Fraud Detection in Transactions_MiTH.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Detecting Fraud Transactions for \"IndAvenue\" Payment Gateway Startup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing Libraries \n",
    "\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "from sklearn.impute import SimpleImputer\n",
    "\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import GridSearchCV, cross_val_score, StratifiedKFold\n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: imblearn in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (0.0)\n",
      "Requirement already satisfied: imbalanced-learn in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from imblearn) (0.7.0)\n",
      "Requirement already satisfied: numpy>=1.13.3 in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.18.1)\n",
      "Requirement already satisfied: scikit-learn>=0.23 in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.23.2)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (0.14.1)\n",
      "Requirement already satisfied: scipy>=0.19.1 in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from imbalanced-learn->imblearn) (1.4.1)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\sai vivek.k\\anaconda3\\lib\\site-packages (from scikit-learn>=0.23->imbalanced-learn->imblearn) (2.1.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install imblearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\SAI VIVEK.K\\\\MITH_Exam_Sep'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir('C:\\\\Users\\\\SAI VIVEK.K\\\\MITH_Exam_Sep')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading and Importing the Dataset\n",
    "Indav_train = pd.read_csv('train_data-1599717478076.csv')\n",
    "Indav_test  = pd.read_csv('test_data-1599717650029.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exploratory Data Analysis and Preprocessing\n",
    "\n",
    "# 1) Identification of Varibales and Datatypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "transaction_number            int64\n",
       "user_id                       int64\n",
       "payment_method               object\n",
       "partner_id                    int64\n",
       "partner_category             object\n",
       "country                      object\n",
       "device_type                  object\n",
       "money_transacted            float64\n",
       "transaction_initiation       object\n",
       "partner_pricing_category      int64\n",
       "is_fraud                      int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(76529, 11)\n",
      "(19133, 10)\n"
     ]
    }
   ],
   "source": [
    "print(Indav_train.shape)\n",
    "print(Indav_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transaction_number</th>\n",
       "      <th>user_id</th>\n",
       "      <th>payment_method</th>\n",
       "      <th>partner_id</th>\n",
       "      <th>partner_category</th>\n",
       "      <th>country</th>\n",
       "      <th>device_type</th>\n",
       "      <th>money_transacted</th>\n",
       "      <th>transaction_initiation</th>\n",
       "      <th>partner_pricing_category</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>144703125000</td>\n",
       "      <td>17539344</td>\n",
       "      <td>sbi_atm_cum_debit_card</td>\n",
       "      <td>47334</td>\n",
       "      <td>cat_1</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>android_devices</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>2016-11-15 19:16:12+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>77406814453032</td>\n",
       "      <td>24710841</td>\n",
       "      <td>e_wallet_payments</td>\n",
       "      <td>78890</td>\n",
       "      <td>cat_2</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>100.0</td>\n",
       "      <td>2017-01-11 09:25:33+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>308929485482801</td>\n",
       "      <td>24265476</td>\n",
       "      <td>e_wallet_payments</td>\n",
       "      <td>78890</td>\n",
       "      <td>cat_2</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2016-12-07 07:58:09+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>665270027747073</td>\n",
       "      <td>10240000</td>\n",
       "      <td>other_debit_cards</td>\n",
       "      <td>102557</td>\n",
       "      <td>cat_3</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>2017-01-11 16:15:44+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38276160171101</td>\n",
       "      <td>5880625</td>\n",
       "      <td>other_debit_cards</td>\n",
       "      <td>118335</td>\n",
       "      <td>cat_1</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2016-11-16 17:04:42+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   transaction_number   user_id          payment_method  partner_id  \\\n",
       "0        144703125000  17539344  sbi_atm_cum_debit_card       47334   \n",
       "1      77406814453032  24710841       e_wallet_payments       78890   \n",
       "2     308929485482801  24265476       e_wallet_payments       78890   \n",
       "3     665270027747073  10240000       other_debit_cards      102557   \n",
       "4      38276160171101   5880625       other_debit_cards      118335   \n",
       "\n",
       "  partner_category  country      device_type  money_transacted  \\\n",
       "0            cat_1  IND_INR  android_devices              -5.0   \n",
       "1            cat_2  IND_INR        other_pcs             100.0   \n",
       "2            cat_2  IND_INR        other_pcs              50.0   \n",
       "3            cat_3  IND_INR        other_pcs            1000.0   \n",
       "4            cat_1  IND_INR        other_pcs             200.0   \n",
       "\n",
       "      transaction_initiation  partner_pricing_category  is_fraud  \n",
       "0  2016-11-15 19:16:12+00:00                         2         0  \n",
       "1  2017-01-11 09:25:33+00:00                         2         0  \n",
       "2  2016-12-07 07:58:09+00:00                         2         0  \n",
       "3  2017-01-11 16:15:44+00:00                         2         0  \n",
       "4  2016-11-16 17:04:42+00:00                         2         0  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transaction_number</th>\n",
       "      <th>user_id</th>\n",
       "      <th>partner_id</th>\n",
       "      <th>money_transacted</th>\n",
       "      <th>partner_pricing_category</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7.652900e+04</td>\n",
       "      <td>7.652900e+04</td>\n",
       "      <td>76529.000000</td>\n",
       "      <td>76529.000000</td>\n",
       "      <td>76529.000000</td>\n",
       "      <td>76529.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>6.940200e+14</td>\n",
       "      <td>1.247483e+07</td>\n",
       "      <td>58497.189105</td>\n",
       "      <td>132.724348</td>\n",
       "      <td>2.255707</td>\n",
       "      <td>0.002012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.867885e+14</td>\n",
       "      <td>1.205878e+07</td>\n",
       "      <td>36740.216787</td>\n",
       "      <td>2350.110900</td>\n",
       "      <td>0.732174</td>\n",
       "      <td>0.044814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>8.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>-20000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.387866e+13</td>\n",
       "      <td>3.515625e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.452540e+14</td>\n",
       "      <td>9.753129e+06</td>\n",
       "      <td>47334.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.173440e+15</td>\n",
       "      <td>1.788444e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.784238e+15</td>\n",
       "      <td>5.592048e+07</td>\n",
       "      <td>213003.000000</td>\n",
       "      <td>197217.760000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       transaction_number       user_id     partner_id  money_transacted  \\\n",
       "count        7.652900e+04  7.652900e+04   76529.000000      76529.000000   \n",
       "mean         6.940200e+14  1.247483e+07   58497.189105        132.724348   \n",
       "std          7.867885e+14  1.205878e+07   36740.216787       2350.110900   \n",
       "min          8.000000e+00  1.000000e+00    7889.000000     -20000.000000   \n",
       "25%          4.387866e+13  3.515625e+06   23667.000000         -1.000000   \n",
       "50%          3.452540e+14  9.753129e+06   47334.000000         20.000000   \n",
       "75%          1.173440e+15  1.788444e+07   78890.000000         52.000000   \n",
       "max          2.784238e+15  5.592048e+07  213003.000000     197217.760000   \n",
       "\n",
       "       partner_pricing_category      is_fraud  \n",
       "count              76529.000000  76529.000000  \n",
       "mean                   2.255707      0.002012  \n",
       "std                    0.732174      0.044814  \n",
       "min                    0.000000      0.000000  \n",
       "25%                    2.000000      0.000000  \n",
       "50%                    2.000000      0.000000  \n",
       "75%                    2.000000      0.000000  \n",
       "max                    4.000000      1.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary Statistics and Distribution of the Numeric Columns\n",
    "\n",
    "Indav_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>payment_method</th>\n",
       "      <th>partner_category</th>\n",
       "      <th>country</th>\n",
       "      <th>device_type</th>\n",
       "      <th>transaction_initiation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>76529</td>\n",
       "      <td>76529</td>\n",
       "      <td>76529</td>\n",
       "      <td>76529</td>\n",
       "      <td>76529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>75811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>sbi_atm_cum_debit_card</td>\n",
       "      <td>cat_1</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>2016-12-24 16:30:13+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>30538</td>\n",
       "      <td>36306</td>\n",
       "      <td>76529</td>\n",
       "      <td>45560</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                payment_method partner_category  country device_type  \\\n",
       "count                    76529            76529    76529       76529   \n",
       "unique                       6                9        1           4   \n",
       "top     sbi_atm_cum_debit_card            cat_1  IND_INR   other_pcs   \n",
       "freq                     30538            36306    76529       45560   \n",
       "\n",
       "           transaction_initiation  \n",
       "count                       76529  \n",
       "unique                      75811  \n",
       "top     2016-12-24 16:30:13+00:00  \n",
       "freq                           12  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.describe(include = 'object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2) Non - Graphical Univariate Analysis\n",
    "#Distribution of dependent variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    99.798769\n",
       "1     0.201231\n",
       "Name: is_fraud, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.is_fraud.value_counts(normalize = True)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Frauds 154\n",
      "Non-frauds 76375\n"
     ]
    }
   ],
   "source": [
    "# number of fraud and non-fraud observations in the dataset\n",
    "frauds = len(Indav_train[Indav_train.is_fraud == 1])\n",
    "nonfrauds = len(Indav_train[Indav_train.is_fraud == 0])\n",
    "print(\"Frauds\", frauds); print(\"Non-frauds\", nonfrauds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "other_pcs          94.155844\n",
       "android_devices     3.246753\n",
       "windows_pcs         2.597403\n",
       "Name: device_type, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train[Indav_train.is_fraud == 1].device_type.value_counts(normalize=True)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "visa_master_credit_cards    34.415584\n",
       "visa_master_debit_cards     33.116883\n",
       "other_debit_cards           27.922078\n",
       "sbi_atm_cum_debit_card       3.246753\n",
       "e_wallet_payments            1.298701\n",
       "Name: payment_method, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train[Indav_train.is_fraud == 1].payment_method.value_counts(normalize=True)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cat_1    83.116883\n",
       "cat_2     9.740260\n",
       "cat_3     5.844156\n",
       "cat_8     1.298701\n",
       "Name: partner_category, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train[Indav_train.is_fraud == 1].partner_category.value_counts(normalize=True)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "transaction_number          0\n",
       "user_id                     0\n",
       "payment_method              0\n",
       "partner_id                  0\n",
       "partner_category            0\n",
       "country                     0\n",
       "device_type                 0\n",
       "money_transacted            0\n",
       "transaction_initiation      0\n",
       "partner_pricing_category    0\n",
       "is_fraud                    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Findind Null Values in the Dataframe\n",
    "\n",
    "Indav_train.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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></th>\n",
       "      <th>transaction_number</th>\n",
       "      <th>user_id</th>\n",
       "      <th>partner_id</th>\n",
       "      <th>money_transacted</th>\n",
       "      <th>partner_pricing_category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>payment_method</th>\n",
       "      <th>is_fraud</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">e_wallet_payments</th>\n",
       "      <th>0</th>\n",
       "      <td>6.999774e+14</td>\n",
       "      <td>1.001647e+07</td>\n",
       "      <td>51300.972500</td>\n",
       "      <td>73.685087</td>\n",
       "      <td>1.997224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.552691e+15</td>\n",
       "      <td>1.454935e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>11000.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">other_debit_cards</th>\n",
       "      <th>0</th>\n",
       "      <td>6.918884e+14</td>\n",
       "      <td>7.227493e+06</td>\n",
       "      <td>95697.539308</td>\n",
       "      <td>379.458711</td>\n",
       "      <td>2.663971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.439220e+14</td>\n",
       "      <td>1.255718e+07</td>\n",
       "      <td>112831.046512</td>\n",
       "      <td>47146.919070</td>\n",
       "      <td>1.488372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">sbi_atm_cum_debit_card</th>\n",
       "      <th>0</th>\n",
       "      <td>6.907741e+14</td>\n",
       "      <td>1.544615e+07</td>\n",
       "      <td>47713.554613</td>\n",
       "      <td>-76.264637</td>\n",
       "      <td>2.279828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.290795e+14</td>\n",
       "      <td>4.368698e+07</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>-9604.020000</td>\n",
       "      <td>2.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unified_payments_interface</th>\n",
       "      <th>0</th>\n",
       "      <td>2.273071e+14</td>\n",
       "      <td>8.097947e+06</td>\n",
       "      <td>61008.266667</td>\n",
       "      <td>29.200000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">visa_master_credit_cards</th>\n",
       "      <th>0</th>\n",
       "      <td>7.190766e+14</td>\n",
       "      <td>1.044030e+07</td>\n",
       "      <td>83154.857143</td>\n",
       "      <td>496.783449</td>\n",
       "      <td>1.345689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.839743e+14</td>\n",
       "      <td>6.567922e+06</td>\n",
       "      <td>120418.886792</td>\n",
       "      <td>17890.063396</td>\n",
       "      <td>1.471698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">visa_master_debit_cards</th>\n",
       "      <th>0</th>\n",
       "      <td>6.841605e+14</td>\n",
       "      <td>1.289803e+07</td>\n",
       "      <td>83817.222222</td>\n",
       "      <td>256.040267</td>\n",
       "      <td>2.842133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.547601e+14</td>\n",
       "      <td>1.535044e+07</td>\n",
       "      <td>106114.784314</td>\n",
       "      <td>32708.822353</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     transaction_number       user_id  \\\n",
       "payment_method             is_fraud                                     \n",
       "e_wallet_payments          0               6.999774e+14  1.001647e+07   \n",
       "                           1               1.552691e+15  1.454935e+07   \n",
       "other_debit_cards          0               6.918884e+14  7.227493e+06   \n",
       "                           1               7.439220e+14  1.255718e+07   \n",
       "sbi_atm_cum_debit_card     0               6.907741e+14  1.544615e+07   \n",
       "                           1               7.290795e+14  4.368698e+07   \n",
       "unified_payments_interface 0               2.273071e+14  8.097947e+06   \n",
       "visa_master_credit_cards   0               7.190766e+14  1.044030e+07   \n",
       "                           1               6.839743e+14  6.567922e+06   \n",
       "visa_master_debit_cards    0               6.841605e+14  1.289803e+07   \n",
       "                           1               7.547601e+14  1.535044e+07   \n",
       "\n",
       "                                        partner_id  money_transacted  \\\n",
       "payment_method             is_fraud                                    \n",
       "e_wallet_payments          0          51300.972500         73.685087   \n",
       "                           1          51278.500000      11000.000000   \n",
       "other_debit_cards          0          95697.539308        379.458711   \n",
       "                           1         112831.046512      47146.919070   \n",
       "sbi_atm_cum_debit_card     0          47713.554613        -76.264637   \n",
       "                           1          39445.000000      -9604.020000   \n",
       "unified_payments_interface 0          61008.266667         29.200000   \n",
       "visa_master_credit_cards   0          83154.857143        496.783449   \n",
       "                           1         120418.886792      17890.063396   \n",
       "visa_master_debit_cards    0          83817.222222        256.040267   \n",
       "                           1         106114.784314      32708.822353   \n",
       "\n",
       "                                     partner_pricing_category  \n",
       "payment_method             is_fraud                            \n",
       "e_wallet_payments          0                         1.997224  \n",
       "                           1                         2.000000  \n",
       "other_debit_cards          0                         2.663971  \n",
       "                           1                         1.488372  \n",
       "sbi_atm_cum_debit_card     0                         2.279828  \n",
       "                           1                         2.800000  \n",
       "unified_payments_interface 0                         2.000000  \n",
       "visa_master_credit_cards   0                         1.345689  \n",
       "                           1                         1.471698  \n",
       "visa_master_debit_cards    0                         2.842133  \n",
       "                           1                         2.000000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.groupby(['payment_method','is_fraud']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>transaction_number</th>\n",
       "      <th>user_id</th>\n",
       "      <th>partner_id</th>\n",
       "      <th>partner_pricing_category</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>money_transacted</th>\n",
       "      <th>is_fraud</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>-20000.0000</th>\n",
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       "    <tr>\n",
       "      <th>-18000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.847450e+14</td>\n",
