade\n",
    "base_credit[base_credit['age'] < 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>66155.925095</td>\n",
       "      <td>59.017015</td>\n",
       "      <td>8106.532131</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>34415.153966</td>\n",
       "      <td>48.117153</td>\n",
       "      <td>6564.745018</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>57317.170063</td>\n",
       "      <td>63.108049</td>\n",
       "      <td>8020.953296</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>42709.534201</td>\n",
       "      <td>45.751972</td>\n",
       "      <td>6103.642260</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>66952.688845</td>\n",
       "      <td>18.584336</td>\n",
       "      <td>8770.099235</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>1996</td>\n",
       "      <td>59221.044874</td>\n",
       "      <td>48.518179</td>\n",
       "      <td>1926.729397</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>1997</td>\n",
       "      <td>69516.127573</td>\n",
       "      <td>23.162104</td>\n",
       "      <td>3503.176156</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>1998</td>\n",
       "      <td>44311.449262</td>\n",
       "      <td>28.017167</td>\n",
       "      <td>5522.786693</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>1999</td>\n",
       "      <td>43756.056605</td>\n",
       "      <td>63.971796</td>\n",
       "      <td>1622.722598</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>2000</td>\n",
       "      <td>69436.579552</td>\n",
       "      <td>56.152617</td>\n",
       "      <td>7378.833599</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1997 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      i#clientid        income        age         loan  c#default\n",
       "0              1  66155.925095  59.017015  8106.532131          0\n",
       "1              2  34415.153966  48.117153  6564.745018          0\n",
       "2              3  57317.170063  63.108049  8020.953296          0\n",
       "3              4  42709.534201  45.751972  6103.642260          0\n",
       "4              5  66952.688845  18.584336  8770.099235          1\n",
       "...          ...           ...        ...          ...        ...\n",
       "1995        1996  59221.044874  48.518179  1926.729397          0\n",
       "1996        1997  69516.127573  23.162104  3503.176156          0\n",
       "1997        1998  44311.449262  28.017167  5522.786693          1\n",
       "1998        1999  43756.056605  63.971796  1622.722598          0\n",
       "1999        2000  69436.579552  56.152617  7378.833599          0\n",
       "\n",
       "[1997 rows x 5 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# apagando os valores inconsistentes com o comando drop e filtro dos valores negativos\n",
    "\n",
    "base_credit2 = base_credit.drop(base_credit[base_credit.age < 0].index)\n",
    "base_credit2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [i#clientid, income, age, loan, c#default]\n",
       "Index: []"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos registros após o tratamento\n",
    "\n",
    "base_credit2[base_credit2['age'] < 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica das idades dos clientes após o tratamento\n",
    "\n",
    "plt.hist(base_credit2.age, bins=20, color='blue', edgecolor='black', linewidth=1.2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# substituindo os valores negativos de idade pela média da idade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.80755937840458"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# valor médio da idade com todos os valores\n",
    "\n",
    "base_credit.age.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.92770044906149"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# valor médio da idade apenas com os valores positivos\n",
    "\n",
    "base_credit.age[base_credit.age > 0].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "# substituindo os valores negativos de idade pela média da idade apenas dos valores positivos\n",
    "\n",
    "base_credit.loc[base_credit['age'] < 0, 'age'] = base_credit.age[base_credit.age > 0].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [i#clientid, income, age, loan, c#default]\n",
       "Index: []"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificação dos valores após o tratamento\n",
    "\n",
    "base_credit.loc[base_credit['age'] < 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>66155.925095</td>\n",
       "      <td>59.017015</td>\n",
       "      <td>8106.532131</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>34415.153966</td>\n",
       "      <td>48.117153</td>\n",
       "      <td>6564.745018</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>57317.170063</td>\n",
       "      <td>63.108049</td>\n",
       "      <td>8020.953296</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>42709.534201</td>\n",
       "      <td>45.751972</td>\n",
       "      <td>6103.642260</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>66952.688845</td>\n",
       "      <td>18.584336</td>\n",
       "      <td>8770.099235</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>24904.064140</td>\n",
       "      <td>57.471607</td>\n",
       "      <td>15.498598</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>48430.359613</td>\n",
       "      <td>26.809132</td>\n",
       "      <td>5722.581981</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>24500.141984</td>\n",
       "      <td>32.897548</td>\n",
       "      <td>2971.003310</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>40654.892537</td>\n",
       "      <td>55.496853</td>\n",
       "      <td>4755.825280</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>25075.872771</td>\n",
       "      <td>39.776378</td>\n",
       "      <td>1409.230371</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>64131.415372</td>\n",
       "      <td>25.679575</td>\n",
       "      <td>4351.028971</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>59436.847123</td>\n",
       "      <td>60.471936</td>\n",
       "      <td>9254.244538</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>61050.346079</td>\n",
       "      <td>26.355044</td>\n",
       "      <td>5893.264659</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>27267.995458</td>\n",
       "      <td>61.576776</td>\n",
       "      <td>4759.787581</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>63061.960174</td>\n",
       "      <td>39.201553</td>\n",
       "      <td>1850.369377</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>50501.726689</td>\n",
       "      <td>40.927700</td>\n",
       "      <td>3977.287432</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>43548.654711</td>\n",
       "      <td>39.574530</td>\n",
       "      <td>3935.544453</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>43378.175194</td>\n",
       "      <td>60.848318</td>\n",
       "      <td>3277.737553</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>20542.365073</td>\n",
       "      <td>61.690571</td>\n",
       "      <td>3157.442290</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>58887.357549</td>\n",
       "      <td>26.076093</td>\n",
       "      <td>4965.516066</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>23000.784002</td>\n",
       "      <td>31.761354</td>\n",
       "      <td>1148.118057</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>32197.620701</td>\n",
       "      <td>40.927700</td>\n",
       "      <td>4244.057136</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23329.319414</td>\n",
       "      <td>48.576975</td>\n",
       "      <td>222.622299</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>27845.800894</td>\n",
       "      <td>51.970624</td>\n",
       "      <td>4959.921226</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>65301.984029</td>\n",
       "      <td>48.840922</td>\n",
       "      <td>5465.267886</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>47451.630123</td>\n",
       "      <td>27.031741</td>\n",
       "      <td>5361.282716</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>63287.038908</td>\n",
       "      <td>40.927700</td>\n",
       "      <td>9595.286289</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    i#clientid        income        age         loan  c#default\n",
       "0            1  66155.925095  59.017015  8106.532131          0\n",
       "1            2  34415.153966  48.117153  6564.745018          0\n",
       "2            3  57317.170063  63.108049  8020.953296          0\n",
       "3            4  42709.534201  45.751972  6103.642260          0\n",
       "4            5  66952.688845  18.584336  8770.099235          1\n",
       "5            6  24904.064140  57.471607    15.498598          0\n",
       "6            7  48430.359613  26.809132  5722.581981          0\n",
       "7            8  24500.141984  32.897548  2971.003310          1\n",
       "8            9  40654.892537  55.496853  4755.825280          0\n",
       "9           10  25075.872771  39.776378  1409.230371          0\n",
       "10          11  64131.415372  25.679575  4351.028971          0\n",
       "11          12  59436.847123  60.471936  9254.244538          0\n",
       "12          13  61050.346079  26.355044  5893.264659          0\n",
       "13          14  27267.995458  61.576776  4759.787581          0\n",
       "14          15  63061.960174  39.201553  1850.369377          0\n",
       "15          16  50501.726689  40.927700  3977.287432          0\n",
       "16          17  43548.654711  39.574530  3935.544453          0\n",
       "17          18  43378.175194  60.848318  3277.737553          0\n",
       "18          19  20542.365073  61.690571  3157.442290          0\n",
       "19          20  58887.357549  26.076093  4965.516066          0\n",
       "20          21  23000.784002  31.761354  1148.118057          0\n",
       "21          22  32197.620701  40.927700  4244.057136          0\n",
       "22          23  23329.319414  48.576975   222.622299          0\n",
       "23          24  27845.800894  51.970624  4959.921226          0\n",
       "24          25  65301.984029  48.840922  5465.267886          0\n",
       "25          26  47451.630123  27.031741  5361.282716          0\n",
       "26          27  63287.038908  40.927700  9595.286289          0"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificação dos registros após o tratamento\n",
    "\n",
    "base_credit.head(27)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "dimensions": [
          {
           "axis": {
            "matches": true
           },
           "label": "age",
           "values": [
            59.0170150669292,
            48.11715310486029,
            63.10804949188599,
            45.7519723521546,
            18.5843359269202,
            57.4716071025468,
            26.809132419060894,
            32.8975483207032,
            55.4968525394797,
            39.7763780555688,
            25.679575353860898,
            60.4719358547591,
            26.3550438545644,
            61.576775823254096,
            39.2015528911725,
            40.92770044906149,
            39.5745303500444,
            60.84831793932239,
            61.6905707078986,
            26.076093018055,
            31.761354170739697,
            40.92770044906149,
            48.5769745339639,
            51.9706241027452,
            48.84092176985,
            27.031741308979697,
            40.92770044906149,
            55.83992184512321,
            null,
            54.51094756368551,
            null,
            null,
            38.1319074640051,
            38.6615042379126,
            36.672020919621,
            20.666778734419506,
            58.185017302632296,
            50.2250059167854,
            18.840525757987105,
            32.6760442531668,
            32.8966930676252,
            62.641302851960106,
            49.0404332359321,
            25.252330708783106,
            47.3218990601599,
            18.1300383633934,
            47.25073103467,
            50.088671288918704,
            57.9287192984484,
            46.308240193408,
            35.7086517671123,
            29.2460566032678,
            54.9592871875502,
            47.7150637004524,
            49.3663711971603,
            50.09815906733271,
            23.4436241723597,
            31.9685264034197,
            20.8376339208335,
            36.847800681833206,
            53.7450604746118,
            47.94412170024589,
            62.0238024718128,
            34.4748710067943,
            25.1075240480714,
            41.5271887867711,
            60.541077433619606,
            22.242097743786896,
            21.598676353693,
            49.56597727723421,
            52.3838734384626,
            21.2164916703478,
            33.1831062319688,
            44.825715307612,
            28.6063759573735,
            51.0129371876828,
            60.28875682642679,
            56.851330957375495,
            61.22928542876621,
            50.07492427434771,
            43.8309230962768,
            53.839520003646605,
            43.0279434239492,
            24.038265345152503,
            33.656441235914805,
            19.7773858457804,
            25.5850369762629,
            19.2124481862411,
            27.561712404713003,
            25.063367417547894,
            61.440913001541006,
            59.3338370760903,
            56.49441040540111,
            63.3794076466002,
            55.3661880465224,
            28.839542468544103,
            63.16991394385701,
            63.735710240900495,
            20.240621272008894,
            24.1794703230262,
            36.6515586250462,
            47.9763081613928,
            49.9226037161425,
            25.7084823274054,
            45.6552049978636,
            44.2948713297956,
            29.9100334881805,
            34.7392676644959,
            44.3150380225852,
            35.5140173663385,
            19.5157164894044,
            53.0476547656581,
            20.9912433563732,
            29.2350565218367,
            38.6606185785495,
            47.4687409927137,
            59.6751149813645,
            26.585778484121,
            38.5877833911218,
            29.9045216715895,
            35.341948841698496,
            23.8219211781397,
            29.325901472941,
            21.375033318065103,
            18.477425018791106,
            22.5358841912821,
            22.8269377253018,
            59.5229867356829,
            53.410862499848,
            46.7538959244266,
            45.0769692314789,
            24.3771287729032,
            29.4230185477063,
            53.3095358414575,
            32.4756210590713,
            48.3449929575436,
            53.582279865164296,
            24.7831077934243,
            38.1160166831687,
            21.2076896023937,
            22.569568357430395,
            37.3097529392689,
            26.1922096619383,
            50.2377849854529,
            39.048409874551,
            26.101500419899804,
            58.8569274861366,
            49.1538267019205,
            60.525006453506606,
            40.8329182346351,
            57.756243164651096,
            44.0485165128484,
            51.1677144751884,
            29.1121819927357,
            32.4718877156265,
            46.154191521462096,
            55.2345850714482,
            27.9096519639716,
            47.1057667518035,
            41.4163357610814,
            58.3484551762231,
            31.081884507089896,
            60.5296831950545,
            33.1156532461755,
            27.873486188706003,
            43.8394727888517,
            29.297398745548,
            21.1087735658512,
            42.8286152952351,
            28.9702452290803,
            53.898080206010505,
            60.4021064555272,
            49.3904022299685,
            50.5067522143945,
            43.725447806064,
            63.37623301194979,
            57.5810503219254,
            33.0152727491222,
            23.611053848173498,
            19.6300378022715,
            26.723162444774104,
            44.9388158493675,
            51.460875617805904,
            60.5169084747322,
            20.5836314358748,
            26.042092686519,
            54.0104153105058,
            56.72462562192229,
            55.59654947882521,
            45.5540205067955,
            29.0720967198722,
            52.5870399242267,
            44.2215166972019,
            53.868651077617,
            44.774380587507,
            23.7774331844412,
            53.6956359203905,
            28.6532836551778,
            33.4312054850161,
            53.6699082404375,
            52.42442217422651,
            26.2068803249858,
            37.2764920084737,
            62.44209669111301,
            28.4456774769351,
            37.9454801897518,
            61.5248488285579,
            46.6789695257321,
            48.6236102138646,
            42.0493419757113,
            42.7752558849752,
            56.151418384630205,
            31.9281536792405,
            25.4631600710563,
            37.0277528418228,
            53.40508336713541,
            20.1618777224794,
            50.979134705849,
            61.260144198779,
            36.2151896632276,
            60.93758158152921,
            55.1925993468612,
            41.2619462260045,
            50.9284318452701,
            41.3531710146926,
            27.3018002295867,
            31.9096907987259,
            48.07852007215839,
            20.2281011762097,
            22.9182122629136,
            52.3005040958524,
            47.2954547600821,
            48.9632109752856,
            25.5143896490335,
            58.6383316046558,
            22.4861360387877,
            54.964873311575495,
            45.424993005115496,
            57.9306961889379,
            63.4214554904029,
            53.5338888033293,
            27.8029975118116,
            40.4461679388769,
            18.396969827823305,
            21.8976978017017,
            37.399069886189,
            50.4129322776571,
            44.7227962231264,
            26.310194327030302,
            60.6666585183702,
            24.7795283021405,
            58.4878998775966,
            51.29419703828171,
            39.7397662643343,
            45.01979642966759,
            53.6151803117245,
            43.5143038420938,
            55.2220663037151,
            29.9207484745421,
            36.6687041711994,
            60.104818883352,
            57.3796501425095,
            54.53017240064221,
            29.421412573196,
            47.0052601420321,
            62.02213807310911,
            53.082214448601,
            52.339376373216496,
            39.0091894618236,
            55.547629611100994,
            40.8445077631623,
            25.1596109354869,
            50.108486676123,
            23.2381696002558,
            56.6005673469044,
            25.6021726368926,
            45.1232806812041,
            19.8196311858483,
            30.4140330967493,
            49.0278497678228,
            57.6437090644613,
            33.2456503002904,
            55.5872108615004,
            61.9842032282613,
            40.4054552190937,
            50.0046984688379,
            41.9700667927973,
            46.4470364344306,
            48.120799149386606,
            45.1209932160564,
            40.8056031088345,
            43.5972086614929,
            53.362340441439294,
            37.778664294630296,
            19.7161760875024,
            22.6446692147292,
            47.704288747627295,
            21.4955053329468,
            51.69305562227961,
            21.0219965986907,
            55.171019956003896,
            32.553030352108195,
            57.9016834627837,
            55.3668996649794,
            50.3134648902342,
            27.080390626099,
            21.1448488398455,
            33.006359541323,
            20.3008601283655,
            62.0016749538481,
            53.576940739993,
            51.932268046774,
            37.2856837031431,
            47.9696752321906,
            52.4367397828028,
            54.6232338510454,
            46.5799600426108,
            25.8665337795392,
            20.0109276962467,
            58.5191334835254,
            34.2942604152486,
            21.282783722970603,
            43.1939415303059,
            61.9533737506717,
            62.04980097012589,
            30.5360198994167,
            45.519977238029206,
            33.8955782176927,
            39.415470788721,
            42.09009227762,
            20.1054587159306,
            48.9125574673526,
            49.75058566872029,
            50.2041390226223,
            26.563716534059505,
            44.8726078076288,
            62.42846685694529,
            59.4365005721338,
            58.840656749904205,
            52.4860697872937,
            54.6319151935168,
            47.191410086117706,
            27.8844150044024,
            26.6664690533653,
            56.9579610438086,
            30.2678123456426,
            52.967087706551,
            51.3580610542558,
            51.01624041982,
            19.9466844960116,
            60.7300558583811,
            52.3828332629055,
            32.4029204347171,
            18.8303362894803,
            28.155320470687,
            43.0130229773931,
            42.7513535995968,
            62.9096049447544,
            32.2862543463707,
            40.039270239416496,
            53.28803373547271,
            24.2041407017969,
            27.0641977209598,
            54.948061559815,
            52.8992132418789,
            61.8106158780865,
            22.492923848331,
            50.52642975049089,
            28.6317861331627,
            53.03869686415421,
            37.737854486797,
            55.73920069914311,
            52.8386391988024,
            55.42913449741901,
            59.245984996668994,
            29.7744096326642,
            31.596858642529696,
            56.84083063574511,
            38.98900888860229,
            35.5919052129611,
            33.4840662707575,
            56.311668782029294,
            45.7314004921354,
            56.5173067129217,
            53.550199660006896,
            29.115531621500804,
            42.307918459177,
            62.065251282881896,
            49.363881094846896,
            49.0651086377911,
            51.0198048097081,
            40.8477560305037,
            23.5107674831524,
            23.513042524457003,
            31.1392572042532,
            57.6342398361303,
            28.2175287632272,
            49.6584056043066,
            54.83645980479201,
            23.3115743244998,
            44.808841190300896,
            53.2058221558109,
            18.6630267929286,
            46.0507889031433,
            63.9249755814672,
            22.9843944823369,
            47.5405059303157,
            28.5899873124436,
            47.7617399827577,
            51.0563588943332,
            44.206686655525104,
            50.4029816468246,
            18.075335860718,
            63.0159466909245,
            30.249871416483103,
            27.0216773641296,
            37.7780147739686,
            53.7525228345767,
            36.5013708979823,
            43.9410412409343,
            40.9114946299233,
            28.1885305172764,
            52.719673210755,
            45.3058510269038,
            48.1095946743153,
            34.393706864211694,
            35.0154038900509,
            18.8429928976111,
            25.8393941298127,
            25.2598693897016,
            46.7659284593537,
            50.043820101302096,
            24.4183572856709,
            25.4163910276257,
            24.8499603327364,
            32.4554232852533,
            39.955194065813,
            44.409974959213294,
            44.9651258219965,
            56.62695133779199,
            28.8182737701572,
            60.0587776736356,
            47.0027460702695,
            57.44221935840321,
            20.1403118157759,
            47.151148673147,
            20.709892833139698,
            53.9356266343966,
            55.1507588205859,
            24.8449592967518,
            39.96390620013701,
            35.7756003877148,
            27.515368877910102,
            18.326122155413,
            30.888892731163697,
            47.839100137352894,
            52.3358155498281,
            33.2805235567503,
            26.382710393052506,
            63.800670907367,
            42.9319930765778,
            47.33139712037521,
            39.7047263034619,
            38.2274417518638,
            27.9331710166298,
            56.6321662031114,
            32.4135985886678,
            42.73457771632821,
            21.2967032683082,
            44.2378814583644,
            58.56887606671079,
            40.3611400881782,
            32.1632712800056,
            21.9063058434986,
            49.4130304073915,
            19.3715205355547,
            36.0744793792255,
            58.74748469516629,
            55.1259217481129,
            53.3427248103544,
            29.3157673976384,
            62.369888597168,
            30.6282073752955,
            18.5286279926077,
            60.7552497629076,
            20.0963994744234,
            28.758801679126897,
            55.2648774106055,
            32.5332560278475,
            28.7354316161945,
            28.625819175504105,
            46.9182215244509,
            21.274210639298,
            49.004692913033104,
            47.1836194796488,
            26.6518377717584,
            54.3089268133044,
            31.7322647487745,
            61.481522549875095,
            21.3731215777807,
            23.9513885802589,
            41.553842225112,