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       "    <tr>\n",
       "      <th>-10000.0000</th>\n",
       "      <th>1</th>\n",
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       "    <tr>\n",
       "      <th>-4000.0000</th>\n",
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       "    <tr>\n",
       "      <th>-3200.0000</th>\n",
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       "      <th>-3000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.428578e+14</td>\n",
       "      <td>5.389396e+07</td>\n",
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       "    <tr>\n",
       "      <th>-2300.0000</th>\n",
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       "    <tr>\n",
       "      <th>-2200.0000</th>\n",
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       "      <td>5.391965e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
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       "    <tr>\n",
       "      <th>-2000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.869853e+14</td>\n",
       "      <td>5.409415e+07</td>\n",
       "      <td>42782.653846</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-1800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.280418e+14</td>\n",
       "      <td>5.391965e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-1700.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.542549e+14</td>\n",
       "      <td>5.391965e+07</td>\n",
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       "      <td>4.000000</td>\n",
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       "    <tr>\n",
       "      <th>-1500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.864651e+14</td>\n",
       "      <td>5.391965e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
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       "    <tr>\n",
       "      <th>-1400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.258682e+14</td>\n",
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       "    <tr>\n",
       "      <th>-1200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.757860e+14</td>\n",
       "      <td>5.109312e+07</td>\n",
       "      <td>53004.218750</td>\n",
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       "    <tr>\n",
       "      <th>-1100.0000</th>\n",
       "      <th>0</th>\n",
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       "      <th>-1000.0000</th>\n",
       "      <th>0</th>\n",
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       "      <th>0</th>\n",
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       "    <tr>\n",
       "      <th>-560.0000</th>\n",
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       "      <th>-520.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.763886e+15</td>\n",
       "      <td>1.861922e+07</td>\n",
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       "      <th>-500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.917105e+14</td>\n",
       "      <td>5.379352e+07</td>\n",
       "      <td>47707.232016</td>\n",
       "      <td>3.992223</td>\n",
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       "    <tr>\n",
       "      <th>-480.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.252772e+14</td>\n",
       "      <td>5.550250e+07</td>\n",
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       "      <td>5.050810e+14</td>\n",
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       "      <th>-400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.365274e+14</td>\n",
       "      <td>5.120448e+07</td>\n",
       "      <td>46066.854922</td>\n",
       "      <td>3.896373</td>\n",
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       "      <th>-360.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.194807e+14</td>\n",
       "      <td>3.899059e+07</td>\n",
       "      <td>49963.666667</td>\n",
       "      <td>3.333333</td>\n",
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       "    <tr>\n",
       "      <th>-300.0000</th>\n",
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       "      <th rowspan=\"2\" valign=\"top\">-20.1000</th>\n",
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       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.106458e+14</td>\n",
       "      <td>1.338096e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.923822e+14</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.060871e+15</td>\n",
       "      <td>2.532342e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.647091e+14</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.108473e+14</td>\n",
       "      <td>8.772154e+06</td>\n",
       "      <td>29302.000000</td>\n",
       "      <td>2.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>5.733591e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.637662e+13</td>\n",
       "      <td>2.483776e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.684243e+14</td>\n",
       "      <td>2.285796e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.937209e+12</td>\n",
       "      <td>1.155320e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>4.350198e+14</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.583649e+14</td>\n",
       "      <td>1.138460e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.180362e+15</td>\n",
       "      <td>2.715452e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.882052e+15</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.051313e+15</td>\n",
       "      <td>7.344100e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.018586e+13</td>\n",
       "      <td>1.336634e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.672488e+15</td>\n",
       "      <td>2.166784e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.8200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.046129e+15</td>\n",
       "      <td>1.336634e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.308992e+14</td>\n",
       "      <td>6.980164e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.415287e+15</td>\n",
       "      <td>1.036774e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.701286e+14</td>\n",
       "      <td>1.336634e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>7.544657e+14</td>\n",
       "      <td>6.980164e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.172827e+14</td>\n",
       "      <td>1.050991e+07</td>\n",
       "      <td>11697.482759</td>\n",
       "      <td>2.689655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.137599e+15</td>\n",
       "      <td>1.859334e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.097453e+15</td>\n",
       "      <td>1.320612e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.358926e+15</td>\n",
       "      <td>5.155240e+05</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.751408e+14</td>\n",
       "      <td>9.305982e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>3.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.280088e+14</td>\n",
       "      <td>2.285796e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.603665e+14</td>\n",
       "      <td>2.581656e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.742598e+14</td>\n",
       "      <td>3.090564e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.177744e+14</td>\n",
       "      <td>9.719073e+06</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.316244e+15</td>\n",
       "      <td>6.980164e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.430512e+14</td>\n",
       "      <td>1.202630e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.035916e+14</td>\n",
       "      <td>1.336634e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.313444e+14</td>\n",
       "      <td>1.764000e+05</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.700094e+14</td>\n",
       "      <td>1.065309e+07</td>\n",
       "      <td>49273.545061</td>\n",
       "      <td>2.289594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.697613e+15</td>\n",
       "      <td>7.538138e+06</td>\n",
       "      <td>43389.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.276576e+15</td>\n",
       "      <td>7.316629e+06</td>\n",
       "      <td>52593.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>6.130635e+14</td>\n",
       "      <td>2.079360e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.097335e+14</td>\n",
       "      <td>1.619163e+07</td>\n",
       "      <td>42074.666667</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.858052e+14</td>\n",
       "      <td>1.011730e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>6.052147e+14</td>\n",
       "      <td>1.443548e+07</td>\n",
       "      <td>89934.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.048653e+14</td>\n",
       "      <td>5.251252e+06</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.3400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.197912e+14</td>\n",
       "      <td>4.558225e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.932372e+14</td>\n",
       "      <td>1.589498e+07</td>\n",
       "      <td>90723.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.202524e+09</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.4600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.179248e+15</td>\n",
       "      <td>1.239669e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.299815e+14</td>\n",
       "      <td>1.122403e+07</td>\n",
       "      <td>61797.166667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>8.069491e+14</td>\n",
       "      <td>1.831642e+07</td>\n",
       "      <td>88751.250000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.157384e+14</td>\n",
       "      <td>1.427677e+07</td>\n",
       "      <td>105712.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.087284e+14</td>\n",
       "      <td>1.107045e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.631529e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.7400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.426458e+11</td>\n",
       "      <td>2.513017e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.563615e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>76260.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.853158e+14</td>\n",
       "      <td>1.322581e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.368060e+15</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.669878e+13</td>\n",
       "      <td>8.862529e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.723182e+14</td>\n",
       "      <td>1.751924e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.641877e+15</td>\n",
       "      <td>7.744742e+06</td>\n",
       "      <td>81519.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.123773e+14</td>\n",
       "      <td>1.387555e+07</td>\n",
       "      <td>86779.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.660945e+15</td>\n",
       "      <td>2.329993e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.825297e+13</td>\n",
       "      <td>5.169850e+06</td>\n",
       "      <td>82834.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>8.077348e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.776366e+14</td>\n",
       "      <td>1.025140e+07</td>\n",
       "      <td>93353.166667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.2600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.413124e+13</td>\n",
       "      <td>9.653474e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.635968e+14</td>\n",
       "      <td>6.492304e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.320706e+14</td>\n",
       "      <td>9.445494e+06</td>\n",
       "      <td>65084.250000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>4.541905e+13</td>\n",
       "      <td>1.048464e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.4600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.889823e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.751006e+14</td>\n",
       "      <td>1.523707e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.141379e+15</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.056379e+15</td>\n",
       "      <td>1.505899e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.268162e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.534764e+14</td>\n",
       "      <td>1.779479e+07</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.213672e+14</td>\n",
       "      <td>3.855172e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.186594e+14</td>\n",
       "      <td>1.024989e+07</td>\n",
       "      <td>50758.045139</td>\n",
       "      <td>2.302083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.0600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.093075e+15</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>5.197379e+14</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.592121e+12</td>\n",
       "      <td>8.720209e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.3800</th>\n",
       "      <th>0</th>\n",
       "      <td>8.033196e+14</td>\n",
       "      <td>2.368769e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.351872e+15</td>\n",
       "      <td>1.963376e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.554498e+12</td>\n",
       "      <td>2.773076e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.857243e+12</td>\n",
       "      <td>1.530374e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.997489e+14</td>\n",
       "      <td>1.117457e+07</td>\n",
       "      <td>42600.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.421817e+15</td>\n",
       "      <td>5.866084e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.597727e+14</td>\n",
       "      <td>1.063574e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.909993e+14</td>\n",
       "      <td>7.086244e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.361583e+15</td>\n",
       "      <td>1.572197e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.7400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.145889e+14</td>\n",
       "      <td>1.455422e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.644675e+15</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.764102e+14</td>\n",
       "      <td>6.036205e+06</td>\n",
       "      <td>80467.800000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.003235e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.634608e+15</td>\n",
       "      <td>7.006609e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.512420e+10</td>\n",
       "      <td>2.102222e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.427649e+14</td>\n",
       "      <td>7.006609e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.304936e+13</td>\n",
       "      <td>1.921069e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.957358e+13</td>\n",
       "      <td>7.006609e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.759832e+13</td>\n",
       "      <td>1.089936e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.749801e+14</td>\n",
       "      <td>3.452164e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.9200</th>\n",
       "      <th>0</th>\n",
       "      <td>5.599652e+14</td>\n",
       "      <td>1.380625e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.578322e+14</td>\n",
       "      <td>1.161855e+07</td>\n",
       "      <td>59736.809278</td>\n",
       "      <td>2.221649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.137043e+15</td>\n",
       "      <td>2.239182e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.765328e+14</td>\n",
       "      <td>1.011414e+07</td>\n",
       "      <td>52067.400000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.5200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.051093e+14</td>\n",
       "      <td>1.737124e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.337290e+15</td>\n",
       "      <td>2.441348e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.725528e+13</td>\n",
       "      <td>1.303210e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.272872e+14</td>\n",
       "      <td>2.445302e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.701363e+14</td>\n",
       "      <td>1.651491e+07</td>\n",
       "      <td>67933.055556</td>\n",
       "      <td>2.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.135606e+15</td>\n",
       "      <td>4.558225e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.740017e+12</td>\n",
       "      <td>6.471936e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.2600</th>\n",
       "      <th>0</th>\n",
       "      <td>6.162082e+14</td>\n",
       "      <td>5.140890e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.070758e+13</td>\n",
       "      <td>1.816464e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.370673e+15</td>\n",
       "      <td>2.697764e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.4200</th>\n",
       "      <th>0</th>\n",
       "      <td>9.095501e+13</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.762441e+15</td>\n",
       "      <td>1.297440e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>9.285506e+13</td>\n",
       "      <td>6.985449e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.621622e+14</td>\n",
       "      <td>1.396517e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.645938e+15</td>\n",
       "      <td>2.426548e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.490328e+13</td>\n",
       "      <td>8.271376e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.570208e+14</td>\n",
       "      <td>6.794058e+06</td>\n",
       "      <td>42074.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.253779e+13</td>\n",
       "      <td>1.048464e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.459097e+14</td>\n",
       "      <td>1.078553e+07</td>\n",
       "      <td>64198.508982</td>\n",
       "      <td>2.269461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.416591e+15</td>\n",
       "      <td>3.673709e+06</td>\n",
       "      <td>43389.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.923865e+14</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>5.539743e+14</td>\n",
       "      <td>1.110222e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.480354e+14</td>\n",
       "      <td>6.020486e+06</td>\n",
       "      <td>75931.625000</td>\n",
       "      <td>2.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.532837e+14</td>\n",
       "      <td>9.998274e+06</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.244159e+14</td>\n",
       "      <td>8.054244e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.601882e+14</td>\n",
       "      <td>8.112053e+06</td>\n",
       "      <td>55223.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>5.581969e+12</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.170881e+14</td>\n",
       "      <td>5.569600e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.016191e+10</td>\n",
       "      <td>4.369210e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.5200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.223638e+14</td>\n",
       "      <td>8.779369e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.163198e+14</td>\n",
       "      <td>1.082794e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.8200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.555675e+15</td>\n",
       "      <td>1.235522e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.9200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.328198e+14</td>\n",
       "      <td>8.191485e+06</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.095776e+15</td>\n",
       "      <td>2.149250e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.367566e+14</td>\n",
       "      <td>9.017729e+06</td>\n",
       "      <td>83610.467213</td>\n",
       "      <td>2.319672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.069162e+10</td>\n",
       "      <td>2.934369e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.059650e+15</td>\n",
       "      <td>7.989206e+06</td>\n",
       "      <td>92038.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.965980e+08</td>\n",
       "      <td>1.859334e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.314813e+15</td>\n",
       "      <td>1.140862e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.7200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.813126e+15</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.925413e+15</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.684522e+15</td>\n",
       "      <td>2.408846e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.233810e+14</td>\n",
       "      <td>7.559742e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.187800e+15</td>\n",
       "      <td>1.338725e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.219206e+14</td>\n",
       "      <td>1.336634e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.017233e+14</td>\n",
       "      <td>1.166222e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.867831e+14</td>\n",
       "      <td>1.046522e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.172461e+14</td>\n",
       "      <td>3.980025e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.654138e+14</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.5400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.519883e+15</td>\n",
       "      <td>2.212762e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.187534e+14</td>\n",
       "      <td>4.778596e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.644847e+15</td>\n",
       "      <td>1.706516e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.802888e+14</td>\n",
       "      <td>3.980025e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.990561e+14</td>\n",
       "      <td>1.018661e+07</td>\n",
       "      <td>43214.131485</td>\n",
       "      <td>2.254748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.038221e+13</td>\n",
       "      <td>1.500788e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.147933e+14</td>\n",
       "      <td>1.092641e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.003183e+15</td>\n",
       "      <td>2.548230e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.909223e+13</td>\n",
       "      <td>1.647043e+07</td>\n",
       "      <td>73630.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.654252e+15</td>\n",
       "      <td>2.342560e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.419971e+13</td>\n",
       "      <td>7.064232e+06</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.532290e+15</td>\n",
       "      <td>8.271376e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.7800</th>\n",
       "      <th>0</th>\n",
       "      <td>7.980167e+14</td>\n",
       "      <td>6.985449e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.695610e+14</td>\n",
       "      <td>1.477108e+07</td>\n",
       "      <td>105712.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.674263e+14</td>\n",
       "      <td>1.005674e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.384742e+15</td>\n",
       "      <td>6.985449e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.074178e+15</td>\n",
       "      <td>1.204722e+07</td>\n",
       "      <td>76698.611111</td>\n",
       "      <td>2.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.008169e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.0600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.729092e+15</td>\n",
       "      <td>2.149250e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.506501e+14</td>\n",
       "      <td>1.265087e+07</td>\n",
       "      <td>107577.272727</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.242913e+13</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.018407e+14</td>\n",
       "      <td>1.437400e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.541114e+14</td>\n",
       "      <td>1.722250e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.110126e+15</td>\n",
       "      <td>5.662989e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.3800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.936571e+14</td>\n",
       "      <td>1.626509e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.298876e+14</td>\n",
       "      <td>1.024392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.4200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.224936e+14</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.680794e+14</td>\n",
       "      <td>1.738655e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.277826e+14</td>\n",
       "      <td>1.390643e+07</td>\n",
       "      <td>107065.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.061597e+13</td>\n",
       "      <td>6.985449e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.361721e+14</td>\n",
       "      <td>1.631077e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.7400</th>\n",
       "      <th>0</th>\n",
       "      <td>9.019607e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.356854e+14</td>\n",
       "      <td>1.004540e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.584107e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.631241e+14</td>\n",
       "      <td>8.159797e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.415831e+14</td>\n",
       "      <td>1.041684e+07</td>\n",
       "      <td>45118.862069</td>\n",
       "      <td>2.315271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.564134e+14</td>\n",
       "      <td>1.514740e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.137880e+14</td>\n",
       "      <td>2.285796e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.550212e+14</td>\n",
       "      <td>8.612991e+06</td>\n",
       "      <td>101430.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.759774e+14</td>\n",
       "      <td>1.209776e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.282381e+15</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.225696e+15</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.5400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.670293e+14</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.090205e+14</td>\n",
       "      <td>1.769914e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.721086e+14</td>\n",
       "      <td>1.495746e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.7400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.371071e+15</td>\n",
       "      <td>1.923769e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.011100e+14</td>\n",
       "      <td>1.630213e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.029901e+14</td>\n",
       "      <td>9.568371e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.088154e+15</td>\n",
       "      <td>2.834768e+06</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.792976e+14</td>\n",
       "      <td>6.046681e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.184956e+14</td>\n",
       "      <td>9.371698e+06</td>\n",
       "      <td>47334.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.576765e+14</td>\n",
       "      <td>1.256758e+07</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.359923e+11</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.971391e+14</td>\n",
       "      <td>1.208590e+07</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.670863e+12</td>\n",
       "      <td>2.316497e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.512364e+13</td>\n",
       "      <td>1.000457e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.828669e+11</td>\n",
       "      <td>1.602756e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.502297e+14</td>\n",
       "      <td>1.124709e+07</td>\n",
       "      <td>37203.316940</td>\n",
       "      <td>2.355191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.645969e+14</td>\n",
       "      <td>2.548230e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.077143e+11</td>\n",
       "      <td>1.748076e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.376744e+15</td>\n",
       "      <td>2.048468e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.160075e+12</td>\n",
       "      <td>1.066022e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.5200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.758766e+15</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.5400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.042610e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.5800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.150749e+11</td>\n",
       "      <td>6.135529e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.083267e+14</td>\n",
       "      <td>2.048468e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.252026e+14</td>\n",
       "      <td>3.294225e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.814929e+14</td>\n",
       "      <td>6.241000e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.8200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.949495e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.240425e+14</td>\n",
       "      <td>3.459600e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.176428e+14</td>\n",
       "      <td>9.993810e+06</td>\n",
       "      <td>32542.125000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.208469e+14</td>\n",
       "      <td>2.149250e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.599492e+13</td>\n",
       "      <td>7.170425e+06</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.118580e+14</td>\n",
       "      <td>2.312648e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.420026e+13</td>\n",
       "      <td>7.043716e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.3200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.184086e+15</td>\n",
       "      <td>1.506992e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.3400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.747644e+15</td>\n",
       "      <td>1.979360e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.601613e+12</td>\n",
       "      <td>3.294225e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.999100e+14</td>\n",
       "      <td>3.294225e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.752087e+15</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25.9200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.908017e+14</td>\n",
       "      <td>2.383392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.977507e+14</td>\n",
       "      <td>9.852959e+06</td>\n",
       "      <td>41454.000000</td>\n",
       "      <td>2.527950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.264185e+12</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.002836e+13</td>\n",
       "      <td>2.002225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.3200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.411411e+15</td>\n",
       "      <td>2.166784e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.076125e+15</td>\n",
       "      <td>1.629698e+07</td>\n",
       "      <td>105186.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.163931e+15</td>\n",
       "      <td>1.172939e+07</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.448679e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.235140e+14</td>\n",
       "      <td>2.374613e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.448184e+15</td>\n",
       "      <td>1.748076e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.020652e+13</td>\n",
       "      <td>1.319914e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>5.165755e+14</td>\n",
       "      <td>1.011240e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.261960e+14</td>\n",
       "      <td>1.102575e+07</td>\n",
       "      <td>68634.300000</td>\n",
       "      <td>2.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.670775e+14</td>\n",
       "      <td>1.026562e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.096487e+15</td>\n",
       "      <td>2.383392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.2600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.471706e+14</td>\n",
       "      <td>2.445302e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.710770e+13</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>7.618626e+12</td>\n",
       "      <td>2.445302e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.893078e+14</td>\n",
       "      <td>4.059444e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.669633e+14</td>\n",
       "      <td>8.133904e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.693685e+12</td>\n",
       "      <td>2.383392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.907873e+14</td>\n",
       "      <td>1.162617e+07</td>\n",
       "      <td>58101.418919</td>\n",
       "      <td>2.135135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.167366e+14</td>\n",
       "      <td>2.383392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.370688e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.5200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.818086e+13</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.5400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.489349e+14</td>\n",
       "      <td>4.558225e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28.7800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.179692e+15</td>\n",
       "      <td>2.374613e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.582569e+13</td>\n",
       "      <td>1.008349e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.230061e+13</td>\n",
       "      <td>1.608010e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.071370e+14</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>8.698352e+14</td>\n",
       "      <td>2.374613e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.845703e+13</td>\n",
       "      <td>3.640464e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.001868e+14</td>\n",
       "      <td>1.125915e+07</td>\n",
       "      <td>48777.188679</td>\n",
       "      <td>2.318294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.305306e+13</td>\n",
       "      <td>9.048064e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.548087e+14</td>\n",
       "      <td>2.295368e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>8.238101e+13</td>\n",
       "      <td>7.327849e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.752642e+14</td>\n",
       "      <td>4.280761e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.914947e+13</td>\n",
       "      <td>1.229259e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.931052e+14</td>\n",
       "      <td>1.340042e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.3200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.838444e+14</td>\n",
       "      <td>1.888772e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.951555e+14</td>\n",
       "      <td>1.388704e+07</td>\n",
       "      <td>59167.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.021324e+13</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.390636e+15</td>\n",
       "      <td>4.511823e+06</td>\n",
       "      <td>99927.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.5800</th>\n",
       "      <th>0</th>\n",
       "      <td>5.012852e+14</td>\n",
       "      <td>2.652250e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.562242e+15</td>\n",
       "      <td>1.530374e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.033705e+14</td>\n",
       "      <td>1.782225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.926588e+14</td>\n",
       "      <td>1.124724e+07</td>\n",
       "      <td>109694.666667</td>\n",
       "      <td>2.015873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.150792e+15</td>\n",
       "      <td>8.886361e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.813284e+14</td>\n",
       "      <td>2.026120e+07</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.2600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.739654e+14</td>\n",
       "      <td>1.011240e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.050044e+15</td>\n",
       "      <td>3.755844e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.977222e+12</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.901743e+14</td>\n",
       "      <td>5.155240e+05</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.595733e+13</td>\n",
       "      <td>1.177862e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.072645e+14</td>\n",
       "      <td>1.434894e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>9.625947e+13</td>\n",
       "      <td>1.642807e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.575899e+15</td>\n",
       "      <td>1.782225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.603380e+15</td>\n",
       "      <td>1.691677e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>9.607744e+14</td>\n",
       "      <td>1.767362e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>9.913071e+13</td>\n",
       "      <td>1.442401e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.340296e+14</td>\n",
       "      <td>6.046681e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33.9200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.815235e+14</td>\n",
       "      <td>2.005586e+07</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.769294e+14</td>\n",
       "      <td>9.507544e+06</td>\n",
       "      <td>46322.589744</td>\n",
       "      <td>2.256410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.155544e+13</td>\n",
       "      <td>1.288810e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.899204e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.104505e+14</td>\n",
       "      <td>1.122173e+07</td>\n",
       "      <td>18845.944444</td>\n",
       "      <td>2.314815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.012099e+09</td>\n",
       "      <td>2.444314e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.219425e+14</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.214716e+10</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.327126e+14</td>\n",
       "      <td>1.071610e+07</td>\n",
       "      <td>39543.000000</td>\n",
       "      <td>2.925466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.978276e+14</td>\n",
       "      <td>1.194649e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.499662e+13</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.175840e+14</td>\n",
       "      <td>9.922500e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>9.048323e+12</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.889470e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.151296e+14</td>\n",
       "      <td>1.202407e+07</td>\n",
       "      <td>63384.034483</td>\n",
       "      <td>2.275862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.592278e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.059958e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.782508e+15</td>\n",
       "      <td>7.890481e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.556882e+10</td>\n",
       "      <td>2.335789e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.495754e+15</td>\n",
       "      <td>4.133089e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.850732e+10</td>\n",
       "      <td>1.235522e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.693840e+15</td>\n",
       "      <td>1.450848e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.027122e+15</td>\n",
       "      <td>1.996569e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.314084e+15</td>\n",
       "      <td>9.678321e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.242951e+11</td>\n",
       "      <td>3.258025e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.137395e+14</td>\n",
       "      <td>1.078232e+07</td>\n",
       "      <td>56619.600091</td>\n",
       "      <td>2.307762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>6.676111e+14</td>\n",
       "      <td>4.369210e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>9.849858e+14</td>\n",
       "      <td>3.090564e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.564863e+14</td>\n",
       "      <td>8.133904e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.188657e+14</td>\n",
       "      <td>3.568321e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.095945e+15</td>\n",
       "      <td>4.778596e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.461998e+14</td>\n",
       "      <td>8.779369e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.737110e+14</td>\n",
       "      <td>1.088774e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.894851e+14</td>\n",
       "      <td>1.166411e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.066338e+15</td>\n",
       "      <td>9.545290e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.269447e+14</td>\n",