            40.9803287507966,
            34.6683487799019,
            42.3945969995111,
            36.563092165160896,
            47.308286137413205,
            41.8198233190924,
            61.6451227366924,
            60.5821975269355,
            36.9707166915759,
            27.3041244307533,
            27.6310877874494,
            49.7740637762472,
            55.9030230478384,
            47.1787848910317,
            33.0735146761872,
            25.5179991396144,
            57.5200941171497,
            26.766311223153,
            62.2943905089051,
            26.494169670157103,
            38.2525118570775,
            23.973829543218,
            25.618240618147,
            55.717134432867205,
            59.8524872446433,
            54.3039126144722,
            20.5874274233356,
            45.573993484024,
            54.1812955695204,
            45.8902827994898,
            51.944008814171,
            28.5319973430596,
            19.497102680616106,
            25.0643792431802,
            58.527180749457294,
            55.51892666704951,
            37.3942870064639,
            51.146827210206496,
            50.3192126206122,
            41.45419508824121,
            35.7711543226615,
            52.089202798903,
            18.4162362311035,
            38.04052822338421,
            42.8901015482843,
            27.5303214336745,
            53.54481968609621,
            25.3018771880306,
            32.1782629601657,
            58.9949772898108,
            21.874746390152698,
            56.8378381496295,
            22.3484194725752,
            42.2750075273216,
            62.319164680317,
            59.3625124734826,
            47.0350984968245,
            49.7294325656258,
            27.9384801317938,
            38.457559687551104,
            53.543408808764106,
            54.1049066702835,
            59.6337369862013,
            43.8106586406939,
            45.9289716216736,
            32.5093102375977,
            62.8294148314744,
            33.6821509548463,
            28.155084246303897,
            47.068105542101,
            58.907327611930704,
            46.43822313146671,
            34.058644853998,
            55.542362715583295,
            27.4332205634564,
            63.4005892067216,
            60.9125613430515,
            53.403433673549394,
            19.8870530799031,
            21.6623410205357,
            34.0100260181352,
            19.304691826459,
            50.3030429887585,
            20.2576053403318,
            54.8174662012607,
            27.1962682502344,
            35.6521986378357,
            48.058599114418,
            33.945671624504,
            44.3560899454169,
            56.1940032062121,
            27.465280933305603,
            57.0969364880584,
            18.6478525786661,
            36.4082663068548,
            24.3935543466359,
            41.875001901295,
            47.2234288896434,
            39.28143316879871,
            41.9411697583273,
            61.3126543858089,
            51.1412676903419,
            32.2450079689734,
            62.1307554603554,
            62.9481293545105,
            53.6743410034105,
            31.7648890004493,
            23.986563928891,
            22.2630956131034,
            37.5427567730658,
            55.3610418764874,
            57.5421556280926,
            49.31063445238401,
            42.765559321735104,
            41.0849091280252,
            46.59851354220879,
            38.6837404002436,
            41.994010291062295,
            40.3030153843574,
            63.5151151381433,
            49.5150355361402,
            38.491628350224296,
            22.5428407723084,
            48.9172136238776,
            54.44842475513,
            34.4429727895185,
            23.076034987811,
            33.8505223579705,
            50.4237628807314,
            21.721358859445896,
            36.350075381808,
            53.9306910806336,
            55.8490920122713,
            49.3399269720539,
            30.9835570501164,
            32.5968318535015,
            19.3291078913026,
            53.63820349238811,
            50.8955430407077,
            62.6893636430614,
            51.647062854841394,
            47.2466262932867,
            25.529610356316,
            42.6711944923736,
            23.0814173929393,
            26.6271984525956,
            27.1315302061848,
            23.9729682495818,
            35.7160736531951,
            53.4286878337152,
            44.1091034938581,
            31.696455666329697,
            55.2125356951728,
            21.420160175766803,
            58.0816884133965,
            44.453362821601296,
            57.21959191840139,
            55.158467172645,
            62.2016585152596,
            60.5445980723016,
            42.404940330889104,
            23.181443628389395,
            53.3677544631064,
            48.9774480354972,
            35.0865972880274,
            26.3497418938205,
            52.5336985392496,
            48.6514598648064,
            51.38821886247021,
            38.92128903651611,
            27.8079414837994,
            41.7177590057254,
            29.421142429579,
            38.8767124265432,
            34.5964918844402,
            24.686733096838,
            44.6286484147422,
            33.929424236528604,
            48.3197407145053,
            28.818521979264897,
            62.770110633689896,
            63.6253054803237,
            41.4688852438703,
            43.88730905111879,
            43.905429022852296,
            51.4895268101245,
            41.8526130542159,
            59.4719182071276,
            57.705559293273794,
            53.37901060422879,
            61.388971141073895,
            36.9204115439206,
            21.2391576226801,
            22.9836358460598,
            25.925025629345303,
            18.3097456344403,
            34.2207668605261,
            42.624393875245,
            61.3719132794067,
            30.651823387481297,
            26.5513867693953,
            43.5236232024617,
            33.8001351165585,
            42.3772462992929,
            63.312275260221206,
            24.264855359215304,
            45.886541584041005,
            40.8733375482261,
            27.3703380203806,
            43.956171318423,
            29.7081892956048,
            35.2983984411694,
            24.3516025198624,
            46.5357845406979,
            54.6203531795181,
            35.8306517112069,
            48.1859072847292,
            59.00376830482861,
            53.4446602477692,
            56.9954393552616,
            57.278290571644895,
            37.217654004693,
            40.296722322236704,
            59.6770221912302,
            32.3617921588011,
            25.3025307892822,
            41.8136523533612,
            46.3294121143408,
            59.1448074136861,
            25.5482243257575,
            45.6444349931553,
            40.5488618090749,
            42.0974981090985,
            26.561012302525302,
            44.41273214202371,
            56.0316035267897,
            32.3916598488577,
            55.5812039119191,
            25.5955243813805,
            39.7149895974435,
            48.2406478086486,
            40.2791402386501,
            25.8566775699146,
            44.4978791652247,
            41.6325453221798,
            29.0336793586612,
            47.0737268491648,
            29.2626339835115,
            22.1682629082352,
            60.6552104717121,
            44.5296706766821,
            22.300125380978,
            51.1797121162526,
            34.405086162034394,
            54.0833714376204,
            58.4260793160647,
            22.1093805856071,
            56.5669315373525,
            61.83684471016751,
            37.664198640268296,
            38.3059819466434,
            25.656281858217,
            30.7523156455718,
            43.20724464952949,
            47.7751709497534,
            45.4156241421588,
            31.125332410913,
            34.5148812653497,
            40.388842944987104,
            54.940118664875605,
            53.1073599536903,
            44.3926223418675,
            53.7002732376568,
            49.7139043789357,
            60.27638934040439,
            42.3012538384646,
            47.4181083911099,
            60.5793527024798,
            33.804503521882,
            49.674219635780894,
            35.0941635370255,
            52.6406244202517,
            22.344923628028496,
            39.0386727838777,
            34.7009895360097,
            31.6031620721333,
            41.2409060192294,
            19.9594523082487,
            25.3291227403097,
            40.5675955507904,
            29.636369307525506,
            59.486848228611095,
            30.2809275542386,
            45.8294265209697,
            59.6917192977853,
            32.2145080873743,
            56.4096822156571,
            51.9397291215137,
            25.9064452042803,
            40.7743055843748,
            32.4735058033839,
            53.2281321543269,
            46.4791532470845,
            47.1273699835874,
            35.8507148684002,
            36.0585051872768,
            59.70451917639,
            53.19827894447371,
            41.9440537178889,
            49.5572698125616,
            44.557108595036,
            60.5802186657675,
            58.79376695957029,
            28.948204752989103,
            30.676849837880603,
            57.5763008045033,
            55.8568540653214,
            31.000768078491102,
            45.038576235994704,
            20.118845096323604,
            46.16901477286589,
            52.246678448747794,
            47.4213283620775,
            41.2400346901268,
            33.403173910453894,
            62.136373864952496,
            47.7529402710497,
            56.7655671010725,
            22.9615335506387,
            57.48695513280111,
            58.7940956773236,
            29.1899978881702,
            42.1331095667556,
            54.66582085750999,
            48.09680230356749,
            34.7233597366139,
            20.560396471526506,
            29.5495097753592,
            25.1471019247547,
            32.072008041665,
            40.1948889852501,
            54.663929305970704,
            60.1660164748318,
            57.868060216307605,
            25.976458594203,
            54.91097151488071,
            34.3504997366108,
            23.125877250917306,
            35.979010198731,
            54.3924881364219,
            59.0226465594023,
            28.733358708676,
            42.9149115667678,
            47.1495458045974,
            58.1365677523427,
            32.4746129391715,
            61.9599347501062,
            24.7884375578724,
            18.695798727683695,
            24.3714581453241,
            30.4852303182706,
            28.616509240120603,
            47.7227678541094,
            54.142548226751394,
            35.4718469656073,
            35.2682511825114,
            41.1508777858689,
            21.699699527584,
            21.8542913463898,
            53.8968184147961,
            22.7386025083251,
            53.5978628238663,
            36.3746234392747,
            45.471049905289,
            48.2885851110332,
            42.7969214715995,
            22.1462626061402,
            46.8319495972246,
            26.3031469769776,
            40.6168506052345,
            60.970944559201605,
            42.7828555498272,
            48.285030242521294,
            20.5852316911332,
            29.3008653833531,
            22.4840485332534,
            34.4796788198873,
            22.7896366892383,
            36.5523909307085,
            44.9091980499215,
            39.94416068634021,
            32.3969839904457,
            63.4878736236133,
            36.6745834872127,
            46.01234315987679,
            20.9326715869829,
            63.3739421730861,
            41.5310972742736,
            52.08290527062489,
            19.1351382303983,
            18.621307099238,
            58.9409142830409,
            27.8009201702662,
            37.7403956875205,
            33.5597739792429,
            35.7043567909859,
            25.5863821250387,
            25.853856789879497,
            19.2075996422209,
            37.6196372602135,
            25.0547269559465,
            44.44565129932021,
            55.0097213611007,
            55.1564379627816,
            48.8987582297996,
            29.36146192858,
            55.2882977472618,
            45.0321259801276,
            60.3773854388855,
            51.3064918876626,
            29.3964444613084,
            51.373417267110206,
            62.6251084581017,
            38.9527395456098,
            46.47670398280021,
            42.88355929171671,
            63.189986590296,
            20.4049915121868,
            28.1087074321695,
            54.0686636208557,
            54.2647477448918,
            18.874357114546,
            63.8850437430665,
            42.8418413973413,
            52.0858715916984,
            19.0816236077808,
            35.3614920396358,
            36.2980512883514,
            50.24148795474321,
            60.8070176681504,
            63.9307346860878,
            49.6374590154737,
            28.9600249473006,
            36.3568546553142,
            18.6712893769145,
            27.291971609462102,
            55.4090137514286,
            35.5224991776049,
            27.993409112561498,
            34.9126990740187,
            31.054548121523105,
            39.1573059842922,
            28.3068615505472,
            31.390791157260495,
            62.3285863017663,
            33.6895613595843,
            23.282966454979,
            57.2635917728767,
            50.6512996880338,
            19.2277783197351,
            61.1649569645524,
            20.8043047981337,
            55.69652934977779,
            20.9909665295854,
            23.4877088945359,
            27.5284397248179,
            54.3172402922064,
            33.0913530015387,
            43.8954665251076,
            53.495394564233706,
            43.8804593579844,
            55.3661617422476,
            32.6511982483789,
            29.350288588088,
            18.2999803973362,
            20.1268885387108,
            58.5713950437494,
            62.19707881892101,
            45.6872204705141,
            26.854012909811,
            20.039864229969695,
            26.6331468173303,
            30.3998898901045,
            35.602517284918605,
            24.707618969492604,
            22.9110705880448,
            21.603231470100603,
            24.2437830967829,
            44.0273743555881,
            58.1195471086539,
            48.3510828255676,
            45.7291535651311,
            27.2101574214175,
            51.5489227836952,
            35.538517334964105,
            39.7981913359836,
            21.402402616106,
            19.6025430983864,
            41.6018864475191,
            32.1452214065939,
            56.5100399320945,
            49.325769520830406,
            21.3804285540245,
            19.1324464869685,
            52.6268528900109,
            26.4493368398398,
            35.134836907498496,
            40.8246740507893,
            33.0311115211807,
            60.9422627035528,
            22.939635145478,
            32.812187960837,
            23.4413330657408,
            22.8642844832502,
            23.1808664123528,
            62.3589558079839,
            22.583609924186,
            45.0493739051744,
            31.5493175000884,
            29.9771178071387,
            48.3584494683892,
            51.046781289391205,
            51.029204678721705,
            24.2270476552658,
            63.384797013364704,
            53.6232994752936,
            40.368115155026295,
            49.45591010246429,
            56.6310642831959,
            42.5880697602406,
            30.999616120476304,
            25.568741328083,
            51.4329729834571,
            53.7629200383089,
            57.6864224728197,
            51.9394795414992,
            54.7213634261861,
            18.306216438300897,
            21.4227129220963,
            38.5789446192794,
            40.901724176947,
            23.5900381784886,
            52.17576008895411,
            47.6355769587681,
            30.330982693471,
            54.6567751751281,
            34.669146894011604,
            36.3117125998251,
            48.05355677986521,
            39.6313519426621,
            56.3852515849285,
            49.499960873276,
            38.24401685083279,
            54.62546357745301,
            59.9902563230135,
            51.39444844517861,
            56.9097073297016,
            49.29612193629151,
            32.8389940196648,
            60.064201827161,
            39.2296556243673,
            28.2461758642457,
            38.2803032551892,
            26.629377369768896,
            58.579258533194704,
            23.9534352584742,
            18.3938295515254,
            25.405445643235,
            42.608860772568704,
            48.6518424763344,
            58.0985400285572,
            49.19242269871761,
            25.3775038844906,
            61.0133191822097,
            19.0578916789964,
            31.013961953576697,
            50.611599714960896,
            28.5471422006376,
            38.6421196153387,
            19.6645014896058,
            18.8336203182116,
            39.8353766053915,
            43.7330526653677,
            19.7837881306186,
            24.4703706367873,
            22.364457368850697,
            33.3579469015822,
            50.0155520881526,
            21.1852940614335,
            38.9109068377875,
            34.5792021681555,
            20.6656169872731,
            39.1940755369142,
            48.3993084896356,
            46.3105889745057,
            33.359457094688004,
            34.9257164876908,
            51.5582860666327,
            59.1146443360485,
            18.9473467003554,
            32.5243454012088,
            34.645415822044,
            44.13723421283071,
            52.6403490179218,
            36.2273041848093,
            23.9998828670941,
            61.188782650511705,
            37.691731847357,
            38.82036029454321,
            34.260301864240304,
            46.9718112898991,
            35.716812186408795,
            24.4157260977663,
            54.2687055743299,
            62.9069223371334,
            40.495646783150704,
            28.0293198991567,
            53.31978979613629,
            35.918783873319605,
            40.7079118597321,
            34.2933534532785,
            62.7825701418333,
            62.232158921659,
            46.5175069789402,
            21.6304703606293,
            31.7951883119531,
            52.3746292958967,
            31.4007989270613,
            57.3202461791225,
            43.3134618895128,
            48.3220556084998,
            57.991085652262,
            19.0065262741409,
            42.1971366778016,
            34.7514377613552,
            30.132575557101497,
            52.20588011154899,
            30.9311519302428,
            42.1106091835536,
            40.0412224857137,
            53.798252495005705,
            52.9778436059132,
            22.0062600099482,
            54.55607190448789,
            57.833364835009,
            36.6181475799531,
            48.0214726761915,
            24.6534822979011,
            45.35669021774079,
            54.1529471762478,
            59.55992484558371,
            50.1174370483495,
            47.9328826097772,
            26.909398734569503,
            57.7825545510277,
            19.3611887819134,
            37.8746449518949,
            23.816679108887897,
            37.31044758204371,
            41.6010754276067,
            29.380949851125497,
            32.1142866155133,
            53.8555630729534,
            52.2326373639517,
            42.6429535117932,
            57.5066961911507,
            41.92236195551229,
            49.692794545088,
            52.8210372370668,
            38.6849202262238,
            37.802182244136894,
            52.401542617473794,
            20.6262163859792,
            44.6922360216267,
            49.4034802741371,
            36.1928164209239,
            57.5202533886768,
            36.5730408038944,
            47.893444801215104,
            56.67372097028421,
            25.971044015605003,
            38.2513631763868,
            24.9149514483288,
            32.0903953830712,
            28.990415092092,
            40.3313677939586,
            62.32723010005429,
            27.050294155255,
            54.15061886236071,
            45.8616615743376,
            57.1412841030397,
            56.0537720862776,
            52.88850155426189,
            31.8024259502999,
            45.4162291726097,
            36.339533804450205,
            62.0411404804327,
            34.4963862220757,
            33.0618317760527,
            18.8531892849132,
            19.4274257733487,
            32.270279629621704,
            49.428864156361705,
            24.0740541960113,
            54.7285039871931,
            44.2115239324048,
            47.95231119776141,
            53.856206981465206,
            33.471181642264106,
            27.346331781707697,
            46.79353807307779,
            59.798669480253,
            32.622299618087695,
            59.7523865732364,
            49.93586833216251,
            18.813098603393897,
            47.79338271869351,
            34.3825240558945,
            55.2906857491471,
            58.8616898772307,
            60.7597446986474,
            32.516422502230895,
            44.126585404854296,
            31.8068806584924,
            20.1184142031707,
            41.7040518331341,
            49.32442036643621,
            47.3888703114353,
            20.287295401562,
            34.8313612546772,
            32.1432149559259,
            36.99394877487789,
            56.2570123546757,
            28.1551284473389,
            27.9032980892807,
            20.9865613454022,
            60.3747715908103,
            34.567089017480605,
            45.1165599925444,
            35.7456523925066,
            29.6657959511504,
            27.075747632421603,
            27.441609795671,
            43.8172283153981,
            51.5822805562057,
            34.851817262359,
            33.2614089385606,
            37.8379998626187,
            35.7657792968675,
            27.147057728841897,
            20.254605967551505,
            43.8322064899839,
            53.0562619292177,
            33.6267267125659,
            59.8920270679519,
            63.2171484744176,
            60.4551652302034,
            29.3425137042068,
            60.4467903710902,
            26.9233536557294,
            61.6792429047637,
            22.656479598488698,
            52.7144841141999,
            23.3509872639552,
            38.2901748446748,
            34.6964232595637,
            30.9688468878157,
            41.0516049601138,
            55.0915878899395,
            19.613058435730604,
            59.1216496378183,
            61.73937930725511,
            37.1631140722893,
            55.6415401669219,
            54.7489202921279,
            51.1416294490919,
            23.4981649937108,
            57.83494209544729,
            22.5268648453057,
            23.7231658161618,
            20.6097641224042,
            23.2542530363426,
            47.7453528800979,
            35.0276599256322,
            61.0521709173918,
            29.7553181806579,
            31.2778618824668,
            53.762358619831495,
            27.866907121148,
            39.236582591664,
            26.7145613217726,
            19.534981993027,
            42.63495588768271,
            57.1206602877937,
            28.4618167453445,
            53.76303351297971,
            26.159438316244604,
            63.1713196481578,
            41.9223259263672,
            29.5288083860651,
            22.851220672950102,
            47.4598436788656,
            31.4930495396256,
            22.3344876104966,
            49.6160042271949,
            43.3650562143885,
            56.940966158174,
            21.9897674438544,
            19.9765913961455,
            26.928214998450105,
            37.070500629954,
            48.450839356519296,
            41.0178787028417,
            29.5509403808974,
            31.0870394702069,
            21.0858676405624,
            60.9443494593725,
            57.666153101250494,
            61.1350629273802,
            33.7045991150662,
            20.826679904013897,
            61.6142461770214,
            23.7205218081363,
            18.446023380383803,
            62.648786257486805,
            27.313371989876,
            19.2439025938511,
            63.0543971573934,
            21.2805633465759,
            45.190938007086494,
            29.2741105407476,
            45.6285682567395,
            45.544928309973294,
            41.9363810308278,
            56.167668717913294,
            47.4495290615596,
            31.5454680258408,
            35.4157032864168,
            43.1167432819493,
            42.0474876314402,
            43.7008667183109,
            55.1945837023668,
            59.0291022560559,
            63.5581642580219,
            30.0367608438246,
            45.5363250342198,
            53.111927493941,
            52.73927400819961,
            63.2386250044219,
            31.077654027845696,
            48.414803271181896,
            50.0691045392305,
            22.2880102167837,
            28.1742570637725,
            35.8519781911746,
            57.0178458099253,
            41.85424767853689,
            31.6172848115675,
            18.812804243993,
            34.511520112399,