       "      <td>8.706718e+06</td>\n",
       "      <td>38773.595745</td>\n",
       "      <td>2.978723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.211307e+14</td>\n",
       "      <td>7.368500e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>5.115157e+13</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.613565e+14</td>\n",
       "      <td>1.198255e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.831428e+14</td>\n",
       "      <td>9.552464e+06</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.373301e+14</td>\n",
       "      <td>1.093974e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.459275e+14</td>\n",
       "      <td>1.037625e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.006733e+12</td>\n",
       "      <td>4.280761e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.522413e+12</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.222224e+14</td>\n",
       "      <td>8.350208e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.560761e+14</td>\n",
       "      <td>1.026562e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.260029e+14</td>\n",
       "      <td>1.124302e+07</td>\n",
       "      <td>56318.694444</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.435077e+15</td>\n",
       "      <td>5.200862e+06</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.5200</th>\n",
       "      <th>0</th>\n",
       "      <td>9.222754e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.500259e+15</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.707001e+12</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.784373e+15</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.320005e+14</td>\n",
       "      <td>5.259706e+06</td>\n",
       "      <td>63112.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.568290e+13</td>\n",
       "      <td>6.041092e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.346169e+15</td>\n",
       "      <td>1.858472e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.617628e+14</td>\n",
       "      <td>1.104233e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.122468e+15</td>\n",
       "      <td>2.127977e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.250689e+14</td>\n",
       "      <td>9.846628e+06</td>\n",
       "      <td>61139.750000</td>\n",
       "      <td>1.937500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.904134e+15</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.958250e+14</td>\n",
       "      <td>9.720734e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.153727e+15</td>\n",
       "      <td>7.086244e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.095576e+14</td>\n",
       "      <td>3.667225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.449425e+11</td>\n",
       "      <td>7.086244e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.183445e+14</td>\n",
       "      <td>2.623409e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.194387e+14</td>\n",
       "      <td>8.682162e+06</td>\n",
       "      <td>72973.250000</td>\n",
       "      <td>2.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.210776e+14</td>\n",
       "      <td>1.194649e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.779265e+11</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.764699e+14</td>\n",
       "      <td>1.985025e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49.0600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.028130e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.743674e+14</td>\n",
       "      <td>1.169525e+07</td>\n",
       "      <td>50569.907186</td>\n",
       "      <td>2.143713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.944498e+12</td>\n",
       "      <td>7.441984e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.514786e+11</td>\n",
       "      <td>1.194649e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.4200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.498073e+15</td>\n",
       "      <td>3.272481e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.728565e+15</td>\n",
       "      <td>4.901796e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.659102e+14</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.009984e+15</td>\n",
       "      <td>1.030868e+07</td>\n",
       "      <td>63112.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.680427e+14</td>\n",
       "      <td>1.318291e+07</td>\n",
       "      <td>69686.166667</td>\n",
       "      <td>2.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.544804e+12</td>\n",
       "      <td>2.617346e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.632302e+14</td>\n",
       "      <td>1.235522e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.249759e+13</td>\n",
       "      <td>1.380625e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.790394e+14</td>\n",
       "      <td>1.295481e+07</td>\n",
       "      <td>82396.222222</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.109804e+14</td>\n",
       "      <td>9.216000e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.630398e+11</td>\n",
       "      <td>2.445302e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.704035e+15</td>\n",
       "      <td>2.540160e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.563653e+14</td>\n",
       "      <td>1.130305e+07</td>\n",
       "      <td>100236.705882</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.059054e+13</td>\n",
       "      <td>2.048468e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.287381e+14</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.371216e+14</td>\n",
       "      <td>1.256641e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.995284e+15</td>\n",
       "      <td>9.216000e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.006518e+15</td>\n",
       "      <td>2.319386e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.895822e+10</td>\n",
       "      <td>1.608010e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.467319e+14</td>\n",
       "      <td>1.035144e+07</td>\n",
       "      <td>75509.000000</td>\n",
       "      <td>2.285714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>8.038552e+14</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.882746e+13</td>\n",
       "      <td>1.155320e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.739864e+14</td>\n",
       "      <td>7.344100e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.388780e+14</td>\n",
       "      <td>5.139289e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.371989e+14</td>\n",
       "      <td>1.074784e+07</td>\n",
       "      <td>68613.951389</td>\n",
       "      <td>2.280754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.079820e+14</td>\n",
       "      <td>1.062159e+07</td>\n",
       "      <td>42074.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.069479e+14</td>\n",
       "      <td>1.428084e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.154594e+15</td>\n",
       "      <td>9.737078e+06</td>\n",
       "      <td>80467.800000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.937840e+10</td>\n",
       "      <td>2.041232e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>3.844805e+12</td>\n",
       "      <td>6.205081e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.283135e+13</td>\n",
       "      <td>2.383392e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.616748e+14</td>\n",
       "      <td>4.558225e+06</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.370413e+15</td>\n",
       "      <td>3.721000e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.797079e+14</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63.4200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.177978e+13</td>\n",
       "      <td>4.778596e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.093628e+12</td>\n",
       "      <td>4.456321e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.081192e+14</td>\n",
       "      <td>7.698344e+06</td>\n",
       "      <td>77410.812500</td>\n",
       "      <td>2.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.886150e+14</td>\n",
       "      <td>1.436786e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.415803e+11</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.387315e+15</td>\n",
       "      <td>4.052169e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.738458e+14</td>\n",
       "      <td>5.857802e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.251742e+14</td>\n",
       "      <td>9.734400e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.774556e+09</td>\n",
       "      <td>7.344100e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.354170e+14</td>\n",
       "      <td>9.606838e+06</td>\n",
       "      <td>70124.444444</td>\n",
       "      <td>2.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.325786e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.450918e+14</td>\n",
       "      <td>3.980948e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.263851e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.512396e+14</td>\n",
       "      <td>1.782225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.217605e+15</td>\n",
       "      <td>1.075840e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.114337e+14</td>\n",
       "      <td>8.773426e+06</td>\n",
       "      <td>41699.000000</td>\n",
       "      <td>2.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.484549e+14</td>\n",
       "      <td>7.344100e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.888923e+13</td>\n",
       "      <td>2.374613e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.422038e+13</td>\n",
       "      <td>1.856748e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.862022e+14</td>\n",
       "      <td>5.760810e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.164512e+14</td>\n",
       "      <td>8.747437e+06</td>\n",
       "      <td>110059.284314</td>\n",
       "      <td>2.082353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.0600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.036741e+12</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.021857e+14</td>\n",
       "      <td>8.743434e+06</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71.7200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.395653e+15</td>\n",
       "      <td>1.888772e+07</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.137721e+15</td>\n",
       "      <td>1.052886e+07</td>\n",
       "      <td>76260.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72.5800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.150232e+15</td>\n",
       "      <td>3.143529e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.873229e+14</td>\n",
       "      <td>1.506077e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.336926e+14</td>\n",
       "      <td>6.920612e+06</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.603922e+15</td>\n",
       "      <td>2.289622e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.196061e+14</td>\n",
       "      <td>1.396517e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.551229e+14</td>\n",
       "      <td>5.405186e+06</td>\n",
       "      <td>58729.222222</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.686446e+14</td>\n",
       "      <td>8.630872e+05</td>\n",
       "      <td>112418.250000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.171747e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.470202e+14</td>\n",
       "      <td>4.052169e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.2600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.436094e+15</td>\n",
       "      <td>1.176282e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.299954e+15</td>\n",
       "      <td>2.336756e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.680829e+15</td>\n",
       "      <td>2.166784e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.745027e+14</td>\n",
       "      <td>1.726340e+07</td>\n",
       "      <td>44046.916667</td>\n",
       "      <td>2.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.479167e+15</td>\n",
       "      <td>5.400976e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.825555e+15</td>\n",
       "      <td>3.090564e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.861002e+13</td>\n",
       "      <td>1.888772e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.144774e+14</td>\n",
       "      <td>3.457193e+06</td>\n",
       "      <td>81519.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.580203e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.721023e+14</td>\n",
       "      <td>2.704000e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.785334e+14</td>\n",
       "      <td>1.096884e+07</td>\n",
       "      <td>81364.712305</td>\n",
       "      <td>2.225303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.342869e+15</td>\n",
       "      <td>2.781508e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.179484e+14</td>\n",
       "      <td>1.383467e+07</td>\n",
       "      <td>100979.200000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82.7800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.108149e+14</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.408501e+14</td>\n",
       "      <td>9.545290e+05</td>\n",
       "      <td>7889.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.849895e+14</td>\n",
       "      <td>7.988902e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>6.846830e+14</td>\n",
       "      <td>4.536900e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.211964e+14</td>\n",
       "      <td>6.906825e+06</td>\n",
       "      <td>71877.555556</td>\n",
       "      <td>2.444444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84.1800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.020843e+15</td>\n",
       "      <td>2.580640e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.543786e+14</td>\n",
       "      <td>2.038793e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.342394e+15</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.216402e+14</td>\n",
       "      <td>1.048648e+07</td>\n",
       "      <td>138057.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.842908e+14</td>\n",
       "      <td>1.097082e+07</td>\n",
       "      <td>115376.625000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.331381e+13</td>\n",
       "      <td>1.767362e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.735837e+14</td>\n",
       "      <td>3.790002e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.186734e+14</td>\n",
       "      <td>7.361866e+06</td>\n",
       "      <td>85652.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.885169e+14</td>\n",
       "      <td>2.630884e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.907841e+14</td>\n",
       "      <td>1.091539e+07</td>\n",
       "      <td>89919.990741</td>\n",
       "      <td>2.064815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91.3600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.139599e+13</td>\n",
       "      <td>1.888772e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.098705e+14</td>\n",
       "      <td>2.773076e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91.7200</th>\n",
       "      <th>0</th>\n",
       "      <td>7.844152e+14</td>\n",
       "      <td>1.888772e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>8.564517e+14</td>\n",
       "      <td>4.573561e+06</td>\n",
       "      <td>126224.000000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.147738e+14</td>\n",
       "      <td>6.807047e+06</td>\n",
       "      <td>99401.400000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.014742e+15</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.478798e+15</td>\n",
       "      <td>2.154420e+07</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.136368e+12</td>\n",
       "      <td>1.235522e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.255625e+14</td>\n",
       "      <td>7.713395e+06</td>\n",
       "      <td>103163.846154</td>\n",
       "      <td>2.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.668856e+15</td>\n",
       "      <td>5.140890e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.371259e+15</td>\n",
       "      <td>1.235522e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.864608e+12</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.255920e+14</td>\n",
       "      <td>1.018235e+07</td>\n",
       "      <td>112894.310345</td>\n",
       "      <td>2.068966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.136220e+14</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.029426e+14</td>\n",
       "      <td>8.412434e+06</td>\n",
       "      <td>62323.100000</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>8.793600e+14</td>\n",
       "      <td>1.406888e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.058328e+14</td>\n",
       "      <td>1.033411e+07</td>\n",
       "      <td>79011.895636</td>\n",
       "      <td>2.185145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>1.032841e+14</td>\n",
       "      <td>1.321322e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.0600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.019809e+15</td>\n",
       "      <td>2.758921e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.325245e+14</td>\n",
       "      <td>3.861225e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.349784e+11</td>\n",
       "      <td>3.672360e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.3400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.297969e+12</td>\n",
       "      <td>2.497001e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>5.239380e+14</td>\n",
       "      <td>2.087576e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.618694e+14</td>\n",
       "      <td>5.387560e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100.8600</th>\n",
       "      <th>0</th>\n",
       "      <td>7.795298e+13</td>\n",
       "      <td>2.083922e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.426773e+15</td>\n",
       "      <td>1.421032e+07</td>\n",
       "      <td>51278.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101.3200</th>\n",
       "      <th>0</th>\n",
       "      <td>2.191073e+15</td>\n",
       "      <td>1.377894e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.882602e+14</td>\n",
       "      <td>1.448688e+07</td>\n",
       "      <td>60482.333333</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.862638e+15</td>\n",
       "      <td>2.773076e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.732209e+14</td>\n",
       "      <td>1.029523e+07</td>\n",
       "      <td>80250.172414</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.603962e+10</td>\n",
       "      <td>2.320349e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.476814e+09</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.128019e+15</td>\n",
       "      <td>1.180489e+07</td>\n",
       "      <td>93090.200000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.000060e+15</td>\n",
       "      <td>2.540836e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.294973e+15</td>\n",
       "      <td>1.440348e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.650514e+14</td>\n",
       "      <td>1.316332e+07</td>\n",
       "      <td>85025.888889</td>\n",
       "      <td>2.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106.3400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.125839e+15</td>\n",
       "      <td>2.531096e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.666643e+14</td>\n",
       "      <td>1.531665e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.541995e+14</td>\n",
       "      <td>9.353870e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.344138e+14</td>\n",
       "      <td>1.053800e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.811771e+14</td>\n",
       "      <td>8.175881e+06</td>\n",
       "      <td>89737.375000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.109228e+15</td>\n",
       "      <td>1.382990e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108.5800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.124128e+14</td>\n",
       "      <td>2.277081e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.245573e+15</td>\n",
       "      <td>8.628510e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>8.714217e+14</td>\n",
       "      <td>1.296000e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.326708e+15</td>\n",
       "      <td>1.431083e+07</td>\n",
       "      <td>93090.200000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.346558e+14</td>\n",
       "      <td>6.390784e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.026691e+14</td>\n",
       "      <td>8.751158e+06</td>\n",
       "      <td>73946.226667</td>\n",
       "      <td>2.146667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.722270e+14</td>\n",
       "      <td>1.270548e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.084379e+13</td>\n",
       "      <td>2.428421e+06</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.506543e+14</td>\n",
       "      <td>5.269872e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.815100e+14</td>\n",
       "      <td>1.426207e+07</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.589979e+15</td>\n",
       "      <td>1.440202e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.095537e+14</td>\n",
       "      <td>9.584116e+06</td>\n",
       "      <td>88356.800000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.165876e+14</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.405512e+14</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.323863e+14</td>\n",
       "      <td>1.122250e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.891243e+14</td>\n",
       "      <td>2.772250e+05</td>\n",
       "      <td>142002.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.732464e+14</td>\n",
       "      <td>6.713222e+06</td>\n",
       "      <td>101570.875000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.349472e+11</td>\n",
       "      <td>1.345600e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.421244e+14</td>\n",
       "      <td>6.373498e+06</td>\n",
       "      <td>99927.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.188999e+15</td>\n",
       "      <td>9.400356e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.965588e+14</td>\n",
       "      <td>3.940225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.887929e+14</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.034481e+14</td>\n",
       "      <td>1.026007e+07</td>\n",
       "      <td>81083.625000</td>\n",
       "      <td>2.091837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120.1800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.078837e+15</td>\n",
       "      <td>1.054895e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.295771e+14</td>\n",
       "      <td>6.241000e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.145923e+15</td>\n",
       "      <td>2.609166e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121.3400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.569652e+12</td>\n",
       "      <td>1.292402e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.104706e+15</td>\n",
       "      <td>6.241000e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.741183e+11</td>\n",
       "      <td>1.292402e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.088746e+14</td>\n",
       "      <td>1.396517e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.799268e+14</td>\n",
       "      <td>1.748076e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.858045e+14</td>\n",
       "      <td>2.057004e+07</td>\n",
       "      <td>84149.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.039919e+15</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125.9400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.105529e+13</td>\n",
       "      <td>3.528360e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.517466e+14</td>\n",
       "      <td>1.254851e+07</td>\n",
       "      <td>105712.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.976628e+14</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.843657e+14</td>\n",
       "      <td>1.825853e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.227243e+15</td>\n",
       "      <td>7.621290e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.294722e+14</td>\n",
       "      <td>1.531904e+07</td>\n",
       "      <td>105186.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.695479e+10</td>\n",
       "      <td>1.941284e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.452163e+14</td>\n",
       "      <td>1.133357e+07</td>\n",
       "      <td>92847.461538</td>\n",
       "      <td>2.153846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.739343e+15</td>\n",
       "      <td>9.734400e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.521562e+13</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.602512e+13</td>\n",
       "      <td>2.320349e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.825581e+14</td>\n",
       "      <td>7.205433e+06</td>\n",
       "      <td>142002.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.410193e+13</td>\n",
       "      <td>3.448448e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.906863e+14</td>\n",
       "      <td>1.905237e+06</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.110563e+15</td>\n",
       "      <td>1.305377e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.132145e+13</td>\n",
       "      <td>1.330085e+07</td>\n",
       "      <td>63112.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.494043e+15</td>\n",
       "      <td>1.748076e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.993771e+14</td>\n",
       "      <td>1.117637e+07</td>\n",
       "      <td>149891.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.789671e+14</td>\n",
       "      <td>1.123533e+07</td>\n",
       "      <td>71895.970588</td>\n",
       "      <td>2.294118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.979036e+13</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.051617e+12</td>\n",
       "      <td>5.387560e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.841229e+13</td>\n",
       "      <td>7.496644e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.840920e+10</td>\n",
       "      <td>7.800849e+06</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.129088e+15</td>\n",
       "      <td>7.524049e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.098399e+13</td>\n",
       "      <td>7.985045e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.095740e+14</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.065783e+14</td>\n",
       "      <td>7.135458e+06</td>\n",
       "      <td>86779.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.568599e+14</td>\n",
       "      <td>1.056114e+07</td>\n",
       "      <td>109131.166667</td>\n",
       "      <td>2.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.725389e+14</td>\n",
       "      <td>7.621290e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.637122e+14</td>\n",
       "      <td>6.177960e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.627272e+15</td>\n",
       "      <td>1.171008e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.930960e+12</td>\n",
       "      <td>1.396517e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.316829e+15</td>\n",
       "      <td>2.498000e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.807892e+14</td>\n",
       "      <td>1.319768e+07</td>\n",
       "      <td>120964.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.998765e+14</td>\n",
       "      <td>1.166222e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.284577e+14</td>\n",
       "      <td>1.006158e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.341626e+14</td>\n",
       "      <td>1.026345e+07</td>\n",
       "      <td>110335.664336</td>\n",
       "      <td>2.027972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.324777e+14</td>\n",
       "      <td>2.498000e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.061520e+15</td>\n",
       "      <td>2.498000e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.276214e+15</td>\n",
       "      <td>7.017201e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>9.286160e+12</td>\n",
       "      <td>8.173881e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.213274e+14</td>\n",
       "      <td>2.348372e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.900803e+13</td>\n",
       "      <td>2.336756e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.850657e+14</td>\n",
       "      <td>3.528360e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.815636e+14</td>\n",
       "      <td>1.844184e+07</td>\n",
       "      <td>122279.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.911241e+09</td>\n",
       "      <td>6.496360e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.585280e+14</td>\n",
       "      <td>1.671992e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.372734e+14</td>\n",
       "      <td>8.018562e+06</td>\n",
       "      <td>124509.000000</td>\n",
       "      <td>2.086957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174.7200</th>\n",
       "      <th>0</th>\n",
       "      <td>4.030103e+14</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.073682e+13</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.525529e+10</td>\n",
       "      <td>8.779369e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.122602e+13</td>\n",
       "      <td>3.940225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.046725e+15</td>\n",
       "      <td>1.391009e+07</td>\n",
       "      <td>157780.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.832326e+13</td>\n",
       "      <td>4.369210e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.188152e+13</td>\n",
       "      <td>3.258025e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.228751e+10</td>\n",
       "      <td>2.736336e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.422009e+14</td>\n",
       "      <td>1.323504e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.988826e+14</td>\n",
       "      <td>1.098606e+07</td>\n",
       "      <td>116881.763158</td>\n",
       "      <td>2.085526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.764738e+13</td>\n",
       "      <td>1.354240e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.988682e+15</td>\n",
       "      <td>1.927210e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.256550e+15</td>\n",
       "      <td>2.927232e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.098721e+15</td>\n",
       "      <td>2.652250e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.681678e+12</td>\n",
       "      <td>1.336336e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.095334e+15</td>\n",
       "      <td>7.800849e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.734942e+14</td>\n",
       "      <td>6.390784e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.686760e+14</td>\n",
       "      <td>5.517801e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.014601e+14</td>\n",
       "      <td>6.699640e+06</td>\n",
       "      <td>118167.148936</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.359223e+15</td>\n",
       "      <td>1.026562e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.933969e+12</td>\n",
       "      <td>1.026562e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.071222e+15</td>\n",
       "      <td>8.540697e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.282042e+12</td>\n",
       "      <td>1.871428e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.366615e+14</td>\n",
       "      <td>2.105547e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.435979e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.457394e+14</td>\n",
       "      <td>1.257674e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.774269e+14</td>\n",
       "      <td>7.695076e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.160704e+15</td>\n",
       "      <td>1.232010e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.269887e+15</td>\n",
       "      <td>7.524049e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.762456e+14</td>\n",
       "      <td>1.775660e+07</td>\n",
       "      <td>81519.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.500730e+15</td>\n",
       "      <td>5.364098e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.959422e+14</td>\n",
       "      <td>1.054647e+07</td>\n",
       "      <td>83256.058734</td>\n",
       "      <td>2.327884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.0200</th>\n",
       "      <th>0</th>\n",
       "      <td>6.311135e+13</td>\n",
       "      <td>7.579009e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.545606e+15</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.589466e+13</td>\n",
       "      <td>6.492304e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.954589e+14</td>\n",
       "      <td>1.871106e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.485023e+11</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.348052e+14</td>\n",
       "      <td>1.040062e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.113291e+14</td>\n",
       "      <td>9.661210e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.162704e+12</td>\n",
       "      <td>2.140913e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.413800e+14</td>\n",
       "      <td>1.239040e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.791179e+15</td>\n",
       "      <td>4.369210e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>4.867510e+13</td>\n",
       "      <td>1.723910e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.513123e+14</td>\n",
       "      <td>9.956333e+06</td>\n",
       "      <td>37472.750000</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.1800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.141592e+15</td>\n",
       "      <td>2.181529e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.679120e+14</td>\n",
       "      <td>2.181529e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.644494e+15</td>\n",
       "      <td>2.920681e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.7600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.064945e+13</td>\n",
       "      <td>1.297440e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.556461e+14</td>\n",
       "      <td>1.774937e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.049195e+14</td>\n",
       "      <td>1.133890e+07</td>\n",
       "      <td>88356.800000</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.139074e+13</td>\n",
       "      <td>2.920681e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.545775e+14</td>\n",
       "      <td>1.132096e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.093319e+14</td>\n",
       "      <td>1.354240e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.288672e+12</td>\n",
       "      <td>7.739524e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.579334e+14</td>\n",
       "      <td>7.778301e+06</td>\n",
       "      <td>66542.000000</td>\n",
       "      <td>2.260870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.482167e+13</td>\n",
       "      <td>3.568321e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.329944e+14</td>\n",
       "      <td>1.623284e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.294345e+14</td>\n",
       "      <td>6.985449e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.244498e+14</td>\n",
       "      <td>1.059700e+07</td>\n",
       "      <td>91512.400000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.449985e+14</td>\n",
       "      <td>5.151693e+06</td>\n",
       "      <td>52593.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.351131e+15</td>\n",
       "      <td>7.308298e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.932526e+15</td>\n",
       "      <td>2.920681e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.764777e+14</td>\n",
       "      <td>7.200371e+06</td>\n",
       "      <td>108912.027778</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.547746e+14</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211.4600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.004522e+15</td>\n",
       "      <td>3.931290e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.119505e+15</td>\n",
       "      <td>1.333340e+07</td>\n",
       "      <td>67056.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.112023e+14</td>\n",
       "      <td>1.176490e+07</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.791160e+14</td>\n",
       "      <td>9.629276e+06</td>\n",
       "      <td>57311.264706</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.099860e+14</td>\n",
       "      <td>1.615365e+07</td>\n",
       "      <td>116362.750000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.342978e+15</td>\n",
       "      <td>1.028196e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.317855e+14</td>\n",
       "      <td>2.347458e+07</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.379371e+14</td>\n",
       "      <td>2.609166e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.473984e+14</td>\n",
       "      <td>8.636170e+06</td>\n",
       "      <td>110775.394572</td>\n",
       "      <td>2.029228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.126186e+15</td>\n",
       "      <td>1.869698e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.596705e+15</td>\n",
       "      <td>1.093569e+07</td>\n",
       "      <td>86779.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.753198e+14</td>\n",
       "      <td>1.375242e+07</td>\n",
       "      <td>113897.437500</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.425557e+14</td>\n",
       "      <td>1.869698e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.506537e+14</td>\n",
       "      <td>1.166222e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.106800e+14</td>\n",
       "      <td>1.813863e+07</td>\n",
       "      <td>68371.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.007806e+13</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.158618e+12</td>\n",
       "      <td>8.779369e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.853797e+14</td>\n",
       "      <td>8.482665e+06</td>\n",
       "      <td>117458.444444</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.693608e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231.5400</th>\n",
       "      <th>0</th>\n",
       "      <td>4.023232e+14</td>\n",
       "      <td>1.136364e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.229710e+15</td>\n",
       "      <td>2.206181e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>9.466695e+14</td>\n",
       "      <td>1.208501e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.992040e+14</td>\n",
       "      <td>1.267780e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.326998e+15</td>\n",
       "      <td>1.338096e+07</td>\n",
       "      <td>114390.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.157139e+15</td>\n",
       "      <td>1.338096e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.548644e+15</td>\n",
       "      <td>1.807950e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.291077e+15</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238.7200</th>\n",
       "      <th>0</th>\n",
       "      <td>5.561902e+14</td>\n",
       "      <td>1.655676e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239.6800</th>\n",
       "      <th>0</th>\n",
       "      <td>9.954897e+13</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.520773e+14</td>\n",
       "      <td>1.360929e+07</td>\n",
       "      <td>128087.231156</td>\n",
       "      <td>2.030151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.868953e+14</td>\n",
       "      <td>9.560464e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.062524e+14</td>\n",
       "      <td>7.086244e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.187346e+15</td>\n",
       "      <td>2.219352e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.373650e+12</td>\n",
       "      <td>1.338096e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.835909e+14</td>\n",
       "      <td>2.585722e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.531281e+14</td>\n",
       "      <td>1.896873e+07</td>\n",
       "      <td>117296.973684</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.830002e+13</td>\n",
       "      <td>7.689529e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.768236e+14</td>\n",