            34.4063696628436,
            44.88061703089621,
            43.6035659527406,
            29.732926420401803,
            51.806886471808006,
            34.6052206088789,
            60.277962766587706,
            19.8465041620657,
            51.3497994663194,
            21.042197778355305,
            34.5598100377247,
            34.9966813726351,
            53.5404433552176,
            25.4830486518331,
            39.8577877297066,
            55.6376212476753,
            44.5436822762713,
            22.6563397445716,
            27.9972893036902,
            50.7146625304595,
            56.6356326374225,
            19.2896285057068,
            24.4328114953823,
            50.2829601247795,
            21.014208402019,
            41.6103968122043,
            37.2548939283006,
            53.6906332350336,
            57.08784007141371,
            53.2772130607627,
            60.2912226915359,
            54.628140348009794,
            35.6298775435425,
            63.330431796610405,
            23.3420981327072,
            59.318140267860095,
            21.210909305606,
            24.278338806238,
            55.8614724469371,
            47.7825802192092,
            49.409900434315205,
            47.984505509492,
            61.671458660159296,
            50.4185268948786,
            55.7820571959019,
            60.2551426086575,
            58.1846541729756,
            35.1387838018127,
            22.291961919982,
            19.8195440261625,
            62.8707484649494,
            61.5062966248952,
            34.4421687847935,
            26.917833163868604,
            45.4752244236879,
            55.6615202557296,
            44.1412975378335,
            62.5851672696881,
            63.07950736163179,
            43.12014146009461,
            35.5881441300735,
            59.206105916760905,
            62.72826527711,
            56.771530738566106,
            52.075268419925095,
            63.2965331692249,
            57.385184686165296,
            32.6733948793262,
            48.5161607107148,
            54.3271856321953,
            60.6873638918623,
            41.48682721192021,
            36.157751087565,
            29.545486581511803,
            58.890320238191606,
            18.2502651894465,
            54.0021256082691,
            24.597573836334,
            21.5834590201266,
            35.9191078357399,
            52.530102157965295,
            23.915705407038303,
            50.132754800841205,
            62.8858099970967,
            52.905079930555104,
            36.4609444406815,
            56.7899114075117,
            38.4789186194539,
            22.3991097807884,
            38.93593926448371,
            43.2022035038099,
            27.291530027519897,
            48.0852702674456,
            43.6187472892925,
            47.8863935419358,
            43.28767313994471,
            42.95419475203379,
            28.9432969815098,
            43.6860980782658,
            56.490556250792,
            36.2045733071864,
            33.7556324498728,
            30.142012033611497,
            21.8403608766384,
            37.47767832642421,
            63.2944037974812,
            33.5187431662343,
            51.0514509300701,
            25.54630783014,
            27.8468346674927,
            35.654033693019294,
            36.7371304794215,
            32.816768867429296,
            59.264770790003205,
            24.174516219180106,
            59.4297951455228,
            37.2917711720802,
            29.209119285922498,
            23.1489815721288,
            54.8293015290983,
            41.2806041608565,
            44.1414116015658,
            42.6630315240473,
            61.0876121469773,
            41.834137139376296,
            21.4743404272012,
            48.972523716744,
            29.3780835419893,
            63.113496308215,
            43.6411619479768,
            33.628850525710696,
            37.5065867779776,
            42.7569737927988,
            24.6631496008486,
            30.1014204891399,
            27.294051585719,
            49.1308748191223,
            62.585855379235,
            43.6283751251176,
            47.7818413753994,
            43.93942570220679,
            49.12415229901671,
            60.8484243666753,
            54.6984751406126,
            26.0328495185822,
            39.174613640178,
            21.8256042641588,
            42.0537312338129,
            21.355885541066502,
            49.840941323898704,
            33.8635710026138,
            32.0986736253835,
            28.4107764703222,
            62.2347470652312,
            18.605122473090898,
            43.372344576288,
            39.3930971822701,
            43.4194350652397,
            46.099209739361,
            53.2545798174106,
            18.713332561776,
            36.1980030969717,
            32.4015455972403,
            24.6401438564062,
            45.146788359619705,
            41.412175883539,
            19.009670652449103,
            19.0216423212551,
            44.3638080758974,
            52.1849490096793,
            23.8768151258118,
            32.3065359489992,
            31.3281223042868,
            34.7410444347188,
            38.037175831385,
            40.6219201330096,
            49.6576160262339,
            35.260340718086795,
            29.13702617678789,
            49.9117071810178,
            54.5151493181475,
            56.2984954169951,
            39.961768785025896,
            36.4170332560316,
            21.054199264384803,
            28.0218697916716,
            28.476944413036104,
            41.1717944289558,
            49.0557731799781,
            30.5151092219166,
            22.1605025473982,
            28.4226720966399,
            30.8335623210296,
            54.7025232999586,
            26.4306427794509,
            46.0273932213895,
            36.286159678362296,
            35.764108172152206,
            27.4809546503238,
            27.398472916334896,
            45.19554598908871,
            18.9570020614192,
            36.9153439118527,
            51.7472122898325,
            22.540735562797604,
            39.1758576631546,
            32.704374910332305,
            43.277520182542496,
            56.325616270303705,
            25.805651593022,
            28.379293691366897,
            19.2805354306474,
            30.1578542543575,
            39.30174824083221,
            62.6558653847314,
            31.8223280687816,
            39.9287241469137,
            38.4758883691393,
            21.0349717177451,
            54.548703772947206,
            58.612272090278594,
            25.6901291194372,
            26.7274004640058,
            31.9483236707747,
            45.78271791525189,
            23.6371360039338,
            60.9173057088628,
            24.6220297645777,
            24.5644754115492,
            51.73379038367421,
            46.7550721517764,
            23.7183924899437,
            45.697216598317006,
            36.3704711874016,
            58.3921971502714,
            50.963954247534296,
            35.8824849808589,
            59.0371277481318,
            51.528140125330495,
            30.0824641142972,
            34.5552007704973,
            34.9015168333426,
            18.229629389476,
            59.4368922766298,
            56.4190945834853,
            26.991351277101803,
            20.1755322436802,
            26.7719294563867,
            26.4244834128767,
            27.9570272588171,
            24.8086569984443,
            42.7518386649899,
            36.6096224458888,
            25.9131900230423,
            34.3344714795239,
            41.515260858461296,
            58.0628085201606,
            42.343177925795295,
            51.1457220236771,
            24.6941230664961,
            18.413736339658502,
            26.8519875449128,
            37.185845421161495,
            33.5510297357105,
            48.61068103089929,
            29.823620389681302,
            34.2960922359489,
            39.227083160542,
            18.1760434475727,
            51.912932369858,
            22.6691616862081,
            18.4508251422085,
            20.1080088275485,
            29.5248576789163,
            57.21906913165,
            18.4288676595315,
            23.974000670947103,
            41.153689483646296,
            30.076033597346395,
            43.91195050161329,
            62.43771619396279,
            32.8272838406265,
            53.4156972491182,
            19.2978535289876,
            48.1487081670202,
            27.4822348952293,
            41.2967821788043,
            19.5239827041514,
            51.6550989500247,
            25.9961206219159,
            32.893709717318394,
            38.979567678179606,
            58.7095565763302,
            61.0508843427524,
            52.961987729650005,
            61.6453948724084,
            43.912746462971,
            56.8136033872142,
            52.168664039578296,
            58.4405072429217,
            35.4146975870244,
            53.1107936897315,
            44.1555712055415,
            21.953589855227605,
            47.4324110299349,
            22.7890518046916,
            60.9394103498198,
            48.36229289136829,
            37.441050716210206,
            19.877511996775898,
            39.0771388872527,
            19.3824147786945,
            62.2749227751046,
            22.1949903434142,
            19.179906499572105,
            47.8461147677153,
            55.5069526312873,
            44.2769501931034,
            40.7064615902491,
            45.188193826470496,
            33.9493660898879,
            18.055874488782106,
            52.1840196205303,
            57.2866714606062,
            20.4952215258963,
            56.83890066668391,
            56.4301745630801,
            51.522295596078,
            27.1762848948129,
            46.99845732748511,
            52.15906047308821,
            58.932584867347,
            32.102719482034395,
            46.0562726054341,
            28.354908418376,
            25.669949863571706,
            54.6583339176141,
            45.3162111518905,
            36.6900290553458,
            60.15632703388111,
            53.26011154428121,
            26.7789781559259,
            33.6592989233322,
            19.673241277691,
            22.403576805722,
            44.3261667871848,
            23.4349054512568,
            52.4298810074106,
            50.17342698248101,
            50.065782949794105,
            49.17618969455361,
            57.9326121918857,
            58.363808711525095,
            40.2325591379777,
            19.372464833315497,
            37.9000043827109,
            37.459188552573295,
            41.9621296385303,
            25.0234321518801,
            47.19519398175179,
            23.456651375163304,
            53.3503221618012,
            50.6494070976041,
            27.3684103004634,
            33.8957485635765,
            30.230243618600102,
            27.471521140541896,
            51.1302135973237,
            47.6798677346669,
            28.797041818499604,
            21.4095960748382,
            29.9109835587442,
            23.47849796433,
            48.86906317761171,
            38.40550486650321,
            58.6236949465238,
            22.0975798517466,
            32.3002068898641,
            34.3790548262186,
            19.617209166754,
            61.7265654839575,
            27.838848117739,
            35.9414662765339,
            55.127708339598,
            19.084409590344897,
            57.6264127613977,
            62.2650460018776,
            37.8717561941594,
            56.3502777488902,
            36.4777576490305,
            18.055188510566897,
            56.6535365092568,
            27.828579597175104,
            30.749477461446094,
            46.0343616371974,
            36.70069066202271,
            41.9360565221868,
            40.5589190921746,
            26.6529626757838,
            34.2069418113679,
            34.4308087760583,
            49.9913307242095,
            41.75835441658271,
            55.1760833254084,
            19.5034356811084,
            59.7626620447263,
            35.5975403040648,
            57.6274173790589,
            24.597318194340897,
            63.2516524642706,
            56.7387455981225,
            32.5319016040303,
            30.5573441837914,
            54.6462766956538,
            60.248191382736,
            36.327199691440896,
            42.8456656918861,
            63.4341880124994,
            22.8258572579361,
            55.81275256024671,
            28.8766067125835,
            62.7794266203418,
            46.5050383456983,
            43.06626362213861,
            50.0954817184247,
            62.2207088721916,
            19.8994022835977,
            61.5984211568721,
            18.7455757549033,
            61.1675705555826,
            29.8748918231577,
            58.00352913793179,
            31.792708855588003,
            54.7452039136551,
            31.5268535530195,
            53.411577749066105,
            34.1997820041142,
            41.3046374535188,
            44.7433101194911,
            49.0379870776087,
            43.3228068151511,
            55.05304128862921,
            51.7988581843674,
            61.84653541492301,
            23.4309808127582,
            34.795262857340305,
            63.640651529189206,
            21.127010439522603,
            57.9731614631601,
            35.8244426706806,
            61.8922501667403,
            48.7978129191324,
            20.3216455606744,
            36.827119524125,
            25.2988648773171,
            46.473081822041394,
            50.07041653990751,
            41.571390764322096,
            43.91861469391729,
            45.5832650125958,
            35.1091779656708,
            59.7079242304899,
            27.9200100218877,
            39.0781830362976,
            40.6872983798385,
            35.9713375223801,
            62.1212498066016,
            27.3626951933838,
            44.9191522900946,
            45.5444554327987,
            37.5969303091988,
            54.700845524203,
            19.487914884463,
            28.5721331895329,
            60.8050912762992,
            63.8639845149592,
            31.6079666293226,
            61.3012934881262,
            25.8950840602629,
            36.7296103164554,
            32.718134177383,
            30.544511467684103,
            55.048935229890006,
            42.5163445896469,
            22.926914404612003,
            57.8824586365372,
            30.763360913377294,
            30.5854479665868,
            46.45279703848061,
            63.8871408342384,
            58.0165700819343,
            45.8798310379498,
            59.506367242895095,
            29.0203788527288,
            23.788303747307506,
            18.746455994900305,
            43.0559086166322,
            40.7735017831437,
            26.9590053195134,
            33.0920195085928,
            45.883906444069005,
            33.932393310125896,
            25.212564835790506,
            50.2212005364709,
            27.4044806477614,
            22.223386954050497,
            42.3725129328668,
            62.1931477542967,
            50.78811185201629,
            59.9558734656312,
            18.5080935861915,
            41.5761699704453,
            29.417216334492,
            62.840849126223496,
            24.1914257979952,
            60.1881995359436,
            52.0275973733515,
            54.224563381169006,
            28.0602953033522,
            37.9053184995428,
            25.684226048179003,
            26.94071725104,
            24.314280502498104,
            45.859827140346205,
            48.8180328309536,
            39.6707891300321,
            61.6792393168435,
            63.2186164692976,
            52.15536584705111,
            36.425610730890206,
            23.3653235542588,
            20.6223270054907,
            43.041728856042006,
            39.4359148116782,
            53.9390205498785,
            33.6877787308767,
            56.889189159963294,
            46.5478702839464,
            39.6432714527473,
            52.05179370753471,
            62.202313144691296,
            21.3656869572587,
            43.6701637604274,
            61.1583992317319,
            41.0034003201872,
            55.8271972807124,
            24.9919104841538,
            59.2044248851016,
            44.3864208948798,
            27.4762682910077,
            36.9184383805841,
            41.771231430117,
            32.1715747234412,
            28.241796202492,
            35.7616833699867,
            54.8654459267855,
            56.6414742642082,
            58.10209089145061,
            59.8584348168224,
            52.390862160828,
            52.2415141249076,
            27.217440214008104,
            33.306685289368,
            45.157120659481706,
            60.2613593284041,
            56.0323648834601,
            24.9290873506106,
            36.2786843804643,
            19.9825388290919,
            41.2224626955576,
            32.3261754103005,
            38.09981235023589,
            51.89382022572679,
            59.91764355450871,
            28.845958323217896,
            28.4463765965775,
            36.0016917237081,
            55.5330095859244,
            18.6590213244781,
            44.7719354680739,
            45.5427551227622,
            24.187499135267,
            41.0729347174056,
            27.1292334017344,
            51.077324590180105,
            36.9842769200914,
            33.0994235407561,
            43.7188643151894,
            60.7262946041301,
            40.1050568986684,
            41.3171591130085,
            18.701733683235897,
            42.9807849037461,
            61.304800246376494,
            48.5166189149022,
            52.314565026667005,
            28.5496045635082,
            56.3554266071878,
            57.40525788953529,
            37.165156937670005,
            40.74341282015671,
            23.694589723832895,
            28.198256640695,
            39.230477804318106,
            34.915516287554105,
            38.6710497550666,
            51.757359795738,
            43.20699110673739,
            47.69451985834171,
            30.3081837417558,
            54.9693128112704,
            47.466485101264,
            31.344047871884,
            54.2359153465368,
            47.6044022589922,
            31.1926267999224,
            40.5189625560306,
            48.14840359007941,
            52.5807728450745,
            43.9994611074217,
            45.9931990671903,
            33.3271440174431,
            60.8869659984484,
            39.142225323710605,
            38.6222593844868,
            20.542408631648897,
            24.2706115185283,
            25.252609259914603,
            34.1016539284028,
            45.53938521957021,
            23.250084119383203,
            26.8219283991493,
            37.7516222363338,
            48.5181794138625,
            23.162104470655304,
            28.0171668957919,
            63.971795841120205,
            56.1526170284487
           ]
          },
          {
           "axis": {
            "matches": true
           },
           "label": "income",
           "values": [
            66155.9250950813,
            34415.1539658196,
            57317.1700630337,
            42709.534200839706,
            66952.68884534019,
            24904.0641402826,
            48430.3596126847,
            24500.1419843175,
            40654.8925372772,
            25075.872770976297,
            64131.4153722487,
            59436.8471228518,
            61050.3460792825,
            27267.9954580963,
            63061.9601742364,
            50501.7266888171,
            43548.6547113396,
            43378.1751943752,
            20542.365072760706,
            58887.3575488105,
            23000.7840017788,
            32197.6207010448,
            23329.3194137514,
            27845.8008938469,
            65301.9840293564,
            47451.6301229596,
            63287.038907874405,
            45727.4598698132,
            59417.805406265,
            58842.8913080133,
            48528.8527957164,
            23526.3025551103,
            67252.9006074183,
            58886.8512935005,
            57584.9737902172,
            26289.9723066948,
            25952.3814707063,
            32464.091880247,
            60921.0631041788,
            26578.5366925411,
            66260.1215578616,
            58787.455239798895,
            62545.7087112591,
            24381.9534475915,
            67852.1058685146,
            41725.6128555164,
            41896.9715991989,
            44379.7296541743,
            28416.899375151803,
            68427.163111046,
            35975.7949295454,
            57596.3540980592,
            29681.8830934353,
            51656.938674859695,
            24912.8426820971,
            47761.8240681477,
            22248.1792024337,
            29724.4768752716,
            52143.8236744143,
            56577.7228609659,
            37660.770716611296,
            37403.7953955121,
            31652.6937345043,
            32727.7007326484,
            69078.6048118025,
            40622.1948727034,
            37521.0171728395,
            30735.808499157403,
            24857.6948815025,
            33180.2015937865,
            66628.2600886188,
            38564.932129811496,
            33704.5084964484,
            57018.4848317876,
            40526.9027850591,
            50827.9805234633,
            40775.8115953766,
            55467.15141274031,
            38789.0293891542,
            58074.8401279561,
            57814.1063381918,
            45190.72918221349,
            36801.9071803428,
            68811.7794157006,
            30483.2955286838,
            44930.3941731341,
            43671.4565544389,
            27612.9148015752,
            53607.326925266505,
            33036.6831202991,
            64275.834888685495,
            30673.8375034183,
            58793.6143088154,
            21053.4906177782,
            42095.4222022556,
            50360.6787929311,
            41970.7244774327,
            51663.410179317005,
            53601.81243624541,
            43439.98872675,
            51461.0531670041,
            41285.1723073982,
            62895.7497701049,
            57296.1608227342,
            60844.092494808094,
            47634.5495483838,
            23998.3236929402,
            63391.6159672663,
            21534.5512190834,
            28255.6525128894,
            36496.1339323781,
            41631.6662961617,
            68762.4166649766,
            30075.264924671497,
            41302.6741752401,
            39703.759427648,
            63161.0920350067,
            63062.1420964599,
            34507.5279055163,
            27954.7077650204,
            37369.3820601329,
            43912.062740419104,
            22766.7745016515,
            21603.3057007007,
            61952.906688675306,
            36116.3650918752,
            26157.7772721648,
            26458.3832048811,
            69156.3037736341,
            39441.4447643794,
            60119.0658099949,
            55613.4854606353,
            37049.3862358853,
            23122.0649252646,
            48790.1324336417,
            59132.6851560734,
            55305.5748273619,
            26037.4636435881,
            64899.8050298542,
            27089.124317280897,
            45341.4746373892,
            24865.7980747521,
            28239.5432051271,
            52730.0805016421,
            28982.0581488311,
            36221.2660070509,
            33551.1243715882,
            43891.3559704088,
            45148.885720409504,
            58481.012161355495,
            69579.9292111769,
            52743.3085651137,
            65635.6615293771,
            34559.907035436496,
            60218.53152662519,
            51689.548538997806,
            47541.61433549599,
            62905.79302469269,
            65632.6045794412,
            31847.8537187912,
            27947.440282441697,
            62246.7272495851,
            40154.6885655262,
            58627.5548837148,
            33441.0510654561,
            55603.7867954001,
            31046.3789664209,
            44708.09987280519,
            23340.2706962079,
            24830.181971192404,
            31422.7473852225,
            60477.23384574059,
            26039.0214901417,
            36186.8480732664,
            39772.1187258139,
            34730.1640710793,
            23118.4833147563,
            50072.8476257063,
            67465.06238589059,
            38625.6320099346,
            45227.482826449006,
            64901.8977349624,
            40543.9135432243,
            27793.2667220011,
            61167.774819769,
            64619.6646196768,
            37593.7578664161,
            35032.6495990157,
            58364.4649758935,
            56945.8104134537,
            27204.8485511914,
            21648.261025548,
            31077.8568894602,
            42522.9224073701,
            31769.247718621,
            35556.779911276004,
            52908.8242375292,
            35045.1314053498,
            44488.1644845009,
            41679.9371177331,
            54619.9471969157,
            38053.6231258884,
            64718.66177627821,
            43159.0849696659,
            29445.510501973306,
            25817.389884032295,
            66356.8567414768,
            56676.15799931809,
            61000.0427742489,
            58906.2516856939,
            49589.1537214629,
            40141.6035415605,
            31659.7282118164,
            62658.221628516905,
            39264.4834984094,