       "      <td>1.377152e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.254819e+15</td>\n",
       "      <td>6.496360e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255.9200</th>\n",
       "      <th>0</th>\n",
       "      <td>9.239820e+14</td>\n",
       "      <td>2.673924e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>3.029770e+14</td>\n",
       "      <td>1.459240e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.190320e+14</td>\n",
       "      <td>2.630884e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.833058e+14</td>\n",
       "      <td>3.672360e+05</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.417891e+14</td>\n",
       "      <td>1.134085e+07</td>\n",
       "      <td>115934.000000</td>\n",
       "      <td>2.043478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.077553e+15</td>\n",
       "      <td>2.022084e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.554406e+15</td>\n",
       "      <td>3.667225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.620937e+15</td>\n",
       "      <td>1.177862e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.057983e+13</td>\n",
       "      <td>7.290000e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.284345e+13</td>\n",
       "      <td>1.396517e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.453419e+15</td>\n",
       "      <td>7.695076e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.868700e+13</td>\n",
       "      <td>8.456464e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271.1400</th>\n",
       "      <th>0</th>\n",
       "      <td>3.297102e+14</td>\n",
       "      <td>1.336336e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.382434e+15</td>\n",
       "      <td>2.361492e+07</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.763612e+14</td>\n",
       "      <td>1.722250e+05</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.309590e+15</td>\n",
       "      <td>1.132096e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.761028e+15</td>\n",
       "      <td>5.726449e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.501284e+14</td>\n",
       "      <td>9.460844e+06</td>\n",
       "      <td>110919.340000</td>\n",
       "      <td>2.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.358718e+14</td>\n",
       "      <td>6.822544e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.116061e+15</td>\n",
       "      <td>1.122250e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.905609e+15</td>\n",
       "      <td>2.280062e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.144386e+14</td>\n",
       "      <td>4.383533e+06</td>\n",
       "      <td>115705.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290.7000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.039509e+09</td>\n",
       "      <td>7.800849e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.615295e+15</td>\n",
       "      <td>1.122250e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292.9000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.013120e+14</td>\n",
       "      <td>3.407716e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.581050e+15</td>\n",
       "      <td>7.952400e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.319889e+15</td>\n",
       "      <td>6.146560e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.305978e+14</td>\n",
       "      <td>9.917064e+06</td>\n",
       "      <td>105974.710098</td>\n",
       "      <td>2.107492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300.0400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.758067e+15</td>\n",
       "      <td>7.929856e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.972725e+14</td>\n",
       "      <td>7.568001e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301.9800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.046697e+14</td>\n",
       "      <td>6.625960e+05</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303.6000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.457117e+15</td>\n",
       "      <td>2.652250e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.064568e+14</td>\n",
       "      <td>1.198623e+07</td>\n",
       "      <td>113075.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.074780e+15</td>\n",
       "      <td>1.066022e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.861050e+14</td>\n",
       "      <td>1.279476e+07</td>\n",
       "      <td>89408.666667</td>\n",
       "      <td>1.983333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.320409e+15</td>\n",
       "      <td>1.268672e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.810228e+15</td>\n",
       "      <td>1.858472e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.515613e+14</td>\n",
       "      <td>6.177377e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.060925e+14</td>\n",
       "      <td>2.219352e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.687534e+14</td>\n",
       "      <td>8.801146e+06</td>\n",
       "      <td>113897.437500</td>\n",
       "      <td>2.062500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.719280e+14</td>\n",
       "      <td>2.140913e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.636768e+14</td>\n",
       "      <td>1.404416e+07</td>\n",
       "      <td>86779.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>3.787805e+14</td>\n",
       "      <td>5.517801e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.386395e+14</td>\n",
       "      <td>1.336336e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.990846e+14</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.564936e+09</td>\n",
       "      <td>1.634585e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>2.548952e+15</td>\n",
       "      <td>1.691677e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.757102e+12</td>\n",
       "      <td>5.517801e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.996199e+14</td>\n",
       "      <td>7.822157e+06</td>\n",
       "      <td>128625.000000</td>\n",
       "      <td>2.130435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.532310e+14</td>\n",
       "      <td>1.413246e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.140375e+11</td>\n",
       "      <td>2.478048e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.400636e+14</td>\n",
       "      <td>5.424241e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.912182e+14</td>\n",
       "      <td>8.174580e+06</td>\n",
       "      <td>123594.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.010594e+14</td>\n",
       "      <td>9.960336e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.167822e+14</td>\n",
       "      <td>9.400356e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.160200e+14</td>\n",
       "      <td>1.052204e+07</td>\n",
       "      <td>130544.166667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.461426e+08</td>\n",
       "      <td>1.608812e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.153788e+14</td>\n",
       "      <td>7.142738e+06</td>\n",
       "      <td>142002.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.848335e+14</td>\n",
       "      <td>1.228795e+07</td>\n",
       "      <td>104134.800000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.901370e+15</td>\n",
       "      <td>1.108890e+07</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.312997e+14</td>\n",
       "      <td>6.206377e+06</td>\n",
       "      <td>142002.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.051443e+14</td>\n",
       "      <td>9.912302e+06</td>\n",
       "      <td>103706.390728</td>\n",
       "      <td>2.104857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.121132e+14</td>\n",
       "      <td>4.422250e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.828683e+14</td>\n",
       "      <td>5.827396e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.894290e+14</td>\n",
       "      <td>4.897369e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.120359e+14</td>\n",
       "      <td>7.997584e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404.2800</th>\n",
       "      <th>0</th>\n",
       "      <td>1.089756e+14</td>\n",
       "      <td>7.017201e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.784451e+08</td>\n",
       "      <td>2.652250e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.176172e+14</td>\n",
       "      <td>9.786981e+06</td>\n",
       "      <td>115300.769231</td>\n",
       "      <td>2.153846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.579093e+14</td>\n",
       "      <td>1.320596e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.855601e+15</td>\n",
       "      <td>1.015095e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.799840e+14</td>\n",
       "      <td>8.295781e+06</td>\n",
       "      <td>110749.423077</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.293425e+14</td>\n",
       "      <td>1.949518e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.453768e+14</td>\n",
       "      <td>6.805857e+06</td>\n",
       "      <td>115705.333333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.190526e+15</td>\n",
       "      <td>4.454319e+06</td>\n",
       "      <td>130168.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.060603e+15</td>\n",
       "      <td>1.976913e+07</td>\n",
       "      <td>73630.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.210732e+14</td>\n",
       "      <td>1.104733e+07</td>\n",
       "      <td>65741.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.916430e+14</td>\n",
       "      <td>8.420130e+06</td>\n",
       "      <td>107816.333333</td>\n",
       "      <td>2.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440.2200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.402767e+10</td>\n",
       "      <td>9.132484e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.675947e+13</td>\n",
       "      <td>1.079521e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.103321e+14</td>\n",
       "      <td>1.001680e+07</td>\n",
       "      <td>113075.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444.4400</th>\n",
       "      <th>0</th>\n",
       "      <td>7.570544e+11</td>\n",
       "      <td>1.380625e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.690312e+14</td>\n",
       "      <td>1.013524e+07</td>\n",
       "      <td>140029.750000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455.6200</th>\n",
       "      <th>0</th>\n",
       "      <td>3.249512e+11</td>\n",
       "      <td>1.825853e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.387490e+14</td>\n",
       "      <td>7.986916e+06</td>\n",
       "      <td>128853.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.120122e+14</td>\n",
       "      <td>3.283344e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.562500e+04</td>\n",
       "      <td>1.098922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.861866e+15</td>\n",
       "      <td>2.497001e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.170676e+14</td>\n",
       "      <td>8.472954e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488.3200</th>\n",
       "      <th>0</th>\n",
       "      <td>7.898627e+14</td>\n",
       "      <td>7.952400e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488.8800</th>\n",
       "      <th>0</th>\n",
       "      <td>9.885837e+14</td>\n",
       "      <td>1.380625e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.257569e+14</td>\n",
       "      <td>3.132243e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.310686e+14</td>\n",
       "      <td>5.294601e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.911973e+14</td>\n",
       "      <td>1.174233e+07</td>\n",
       "      <td>104427.587629</td>\n",
       "      <td>2.103093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.619757e+15</td>\n",
       "      <td>1.466328e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>7.521023e+13</td>\n",
       "      <td>1.385329e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.620181e+14</td>\n",
       "      <td>9.780181e+06</td>\n",
       "      <td>135745.206897</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.146564e+14</td>\n",
       "      <td>3.083878e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.321780e+14</td>\n",
       "      <td>8.651570e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.982272e+13</td>\n",
       "      <td>7.017201e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.554077e+14</td>\n",
       "      <td>1.304017e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552.2400</th>\n",
       "      <th>0</th>\n",
       "      <td>4.937835e+13</td>\n",
       "      <td>1.108890e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.695276e+14</td>\n",
       "      <td>1.059269e+07</td>\n",
       "      <td>75321.166667</td>\n",
       "      <td>1.892857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.626760e+12</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>8.653052e+14</td>\n",
       "      <td>1.710864e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572.1200</th>\n",
       "      <th>0</th>\n",
       "      <td>8.663252e+13</td>\n",
       "      <td>1.691677e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.576277e+14</td>\n",
       "      <td>6.625960e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.721855e+14</td>\n",
       "      <td>8.487429e+06</td>\n",
       "      <td>122016.533333</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.141547e+13</td>\n",
       "      <td>5.517801e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.921031e+14</td>\n",
       "      <td>4.235646e+06</td>\n",
       "      <td>131154.625000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.656793e+11</td>\n",
       "      <td>2.152032e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.079734e+13</td>\n",
       "      <td>1.320596e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.246740e+15</td>\n",
       "      <td>1.320596e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.047936e+14</td>\n",
       "      <td>1.101108e+07</td>\n",
       "      <td>100274.102564</td>\n",
       "      <td>2.150183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.804350e+14</td>\n",
       "      <td>5.294601e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.650190e+15</td>\n",
       "      <td>1.004432e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.891305e+15</td>\n",
       "      <td>2.541168e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.425229e+14</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.128092e+14</td>\n",
       "      <td>9.616063e+06</td>\n",
       "      <td>85464.166667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.827112e+14</td>\n",
       "      <td>8.873386e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.373517e+15</td>\n",
       "      <td>2.639904e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.085275e+15</td>\n",
       "      <td>1.261936e+07</td>\n",
       "      <td>113075.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.772842e+14</td>\n",
       "      <td>2.348372e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.238784e+14</td>\n",
       "      <td>6.780816e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.418303e+13</td>\n",
       "      <td>6.780816e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.287867e+14</td>\n",
       "      <td>1.105947e+07</td>\n",
       "      <td>65741.666667</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.184117e+15</td>\n",
       "      <td>2.693363e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.334506e+14</td>\n",
       "      <td>2.506076e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.310247e+14</td>\n",
       "      <td>2.077106e+07</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>3.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.708343e+14</td>\n",
       "      <td>9.568287e+06</td>\n",
       "      <td>107893.676471</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700.0800</th>\n",
       "      <th>0</th>\n",
       "      <td>2.888048e+11</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707.5000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.624717e+14</td>\n",
       "      <td>2.335789e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.403912e+15</td>\n",
       "      <td>2.704000e+05</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.302679e+14</td>\n",
       "      <td>7.328910e+06</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.716019e+14</td>\n",
       "      <td>1.825853e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.251213e+14</td>\n",
       "      <td>1.124316e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.832291e+14</td>\n",
       "      <td>1.395843e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.250328e+14</td>\n",
       "      <td>1.166894e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.070384e+14</td>\n",
       "      <td>6.177960e+05</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.058587e+14</td>\n",
       "      <td>1.090148e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.753628e+13</td>\n",
       "      <td>4.186090e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.223828e+14</td>\n",
       "      <td>9.799416e+06</td>\n",
       "      <td>118585.444444</td>\n",
       "      <td>2.015873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.528687e+14</td>\n",
       "      <td>5.333430e+06</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.906255e+15</td>\n",
       "      <td>4.910656e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.662570e+14</td>\n",
       "      <td>1.015366e+07</td>\n",
       "      <td>113075.666667</td>\n",
       "      <td>1.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.129132e+15</td>\n",
       "      <td>1.491060e+07</td>\n",
       "      <td>134113.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.985891e+15</td>\n",
       "      <td>2.765569e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879.8400</th>\n",
       "      <th>0</th>\n",
       "      <td>2.173156e+15</td>\n",
       "      <td>2.000773e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.152685e+15</td>\n",
       "      <td>1.796064e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.522740e+15</td>\n",
       "      <td>1.320596e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.207282e+14</td>\n",
       "      <td>7.639350e+06</td>\n",
       "      <td>118966.120000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.884805e+08</td>\n",
       "      <td>4.897369e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.125215e+14</td>\n",
       "      <td>4.186090e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.172452e+15</td>\n",
       "      <td>6.625476e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.531248e+15</td>\n",
       "      <td>1.336336e+06</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.068407e+15</td>\n",
       "      <td>1.051274e+07</td>\n",
       "      <td>121490.600000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925.1000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.118363e+14</td>\n",
       "      <td>8.390560e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.079435e+14</td>\n",
       "      <td>9.180900e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.415185e+14</td>\n",
       "      <td>1.223600e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.673445e+14</td>\n",
       "      <td>7.728853e+06</td>\n",
       "      <td>122843.000000</td>\n",
       "      <td>1.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.389687e+14</td>\n",
       "      <td>1.230700e+07</td>\n",
       "      <td>121293.375000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970.5600</th>\n",
       "      <th>0</th>\n",
       "      <td>6.860356e+14</td>\n",
       "      <td>1.767362e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.350592e+13</td>\n",
       "      <td>2.387025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.111967e+15</td>\n",
       "      <td>7.049605e+06</td>\n",
       "      <td>112873.384615</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.101712e+14</td>\n",
       "      <td>1.031087e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.332482e+14</td>\n",
       "      <td>9.545290e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.446934e+14</td>\n",