            46643.1264812127,
            30515.372117515697,
            65077.322027646,
            60871.86900433151,
            25011.103895958506,
            68407.1855084039,
            43727.439343929305,
            45788.747100159504,
            65705.0108234398,
            32434.7025062889,
            58121.668575331605,
            62498.5072459094,
            26090.725876856603,
            64780.93853686,
            65588.4034163319,
            65743.7036675401,
            37164.521582890295,
            65176.5297795646,
            34615.542173851296,
            59079.4650535099,
            56267.1716371551,
            34862.8212860785,
            60521.3641002774,
            42276.7829080112,
            38451.1777129956,
            45985.10865354911,
            51000.4224418662,
            31523.1077652425,
            28648.676751181494,
            27514.4279631786,
            27441.0003842786,
            67709.2415909283,
            38600.7071868517,
            30950.295405928,
            27083.822868298703,
            21512.7452672459,
            34796.0035596043,
            27089.3928408623,
            25259.4016306102,
            47007.3135849088,
            20358.665024396,
            67900.2265259624,
            54418.470994569405,
            51288.5546940379,
            28199.601632077203,
            22199.6151423082,
            50514.4696263596,
            34414.2403383739,
            37633.0874324776,
            55235.5040726252,
            45587.5518429093,
            52757.7949385159,
            41174.8081259429,
            25685.535201337203,
            28145.302999764703,
            52094.21837236731,
            33552.3859760724,
            37400.9337672032,
            21605.7250904851,
            57562.89173616099,
            62288.53960521519,
            22767.2642027028,
            20943.0433274247,
            20622.860097792,
            48436.6646315902,
            27574.634184129503,
            62889.362142887,
            37683.2004915923,
            54974.4554958306,
            56326.0866724886,
            65670.8834390156,
            50730.7333918288,
            64184.9157912657,
            66179.3241091073,
            24969.5268040523,
            54925.518266391,
            67879.2480193079,
            67787.526762113,
            31657.6193016954,
            36559.1350290924,
            57787.565658800304,
            42521.7260071076,
            51935.1806305349,
            45677.8761278838,
            51363.5958125815,
            27218.561030458703,
            43677.6292207651,
            21533.5955074988,
            28010.190934874103,
            51589.2827464268,
            50480.952688958496,
            43957.35058235,
            61878.346551675306,
            60153.3369673416,
            33388.5833434761,
            41310.4017777368,
            25576.9539321773,
            51455.0984534435,
            48134.1569265351,
            51348.5273043625,
            20532.8237311915,
            33297.2140214406,
            55858.5492358543,
            43777.5184796192,
            27789.5190566778,
            36132.423875387794,
            20145.9885970689,
            63108.7073870003,
            26581.6145273857,
            62040.8896286972,
            69958.7055412121,
            38082.5195158832,
            45183.0541761592,
            36242.447961121805,
            44527.2589032538,
            40496.2558229454,
            24698.6693050712,
            60560.3055260144,
            48018.211456947,
            30216.2519586273,
            61742.2399506904,
            47288.4266683832,
            24658.8993165642,
            64644.3481021561,
            57517.7241396159,
            52945.5477884039,
            36366.9904111885,
            62113.7295663357,
            62279.5195016079,
            61799.0849586204,
            50139.7400093265,
            69566.6843489744,
            44897.4883696064,
            22572.3027647473,
            37123.0796375312,
            68744.788649492,
            21081.1941814609,
            58828.2921165228,
            46706.4588610083,
            32312.8533829004,
            60778.7650241517,
            30948.0415470898,
            60122.011571656905,
            43321.6811204329,
            47904.3412418105,
            58597.3832453601,
            66091.9059114531,
            47316.7013772763,
            40872.6397715509,
            35154.4934837148,
            32222.8188090958,
            40447.67296174541,
            48463.2045542821,
            42843.0991293862,
            50310.4224381968,
            57565.1999609545,
            55066.1829696037,
            46065.948209725306,
            38309.585656970696,
            54472.144756000496,
            58695.0943968259,
            54748.9123116247,
            46328.171917703,
            49633.327468764,
            66339.78387573731,
            62650.719662196905,
            27646.780053619303,
            21437.6157545485,
            50648.1984443963,
            29670.6718439236,
            20258.538662456,
            34475.2179738134,
            28926.432463340498,
            20660.6689537875,
            24987.934092059702,
            29672.5608105771,
            23241.5998866782,
            24217.2287590802,
            65574.0933422931,
            55994.4587922655,
            67369.3321226165,
            23305.7714928873,
            35195.4663451761,
            27135.072618257294,
            24037.1651411988,
            51625.3132303245,
            50705.7662634179,
            58079.1569012217,
            62192.4670692533,
            62553.6684109829,
            68147.9573179968,
            27619.6614070795,
            65330.1928355359,
            26680.1458364353,
            46104.5989114791,
            44904.597643762805,
            52934.5944337547,
            43509.7577562556,
            22118.3573291637,
            56275.4100235179,
            48630.9795337729,
            64272.6999986917,
            24349.002952221803,
            34332.3152558878,
            64940.241088625,
            30595.7480147481,
            53422.2162491642,
            69995.6855783239,
            48270.796244032696,
            27028.1555876136,
            23519.866091664902,
            37302.0833986811,
            55601.2718519196,
            62678.6454510875,
            41602.4339781143,
            27533.0013292842,
            30594.1765592434,
            47846.9459037296,
            55273.2750005089,
            23086.2554092892,
            29621.2748787366,
            47533.92094746231,
            62519.184178672695,
            50878.95903736349,
            58580.9595114551,
            69445.64944598821,
            60929.172351025,
            35496.6654954478,
            33572.423497680604,
            55306.9143486209,
            34141.9276362285,
            40453.8909485564,
            69088.7774154544,
            30885.6922015548,
            58683.2263204269,
            60675.8121564053,
            68460.68002516401,
            63653.8399080746,
            42522.5757574663,
            54140.429133549296,
            47548.362617380895,
            24114.012257196,
            20686.2390902825,
            21412.3086119071,
            69391.1465979181,
            32319.262220989905,
            52862.9471361637,
            48383.2761459053,
            36430.5384038016,
            44268.8940139487,
            63806.3292531297,
            46195.7771726884,
            23743.1607721373,
            22089.8374845274,
            54707.2885138914,
            23203.647187911,
            25342.2506782226,
            31645.6328192726,
            32306.8084008992,
            61262.81632343309,
            26388.7272961438,
            53009.4254342839,
            58163.54067530481,
            38665.0339281186,
            25289.047223050096,
            66049.9340319075,
            56282.982525881394,
            35778.6152325571,
            29174.240310676403,
            55934.432561043606,
            32256.8615246564,
            68052.8069194406,
            26957.0538704284,
            48685.04201760519,
            38288.0710810423,
            42468.0208251812,
            55377.7730255388,
            54231.7027854733,
            53283.25870679691,
            52534.78547558191,
            47847.51562867309,
            59998.253271915,
            58684.5130124129,
            49114.787932485306,
            57179.40200585871,
            69395.1164768077,
            43963.7380116619,
            66326.4724705368,
            35886.7268357426,
            35578.2341142185,
            48689.0004295856,
            56510.8353551477,
            50275.8999634534,
            56665.4940880835,
            42912.09053946661,
            22169.7292220779,
            35919.8073204607,
            61987.6852654852,
            30044.6835160255,
            61528.2724192366,
            31196.4917741716,
            66003.95999150349,
            56960.67384444179,
            41315.1078904048,
            64913.343840744295,
            32804.904486984,
            25789.2097975127,
            31908.354307524904,
            56050.3025818616,
            66505.7756868191,
            57504.07174229621,
            44619.1114885733,
            21158.935285639,
            22765.1909156702,
            25052.8202555142,
            61006.1073023826,
            62321.242473553895,
            49604.544211179,
            48433.3734889515,
            57590.283283498095,
            62691.7013712227,
            51121.6568690725,
            22516.5403494611,
            60857.2350512259,
            62908.35747960951,
            49665.63383815809,
            65322.8010679595,
            20598.9265628159,
            55476.6569798812,
            26218.4948474169,
            40794.8702271096,
            53719.6511100046,
            20715.535634663,
            57163.8523996808,
            33751.205313019505,
            44832.564720418304,
            51035.6334550306,
            53493.4860118665,
            58205.679995007806,
            47439.9407557212,
            47586.2277136184,
            26100.8512624539,
            45326.4036728069,
            24391.7562346905,
            53741.37101927769,
            40053.7222670391,
            53033.864130266,
            25176.502012182,
            31210.8470173553,
            23532.276302576098,
            63776.77078591661,
            52278.76500459389,
            56015.8132156357,
            56110.9399353154,
            57856.8082349375,
            30187.0918646455,
            30786.8719263934,
            22279.2997653596,
            42476.2655328959,
            58147.7998569608,
            36266.2118673325,
            39045.4971627332,
            64467.803684528895,
            36594.8066744022,
            58797.762861941,
            66653.2709309831,
            48271.4983797632,
            30991.4319240488,
            45446.5183359571,
            37142.7388908342,
            58320.80889260401,
            24825.5406785756,
            20511.4294355735,
            48326.3208926655,
            55441.35879492389,
            60496.907918714,
            25296.1542271078,
            50414.3203189597,
            67984.0403771959,
            50382.3997732252,
            49413.2985407487,
            61464.8206438869,
            53784.0495747514,
            35993.2879265398,
            63402.0046843216,
            40484.9713249132,
            26168.0122744292,
            60044.2815152928,
            23984.5509454608,
            40359.7011859529,
            33583.8910820894,
            68038.7920164503,
            45652.0592723973,
            34399.2097815499,
            57628.438917454296,
            24294.6768924594,
            52218.88251136991,
            50061.7677392438,
            49352.274222765096,
            21087.3555438593,
            23812.252683565,
            49395.1664934866,
            33338.9439899474,
            29668.320720084,
            45936.5972015075,
            55948.0677172542,
            53239.5007135347,
            43694.0344446339,
            24078.0724957585,
            50258.5530211218,
            41816.6568316519,
            36892.7162187174,
            23886.5676149726,
            48757.7650509775,
            34601.6826620325,
            52986.00454581901,
            50740.9510249272,
            53096.9913979061,
            38500.000645872205,
            41004.2623570189,
            63585.36459039901,
            31823.6810551025,
            26242.6336226054,
            63531.2459943816,
            64751.1465405114,
            31091.276304796294,
            66871.2673638947,
            25098.6528280191,
            33720.5892242491,
            28182.5232948177,
            27334.5697135665,
            68694.8431818746,
            46195.62166510151,
            34488.2098538801,
            57827.6631003246,
            20346.4690526016,
            60480.9757950716,
            51915.6797835603,
            54625.506983138606,
            48305.4270897992,
            28577.964513097,
            53400.8270059712,
            43414.4878922962,
            47526.234125252806,
            46082.072162535,
            32195.5925249495,
            49067.0912945643,
            21293.4771250002,
            52100.91738728809,
            48334.3877759762,
            58507.6235514134,
            27521.040341816803,
            63914.2253715545,
            28598.8326463848,
            23298.466745764,
            35697.5541380234,
            40376.1635813862,
            56534.966842737005,
            36088.938608299904,
            34158.6339683272,
            29732.057619839903,
            41736.20153917,
            42236.4560933784,
            28796.850836370097,
            55097.38848079,
            40916.564145591095,
            20908.335100393702,
            57999.7723852284,
            57746.5815865435,
            55116.23451486231,
            57765.521160326905,
            45200.992799364,
            42435.1894925348,
            46365.573517978206,
            57187.7008932643,
            66539.9275999516,
            25244.726699311297,
            54780.3456126712,
            59253.1214631163,
            48540.3415444307,
            30415.105079300694,
            48768.6992436647,
            52299.2180823348,
            42242.489119526,
            28218.9652719535,
            40208.1318595447,
            61419.6728379466,
            51282.5052416883,
            36017.9027472623,
            57575.0097911805,
            53330.7671360672,
            39834.5198412426,
            62469.428374897696,
            40334.6167341806,
            47542.8027031012,
            55883.6228610016,
            29163.015882950294,
            47786.14106355231,
            29736.3105043769,
            50831.427534576505,
            62030.0459954888,
            54049.0127447993,
            34336.0175890848,
            31895.7153055817,
            51894.5400998928,
            37616.7108584195,
            22076.9480033778,
            56252.95370584349,
            26316.758494358503,
            23120.8796077408,
            39033.0327139236,
            32420.818151440497,
            68827.24432973191,
            58092.2048934735,
            43538.85611519221,
            64040.484179277,
            34395.2292157337,
            57405.5149266496,
            22581.1339728534,
            27952.945982106,
            54022.9128370993,
            63546.1647575721,
            60713.4303008206,
            44519.32947151361,
            40997.7989899926,
            63661.38332989071,
            34429.1467382573,
            29181.8614280783,
            52510.4382354766,
            37536.3472430035,
            35683.7449525483,
            45622.2907104529,
            67385.40317630401,
            69411.7925292812,
            48322.5140650757,
            40836.588810198,
            38035.9513266012,
            42696.9713694416,
            24181.69478653,
            33194.4026448764,
            32541.4615264162,
            38381.4130607061,
            25921.9125309028,
            58810.97172852611,
            63025.7440777496,
            29954.0045135655,
            40641.523017548,
            43940.91070164,
            65166.97287326679,
            58820.3820562921,
            50719.7630754672,
            46766.595919616506,
            67520.759596955,
            28386.2535539083,
            68276.0307611898,
            30731.7262794822,
            30012.251092121,
            38075.3187742084,
            55932.3965734802,
            27966.2444535643,
            53825.5367358215,
            65451.496518217005,
            39473.995862063,
            42344.8087112047,
            36112.8744133748,
            32720.5047989264,
            27973.826560191803,
            21306.0331228189,
            36029.301576782,
            48457.963548135,
            46038.510655053,
            34247.1590195782,
            64247.6149997674,
            62109.7670914605,
            21481.8037860096,
            20762.4744670466,
            33756.5272278152,
            54325.80727385361,
            33197.807804681404,
            56846.4742321521,
            26542.9310896434,
            53200.5481468514,
            38073.4068970196,
            43937.219043728,
            49284.819413442194,
            22869.3234547973,
            60113.3425417356,
            23613.255685195298,
            68755.0944206305,
            26449.3282930925,
            42855.4161149077,
            25686.778936069502,
            67125.64924266191,
            27427.7894455008,
            37145.5730567686,
            41702.6007710956,
            20710.7759593055,
            39124.164362438,
            32834.6467390656,
            26267.2214000486,
            41254.2281951755,
            38268.6966028996,
            37087.268759496495,
            38458.1330395304,
            40185.7756706886,
            65481.9455510005,
            57426.680477801696,
            47903.31424912441,
            34222.1877467819,
            28481.265604496,
            43069.6521466598,
            33093.9618567936,
            61363.856056705095,
            68100.73561966419,
            50551.4803389087,
            54421.054006088496,
            32152.4597401731,
            40230.9757121839,
            53483.3740023896,
            65137.937762774505,
            29496.5941272676,
            45181.9337136112,
            24994.7781953961,
            54820.9740128368,
            62955.6082934141,
            52956.246077083095,
            40366.2032377906,
            60005.0101336092,
            37598.3850844204,
            61323.0009027757,
            21243.9323007129,
            62111.4344149828,
            56524.8788148165,
            51718.13696390019,
            43205.6317501701,
            26934.1974449344,
            68966.82256367059,
            31527.3472038098,
            46839.061093050994,
            32151.296855881803,
            40831.801916938304,
            30868.8048203476,
            62988.8264276087,
            65496.7674799263,
            63032.6262721792,
            27287.0745440014,
            44299.3717431091,
            44091.3492278196,
            26617.0303151011,
            21856.2335288152,
            28072.604355402294,
            35950.4884504713,
            28982.1123634465,
            51790.726445615306,
            65000.8196174167,
            29761.046012863502,
            23081.4507394098,
            60016.7409912683,
            54619.1553631797,
            66274.2081028409,
            49380.658629816,
            46283.0674648285,
            25554.698524065298,
            36680.1819228567,
            30383.6763300933,
            67730.44369649139,
            36446.7241382226,
            33648.7389914691,
            53852.799539454296,
            61298.218665178894,
            69465.7469564117,
            39102.041714359104,
            29366.582334041603,
            67949.73806710911,
            29468.859178014103,
            56839.40189657731,
            38277.9368711635,
            49664.2707195133,
            49972.0108276233,
            27356.8009538576,
            36840.6036566012,
            51438.8140686788,
            40614.7220451385,
            56738.63732256,
            68004.6862154268,
            44458.6372864433,
            66801.197505556,
            48991.85367859901,
            69430.936621502,
            27989.111100323506,
            67675.80477055161,
            47985.7224668376,
            43388.209473341696,
            63182.45566682889,
            20568.8913050108,
            25833.7172260508,
            23087.3014009558,
            36124.7178330086,
            57330.619408749,
            47240.2531234547,
            55730.6292280555,
            61660.40131822231,
            49746.8874370679,
            23973.6875914969,
            28085.479598958,
            33585.4747379199,
            44179.3851018883,
            56025.419726502194,
            49369.7041459382,
            26889.3647403456,
            30873.217636253703,
            30608.943237457403,
            54878.0896514654,
            32423.8068470731,
            46608.3690221421,
            65689.1897018068,
            49054.86027011651,
            20310.5775569566,
            66423.3993319795,
            45783.15475257111,
            62887.76266621429,
            51088.2107820362,
            66217.9448455572,
            62799.7506107204,
            45789.4875248894,
            59727.4059941992,
            35513.5895474814,
            29178.977587726,
            67501.69224571441,
            66255.02952840179,
            63558.8640859351,
            63441.7123557068,
            64983.1542442553,
            56946.64593786,
            52349.8724610545,
            31473.458784166694,
            59267.3391965218,
            66809.1732473113,
            48083.311545196906,
            20629.3472950347,
            25363.331059925295,
            28873.674168717094,
            41430.8552560396,
            53612.1312342584,
            51555.7402558625,
            46564.3788967282,
            61200.4274781793,
            29307.3207652196,
            67687.1830760501,
            52565.0657410733,
            52920.148014091,
            34981.3678348437,
            65210.83709551019,
            60016.07961254191,
            23066.964680329,
            52603.878644295,
            20111.3632577471,
            32759.7002778202,
            30578.0201614834,
            21211.5893885493,
            53746.3265750557,
            45214.109220542,
            58465.0496998802,
            54422.9734851979,
            62842.0643904246,
            53005.13229332861,
            40749.0281783976,
            49804.4108320028,
            37277.2461199202,
            46883.2065397874,
            31763.3691988885,
            61013.1815820932,
            41285.358897876,
            39133.8918637484,
            62171.8025580049,
            53638.6459530331,
            49264.5848938264,
            63114.49698871,
            58165.506219957,
            43029.8032634892,
            21593.6226584017,
            49104.7682403587,
            65776.2324134819,
            36192.1494523995,
            62165.8611856401,
            50793.355719652005,
            62422.2037894651,
            63166.99495539071,
            23717.567853163902,
            66797.6646730676,
            30272.2036186606,
            55741.1956880242,
            30742.5797148608,
            20491.564325057,
            35620.4186263494,
            50206.1337162741,
            67935.45387219639,
            59223.3966034837,
            32657.2686829604,
            55931.6545771435,
            23694.7788670659,
            44324.28636820991,
            34735.4917484336,
            67064.3447362818,
            42761.492675636,
            49517.7223277278,
            54372.1826560795,
            29941.9683683664,
            68414.1207765788,
            23891.244565602403,
            47187.571546528496,
            39819.920940790296,
            50632.2792428546,
            39970.2112469822,
            55176.139604300304,
            50533.571948763,
            52983.874459750994,
            31187.6699258573,
            34909.9822272547,
            53810.847660060994,
            55478.9673699997,
            60394.094865769104,
            36845.7386782393,
            60264.9406460114,
            52981.508597731605,
            50222.7624226362,
            59256.55595958231,
            43203.414224553904,
            46288.7564138509,
            58176.1549273506,
            25631.4347311854,
            58977.9976452701,
            25048.015993088506,
            33436.4890051074,
            23787.3670458794,
            69456.5677712671,
            65447.6116108708,
            68743.3531787246,
            36052.5775980204,
            24820.7924701273,
            26046.3841655292,
            60850.8024411276,
            69929.01099612941,
            53298.496145289406,
            48818.3823227882,
            38042.0841556042,
            42119.8227140121,
            62247.87973798809,
            62252.088163513705,
            36973.0856898241,
            54217.2367847525,
            44218.7663214281,
            33274.0502711385,
            54656.5490355715,
            67593.5170776211,
            39472.7072492242,
            30572.446859441698,
            50447.699630167306,
            49198.6526572146,
            53768.2282086462,
            52809.54628717151,
            38011.7266485468,
            58910.2917746641,
            57914.7310741246,
            39494.766916614,
            45918.875250499696,
            55649.05588282269,
            27136.6288000718,
            62724.6361155994,
            32921.8485788442,
            28482.6495498419,
            44170.221737586,
            60664.3716036342,
            64501.93042866889,
            28237.5173922628,
            67420.59544660151,
            55642.9933919571,
            56086.0580927692,
            57676.739180460594,
            62535.6328487396,
            60686.7685727775,
            25032.300937455097,
            22228.3452912234,
            41435.1537520997,
            43955.4094034247,
            60063.693094998605,
            34635.7447491027,
            63944.3237264641,
            35403.427334968,
            53654.0793650784,
            23508.2307294942,
            61869.46603003889,
            20674.897083081298,
            22127.9241074808,
            27408.729614689903,
            60720.7960961387,
            34760.0193158723,
            23057.3639203794,
            42380.9950635768,
            37887.5493933447,
            39988.740736153,
            25026.5056430362,
            43588.0814259872,
            20897.4266937003,
            24904.6246684156,
            66068.6350357719,
            36126.231092494,
            23626.726788934306,
            30200.243256986098,
            65569.7852419689,
            20617.261009756498,
            25817.4546225928,
            21448.8279935904,
            69370.17763732,
            34145.7995516248,
            52651.25686302781,
            40069.3383812904,
            39246.544886846095,
            56233.7895436212,
            49264.2683256418,
            30451.6361607239,
            28726.996299810697,
            20113.2534933276,
            43434.7754274495,
            59208.716084249296,
            69310.9572678804,
            60567.4244393595,
            22048.8950423896,
            66733.7102512829,
            22209.0095095336,
            49032.6624060981,
            26558.361055795096,
            49255.45796751981,
            30218.1512280367,
            56317.08282046019,
            53825.43057668951,
            34927.9936100356,
            53287.385024596,
            32032.5567433611,
            48405.726805795,
            46132.9140514135,
            29049.071487970697,
            68550.6878583692,
            47474.819601047806,
            50021.65540819991,
            64089.1319070943,
            28451.7055656761,
            58132.4712652713,
            30961.1661406234,
            64162.6496147364,
            67470.11702274901,
            68263.7662440538,
            42889.3341613002,
            20155.792362056694,
            58178.614573553205,
            45735.4556932114,
            30037.203133106203,
            64392.5122148357,
            26291.3757981732,
            36008.3809983917,
            54953.9796588942,
            28753.325487487004,
            41993.9843169414,
            56696.458596270495,
            51906.0461595654,
            30939.3933787942,
            38520.7239701413,
            33489.0398592688,
            52836.0064304434,
            51733.28750999639,
            41273.771498818,
            68223.6843090504,
            28222.8789106011,
            21921.3610794395,
            38852.933018934,
            59621.3676431216,
            41377.745596692,
            54405.62497125941,
            60103.0115666799,
            67528.6542088725,
            61156.937379855706,
            42955.6945967488,
            46923.0467732996,
            24951.257491484303,
            26267.5294233486,
            64603.9208793081,
            34667.0204005204,
            66008.3970683627,
            45840.2076200582,
            32188.016239088,
            50289.66474812481,
            36837.5308508985,
            28852.0338060334,
            68127.1668104455,
            41349.1225149482,
            69132.4625792913,
            38477.3255954497,
            68291.1536470056,
            58074.6065406129,
            26867.1082612127,
            32348.450149875094,
            31044.3917568773,
            29279.7497869469,
            35145.100187510296,
            44405.28066363191,
            42059.6369006671,
            28612.203062512,
            46546.7045479454,
            22832.3239297606,
            21565.9215394408,
            26078.2135813497,
            60503.547852858894,
            31233.307758811898,
            34505.8009307832,
            35485.1182713173,
            45986.3534010947,
            43308.1789803691,
            53284.1196795925,
            68398.2874779031,
            64743.7070659362,
            68412.6098453999,
            59695.1071452349,
            32406.5707321279,
            33184.1959781013,
            47688.2505742833,
            42591.5952352807,
            34051.5280421823,
            61800.0343837775,
            45360.716274008206,
            20252.123456448306,
            30134.7096031532,
            56217.326496262096,
            31722.7309499867,
            60178.4461922944,
            51144.2430480383,
            22449.077391065697,
            44932.875111699104,
            40929.4839412905,
            31092.2677209601,
            44743.551632855095,
            60770.22902201861,
            43528.4843132831,
            25008.9495256543,
            47433.4154208191,
            50064.346373546905,
            60348.413563333495,
            67471.1271002889,
            30492.875671479906,
            25640.0788831525,
            55040.75816599651,
            34476.7063786276,
            23345.8664547652,
            24426.0298716836,
            65849.8896681704,
            60454.5256518759,
            22680.318430066098,
            44471.873731818094,
            46572.320004925095,
            24369.8412482627,
            56830.2728631534,
            46942.9965177551,
            42521.7907107435,
            63188.3285287768,
            29410.1775204763,
            46668.628468178205,
            62693.26957874,
            65307.1274794638,
            59589.0642888844,
            41019.5487947203,
            48058.8713823818,
            50208.5300209001,
            62526.88792767,
            48192.1856105328,
            30884.0567292646,
            36965.7424790785,
            43536.0389109701,
            69181.6640598699,
            64233.0406978726,
            52593.5150613077,
            32282.251752913,
            54077.843278646505,
            51595.3574841842,
            23097.3764834926,
            27407.056202646298,
            64395.298068411605,
            60432.2166577913,
            42990.9828281961,
            41581.8899217993,
            53289.0652935021,
            22372.5052364171,
            57119.7396889329,
            31112.059419974703,
            68936.32135353981,
            20436.3312851638,
            20583.6121737957,
            58988.305802922696,
            45311.831838917,
            60856.830985285305,
            45818.2832505554,
            20904.5554790646,
            49908.2918674685,
            55988.295276183606,
            62125.258105807,
            48822.7209588513,
            29976.8290994689,
            41944.268187508,
            36970.3604420647,
            39992.7191133611,
            42450.5430436693,
            42146.93762362,
            52841.5164374746,
            66418.9563062973,
            44047.6665552706,
            24821.214126423,
            35583.6185440421,
            25289.6072389558,
            39770.128664095,
            59511.1387013458,
            51211.6540386342,
            56530.4972743616,
            42604.4629816897,
            66642.0077485964,
            35527.8344871476,
            66896.7653112486,
            51980.3595426492,
            40081.4205571078,
            50167.67174704,
            39545.9595881402,
            43372.3976067267,
            33084.1698497534,
            53187.9796460271,
            48290.8804598264,
            66078.76935042441,
            51547.166663222,
            39393.1405781768,
            69592.0108282007,
            54588.5011949576,
            44964.0105990693,
            46081.6455469467,
            45564.015354029805,
            62657.602543477005,
            67921.63211386651,
            59514.012378640495,
            48422.5361072458,
            22001.3174507767,
            52529.6987663023,
            24061.463160906,
            23450.872132089,
            32866.578239481896,
            30958.9079627767,
            27550.8952722885,
            36024.9378881417,
            46801.274286117405,
            27082.7189832926,
            65435.0353800692,
            59295.7410775125,
            45435.2672374807,
            61742.6095809788,
            31396.8660123646,
            35916.7041536421,
            43969.6041564457,
            60624.8153652996,
            69939.3296777271,
            69755.3201625124,
            69478.3987640403,
            34192.1605216339,
            57457.857944537005,
            63910.3346550837,
            26643.808993976603,
            23985.075419768706,
            63660.6488074176,
            44102.33009140941,
            29409.8058994859,
            49294.65931374581,
            39553.6473765969,
            68583.0410500057,
            31060.6062575243,
            29190.324624069,
            63437.70014820621,
            35243.0632268079,
            36475.3535296768,
            63271.6088253073,
            45540.325522888495,
            68565.3855022974,
            20063.0995840766,
            44222.2622036934,
            67839.2444550991,
            54009.6922824159,
            52234.0753511526,
            28423.1314714998,
            52623.4375941567,
            25636.3335694186,
            60842.9411589168,
            36727.7459986508,
            63830.7474367321,
            43108.4145605564,
            25285.261129029102,
            57646.2429063395,
            51027.5676078163,
            37389.7723783739,
            65017.5934936851,
            20595.934584271203,
            56445.473914500304,
            60864.3217524514,
            51231.01042583581,
            41103.1369166449,
            56267.0508213341,
            20774.8458185233,
            46424.2212288082,
            29909.5540004782,
            62808.5050662048,
            41243.8051356003,
            46089.1478857957,
            69191.2333760411,
            60846.6650056653,
            66558.9343686588,
            27428.2818706706,
            60912.7989551052,
            28127.5094533339,
            64029.5434789732,
            61836.7356178351,
            37005.0718472339,
            56003.57340183111,
            58038.926245644696,
            29237.2562037781,
            33265.7905458473,
            66236.9271554053,
            41978.7125010043,
            63453.223130200095,
            24985.590663272906,
            53593.113196548096,
            54179.721865803,
            20126.4137681574,
            51180.839706212304,
            36455.7015057653,
            39188.9452864416,
            47852.92690387,
            20014.4894700497,
            28630.0095077604,
            66688.91312321651,
            53226.1944073252,
            35609.4783451408,
            64065.682857763,
            54935.658378526605,
            67800.5813318305,
            46893.336710054406,
            54648.9669755101,
            31410.5072920211,
            36989.5895407535,
            33198.1282844208,
            47704.38082516191,
            30569.5727048442,
            61398.687066976,
            67750.8259937167,
            47637.8620299511,
            38357.5175236911,
            43156.3052744605,
            41101.5429464169,
            59475.4971843213,
            40708.9194096625,
            30391.473304480296,
            46024.1445619613,
            66529.4852154329,
            68115.9803341143,
            38423.0842860416,
            33227.2801827639,
            61674.4572343305,
            26931.0682476498,
            60040.9938418306,
            26181.242410093502,
            61552.2175142542,
            29705.074725206898,
            53934.8122710362,
            23007.3878820986,
            48552.843409124805,
            66370.88875751941,
            49140.2698610909,
            39684.9817992188,
            32025.4044537432,
            55568.1794579141,
            45898.5135238618,
            39217.909919098,
            34070.603996515296,
            66768.361213617,
            31400.8584292606,
            49335.7572634704,
            51774.0525119007,
            43064.6473472007,
            41226.1346750893,
            43044.5177759975,
            33546.2920414284,
            69209.3308712356,
            32291.5445477702,
            66274.0728980862,
            34102.7912031859,
            21144.5628711954,
            41049.9745910056,
            36351.2777304277,
            63144.4592075422,
            32086.9135367684,
            28873.167319688902,
            65359.29615376519,
            49064.2884676345,
            23763.0605627783,
            51845.9425587207,
            67035.32642452049,
            49240.762500558,
            36132.3275882751,
            67006.8064867519,
            39453.6456139758,
            52205.6070552208,
            46319.4167986512,
            29398.7274216488,
            31135.6077133678,
            65603.8167583756,
            41362.5083677471,
            60302.558999974295,
            54468.27920852231,
            47683.715778403,
            38160.1164978929,
            22925.8120805025,
            64087.858812417806,
            65824.5156565681,
            53451.931539457306,
            36455.4847055115,
            39573.3414380811,
            41052.365784999,
            37895.1817331836,
            44827.23377179349,
            28341.086772270497,
            56887.2027960606,
            25146.5956843458,
            54739.1645191237,
            30497.2045053728,
            25358.897941187,
            29993.5633013956,
            64675.77948234981,
            56256.0388748534,
            31702.3342987522,
            34113.113284111,
            44666.0128468648,
            39421.366835013,
            21683.1937246025,
            65697.592839133,
            68657.7893025242,
            66981.4129988663,
            45971.133494749694,
            42965.9927543253,
            50895.8103414625,
            46175.0319390558,
            44984.89911668,
            66941.86486303809,
            31022.1448470838,
            46583.1995988265,
            56201.841430738605,
            31587.0648645796,
            40716.1908852868,
            64966.0656391643,
            68503.2058903016,
            33867.5022637472,
            54195.0151720084,
            50565.3370916843,
            57216.1010163836,
            29849.967143964,
            29072.15179177,
            29775.1422203146,
            46672.7131442167,
            66393.71115481481,
            29338.256448973,
            67289.5856830291,
            45980.3343447857,
            34163.6256477796,
            52216.815801803,
            62313.2776282728,
            49205.6370992213,
            65688.7315027416,
            43489.8284543306,
            40966.6745271534,
            37261.4471171983,
            58775.4038907588,
            39395.8304123953,
            21144.1621463746,
            33126.1327187531,
            30931.5060195513,
            31936.9420106523,
            38157.029675785496,
            21032.8186908737,
            50238.5324728675,
            67346.6624622233,
            33261.6460206918,
            53113.03609516469,
            42749.9903179705,
            42108.1999246962,
            61344.5322075859,
            54738.6822919361,
            69695.1504494064,
            62507.3547754437,
            61922.7746431716,
            58023.7237666734,
            27010.8837680891,
            21194.6161743253,
            68338.0974037573,
            67772.7936813608,
            67131.8026888184,
            33159.2172780074,
            66087.0884708129,
            60362.344274763,
            54609.46518462151,
            63637.281830888205,
            40918.5702959076,
            51486.1303195357,
            44896.2564859539,
            24877.6844050735,
            52263.355504255705,
            42775.5255065858,
            67064.0136743896,
            50307.944677770094,
            37432.680958882,
            30084.15883407,
            61427.4146431126,
            54718.852792866506,
            47923.5755093396,
            22880.7276044972,
            46118.5501003638,
            35082.3856936768,
            38387.322279159,
            57413.572240620895,
            28198.0973365717,
            50117.8570371121,
            34876.3329256326,
            64126.4916793443,
            41916.692680679305,
            50052.292929031,
            39158.9175141416,
            62219.037539325705,
            67151.3186115772,
            46166.16312880071,
            23881.7865075544,
            48445.1131243259,
            32441.6520120576,
            33820.186513476096,
            61812.90135020389,
            25347.5726628676,
            33965.5237086117,
            23641.7026771232,
            50660.9042454511,
            44037.2439846396,
            51657.1239614859,
            46573.244377505,
            26922.462221700694,
            48414.2515389249,
            43974.840529263,
            65913.8320060447,
            64715.9989736974,
            25481.9879122078,
            54170.5326107331,
            51653.7047387101,
            66054.5062320307,
            60019.4471352734,
            31523.9528589882,
            65660.9485438094,
            61893.4836401604,
            49230.0982051529,
            38337.8294692375,
            64016.4333907887,
            46308.645156677805,
            66209.1442663223,
            47770.71142336349,
            29856.4863204956,
            21451.4972921461,
            59673.17044734951,
            47481.4296397381,
            36219.7729106992,
            59458.704343996906,
            67010.8409761451,
            58693.419424817,
            43041.0413932987,
            31920.412722975,
            32771.1254055612,
            55487.14712960651,
            68406.8071702495,
            37277.1230572835,
            39762.5265805982,
            41674.2431395687,
            25789.742025081097,
            24575.0598888844,
            58082.3601037264,
            67881.8804956973,
            50115.05489703269,
            40443.2036262006,
            65824.83738195151,
            51199.8698394746,
            67032.2894630954,
            42205.6829021312,
            37730.3621079773,
            47398.3110440895,
            48933.209693059296,
            53078.8558349013,
            53236.9929994456,
            58121.954689268,
            57261.15139434111,
            52102.5909041055,
            45165.9259549342,
            58809.2924724333,
            36598.3404731378,
            62096.28261160111,
            68114.0709831379,
            67978.4668539651,
            26615.5242966488,
            51254.37000999231,
            34428.9726391435,
            60974.5871438645,
            63330.7345490903,
            58168.4740656056,
            59579.6092110686,
            52219.895499292805,
            28700.872585177403,
            27193.743053358,
            67417.5709998235,
            57341.4327739738,
            64056.536117568605,
            66370.6935057417,
            45045.431649778,
            58609.13148382679,
            53289.0679710545,
            60309.3288303353,
            45139.4863938913,
            22815.640612971,
            45215.0146872737,
            40568.075182382,
            43721.2518113665,
            38129.754869733,
            22547.9616364464,
            57468.0594424717,
            25534.6735171042,
            26325.503392145,
            65913.8308418915,
            67119.1359567456,
            62020.468134433,
            37965.8493376337,
            62114.856024272696,
            36871.0617581382,
            65030.909345950895,
            23193.6045968905,
            59568.6243195087,
            50527.5841732509,
            60776.110207662,
            61632.2827106342,
            45930.4526494816,
            25857.7655931003,
            55093.92122505231,
            42301.3344802894,
            51903.5342545249,
            64398.146157618605,
            41089.5108291879,
            36727.5508982129,
            38163.394543808,
            35949.8964087106,
            44979.8021861352,
            48211.5818350576,
            28267.0899457298,
            33816.223340109,
            33078.995980322405,
            36019.8171972297,
            34238.5302926414,
            62064.5206817426,
            44867.61524342,
            37162.8882177174,
            65680.9480208904,
            58772.8574802168,
            32435.2481099777,
            58028.2131955028,
            60595.275326632,
            36565.8038924448,
            20742.6969707012,
            46666.6380106471,
            32203.56693957,
            36535.3153948672,
            28163.2950692438,
            39019.357743673,
            24709.083249326803,
            43052.968562115,
            25003.916111309103,
            46696.8926647678,
            50112.4621997587,
            43265.9003231674,
            67802.6944561861,
            55408.705950249,
            67048.8930004649,
            40262.597640976295,
            46427.499181591,
            46911.197102163,
            57359.55243464559,
            34569.3046390079,
            52797.4010375328,
            56630.39526436481,
            45245.7397524267,
            20803.6145358346,
            57717.606790829406,
            20647.887645755,
            59046.457153745,
            62662.2588303871,
            33614.4946096465,
            48765.128867235,
            57240.7569433562,
            49973.6664630473,
            41255.9396866709,
            61129.7231563367,
            48938.5834359564,
            68648.2413951308,
            41250.828541815295,
            22415.654761716694,
            24112.4993935227,
            41692.60517694061,
            23516.727697569902,
            53812.2264831327,
            29750.294801779102,
            22633.676922414503,
            28713.8305185363,
            63321.909266524,
            35276.5879873186,
            35914.6093064919,
            31568.144324701298,
            39934.0674909763,
            48614.8496787064,
            29838.1248069927,
            57745.3588764183,
            44447.529297322,
            51768.0053412914,
            34891.1404423416,
            45382.8078974038,
            40719.4903166965,
            55145.78500762581,
            48752.4240789935,
            55763.4274172597,
            36431.1614120379,
            40522.8282837197,
            42465.6697479077,
            38561.9440395385,
            54957.449673675,
            24822.069837246097,
            25252.4877362885,
            25671.742581762403,
            60672.1455859952,
            60729.9492391758,
            40240.7275559381,
            57513.8174626045,
            64287.3976309784,
            48428.033646196105,
            55313.832247629805,
            27045.3995722346,
            58216.0719833337,
            34722.9648311622,
            58503.7710075267,
            55299.7872396372,
            49501.905920915306,
            61765.7090350986,
            48430.993668735,
            66366.9574237429,
            55320.7800071687,
            48774.2881570011,
            61679.9531551078,
            61485.179599840194,
            24402.4401693605,
            21258.9027755894,
            48763.6805442162,
            24406.89381212,
            61693.5863089748,
            22748.0330434628,
            21479.9467171542,
            51286.6564025171,
            27153.6639239639,
            36370.493976865,
            32400.5449586548,
            60434.1644258238,
            57303.4797608852,
            42994.6822393686,
            68339.807940647,
            49292.3031374812,
            57802.429695148,
            50779.3807936832,
            35993.9897595905,
            21771.129341796,
            61414.8012641817,
            35784.6634858288,
            24791.186703369,
            49048.7573598512,
            69852.0587221719,
            21217.7474563941,
            48031.06741048401,
            64072.3132225685,
            56689.4638980739,
            45769.2595245317,
            35020.4887730069,
            56751.9285064191,
            27363.6317974888,
            48455.7174076326,
            21424.0913325921,
            69992.33271228151,
            68110.2399528027,
            48015.5547428876,
            23102.2177892737,
            46134.8541360348,
            48547.961381264,
            26095.0269107707,
            64057.844788767405,
            24454.1906216182,
            40506.9440067746,
            43421.0457419977,
            55881.5417974256,
            45917.6006889902,
            52901.9095399417,
            41183.8246555999,
            25379.9154818989,
            27514.0884728171,
            44241.28300044691,
            29076.3377142139,
            60536.9128682651,
            47881.9559956901,
            49144.371056463606,
            33707.801036071,
            46442.282786592805,
            25602.957250084703,
            61236.396075692,