       "      <td>1.535781e+07</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.093473e+14</td>\n",
       "      <td>9.389610e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.369260e+14</td>\n",
       "      <td>1.053001e+07</td>\n",
       "      <td>109075.045732</td>\n",
       "      <td>2.125000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.765709e+14</td>\n",
       "      <td>3.952144e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004.4600</th>\n",
       "      <th>0</th>\n",
       "      <td>6.563482e+14</td>\n",
       "      <td>1.066022e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.649210e+12</td>\n",
       "      <td>2.342560e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010.6600</th>\n",
       "      <th>0</th>\n",
       "      <td>4.250894e+14</td>\n",
       "      <td>3.980025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.456423e+15</td>\n",
       "      <td>2.412774e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032.4800</th>\n",
       "      <th>0</th>\n",
       "      <td>9.849264e+14</td>\n",
       "      <td>7.086244e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.605492e+14</td>\n",
       "      <td>1.146820e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.557344e+14</td>\n",
       "      <td>1.886165e+07</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.077838e+14</td>\n",
       "      <td>1.292397e+07</td>\n",
       "      <td>122279.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.171049e+14</td>\n",
       "      <td>3.283344e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.771943e+12</td>\n",
       "      <td>4.186090e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.314696e+15</td>\n",
       "      <td>2.070250e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.768890e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.199536e+15</td>\n",
       "      <td>7.952400e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.674100e+13</td>\n",
       "      <td>2.271784e+07</td>\n",
       "      <td>145946.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.626388e+14</td>\n",
       "      <td>1.081252e+07</td>\n",
       "      <td>104758.581395</td>\n",
       "      <td>1.953488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>9.802957e+13</td>\n",
       "      <td>3.283344e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1240.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.254842e+15</td>\n",
       "      <td>1.578632e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267.9600</th>\n",
       "      <th>0</th>\n",
       "      <td>8.825624e+14</td>\n",
       "      <td>1.861922e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.085410e+15</td>\n",
       "      <td>2.668756e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.249330e+14</td>\n",
       "      <td>9.843726e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.935484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.685067e+13</td>\n",
       "      <td>2.007040e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.051885e+10</td>\n",
       "      <td>1.628176e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.037014e+15</td>\n",
       "      <td>6.577826e+06</td>\n",
       "      <td>107816.333333</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.427275e+15</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.906624e+12</td>\n",
       "      <td>1.825853e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386.6400</th>\n",
       "      <th>0</th>\n",
       "      <td>1.450673e+14</td>\n",
       "      <td>2.155024e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.394136e+14</td>\n",
       "      <td>1.299315e+07</td>\n",
       "      <td>116014.705882</td>\n",
       "      <td>1.823529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.085720e+15</td>\n",
       "      <td>1.007428e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.920464e+14</td>\n",
       "      <td>1.007428e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.618096e+09</td>\n",
       "      <td>4.651240e+05</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1497.3000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.628662e+13</td>\n",
       "      <td>3.283344e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.817538e+14</td>\n",
       "      <td>1.995545e+07</td>\n",
       "      <td>79383.062500</td>\n",
       "      <td>2.562500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.753241e+14</td>\n",
       "      <td>2.661528e+07</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1540.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.255696e+15</td>\n",
       "      <td>1.772855e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1550.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.223308e+14</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.428638e+15</td>\n",
       "      <td>9.958143e+06</td>\n",
       "      <td>89408.666667</td>\n",
       "      <td>2.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1580.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.271087e+13</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.367099e+14</td>\n",
       "      <td>1.135195e+07</td>\n",
       "      <td>151410.362963</td>\n",
       "      <td>2.629630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.739270e+12</td>\n",
       "      <td>5.841889e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1640.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.885931e+13</td>\n",
       "      <td>6.948496e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1660.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.029075e+14</td>\n",
       "      <td>1.983812e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1663.4000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.760470e+14</td>\n",
       "      <td>1.442401e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1700.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.338847e+14</td>\n",
       "      <td>2.271183e+07</td>\n",
       "      <td>94668.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1740.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.544979e+12</td>\n",
       "      <td>2.099601e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.117195e+14</td>\n",
       "      <td>1.200616e+07</td>\n",
       "      <td>104708.545455</td>\n",
       "      <td>2.136364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.444131e+14</td>\n",
       "      <td>1.548422e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1886.8000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.739038e+13</td>\n",
       "      <td>3.980025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.892756e+14</td>\n",
       "      <td>1.130073e+07</td>\n",
       "      <td>116581.888889</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.854860e+13</td>\n",
       "      <td>1.548422e+07</td>\n",
       "      <td>165669.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.198365e+14</td>\n",
       "      <td>1.762740e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.672131e+12</td>\n",
       "      <td>1.320596e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.894976e+14</td>\n",
       "      <td>1.291356e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.022551e+14</td>\n",
       "      <td>1.178667e+07</td>\n",
       "      <td>115179.400000</td>\n",
       "      <td>2.060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.515710e+14</td>\n",
       "      <td>3.952144e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2027.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.709920e+15</td>\n",
       "      <td>2.259009e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2100.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.035046e+15</td>\n",
       "      <td>2.053447e+07</td>\n",
       "      <td>130168.500000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2140.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.027482e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.485144e+14</td>\n",
       "      <td>1.440202e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.235816e+14</td>\n",
       "      <td>1.038592e+07</td>\n",
       "      <td>75153.105263</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2360.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.466448e+14</td>\n",
       "      <td>9.622404e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.174167e+14</td>\n",
       "      <td>1.108558e+07</td>\n",
       "      <td>101242.166667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2410.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.959255e+14</td>\n",
       "      <td>8.037225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2420.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.415529e+15</td>\n",
       "      <td>8.037225e+06</td>\n",
       "      <td>110446.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2497.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.665692e+15</td>\n",
       "      <td>1.328602e+07</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.025409e+14</td>\n",
       "      <td>1.580335e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2560.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.280947e+14</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.440980e+14</td>\n",
       "      <td>2.410846e+07</td>\n",
       "      <td>96640.250000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2620.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.163858e+15</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2640.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.363479e+13</td>\n",
       "      <td>5.841889e+06</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2680.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.858532e+13</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2740.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.251716e+15</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.157928e+14</td>\n",
       "      <td>1.447435e+07</td>\n",
       "      <td>108473.750000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2980.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.460938e+15</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.457805e+14</td>\n",
       "      <td>1.278536e+07</td>\n",
       "      <td>99176.000000</td>\n",
       "      <td>1.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3020.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.941553e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3060.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.706604e+12</td>\n",
       "      <td>1.201216e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.132126e+13</td>\n",
       "      <td>1.201216e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.753868e+14</td>\n",
       "      <td>1.711971e+07</td>\n",
       "      <td>143783.387097</td>\n",
       "      <td>1.064516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3220.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.693916e+13</td>\n",
       "      <td>2.752281e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3300.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.324315e+13</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.141847e+14</td>\n",
       "      <td>9.625839e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3440.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.459262e+14</td>\n",
       "      <td>9.180900e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3504.1600</th>\n",
       "      <th>0</th>\n",
       "      <td>1.139007e+14</td>\n",
       "      <td>2.540160e+07</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.845703e+14</td>\n",
       "      <td>5.610273e+06</td>\n",
       "      <td>68809.611111</td>\n",
       "      <td>1.222222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3680.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.608316e+15</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>78890.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.781867e+14</td>\n",
       "      <td>1.054509e+07</td>\n",
       "      <td>120307.250000</td>\n",
       "      <td>1.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.155859e+15</td>\n",
       "      <td>9.408862e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3910.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.918862e+13</td>\n",
       "      <td>5.501189e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3946.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.393381e+14</td>\n",
       "      <td>9.474084e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3960.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.008409e+13</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">4000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.579577e+14</td>\n",
       "      <td>1.158986e+07</td>\n",
       "      <td>108473.750000</td>\n",
       "      <td>1.571429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.432984e+14</td>\n",
       "      <td>9.074984e+06</td>\n",
       "      <td>98612.500000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.142996e+13</td>\n",
       "      <td>2.564764e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4210.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.059640e+14</td>\n",
       "      <td>9.474084e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4440.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.500853e+14</td>\n",
       "      <td>9.474084e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.906624e+06</td>\n",
       "      <td>1.108890e+07</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.161687e+14</td>\n",
       "      <td>5.420002e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4700.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.257108e+14</td>\n",
       "      <td>9.474084e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.947132e+14</td>\n",
       "      <td>9.515787e+06</td>\n",
       "      <td>157780.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.401779e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4960.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.405444e+09</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.363675e+14</td>\n",
       "      <td>1.535258e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.714286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.686237e+13</td>\n",
       "      <td>2.012420e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5080.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.943883e+14</td>\n",
       "      <td>5.536609e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.053991e+14</td>\n",
       "      <td>2.142448e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5280.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.035581e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5300.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.009028e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5320.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.758504e+15</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.151859e+14</td>\n",
       "      <td>6.679463e+06</td>\n",
       "      <td>55223.000000</td>\n",
       "      <td>1.058824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5660.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.304817e+14</td>\n",
       "      <td>2.219352e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.294632e+14</td>\n",
       "      <td>2.535122e+07</td>\n",
       "      <td>15778.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5776.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.577447e+14</td>\n",
       "      <td>2.425562e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.131328e+15</td>\n",
       "      <td>2.564764e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.591414e+13</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">6000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.404578e+14</td>\n",
       "      <td>8.130630e+06</td>\n",
       "      <td>90723.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.425549e+12</td>\n",
       "      <td>7.054336e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6500.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>9.705342e+14</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6520.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.151715e+13</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6680.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.348908e+12</td>\n",
       "      <td>1.983812e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.787440e+14</td>\n",
       "      <td>1.827562e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.069595e+15</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7220.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.538183e+11</td>\n",
       "      <td>5.502672e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.788401e+13</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7780.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.112990e+13</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.461638e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.468053e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">8000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.538068e+14</td>\n",
       "      <td>1.571296e+07</td>\n",
       "      <td>91082.090909</td>\n",
       "      <td>2.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.421442e+12</td>\n",
       "      <td>2.554292e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8400.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.167676e+15</td>\n",
       "      <td>1.108890e+07</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.195646e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8960.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>1.796538e+15</td>\n",
       "      <td>2.805821e+07</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">9000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.225891e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.194104e+13</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>5.912775e+14</td>\n",
       "      <td>1.830922e+07</td>\n",
       "      <td>138057.500000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9800.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>6.175867e+14</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">10000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>8.905270e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7.988003e+14</td>\n",
       "      <td>1.289945e+07</td>\n",
       "      <td>109262.650000</td>\n",
       "      <td>1.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10160.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.419018e+14</td>\n",
       "      <td>6.390784e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10400.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.050693e+15</td>\n",
       "      <td>1.695204e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10600.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.281244e+14</td>\n",
       "      <td>1.983812e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10800.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>8.927287e+14</td>\n",
       "      <td>9.424022e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.134512e+13</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11400.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.154186e+15</td>\n",
       "      <td>9.455625e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11400.7000</th>\n",
       "      <th>1</th>\n",
       "      <td>5.646976e+14</td>\n",
       "      <td>9.455625e+06</td>\n",
       "      <td>102557.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11773.3600</th>\n",
       "      <th>1</th>\n",
       "      <td>2.208637e+14</td>\n",
       "      <td>4.910656e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11987.8400</th>\n",
       "      <th>1</th>\n",
       "      <td>1.448113e+15</td>\n",
       "      <td>9.455625e+06</td>\n",
       "      <td>173558.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>8.490226e+14</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>105186.666667</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.469681e+15</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13600.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.071989e+15</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>8.688203e+14</td>\n",