            48187.347878702,
            29933.2019337453,
            41027.9073566198,
            49990.6601081602,
            59792.5085853785,
            35879.519993905,
            29102.221718058,
            30047.8194071911,
            59299.162721727,
            64484.0147974901,
            36352.4222909473,
            66034.75430049,
            51650.2713714726,
            31898.159910924704,
            58780.233496800094,
            67754.1046682745,
            48500.2681543119,
            55704.7981582582,
            50458.9582025073,
            48263.00342567269,
            38755.1627052017,
            68131.66429521519,
            28991.423936095096,
            35108.5579534993,
            28858.5988734849,
            22800.796774681698,
            29572.9758962989,
            21982.0173736662,
            45576.8383620307,
            55068.6689373106,
            56441.016243770704,
            68047.9253106751,
            36275.7358630188,
            52389.366847928606,
            23678.3761112019,
            37707.6429477893,
            57753.5689622164,
            30529.963287990497,
            44022.268736735,
            58533.8846826926,
            33702.531834133,
            40236.8720667437,
            62619.1559876315,
            50738.36219264191,
            64466.7601375841,
            64636.4021860063,
            22371.522190515,
            67994.9884698726,
            49640.00470237809,
            42067.246446386,
            43662.0926880278,
            34237.5754192472,
            26300.4465540871,
            30803.8061647676,
            54421.4101554826,
            24254.7007906251,
            59221.0448742844,
            69516.1275728606,
            44311.44926231349,
            43756.0566049069,
            69436.57955154781
           ]
          },
          {
           "axis": {
            "matches": true
           },
           "label": "loan",
           "values": [
            8106.53213128514,
            6564.745017677379,
            8020.953296386469,
            6103.642260140699,
            8770.09923520439,
            15.498598437827198,
            5722.58198121271,
            2971.00330971188,
            4755.8252798016,
            1409.23037111453,
            4351.0289707232505,
            9254.24453803174,
            5893.26465933928,
            4759.7875810455,
            1850.36937703064,
            3977.28743247384,
            3935.5444533423497,
            3277.7375531263,
            3157.442289970661,
            4965.51606626419,
            1148.11805715996,
            4244.057136123401,
            222.622298697307,
            4959.92122589578,
            5465.26788565462,
            5361.28271628474,
            9595.28628892989,
            6376.82294883561,
            2082.62593812344,
            10871.1867897838,
            6155.78467025544,
            2862.0101387461,
            4221.30315714475,
            7271.552032470579,
            1728.4237547148,
            341.146965986397,
            2109.2007717368697,
            4326.70507344396,
            968.836382674606,
            3489.84313638823,
            7035.58910734261,
            4167.78672391926,
            4362.90581198044,
            4227.0189863608,
            5730.588251384711,
            1185.21469984619,
            4892.209733649001,
            1814.33508159906,
            1788.97373591901,
            1658.07023321236,
            6610.36617887751,
            3344.38440143163,
            1745.87167418898,
            7158.13906028943,
            267.696298601759,
            5549.799127875761,
            4364.9752805952,
            3075.34572793243,
            2393.0996785886,
            5947.42172129888,
            2129.59716481131,
            2044.04704534067,
            5151.07044539045,
            1087.91936375134,
            4076.58391416475,
            4949.90233344449,
            8.01207624713557,
            5946.822296779959,
            2692.1634585589,
            4621.99774242203,
            5992.885092439251,
            5604.16999048292,
            5898.0008931423,
            3507.25216607221,
            2119.98491147902,
            1765.98333716344,
            1922.61002232725,
            9226.90204089804,
            7650.65520988095,
            7388.02443997422,
            7252.120003970849,
            7893.55988850644,
            5406.34492649729,
            4211.30261071966,
            4514.0097801128495,
            7708.31562497011,
            8066.69786524019,
            1513.62419967009,
            2378.7661730363297,
            958.979822122802,
            7520.032053087841,
            383.107569352407,
            4391.981053651471,
            754.601882142809,
            1183.70456825763,
            4217.166823074771,
            1622.31739232604,
            4147.8885848744,
            9601.3754821711,
            6879.30600704276,
            7292.264176862579,
            2313.8250047974,
            2001.28151391029,
            10601.0827828556,
            12072.2557579712,
            141.703817946414,
            3928.3039085182704,
            190.889274816911,
            228.33538696889,
            2109.2427976728,
            165.506090118747,
            106.09074717935,
            2796.75230312401,
            2628.57792284269,
            1379.91312425834,
            2403.4782156904503,
            804.092441476811,
            56.16616438732,
            1793.75025542512,
            1627.0414050731,
            3783.6011509907503,
            7757.136788699259,
            1429.4017623047,
            178.333870986952,
            3635.6005890215,
            1494.9845683242902,
            2295.81165641849,
            552.398166405428,
            7364.735577645109,
            1034.75883833309,
            1810.96045966416,
            4255.2521372008505,
            6056.81721377313,
            4263.49303076889,
            5519.09603957038,
            4575.52763542752,
            8176.70716548325,
            3293.25087871026,
            4654.249217083549,
            5029.48878154619,
            6525.21842259918,
            4439.11615420807,
            4189.83256804479,
            5706.32532253577,
            2898.7618238762298,
            5094.6700842702,
            4333.360862430611,
            5792.906333268111,
            6455.3917717800905,
            5380.56059607515,
            10868.2414720072,
            2684.70067065167,
            12701.603475,
            3317.52987409072,
            3157.9610817063103,
            9881.97600620667,
            1611.21659719418,
            11423.936295348798,
            12498.040454376298,
            2913.7699313302696,
            5514.11742142548,
            406.720769305791,
            6013.15287400369,
            1215.65255980478,
            5282.728560308379,
            1411.13008049743,
            4907.67408446776,
            2390.8505965863,
            2707.7609389629897,
            2046.6850503447895,
            1686.83590183974,
            10711.700895547,
            2056.75238228244,
            1130.73526530684,
            5492.89368937988,
            818.5084418876919,
            1746.93655902557,
            8088.568018568091,
            1802.61699404161,
            5836.56338145928,
            5521.5074051112,
            9589.83352507197,
            6507.8501914892895,
            382.24890411041497,
            10396.6181477631,
            9704.7824094498,
            7274.32562822359,
            135.931684494729,
            5809.8990004485,
            6388.369826233511,
            3827.8939146126,
            3558.52726155765,
            4452.330679191939,
            6790.85026335851,
            1148.22143592675,
            6361.97343810153,
            9841.080552709607,
            2382.46677216556,
            2751.08884293104,
            395.000775087053,
            10780.2718821749,
            6110.57279243647,
            1485.07993541129,
            4350.01989674202,
            1758.88186466259,
            4115.4847193336,
            10725.4847277828,
            2278.55434854177,
            2160.78490802133,
            9290.575344923873,
            2627.4054884209,
            845.3663712741251,
            858.511387999185,
            3343.36716094004,
            5255.78828313976,
            6440.861434225771,
            415.240434973958,
            11061.8118946308,
            4844.1722236387,
            3834.0427822767,
            597.9440655279531,
            1170.55633399312,
            5894.04131672805,
            1969.7941341928895,
            2738.44049607766,
            7531.10124850389,
            3312.8776215380394,
            4255.62639181993,
            8402.415585756991,
            7879.738136012421,
            7724.57141377445,
            1445.80218914379,
            2365.28749039987,
            6476.760852061379,
            10326.0897733222,
            7329.243163822591,
            6040.77206183173,
            8035.88317278016,
            8055.305084123921,
            3441.26141621257,
            7382.056426137521,
            778.732695554933,
            5174.57056869183,
            1870.9252528540696,
            3400.91074388565,
            1455.0476020381195,
            5136.81930751016,
            2749.08019063432,
            5043.14863656084,
            3286.21288155866,
            2453.3761214986803,
            443.666538113212,
            1851.31156299008,
            4341.00808194247,
            4069.40264613646,
            1064.68691788658,
            7902.74296522359,
            5630.7412209842605,
            6536.96636294544,
            3871.688901934071,
            1498.39091851883,
            2003.65357036953,
            617.538752197269,
            868.1624732744141,
            4910.54765823574,
            8366.61426770219,
            2321.20631423091,
            2888.44470996322,
            490.742921135624,
            4805.97154908401,
            495.021199154345,
            6054.24412635839,
            1693.13737803293,
            2828.30861825601,
            8508.83539912434,
            10657.1061233567,
            1205.78601273801,
            4098.11578954984,
            3518.4526294613,
            5851.4097886154,
            1017.39615953411,
            6525.15179253791,
            7414.5528532260305,
            8922.19971681344,
            4816.77607411979,
            3950.870172149721,
            1879.05966237435,
            1854.23961318048,
            3646.93785979368,
            3595.50194172919,
            554.4883448103379,
            10433.4743453989,
            9607.49884661811,
            1448.07198358459,
            3030.26724082269,
            6339.85084448677,
            2661.61251596017,
            5649.452468489761,
            2966.246125205,
            761.422404184785,
            4145.00358705858,
            6739.8585984927895,
            1971.554219965,
            3971.15547880774,
            56.9909740698165,
            8831.18436544789,
            5416.3577980789005,
            567.6687734239409,
            6472.34700724504,
            4551.876888607671,
            4481.162212528449,
            1922.6566258695495,
            9447.117157424407,
            2075.59611242181,
            1507.89134084423,
            1897.78082087204,
            3674.741340143471,
            5630.44497235335,
            3601.29968528693,
            186.828073932876,
            99.4495914003405,
            839.8390632084551,
            5757.84899502697,
            5090.39277440685,
            7643.631046107171,
            8755.6919767255,
            4213.46525948758,
            5953.45352370895,
            5688.994849119101,
            4588.472285879389,
            4834.60379766491,
            2427.65078779499,
            1994.6211339084696,
            6120.090021073979,
            2116.53731014055,
            8068.319703512409,
            4004.9888524873695,
            590.598081194187,
            9848.171448939893,
            4536.85720940257,
            6262.00794529651,
            371.040895011703,
            11928.5098562393,
            6801.4058925032805,
            5619.21760364769,
            7758.79982277807,
            9875.03718259757,
            5732.39903226614,
            724.193188479234,
            5659.509277874139,
            5207.88311679924,
            2395.1653496083604,
            5947.64546828592,
            7084.263509070559,
            228.330803623653,
            10021.0492234587,
            3995.80729495872,
            7189.3507350953405,
            743.86714101317,
            6183.514146370021,
            2588.49026590007,
            8743.509701223791,
            1940.67404392486,
            5312.49170624282,
            4037.719603747871,
            934.477133128546,
            1072.1926587434698,
            8120.2580899123295,
            839.8690240153251,
            8361.7191002815,
            5353.56165390711,
            9332.70266633384,
            4947.308727595901,
            3545.72397128405,
            10836.3830881501,
            1826.51630229436,
            5438.09369329612,
            7879.67620843062,
            7915.31344330937,
            2350.89150808837,
            6425.36536372003,
            3132.14869181144,
            2563.96087298893,
            7110.755833314191,
            2928.98408763734,
            2767.8372998142,
            3162.1338373512704,
            750.0671069984869,
            1756.03762496614,
            3946.89824562224,
            607.909484188127,
            457.19661720842697,
            2104.38432287864,
            3031.24632606192,
            680.619696071219,
            2299.4181716088,
            4521.00431151248,
            2836.98817845671,
            1387.2488010579998,
            2469.36442601101,
            4592.245550450871,
            1096.96707536899,
            11540.045811650702,
            1863.89100271298,
            4641.704784522371,
            12307.5623225278,
            2774.83278110032,
            4030.80369209214,
            1671.18492391845,
            2342.47292088101,
            4953.77359939866,
            3248.62771841795,
            7363.03763852006,
            3928.1218464785497,
            2224.8841598973604,
            5862.83302915672,
            4929.87881849349,
            3890.4710496591,
            1225.72022331307,
            8196.93072552584,
            3495.0698810157105,
            7441.75961676144,
            2084.37086090284,
            6232.28039861045,
            331.364308695631,
            2368.3812306499804,
            2366.17424012737,
            10533.4551622879,
            333.441398145797,
            7005.0792919714,
            1551.4202880312,
            118.342142143385,
            3713.26268829211,
            10282.9974457346,
            1256.4011595099698,
            5575.2536907666,
            6637.770870559039,
            2324.5477054729,
            3257.0126292117498,
            4317.71547822747,
            10643.404179057,
            11146.0744599728,
            168.054785283069,
            3369.37702306496,
            5272.53501398802,
            3371.6643103609003,
            890.93953525642,
            11246.488154757,
            5216.354091171161,
            271.734468486729,
            11617.7489093447,
            949.9566246969208,
            8866.527185298779,
            5036.25528047363,
            7896.22376609728,
            6153.9365638338295,
            3900.82960084791,
            3052.576690614569,
            2639.7101263171,
            2550.26514748866,
            2733.42055865967,
            9754.15223893674,
            2763.26395484522,
            5855.18559413532,
            6043.14310633161,
            114.499967406218,
            927.0675938508432,
            3254.74895032068,
            2584.02203777874,
            10255.1901115656,
            749.145368410122,
            871.530091132259,
            5193.83819663771,
            3603.3640781354297,
            5564.163603137889,
            1191.33213785363,
            3589.25350629665,
            2237.92776424099,
            6152.00483311834,
            3701.53760172254,
            13172.6812981319,
            8215.55838399949,
            5544.654683502529,
            665.577000121256,
            5643.179899328969,
            2809.32218484219,
            1415.71826260479,
            4172.98823810663,
            9698.582169129,
            1723.3993728988098,
            1902.26561035478,
            6882.87341589713,
            10156.1423121761,
            4065.2187953051503,
            3810.1318418453498,
            8494.01643069754,
            4659.53597585937,
            5415.81741673557,
            6388.85036020661,
            2991.96735071436,
            11047.6843350607,
            4481.43686080601,
            5602.16002178427,
            843.74909202058,
            3640.84888556012,
            3859.471822981629,
            9255.43964893025,
            5541.821255211639,
            11159.7931652015,
            4550.12285317107,
            947.19963838056,
            1227.10948383375,
            2618.2430369954,
            1428.43962505335,
            10897.9054797653,
            987.261536638484,
            11207.4952297971,
            4856.48345389872,
            1378.90905711849,
            9781.3267216691,
            4961.25568000026,
            2410.2774142149,
            1857.46157804557,
            6870.83901013046,
            6571.19702062939,
            8107.26764489386,
            2474.97715917028,
            3562.30829594435,
            540.617724673382,
            3367.7019234673803,
            5850.77069132097,
            10649.0720502131,
            7045.91920223369,
            789.63336134554,
            7676.310662575241,
            8244.74889955889,
            6471.62820239922,
            4267.45190233138,
            10486.7443460306,
            3213.89814552844,
            2713.88507461967,
            2739.71998955614,
            3872.40246823472,
            4733.50582969986,
            3343.81635769923,
            6519.437059856079,
            1670.73789259357,
            369.527739366732,
            577.530782393529,
            6494.1843356626405,
            1256.25353818891,
            2889.8801946867497,
            5030.82879986161,
            10035.603020993,
            7896.356942317059,
            3343.05627581805,
            960.137251358102,
            5142.11083711624,
            2198.1448889683497,
            6513.1501245071495,
            44.5272460985999,
            10427.4705030759,
            3064.718487716289,
            3853.08804154651,
            1077.8404003017,
            6697.971583270711,
            4269.13603478981,
            2275.76342522213,
            9351.00613114576,
            8824.16474742706,
            4462.82325767409,
            3563.31978870471,
            3141.3385363147,
            8334.18200780114,
            3951.18974682111,
            3206.9276653834304,
            1165.49215757251,
            521.5757013705901,
            3492.3340219336305,
            8892.963302602671,
            5180.71186017515,
            6077.680286835239,
            4589.26726538164,
            8474.98246363903,
            161.237551122297,
            10033.491680429,
            3650.19635167761,
            931.790074364881,
            7168.70700152735,
            10768.7478385081,
            1115.15458691793,
            1320.46244258164,
            2468.17199888535,
            1642.96947053086,
            9183.84229457753,
            2554.0443515729003,
            5099.08745959981,
            2761.8513804366603,
            901.9277106596428,
            7530.76763344307,
            1093.67920279022,
            3040.9813501286403,
            6823.434442500439,
            4622.27519842492,
            1783.69732612708,
            1251.8673663810198,
            10108.7958488382,
            5408.21212921339,
            6019.83442285853,
            5021.63968348642,
            4360.05300945404,
            9792.09153131215,
            6145.131816878149,
            3362.77448557159,
            3353.6935708995097,
            2716.6558194475,
            5927.57467616725,
            2929.85142379499,
            2042.43646281071,
            8525.231909003141,
            8569.220572619399,
            4606.156805288821,
            5049.635508890789,
            3276.13994797231,
            1086.2461646268598,
            4534.57597308744,
            6463.64775060681,
            4440.41961655389,
            1833.58105081134,
            2430.10161848915,
            4928.60703383372,
            784.5773121318381,
            2663.05260942853,
            7571.68231798672,
            1016.1410075047,
            1594.9726819505,
            2290.43034182208,
            1801.22819471633,
            6917.50843520967,
            2289.85125057492,
            4071.08303444266,
            3614.26818549068,
            2611.8480917835,
            1365.95220859435,
            2285.95653758834,
            2963.7944322157,
            12731.894637403,
            2888.6337275749297,
            2156.314406342,
            10816.7590093935,
            656.03318788707,
            3216.094541183369,
            2282.91102164954,
            8619.74517744195,
            4833.47746990896,
            1639.22563884266,
            10418.1929763283,
            7170.946724121321,
            8957.33054393952,
            2921.2353791526803,
            4980.01358501464,
            7258.968491635759,
            1368.69192225734,
            4767.2771918935405,
            2234.44313665993,
            694.1351678029421,
            2699.85134586163,
            139.31457194860002,
            524.201092096584,
            1741.1839190889002,
            2907.95827229594,
            3901.93798361853,
            2161.08375159161,
            6222.41527252187,
            2911.40806707675,
            3485.01802587388,
            7602.61305507845,
            4749.06867530672,
            706.2289942236,
            9342.47942698609,
            5219.80402778761,
            3133.6244473393394,
            859.589294215437,
            727.194664952067,
            10284.6067864395,
            5445.22266010925,
            7335.96256840597,
            2766.28091438528,
            5443.27630749977,
            9390.67226092499,
            12129.0822259617,
            1278.99950423557,
            8134.220407851591,
            7327.28357684415,
            1012.93499290592,
            4362.0831523754205,
            500.599105646756,
            7880.68580712225,
            2070.3793805860896,
            1305.08243308288,
            459.034688796151,
            9921.67238715704,
            8445.38534278682,
            1526.3924759160502,
            9857.229949587008,
            2343.49755586202,
            699.9557764042171,
            7286.550390859979,
            6808.86995498301,
            9448.20972109913,
            974.563067419013,
            1469.12970417187,
            7181.47855257926,
            657.0484089194509,
            9572.58688405588,
            7572.567589234591,
            4569.64791088147,
            3441.64452422469,
            3423.34617207901,
            6579.534006664229,
            5732.2401076494,
            3948.14334405049,
            7327.070282101679,
            923.028441324114,
            1417.84652200166,
            5757.89047926275,
            1494.21297427116,
            1049.1754772678098,
            5277.740419709729,
            8523.90111590581,
            5408.72776719187,
            2089.73250000687,
            6914.75153975136,
            34.2851058172658,
            3965.25197444964,
            10641.4514434212,
            6170.23911645177,
            396.233677598603,
            1446.46810321108,
            7908.3318430222,
            6095.308748994189,
            2240.2774038697,
            2529.6129690448497,
            1858.30823957284,
            2634.3585848472,
            4337.82555851561,
            528.181250121176,
            6747.232379118979,
            12176.782438093798,
            7732.69639567081,
            6994.48780081424,
            4298.705027677411,
            222.196438639024,
            1529.0188684850198,
            6615.38785751688,
            780.832856751006,
            322.724155555729,
            5104.74678854711,
            9099.72433792209,
            2956.97774567302,
            5774.07427035938,
            5042.326368067929,
            2855.3791874510603,
            8859.08746877633,
            530.657824121697,
            4770.937668011939,
            2383.40775653766,
            13041.7794518553,
            1718.9437817568698,
            4842.077960288339,
            1129.5624120295,
            3972.151405211429,
            6928.943621162839,
            4876.366908841,
            4445.20317812007,
            5272.80479170349,
            8129.0489314653405,
            6034.153227563571,
            6800.24680592278,
            3737.2121871986296,
            4367.26495019919,
            403.40213537013295,
            3791.02352838761,
            2928.10043864962,
            8108.172683405841,
            6868.98780501089,
            6458.79058513878,
            4513.20369417302,
            2816.4301578897102,
            1137.65789054619,
            2385.2248369160297,
            1169.83592466577,
            6978.52505744359,
            3993.146866004861,
            5268.22747487761,
            4233.08958563064,
            3090.47311929628,
            2284.00567663756,
            3213.5419628300897,
            493.589997017378,
            527.551568398424,
            8253.38456880542,
            2469.23458468339,
            10990.5337530187,
            2952.12315164984,
            4923.81484576435,
            3728.39703071966,
            7482.06736878698,
            719.946664588216,
            1510.73550672394,
            6105.7279291327,
            3960.71087317317,
            401.32673340017,
            4184.57820320039,
            1136.11727060881,
            6993.04944148178,
            2522.05718465992,
            6391.153194203221,
            3644.30607009879,
            1002.34057376253,
            10614.2484928222,
            2461.97440578532,
            4283.2269736806,
            3582.151363963449,
            5302.17994342883,
            4091.56129167425,
            3852.9924436463502,
            9636.80473053473,
            8124.598979910799,
            5262.616087997471,
            6229.83601904736,
            3550.58488878171,
            745.19474910364,
            1459.66859888829,
            10352.181768904,
            2216.9753341908604,
            2243.15399221322,
            51.640260239487,
            10070.9490549973,
            207.543817763712,
            959.097214811603,
            7410.792024329541,
            10677.6680182666,
            3641.8084108437,
            8699.94668231535,
            3438.97927728268,
            499.208578202042,
            5296.94027257637,
            1036.61680359844,
            4835.27465661614,
            4113.299166910279,
            6690.63533769203,
            2062.7191576926803,
            1498.20031600578,
            4601.94008647427,
            6429.59368808933,
            4618.39218432669,
            6924.90156914655,
            11805.55576878,
            390.335860866272,
            4509.88142162832,
            5154.909842680399,
            1664.10492654064,
            2727.24168062816,
            1500.6537452812197,
            1.37762959325451,
            2664.92567484772,
            1440.49916760651,
            1281.0357291798,
            1114.91482428033,
            3748.25812413245,
            257.661201491859,
            1522.64676811391,
            901.277776817105,
            10257.9183922935,
            5425.280945064939,
            2166.1230995161,
            4229.914353055779,
            4849.33378471958,
            2153.60772508337,
            8881.58363601412,
            2927.67544441237,
            1498.1612553260998,
            2089.9094635253896,
            9399.50460218589,
            7983.705373244459,
            4200.697505155999,
            4049.25386522537,
            1790.3486165291397,
            3703.95304740702,
            9004.80171434867,
            7405.8032096322595,
            5571.456364476229,
            763.9541158786079,
            2983.58332216516,
            6557.94033087167,
            6898.78371916522,
            2649.69535606017,
            3210.80704797276,
            2698.04778142586,
            1456.23494449525,
            288.64676925315604,
            7453.26426764463,
            2648.22045208716,
            1770.81827895977,
            4396.0768773955,
            8801.61012677399,
            7007.1542526718,
            3493.22456741209,
            2257.06478222562,
            3716.2546852118,
            423.418399504824,
            6485.05748033896,
            1058.0392021630498,
            4286.345614412679,
            9286.3575449382,
            1684.52656398846,
            7354.129522959979,
            95.46072237503591,
            4431.280471397489,
            3933.88301194765,
            5888.3757812673,
            4341.62669876515,
            109.379622752269,
            675.712031078049,
            4076.8767501185,
            2632.5518109756,
            1504.47346177984,
            2961.95236821591,
            1521.8684050771,
            255.072655958066,
            1102.24036140034,
            1279.11309760756,
            1066.21460111103,
            7492.90982010653,
            6849.48422314614,
            9097.112036065171,
            745.076094530662,
            6752.58607130953,
            4545.15745895782,
            5203.32518145625,
            6983.36074103902,
            1664.3860619101802,
            7589.759990371129,
            7475.21228234162,
            9282.92773534658,
            3119.4126781587297,
            9109.774341958058,
            11175.8410699241,
            5181.84850071794,
            797.34597206237,
            5085.311918671479,
            1316.18712771605,
            9193.09526352272,
            3310.41011772524,
            3946.0014470861206,
            2224.46976521287,
            5719.2781159757205,
            5976.89656826076,
            9217.6886691734,
            599.8303239514551,
            406.8518611561721,
            481.842697119885,
            10506.3280331645,
            372.974253343653,
            9521.769942117133,
            5502.73603087282,
            12607.951664106298,
            2857.00741354764,
            1933.35356770978,
            2043.08955289918,
            1745.3719220870998,
            5211.32562979067,
            3010.3502403137395,
            931.781052200198,
            9534.660206225592,
            1779.72773531897,
            11417.0600895208,
            444.613776925989,
            107.597231536379,
            2539.33674893338,
            6207.18616502598,
            7235.19471689825,
            6289.25607587104,
            6342.56790924236,
            3489.40412162135,
            1791.54296221375,
            532.100255807783,
            433.458417926463,
            1035.46249645863,
            109.478853603893,
            3051.57426672854,
            11890.7571906353,
            4155.72376708707,
            6894.16538143413,
            458.093724368234,
            9452.2179473418,
            2805.86374471748,
            7236.173930254241,
            4739.94895405831,
            421.640379591623,
            2841.63342276648,
            4058.78953380435,
            1530.09024242426,
            11921.1995369591,
            1440.07254888392,
            3181.78051934063,
            5685.65364147975,
            1579.1682486472598,
            3611.29590336632,
            5826.46289826698,
            8267.32605257876,
            3901.40208532883,
            1796.27050255779,
            4053.51993761002,
            764.297190003271,
            2672.69202602406,
            1402.21785398327,
            1091.6248164287802,
            610.65784710333,
            7337.95043106519,
            839.1250811884869,
            3170.045653648689,
            6154.052456547579,
            3475.9054232585304,
            7933.4694490862,
            3577.44768965771,
            1262.35606612176,
            7867.616835630941,
            7822.936090935409,
            117.712586947864,
            5567.941087462329,
            593.1247798263599,
            2852.37179495901,
            9154.47701536417,
            6227.54177432686,
            8293.576747493142,
            1790.01356619936,
            2241.3881435993103,
            3759.93723425993,
            8734.74061739229,
            9812.97871741119,
            7730.72757527023,
            6053.79158149127,
            9852.1411102884,
            4778.700542847971,
            9442.011609849642,
            2341.36785790557,
            5473.98555060076,
            3041.55290815678,
            13190.3658861707,
            3269.5343268133897,
            2290.20428885451,
            2830.17986246731,
            51.949242778070094,
            4669.45735259152,
            7206.852592751371,
            12427.8357034718,
            2106.70979061764,
            2312.4217766474,
            3495.85630614459,
            1930.56653214215,
            1870.71508930953,
            1699.68097183874,
            4144.44814361402,
            8836.775689365999,
            1693.92017886189,
            2244.8831092986,
            9911.134962918291,
            9864.07802710305,
            596.481179541814,
            1847.09424972443,
            2443.76891476886,
            483.620167720885,
            3696.95324417008,
            6276.830736703339,
            4625.19337762744,
            3671.92309443706,
            6715.85790769023,
            3544.1560393991604,
            1910.32953084278,
            7660.34617051509,
            2253.19025276782,
            9255.13775534296,
            2553.21277794851,
            329.450042227758,
            2168.75173497275,
            5873.410979425699,
            12147.3142194935,
            2728.1899444629503,
            3668.9947836488,
            2841.69798234271,
            3990.85075975194,
            10504.6681673838,
            9490.26419041115,
            10614.130949683,
            680.9047821836081,
            2187.21333714559,
            3702.1714277833794,
            7833.47776141374,
            6766.29418079942,
            4859.2352866332,
            12213.9493398984,
            2929.3597040424297,
            6587.77555584342,
            4622.84106541178,
            1040.49367322611,
            299.825137750899,
            1777.82855129135,
            2591.02894660536,
            3278.1797272838203,
            28.8825344418559,
            2487.16518212314,
            6832.6848165415895,
            5061.77783089573,
            357.088124203472,
            3845.74184934565,
            6453.05797893021,
            2940.4239697461103,
            3376.90746524937,
            5626.86933989185,
            3805.8027214255,
            2173.7676901031896,
            4871.67757618979,
            12494.2672598523,
            2224.06813417899,
            3682.861931412271,
            1989.18297633362,
            4605.91877302795,
            4074.95259111004,
            6529.019522377729,
            3646.05161791101,
            919.114640024036,
            9642.09253829297,
            801.779606017874,
            475.42059173565497,
            3675.83341454456,
            2507.64970973955,
            3672.10982821562,
            11479.4378054928,
            1590.32580358526,
            571.9329349300431,
            4199.0243561842,
            5366.64079316339,
            4096.783714405129,
            1777.9531313067498,
            22.327933177844,
            4951.91577108814,
            5914.516662335041,
            8045.4409532236705,
            431.4501612013101,
            1957.0579294027696,
            4432.66544443383,
            4582.93827444975,
            3766.6144347919103,
            3216.4912546542305,
            2562.69555387066,
            3879.6726518436094,
            5083.72827173068,
            1054.26808471871,
            6272.78844958014,
            1042.8503755962402,
            5491.03560172096,
            162.79559613813998,
            6938.012519684549,
            12715.2947207366,
            4124.33040419948,
            6340.708854775439,
            3489.95714756947,
            10948.4994895604,
            2944.5373541645,
            1247.01279101851,
            4513.24371213783,
            1094.17752939053,
            3709.3044307035298,
            365.646185165774,
            4990.3690908292,
            6644.34421410885,
            9686.63030666495,
            10235.2726101919,
            6115.82233293271,
            4176.9499552691605,
            3581.6550468118603,
            5671.64432790405,
            7906.14117885321,
            3299.88507211045,
            7364.001944720329,
            613.240620104445,
            1901.14392165499,
            7513.18286435755,
            7014.62270759084,
            5324.04818485217,
            6253.20667662182,
            2632.26561303191,
            7877.415131351679,
            3250.00608359258,
            2962.8251862479497,
            3107.8837824180296,
            2544.35600305062,
            59.469163350624704,
            11264.6911597501,
            2827.28940194175,
            9189.61151437781,
            5299.2397193039005,
            4659.9533251724,
            6127.38168790854,
            1598.18356896296,
            5705.98616300577,
            12099.9702958367,
            8083.23220068418,
            7621.410218952421,
            289.57658198580503,
            9577.95514323174,
            8551.25989324198,
            1730.1519065694,
            3229.82006262472,
            4465.872768882849,
            2291.98811856518,
            510.739968904777,
            3917.8760982038793,
            5310.271528649289,
            4948.488069855121,
            254.843578632033,
            3318.4077865437102,
            4136.76112621072,
            3665.88089899456,
            6766.53302048682,
            1662.45361648808,
            2151.6965921599804,
            2482.0422504401604,
            7112.926157135659,
            6777.1982462325295,
            849.545184282307,
            8106.859292919659,
            4304.92910889776,
            551.84308108532,
            8889.92840808923,
            3394.65824024028,
            4580.097830766021,
            1377.01840698314,
            4602.24584082719,
            6224.15288632328,
            9143.611708737571,
            4569.99498661641,
            3360.0594135198903,
            958.998081921469,
            2866.5858997555,
            2877.7561038956,
            3203.61543829573,
            3411.65642431526,
            1187.4269503018,
            622.912810540852,
            2352.28711613826,
            5617.993125845799,
            2574.70775577185,
            2242.8257603424104,
            2264.72515178074,
            2941.02815492764,
            9139.14371046925,
            417.633105841677,
            3037.9681472571,
            4448.41232274551,
            4834.73864381419,
            3105.4430213977303,
            8352.061533316,
            898.133906760723,
            4548.11028864043,
            823.8351619830189,
            5051.30238814197,
            7875.070925940841,
            1743.7746848123402,
            5883.660557890999,
            721.3416051022009,
            1366.53602502689,
            10462.7404495644,
            2187.0654844887,
            6745.81770760811,
            3960.8556473890703,
            812.3235343063901,
            1833.48584968453,
            5321.71255785555,
            1906.7955301891895,
            4191.7158557146,
            3005.82686432775,
            6527.99022211544,
            729.6044302940429,
            5835.54239114684,
            5026.47455722886,
            4099.90204534619,
            6333.39158836421,
            6427.726092600339,
            1173.7409424047,
            12104.5342079885,
            811.907862473912,
            3345.94195799976,
            7149.066896488221,
            385.4033625116001,
            4517.5798007499,
            2949.93167350781,
            10054.634638852,
            6300.86893870814,
            4665.58102065705,
            7895.112865175709,
            8047.14075406577,
            1118.92606413711,
            10211.7219327373,
            424.352131596398,
            11073.1585048799,
            2356.18197012062,
            53.1862073427052,
            4728.25954236021,
            3103.8122277069,
            10238.4962972866,
            8137.1644030735,
            2606.0237760494,
            2903.03612840759,
            7745.75480897024,
            5700.45719520566,
            599.347887026431,
            3796.03274043959,
            1203.70052925741,
            1268.50638260119,
            4999.2020148962,
            6210.280586951011,
            7367.25824696371,
            5957.386323536291,
            9340.54446223252,
            2096.9175014220605,
            874.324255506621,
            27.2524822472804,
            2130.79353472588,
            280.878547416661,
            2520.51445210598,
            4093.360006036261,
            5957.993317069289,
            7942.16814459979,
            4958.0677755079405,
            325.119591532296,
            387.394420295952,
            6243.04502975119,
            770.7775495685299,
            5592.65180728153,
            5787.6580446965,
            474.525326666737,
            5762.46995805143,
            4879.84613933048,
            4902.97522079205,
            3664.6214515027514,
            6563.41157975832,
            5415.05466726812,
            13025.0565706657,
            2847.8191727088,
            693.2147137703861,
            1487.7860414097595,
            715.836604414868,
            5771.08825374589,
            1399.8754718255402,
            2504.7226488012,
            3520.5659009445294,
            2155.8121729811,
            9808.190939503142,
            3980.57878313095,
            1419.80552276132,
            6037.007732557621,
            1558.9307648094,
            3944.21931770088,
            4155.44929016665,
            5315.97382040511,
            4990.55712316988,
            12727.9975513072,
            493.714429947331,
            2143.38697161442,
            326.98956762450297,
            3719.23013486841,
            6401.18948620131,
            7455.92015661369,
            6740.71613617934,
            2225.2245333151,
            13766.0512393337,
            10229.4078769501,
            5233.66322803221,
            3608.80520160367,
            8986.718948176229,
            1413.7832242580898,
            2284.20912920209,
            7832.57241133557,
            842.569077270774,
            3388.56092327455,
            4574.85478041434,
            7063.8980358062,
            2922.2886852381,
            3729.9746499427,
            5239.59477294428,
            11963.3642158544,
            748.9407178924,
            413.311163077388,
            11298.172191103702,
            1490.47025130926,
            1231.5373682641,
            2495.13299137587,
            7443.48670694591,
            5609.326602439561,
            884.735504669608,
            9255.842933769847,
            5282.8491817832,
            1156.31970334277,
            1239.6882584746902,
            6608.96879522724,
            7287.540764449741,
            5271.62698185449,
            647.879378621526,
            1027.57779209235,
            1452.4933777984195,
            3313.3004103866497,
            7365.93891557773,
            1017.16654456031,
            1330.06763791175,
            6875.57968295662,
            3704.032126276261,
            813.0279886810209,
            3644.301903482829,
            8238.11502092605,
            1347.33161169418,
            4087.1807070511104,
            4495.27875332798,
            6465.750589588941,
            4161.57314849677,
            1618.21835749227,
            6270.5740351263,
            8974.49202107934,
            3090.99245474831,
            1287.6320807617,
            3870.33389343645,
            3279.55782415037,
            1644.33917692447,
            10971.9746358776,
            1068.8873978829902,
            3639.90003844081,
            538.230522684501,
            23.916427866718895,
            5968.4420381087,
            2756.97230030986,
            1603.92486156568,
            10668.3635123802,
            2017.13994839746,
            1428.18921413846,
            10028.0158575977,
            1432.3558619028302,
            2875.44522980166,
            3437.0768952533504,
            3545.1622485755497,
            3295.3200609455102,
            2426.30622270591,
            4406.99505612761,
            9690.30879814676,
            5686.64311580018,
            2574.09343236607,
            771.71749424679,
            7921.83050973712,
            5035.13937788411,
            9131.86441883589,
            10674.7702051663,
            5797.292398100711,
            556.55594070128,
            4285.38691174949,
            2717.0794847261104,
            4752.5575717228,
            9008.154521284408,
            6855.986311283559,
            6708.67359111538,
            2548.41391592928,
            2413.01190680546,
            5240.1143734774205,
            2628.2621240183803,
            5532.3438431879,
            2072.63406602468,
            4318.37772179352,
            6337.6749385873,
            7458.559482000691,
            3676.56835427872,
            6470.410380719821,
            4054.5517710623208,
            3668.6467729337,
            2659.69454058204,
            2618.9734974882103,
            4042.53973374386,
            1912.20509104439,
            2085.81763906667,
            2296.79532725441,
            5650.88968761866,
            5176.36116095836,
            8832.65170692964,
            2590.92817525105,
            217.48852796721,
            6114.867545566911,
            5617.178645345511,
            864.624052947255,
            1401.6850611281195,
            4255.36763560122,
            4464.40426807541,
            2549.62047351317,
            1508.76177567629,
            787.047189746112,
            2155.66005854711,
            1661.71345972499,
            5347.29550689902,
            6284.83357255315,
            277.387568479942,
            11576.5422365979,
            1269.25457474922,
            703.363922990578,
            5890.11364359475,
            6619.83268303124,
            812.572549581062,
            6362.39035410808,
            992.5777176640448,
            7707.240563210759,
            5636.353440223261,
            2950.31486311935,
            8750.83208800708,
            11276.6225405751,
            8004.35984024104,
            3009.39733978784,
            3692.1691720194,
            436.935246909842,
            1135.1522255492,
            1523.07205829741,
            4673.766197510329,
            2457.9136896619,
            11775.3545787462,
            607.9656119507911,
            6509.698608005079,
            68.6254562680885,
            4752.28787681676,
            3429.9015786975897,
            2547.27974185242,
            722.519589232964,
            2643.10643205609,
            10529.7234876203,
            2464.16232121798,
            5785.88427485782,
            4652.95174811759,
            6071.34020471132,
            2639.91684550513,
            2248.24291357626,
            10969.5966863322,
            2890.65279259851,
            7218.968224057919,
            4573.59408976341,
            2220.22559978896,
            2749.5856968328803,
            4628.60300266554,
            5452.24453174869,
            3587.7223890690298,
            6360.15489740922,
            7548.44437291303,
            6111.961017092231,
            339.592268926788,
            5644.653158554979,
            2427.94988726108,
            6678.56280037054,
            4776.49048616368,
            8109.05140901618,
            5556.83987007072,
            1064.08187542437,
            4584.611815906,
            12380.624706792,
            6144.939435945949,
            6241.27050834808,
            8346.32092177162,
            2677.8257134135,
            2389.7007594319502,
            11495.731101963702,
            3580.46367722387,
            5714.026373679871,
            6649.801458944879,
            693.196416870457,
            3554.3893651037897,
            3678.89967602364,
            1589.43843220617,
            3327.23623483166,
            1408.49771708358,
            9540.41662588762,
            5120.40679717739,
            13376.7977060636,
            5929.09802983651,
            6617.40017195646,
            6803.33339273416,
            925.795592135596,
            3393.85658908614,
            3673.8704148985703,
            6501.041225662329,
            2393.52414875071,
            2075.5198219004,
            5673.599822075799,
            7557.8733378587,
            987.7941458290892,
            4169.992872455129,
            1074.78790405487,
            4087.9950476953695,
            5628.01200410865,
            4024.0893667788896,
            2567.61515437351,
            6752.12245843297,
            586.6510961630651,
            10080.5243838632,
            4626.53863737325,
            1020.97816418314,
            7172.65433235279,
            6210.728279474511,
            8418.25315995041,
            6590.777229734051,
            1933.08292037314,
            2785.7795625491303,
            2373.17525529916,
            1102.84809429723,
            12840.6967096981,
            5037.9338614917,
            2271.4045367837102,
            2135.5321373166003,
            11039.2887187921,
            10306.7053645722,
            5618.20456988315,
            9955.225361701909,
            3813.6992679593104,
            3955.11335056197,
            3787.63914107534,
            1546.42288551626,
            10161.9466747561,
            6145.98775686718,
            8945.28946874109,
            7207.9411733377,
            4445.502385401021,
            737.253724397632,
            2163.31248732975,
            2883.28410681555,
            6931.716435305071,
            1909.21513932129,
            2728.31148575531,
            2918.47772058734,
            6453.507839377479,
            9421.29841256448,
            4370.79361949515,
            3599.0688208868105,
            3102.34705911763,
            4956.94156453161,
            6106.10958603407,
            5589.328271244829,
            6887.738420899979,
            5831.52142854804,
            3941.69867338911,
            901.753117654396,
            1190.63010538961,
            8733.44221481746,
            840.714206590161,
            4342.17811096838,
            3124.31240923735,
            2188.50308566908,
            3123.89873794984,
            4203.50355956808,
            7511.0034944948,
            5269.518402890621,
            609.350885818378,
            5533.29218872027,
            3950.0007899560496,
            2105.7095047383104,
            8371.493105428,
            12972.4183627744,
            11173.808451968202,
            4005.81614803106,
            1048.93237153118,
            1853.41915551256,
            10321.0987007481,
            6978.34712803046,
            5697.0214691969295,
            93.1526418784096,
            6038.16266197042,
            8375.729867077429,
            5691.09348958924,
            10048.3942099748,
            6815.48514146401,
            7134.65611853662,
            5366.868792741489,
            4731.81686363074,
            1719.03804390983,
            7533.679838739879,
            9402.87611781971,
            4280.79419881294,
            1513.3276370025303,
            11646.9106059041,
            4033.15351918701,
            2245.50527811304,
            217.18796207658,
            1853.68197037988,
            178.692471563294,
            2491.46086135764,
            4242.64064753559,
            3809.347155149461,
            3203.20465616956,
            4442.3317798669705,
            1667.7487671760098,
            9175.66731776003,
            10503.5712534477,
            3447.00215249966,
            1857.25232688308,
            154.945616250235,
            4064.8180932401897,
            5487.820265810829,
            2444.73719560844,
            5273.55935226625,
            9041.87883545742,
            5071.3718912882205,
            10566.3538692233,
            703.602197848316,
            5161.10740861136,
            2527.7559225466603,
            8799.819841916751,
            5534.5507976726,
            5470.58784591839,
            6849.2948103027,
            8034.74777409028,
            4325.09926791081,
            7382.502551328309,
            3458.19361435323,
            8747.20862916447,
            6016.61509078929,
            6165.65881962793,
            5170.89985156585,
            2935.36765668552,
            2319.36285651329,
            6560.469542035439,
            5090.31049085575,
            4518.85835090904,
            6478.40253245573,
            784.894856825166,
            5982.80503901825,
            5906.0343086742605,
            8489.40598539328,
            4270.5329956158,
            7395.513416308141,
            2343.07383332144,
            1743.69146395254,
            2749.0798436118102,
            383.8501673264991,
            5990.3186079527695,
            5923.392464496321,
            3964.7292778686,
            2957.295712230089,
            8452.955623884442,
            1084.96694239575,
            3336.13147168388,
            11738.9157053453,
            2725.24031319632,
            114.209888099343,
            299.054705855901,
            12115.892310922,
            792.71105443821,
            2231.97616645921,
            548.596116253349,
            7685.3267435919,
            5639.24568873359,
            10382.439679089,
            3028.59132830438,
            7765.25282732809,
            1810.23233886952,
            6485.3015902704,
            1480.61489018621,
            8807.867970998092,
            1674.90563293026,
            997.184168539689,
            794.5568182373869,
            454.30767679965993,
            3680.17702845819,
            6045.0894869837,
            2606.12469797143,
            965.373227218518,
            5265.743252438289,
            6278.31627900097,
            2987.96212327688,
            6002.935110435239,
            2972.38102277662,
            366.101104406139,
            3110.53114737451,
            8838.23130454766,
            7048.005343392671,
            5685.405228108671,
            5753.89502717095,
            4534.490221631359,
            1888.3347360569896,
            2295.81809350674,
            7677.82385557827,
            838.0214411221621,
            271.725187722127,
            2121.1519558446303,
            3196.5597688723497,
            1915.3855935111897,
            488.93727346723296,
            2183.71342628562,
            4732.4981439056,
            5067.03292510384,
            6194.072050483471,
            13443.4731764345,
            10300.28124769,
            10839.9137599877,
            6535.851950033779,
            5671.45055982651,
            4263.85358792053,
            10011.410682346,
            6254.52761697167,
            1080.42349008036,
            8442.89137257217,
            1974.0099040035504,
            758.43484908373,
            3153.22282858557,
            725.456868595806,
            8237.046828605171,
            1965.9213566813896,
            4837.78751067317,
            5183.859126382,
            313.627941832336,
            363.89991696954,
            5296.90777315783,
            11302.7676868696,
            3028.83461924592,
            9425.70730928511,
            7651.577271506509,
            4371.71544106113,
            3285.4999476636103,
            1708.71250339329,
            559.905322890733,
            3245.0416673940003,
            3627.98707739863,
            553.520858639322,
            1936.81325684877,
            8092.982779946221,
            6820.315403719871,
            520.996033494828,
            5067.4100131801,
            184.744302350952,
            5984.95078361862,
            5913.64955570739,
            5540.4640473639,
            2714.4031075508897,
            6632.036202597321,
            6152.31449154773,
            2742.45497541323,
            6415.0862444378,
            8968.67887727982,
            8934.78576079228,
            7913.83773387785,
            6783.361362639921,
            7720.7804890635,
            7314.97632170726,
            4831.11117052535,
            6976.4632747324,
            2361.16680223744,
            434.86745161344703,
            2272.14762045204,
            6279.6870072868005,
            5006.850087456421,
            7498.630446855849,
            6921.4910285276,
            6301.594778224129,
            7718.479795185201,
            9733.11318882571,
            2503.7883995275,
            9581.83330584003,
            4073.41190141951,
            7050.43252621121,
            8052.38128314598,
            2226.81958036494,
            3649.6431030705103,
            6069.64909380359,
            465.011565756224,
            5990.716973188271,
            3728.48334170117,
            3060.03016771304,
            3211.67028085464,
            101.218538140203,
            706.619738681604,
            8172.05250385158,
            1733.40311054441,
            1568.8636891672,
            108.629911344562,
            1098.07336472188,
            1134.23438387685,
            3177.5173724981896,
            2855.2160995866902,
            3591.7975053486207,
            2474.24811229965,
            10491.6321514839,
            4453.824616990561,
            2505.86839812077,
            967.134588168133,
            6796.59093473349,
            6859.836595599039,
            93.89580488374207,
            350.44554839511903,
            9743.60925907749,
            110.202890548355,
            4844.68098269435,
            6363.11366818686,
            9246.26505750173,
            2690.76813397945,
            7826.32590939549,
            2426.0086222937603,
            5740.591697530911,
            8236.47651886542,
            6832.803041888821,
            7877.33004149761,
            3215.26309296887,
            1780.5073342770602,
            1795.2239577898397,
            52.872190279850905,
            11029.6677096989,
            54.0082423765092,
            1779.57452843508,
            8716.61125941204,
            1940.87069929917,
            5143.49041556889,
            5774.281958129571,
            864.9687379108341,
            5961.53181600807,
            4705.75708282464,
            8383.07416484486,
            8253.273858040659,
            729.3773771563091,
            7606.993238559659,
            4693.11169707689,
            192.144610510401,
            8733.179295151309,
            286.264434196967,
            3132.55183069445,
            5575.63564838086,
            1633.03577963806,
            321.578931158535,
            1484.56154845106,
            2214.92249276823,
            6562.9038372817295,
            2003.41184966425,
            5953.52187129338,
            4369.21887593705,
            1896.75499382091,
            660.241452576494,
            5335.40349911225,
            1890.4474777119,
            5768.742734990649,
            4944.05626409444,
            1391.6018015385198,
            6239.24752554114,
            3913.782123938161,
            3743.00343686135,
            2015.18296932815,
            5029.70763593419,
            2989.95099658697,
            7054.60614935761,
            5594.332971007149,
            9852.889427216229,
            7798.793462982109,
            4244.49803308998,
            7813.23982954838,
            1249.34756391816,
            4002.99127617087,
            3764.8151742023297,
            3740.9009356876704,
            5006.25382336323,
            4265.17370408717,
            4952.65334579666,
            4852.7665976795,
            9043.75604444505,
            4023.06476529586,
            644.384194795452,
            10398.8205918487,
            1779.8145966117602,
            268.29097076779595,
            5067.44996385047,
            6046.84084474272,
            1707.6728696492498,
            7832.44332069255,
            922.036589731527,
            4354.314411943979,
            3959.61177187414,
            9719.56279821605,
            8537.36966588191,
            2583.1064251157,
            2291.85642755991,
            7289.014109090091,
            5760.858733716,
            4601.60618266029,
            7269.59689733384,
            2658.0906316048604,
            2317.39367782209,
            623.024152762279,
            3273.63182294932,
            2225.28464348945,
            1926.7293969037696,
            3503.1761563262603,
            5522.786693255141,
            1622.72259832146,
            7378.833598730591
           ]
          }
         ],
         "hovertemplate": "%{xaxis.title.text}=%{x}<br>%{yaxis.title.text}=%{y}<br>c#default=%{marker.color}<extra></extra>",
         "legendgroup": "",
         "marker": {
          "color": [
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           0,
           1,
           0,
           1,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           1,
           1,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0,
           0,
           0,
           0,
           0,
           0,
           1,
           0,
           0
          ],
          "coloraxis": "coloraxis",
          "symbol": "circle"
         },
         "name": "",
         "showlegend": false,
         "type": "splom"
        }
       ],
       "layout": {
        "coloraxis": {
         "colorbar": {
          "title": {
           "text": "c#default"
          }
         },
         "colorscale": [
          [
           0,
           "#0d0887"
          ],
          [
           0.1111111111111111,
           "#46039f"
          ],
          [
           0.2222222222222222,
           "#7201a8"
          ],
          [
           0.3333333333333333,
           "#9c179e"
          ],
          [
           0.4444444444444444,
           "#bd3786"
          ],
          [
           0.5555555555555556,
           "#d8576b"
          ],
          [
           0.6666666666666666,
           "#ed7953"
          ],
          [
           0.7777777777777778,
           "#fb9f3a"
          ],
          [
           0.8888888888888888,
           "#fdca26"
          ],
          [
           1,
           "#f0f921"
          ]
         ]
        },
        "dragmode": "select",
        "legend": {
         "tracegroupgap": 0
        },
        "margin": {
         "t": 60
        },
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "histogram2dcontour"
           }
          ],
          "mesh3d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "mesh3d"
           }
          ],
          "parcoords": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "parcoords"
           }
          ],
          "pie": [
           {
            "automargin": true,
            "type": "pie"
           }
          ],
          "scatter": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter"
           }
          ],
          "scatter3d": [
           {
            "line": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatter3d"
           }
          ],
          "scattercarpet": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattercarpet"
           }
          ],
          "scattergeo": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergeo"
           }
          ],
          "scattergl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattergl"
           }
          ],
          "scattermapbox": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scattermapbox"
           }
          ],
          "scatterpolar": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolar"
           }
          ],
          "scatterpolargl": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterpolargl"
           }
          ],
          "scatterternary": [
           {
            "marker": {
             "colorbar": {
              "outlinewidth": 0,
              "ticks": ""
             }
            },
            "type": "scatterternary"
           }
          ],
          "surface": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "surface"
           }
          ],
          "table": [
           {
            "cells": {
             "fill": {
              "color": "#EBF0F8"
             },
             "line": {
              "color": "white"
             }
            },
            "header": {
             "fill": {
              "color": "#C8D4E3"
             },
             "line": {
              "color": "white"
             }
            },
            "type": "table"
           }
          ]
         },
         "layout": {
          "annotationdefaults": {
           "arrowcolor": "#2a3f5f",
           "arrowhead": 0,
           "arrowwidth": 1
          },
          "autotypenumbers": "strict",
          "coloraxis": {
           "colorbar": {
            "outlinewidth": 0,
            "ticks": ""
           }
          },
          "colorscale": {
           "diverging": [
            [
             0,
             "#8e0152"
            ],
            [
             0.1,
             "#c51b7d"
            ],
            [
             0.2,
             "#de77ae"
            ],
            [
             0.3,
             "#f1b6da"
            ],
            [
             0.4,
             "#fde0ef"
            ],
            [
             0.5,
             "#f7f7f7"
            ],
            [
             0.6,
             "#e6f5d0"
            ],
            [
             0.7,
             "#b8e186"
            ],
            [
             0.8,
             "#7fbc41"
            ],
            [
             0.9,
             "#4d9221"
            ],
            [
             1,
             "#276419"
            ]
           ],
           "sequential": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ],
           "sequentialminus": [
            [
             0,
             "#0d0887"
            ],
            [
             0.1111111111111111,
             "#46039f"
            ],
            [
             0.2222222222222222,
             "#7201a8"
            ],
            [
             0.3333333333333333,
             "#9c179e"
            ],
            [
             0.4444444444444444,
             "#bd3786"
            ],
            [
             0.5555555555555556,
             "#d8576b"
            ],
            [
             0.6666666666666666,
             "#ed7953"
            ],
            [
             0.7777777777777778,
             "#fb9f3a"
            ],
            [
             0.8888888888888888,
             "#fdca26"
            ],
            [
             1,
             "#f0f921"
            ]
           ]
          },
          "colorway": [
           "#636efa",
           "#EF553B",
           "#00cc96",
           "#ab63fa",
           "#FFA15A",
           "#19d3f3",
           "#FF6692",
           "#B6E880",
           "#FF97FF",
           "#FECB52"
          ],
          "font": {
           "color": "#2a3f5f"
          },
          "geo": {
           "bgcolor": "white",
           "lakecolor": "white",
           "landcolor": "#E5ECF6",
           "showlakes": true,
           "showland": true,
           "subunitcolor": "white"
          },
          "hoverlabel": {
           "align": "left"
          },
          "hovermode": "closest",
          "mapbox": {
           "style": "light"
          },
          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
          "polar": {
           "angularaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualização grafica de todos os atributos com diferências entre classes após o tratamento\n",
    "\n",
    "grafico = px.scatter_matrix(base_credit, dimensions=['age', 'income', 'loan'], color='c#default')\n",
    "grafico.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tratamento de valores faltantes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "i#clientid    0\n",
       "income        0\n",
       "age           3\n",
       "loan          0\n",
       "c#default     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização da quantidade de valores faltantes\n",
    "\n",
    "base_credit.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>59417.805406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2082.625938</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>48528.852796</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6155.784670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>23526.302555</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2862.010139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    i#clientid        income  age         loan  c#default\n",
       "28          29  59417.805406  NaN  2082.625938          0\n",
       "30          31  48528.852796  NaN  6155.784670          0\n",
       "31          32  23526.302555  NaN  2862.010139          0"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos registros com valores faltantes\n",
    "\n",
    "base_credit.loc[pd.isnull(base_credit['age'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "# substituindo os valores faltantes pela média da idade\n",
    "\n",
    "base_credit['age'].fillna(base_credit['age'].mean(), inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [i#clientid, income, age, loan, c#default]\n",
       "Index: []"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos registros com valores faltantes após o tratamento\n",
    "\n",
    "base_credit.loc[pd.isnull(base_credit['age'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>59417.805406</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>2082.625938</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>48528.852796</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>6155.784670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>23526.302555</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>2862.010139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    i#clientid        income      age         loan  c#default\n",
       "28          29  59417.805406  40.9277  2082.625938          0\n",
       "30          31  48528.852796  40.9277  6155.784670          0\n",
       "31          32  23526.302555  40.9277  2862.010139          0"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificação dos registros após o tratamento\n",
    "\n",
    "base_credit.loc[(base_credit['i#clientid'] == 29) | (base_credit['i#clientid'] == 31) | (base_credit['i#clientid'] == 32)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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>i#clientid</th>\n",
       "      <th>income</th>\n",
       "      <th>age</th>\n",
       "      <th>loan</th>\n",
       "      <th>c#default</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>59417.805406</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>2082.625938</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>48528.852796</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>6155.784670</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>23526.302555</td>\n",
       "      <td>40.9277</td>\n",
       "      <td>2862.010139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    i#clientid        income      age         loan  c#default\n",
       "28          29  59417.805406  40.9277  2082.625938          0\n",
       "30          31  48528.852796  40.9277  6155.784670          0\n",
       "31          32  23526.302555  40.9277  2862.010139          0"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verificação dos registros após o tratamento\n",
    "\n",
    "base_credit.loc[base_credit['i#clientid'].isin([29, 31, 32])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dividindo a base de dados em atributos e classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# atribuindo dados previsores a uma varivel, valores são convertido para array\n",
    "\n",
    "X_credit = base_credit.iloc[:, 1:4].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[6.61559251e+04, 5.90170151e+01, 8.10653213e+03],\n",
       "       [3.44151540e+04, 4.81171531e+01, 6.56474502e+03],\n",
       "       [5.73171701e+04, 6.31080495e+01, 8.02095330e+03],\n",
       "       ...,\n",
       "       [4.43114493e+04, 2.80171669e+01, 5.52278669e+03],\n",
       "       [4.37560566e+04, 6.39717958e+01, 1.62272260e+03],\n",
       "       [6.94365796e+04, 5.61526170e+01, 7.37883360e+03]])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos atributos previsores em array\n",
    "\n",
    "X_credit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "# valores das classes para previsão a uma varivel, valores são convertido para array\n",
    "\n",
    "y_credit = base_credit.iloc[:, 4].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 1, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização dos valores das classes em array\n",
    "\n",
    "y_credit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# escalonamento dos valores pois os valores tem uma diferença grande entre os valores\n",
    "# importante que seja feito uma padronização dos valores\n",
    "# alguns algortimos usam distancias euclidianas entre os valores isso pode dificultar o aprendizado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "valores minimo e maximo da renda   20014.4894700497 69995.6855783239\n",
      "valores minimo e maximo da idade   18.055188510566897 63.971795841120205\n",
      "valores minimo e maximo da divida  1.37762959325451 13766.0512393337\n"
     ]
    }
   ],
   "source": [
    "# visualização dos valores maximos e minimos de renda(coluna 0), idade(coluna 1) e divida(coluna 2)\n",
    "\n",
    "print('valores minimo e maximo da renda  ', X_credit[:,0].min(), X_credit[:,0].max())    # valores minimo e maximo da renda\n",
    "print('valores minimo e maximo da idade  ', X_credit[:,1].min(), X_credit[:,1].max())    # valores minimo e maximo da idade \n",
    "print('valores minimo e maximo da divida ', X_credit[:,2].min(), X_credit[:,2].max())    # valores minimos e maximos da divida"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "# padronizando os valores de renda, idade e divida\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X_credit = scaler.fit_transform(X_credit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "valores minimo e maximo da renda   -1.7676158019964077 1.7220222385319197\n",
      "valores minimo e maximo da idade   -1.7264154144794286 1.739366520151568\n",
      "valores minimo e maximo da divida  -1.4592791099462408 3.0616609141708273\n"
     ]
    }
   ],
   "source": [
    "# visualização dos valores maximos e minimos de renda(coluna 0), idade(coluna 1) e divida(coluna 2) após a padronização\n",
    "\n",
    "print('valores minimo e maximo da renda  ', X_credit[:,0].min(), X_credit[:,0].max())    # valores minimo e maximo da renda\n",
    "print('valores minimo e maximo da idade  ', X_credit[:,1].min(), X_credit[:,1].max())    # valores minimo e maximo da idade \n",
    "print('valores minimo e maximo da divida ', X_credit[:,2].min(), X_credit[:,2].max())    # valores minimos e maximos da divida"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "# separação dos dados de treino e teste\n",
    "\n",
    "X_credit_treinamento, X_credit_teste, y_credit_treinamento, y_credit_teste = train_test_split(X_credit, y_credit, test_size=0.25, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1500, 3)"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização do tamanho da base de dados de treino\n",
    "\n",
    "X_credit_treinamento.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 3)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# visualização do tamanho da base de dados de teste\n",
    "\n",
    "X_credit_teste.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# salvando base de dados que ja foram tratadas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('credit.pkl', mode = 'wb') as f:\n",
    "    pickle.dump([X_credit_treinamento, y_credit_treinamento, X_credit_teste, y_credit_teste], f)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('base')",
   "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": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}