       "      <td>1.935902e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14400.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.031771e+15</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14500.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.198965e+13</td>\n",
       "      <td>5.496740e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.190450e+15</td>\n",
       "      <td>7.327360e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15400.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.658138e+10</td>\n",
       "      <td>1.982921e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15800.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>5.320829e+13</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>4.382640e+14</td>\n",
       "      <td>1.468866e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17200.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.297494e+14</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17600.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>5.271658e+12</td>\n",
       "      <td>5.499706e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.245757e+15</td>\n",
       "      <td>3.639716e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18100.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.873000e+14</td>\n",
       "      <td>5.496740e+07</td>\n",
       "      <td>71001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19200.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.615415e+14</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19600.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.123806e+15</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19700.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.610173e+15</td>\n",
       "      <td>6.728836e+06</td>\n",
       "      <td>23667.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">20000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.420233e+14</td>\n",
       "      <td>9.519009e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.357592e+15</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21917.2000</th>\n",
       "      <th>0</th>\n",
       "      <td>3.199389e+13</td>\n",
       "      <td>2.356225e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22300.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>5.839417e+14</td>\n",
       "      <td>4.651240e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23200.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.354017e+15</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23400.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>9.881372e+14</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>6.328545e+12</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30199.7600</th>\n",
       "      <th>1</th>\n",
       "      <td>5.829084e+12</td>\n",
       "      <td>3.422500e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33200.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.676338e+15</td>\n",
       "      <td>2.732409e+06</td>\n",
       "      <td>39445.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>3.551396e+13</td>\n",
       "      <td>1.258884e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>7.736206e+11</td>\n",
       "      <td>2.379488e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39900.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>2.334490e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">40000.0000</th>\n",
       "      <th>0</th>\n",
       "      <td>4.982955e+14</td>\n",
       "      <td>1.395746e+07</td>\n",
       "      <td>112266.538462</td>\n",
       "      <td>0.923077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.595585e+14</td>\n",
       "      <td>1.506910e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.018055e+15</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>3.308283e+14</td>\n",
       "      <td>5.253264e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.048819e+15</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59200.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.035093e+14</td>\n",
       "      <td>2.657402e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>7.075807e+14</td>\n",
       "      <td>1.301415e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.888889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.338814e+15</td>\n",
       "      <td>1.982921e+07</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>6.206330e+14</td>\n",
       "      <td>7.124087e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>1.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>4.336262e+11</td>\n",
       "      <td>8.262810e+05</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>1.749298e+13</td>\n",
       "      <td>5.978025e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>9.096842e+14</td>\n",
       "      <td>2.356225e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197000.0000</th>\n",
       "      <th>1</th>\n",
       "      <td>2.600687e+15</td>\n",
       "      <td>2.356225e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197217.7600</th>\n",
       "      <th>1</th>\n",
       "      <td>3.576663e+12</td>\n",
       "      <td>2.356225e+06</td>\n",
       "      <td>118335.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           transaction_number       user_id     partner_id  \\\n",
       "money_transacted is_fraud                                                    \n",
       "-20000.0000      0               3.689278e+13  5.384624e+07   23667.000000   \n",
       "-18000.0000      1               1.847450e+14  5.386092e+07   23667.000000   \n",
       "-10000.0000      1               1.030555e+15  5.460859e+07   42074.666667   \n",
       "-4000.0000       0               1.120665e+15  5.459052e+07   63112.000000   \n",
       "-3200.0000       0               6.548766e+11  5.391965e+07   23667.000000   \n",
       "-3000.0000       0               4.428578e+14  5.389396e+07   78890.000000   \n",
       "-2300.0000       0               1.018767e+14  1.506362e+07   55223.000000   \n",
       "-2200.0000       0               1.871336e+13  5.391965e+07   23667.000000   \n",
       "-2000.0000       0               4.869853e+14  5.409415e+07   42782.653846   \n",
       "-1800.0000       0               8.280418e+14  5.391965e+07   23667.000000   \n",
       "-1700.0000       0               5.542549e+14  5.391965e+07   32870.833333   \n",
       "-1500.0000       0               7.864651e+14  5.391965e+07   23667.000000   \n",
       "-1400.0000       0               5.258682e+14  5.460050e+07   56800.800000   \n",
       "-1200.0000       0               6.757860e+14  5.109312e+07   53004.218750   \n",
       "-1100.0000       0               5.379764e+14  5.391965e+07   55223.000000   \n",
       "-1000.0000       0               5.599441e+14  4.963137e+07   50316.426829   \n",
       "-800.0000        0               7.449990e+14  5.296275e+07   35500.500000   \n",
       "-757.5600        0               1.445235e+15  5.493774e+07  102557.000000   \n",
       "-700.0000        0               7.652078e+14  5.292906e+07   50401.944444   \n",
       "-628.0000        0               6.742954e+11  5.589058e+07  102557.000000   \n",
       "-600.0000        0               6.584394e+14  5.374246e+07   41081.615883   \n",
       "-560.0000        0               8.265877e+14  1.861922e+07   63112.000000   \n",
       "-520.0000        0               1.763886e+15  1.861922e+07  149891.000000   \n",
       "-500.0000        0               6.917105e+14  5.379352e+07   47707.232016   \n",
       "-480.0000        0               3.252772e+14  5.550250e+07   23667.000000   \n",
       "-420.0000        0               5.050810e+14  1.108890e+07   47334.000000   \n",
       "-400.0000        0               7.365274e+14  5.120448e+07   46066.854922   \n",
       "-360.0000        0               8.194807e+14  3.899059e+07   49963.666667   \n",
       "-300.0000        0               5.821181e+14  5.392377e+07   53115.008097   \n",
       "-299.9800        0               1.015893e+15  2.773076e+07   78890.000000   \n",
       "-290.0000        0               2.567409e+14  3.161202e+06   60482.333333   \n",
       "-280.0000        0               9.631350e+14  8.632425e+06   54565.583333   \n",
       "-260.0000        0               6.689910e+14  2.274824e+07  103163.846154   \n",
       "-258.8800        0               9.648403e+14  7.800849e+06  173558.000000   \n",
       "-250.0000        0               7.482986e+14  5.391965e+07   50866.388060   \n",
       "-240.0000        0               8.090432e+14  2.459277e+07  118828.062500   \n",
       "-220.0000        0               5.298826e+14  9.552299e+06  105844.083333   \n",
       "-200.0000        0               6.441589e+14  4.160429e+07   64171.300353   \n",
       "-190.0000        0               2.607917e+13  2.335789e+07   78890.000000   \n",
       "-180.0000        0               7.138826e+14  1.862706e+07   95982.833333   \n",
       "-160.0000        0               5.077240e+14  3.372801e+07   18407.666667   \n",
       "-150.0000        0               2.606600e+14  9.628609e+06   47334.000000   \n",
       "-140.0000        0               5.246450e+14  1.686777e+07   36157.916667   \n",
       "-132.0000        0               9.132377e+14  4.778596e+06  149891.000000   \n",
       "-120.0000        0               9.377872e+14  1.367192e+07   71001.000000   \n",
       "-110.0000        0               9.501232e+14  1.057128e+07   78890.000000   \n",
       "-100.0000        0               6.983558e+14  1.207953e+07   48236.817780   \n",
       "-90.0000         0               6.188315e+14  3.787859e+07   78890.000000   \n",
       "-81.5400         0               6.436549e+13  5.486365e+07  102557.000000   \n",
       "-80.0000         0               7.048404e+14  2.275370e+07   67450.950000   \n",
       "-78.4000         0               2.889009e+14  1.240315e+07   47334.000000   \n",
       "-77.0000         0               4.691932e+14  4.901796e+06   47334.000000   \n",
       "-75.0000         0               9.395565e+14  1.766703e+07   47334.000000   \n",
       "-72.0000         0               6.782394e+12  2.379488e+07   47334.000000   \n",
       "-70.2000         0               1.900634e+12  1.440202e+07   47334.000000   \n",
       "-70.0000         0               2.646252e+14  7.062612e+06   66179.944444   \n",
       "-64.4000         0               1.173732e+13  2.657402e+07   47334.000000   \n",
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       "-58.0000         0               1.559322e+15  2.657402e+07   47334.000000   \n",
       "-56.0000         0               8.202370e+13  7.344100e+06   23667.000000   \n",
       "-54.4000         0               2.390281e+13  2.657402e+07   47334.000000   \n",
       "-52.0000         0               7.968816e+14  2.657402e+07   47334.000000   \n",
       "-50.4000         0               3.360503e+14  3.906250e+05   47334.000000   \n",
       "-50.0000         0               7.003453e+14  1.680051e+07   46305.000000   \n",
       "-49.8500         0               3.329428e+14  1.435477e+07   47334.000000   \n",
       "-48.6200         0               2.403412e+12  5.551740e+07   78890.000000   \n",
       "-45.0000         0               2.490018e+12  1.910564e+07   47334.000000   \n",
       "-44.0000         0               1.397246e+15  1.650631e+07   35500.500000   \n",
       "-42.4000         0               1.229892e+15  2.657402e+07   47334.000000   \n",
       "-42.0000         0               2.582342e+14  9.657436e+06   45080.000000   \n",
       "-41.1000         0               8.698899e+11  3.755844e+06   23667.000000   \n",
       "-40.0000         0               7.216492e+14  2.057480e+07   52728.454545   \n",
       "-38.0000         0               3.101835e+14  3.950732e+07   63112.000000   \n",
       "-36.0000         0               6.635568e+14  4.651240e+05   47334.000000   \n",
       "-35.0000         0               8.105849e+14  1.136364e+07   15778.000000   \n",
       "-34.5000         0               1.488331e+13  2.034010e+07   47334.000000   \n",
       "-34.0000         0               1.045620e+15  2.107861e+07   42074.666667   \n",
       "-33.3400         0               8.056429e+13  7.711393e+06   47334.000000   \n",
       "-32.5800         0               7.513423e+14  1.229063e+07   47334.000000   \n",
       "-32.2000         0               3.488033e+14  1.208288e+07   47334.000000   \n",
       "-32.0000         0               1.634333e+15  1.442295e+07   39445.000000   \n",
       "-31.2000         0               8.449003e+14  8.262810e+05   47334.000000   \n",
       "-30.0000         0               7.689714e+14  1.326120e+07   48196.859375   \n",
       "-28.2800         0               2.378210e+14  8.173881e+06   78890.000000   \n",
       "-27.0000         0               2.860845e+14  9.740641e+06   47334.000000   \n",
       "-25.0000         0               5.321964e+14  8.924631e+06   47334.000000   \n",
       "-24.0000         0               8.840669e+14  2.222045e+07   40008.500000   \n",
       "-23.2000         0               5.058044e+14  5.134756e+06   47334.000000   \n",
       "-22.2000         0               3.403169e+14  8.173881e+06   23667.000000   \n",
       "-22.0000         0               7.093330e+14  3.508456e+07   56800.800000   \n",
       "-21.9000         0               5.645123e+14  8.619084e+06   47334.000000   \n",
       "-20.1000         0               6.444857e+14  1.101065e+07   47334.000000   \n",
       "                 1               3.689875e+14  7.482250e+05   47334.000000   \n",
       "-20.0000         0               7.196424e+14  1.223580e+07   47128.927851   \n",
       "-19.6000         0               3.112936e+14  1.807950e+07   47334.000000   \n",
       "-19.5000         0               5.377803e+14  1.136364e+07   47334.000000   \n",
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       "-17.5000         0               3.543989e+14  1.136364e+07   47334.000000   \n",
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       "-16.0000         0               1.617381e+15  1.982607e+07   68371.333333   \n",
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       "-15.2000         0               1.763697e+14  1.166222e+07   47334.000000   \n",
       "-15.0020         0               1.178147e+14  7.929856e+06   47334.000000   \n",
       "-15.0000         0               6.434968e+14  1.361942e+07   47334.000000   \n",
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       "-14.0000         0               8.976587e+14  1.985801e+07   44704.333333   \n",
       "-13.0000         0               5.108624e+14  1.903717e+07   47334.000000   \n",
       "-12.8800         0               7.155203e+14  9.668838e+06   47334.000000   \n",
       "-12.5000         0               1.622152e+15  1.136364e+07    7889.000000   \n",
       "-12.4400         0               7.651487e+14  9.547493e+06   47334.000000   \n",
       "-12.2000         0               2.353539e+15  1.191630e+07   47334.000000   \n",
       "-12.0000         0               7.022712e+14  1.363185e+07   49525.388889   \n",
       "-11.8000         0               7.111746e+13  5.387560e+05   47334.000000   \n",
       "-11.0000         0               1.635027e+14  1.170357e+07   47334.000000   \n",
       "-10.7000         0               3.679313e+10  2.107728e+07   47334.000000   \n",
       "-10.4000         0               9.610972e+14  1.562747e+07   47334.000000   \n",
       "-10.1000         0               1.501277e+14  8.173881e+06   47334.000000   \n",
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       "\n",
       "                           partner_pricing_category  \n",
       "money_transacted is_fraud                            \n",
       "-20000.0000      0                         4.000000  \n",
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       " 14400.0000      1                         2.000000  \n",
       " 14500.0000      1                         2.000000  \n",
       " 15000.0000      1                         2.000000  \n",
       " 15400.0000      1                         0.000000  \n",
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       " 17200.0000      1                         2.000000  \n",
       " 17600.0000      1                         2.000000  \n",
       " 18000.0000      1                         0.666667  \n",
       " 18100.0000      1                         2.000000  \n",
       " 19200.0000      0                         2.000000  \n",
       " 19600.0000      0                         2.000000  \n",
       " 19700.0000      0                         1.000000  \n",
       " 20000.0000      0                         1.583333  \n",
       "                 1                         2.000000  \n",
       " 21917.2000      0                         2.000000  \n",
       " 22300.0000      1                         2.000000  \n",
       " 23200.0000      1                         2.000000  \n",
       " 23400.0000      1                         2.000000  \n",
       " 30000.0000      1                         0.000000  \n",
       " 30199.7600      1                         2.000000  \n",
       " 33200.0000      1                         2.000000  \n",
       " 37000.0000      1                         2.000000  \n",
       " 38000.0000      0                         0.000000  \n",
       " 39900.0000      0                         2.000000  \n",
       " 40000.0000      0                         0.923077  \n",
       "                 1                         1.200000  \n",
       " 49000.0000      1                         2.000000  \n",
       " 56000.0000      1                         2.000000  \n",
       " 59000.0000      1                         2.000000  \n",
       " 59200.0000      1                         2.000000  \n",
       " 60000.0000      1                         0.888889  \n",
       " 80000.0000      1                         0.000000  \n",
       " 100000.0000     1                         1.333333  \n",
       " 140000.0000     1                         2.000000  \n",
       " 172000.0000     1                         2.000000  \n",
       " 196000.0000     1                         2.000000  \n",
       " 197000.0000     1                         2.000000  \n",
       " 197217.7600     1                         2.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.groupby(['money_transacted','is_fraud']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#3) Graphical Univariate Analysis\n",
    "#Plot the Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0    76375\n",
       "1      154\n",
       "Name: is_fraud, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(4,6))\n",
    "sns.countplot(x=\"is_fraud\", data= Indav_train)\n",
    "plt.show()\n",
    "\n",
    "Indav_train.is_fraud.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "sbi_atm_cum_debit_card        30538\n",
       "e_wallet_payments             27384\n",
       "visa_master_debit_cards       11643\n",
       "other_debit_cards              4495\n",
       "visa_master_credit_cards       2454\n",
       "unified_payments_interface       15\n",
       "Name: payment_method, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,12))\n",
    "sns.countplot(x=\"payment_method\", data= Indav_train)\n",
    "plt.show()\n",
    "\n",
    "Indav_train.payment_method.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "cat_1    36306\n",
       "cat_2    36019\n",
       "cat_3     1536\n",
       "cat_4     1310\n",
       "cat_5     1026\n",
       "cat_7      165\n",
       "cat_6      146\n",
       "cat_8       19\n",
       "cat_9        2\n",
       "Name: partner_category, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,12))\n",
    "sns.countplot(x=\"partner_category\", data= Indav_train)\n",
    "plt.show()\n",
    "\n",
    "Indav_train.partner_category.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_columns = [cname for cname in Indav_train.columns if Indav_train[cname].dtype == 'object']\n",
    "\n",
    "numerical_columns   = [cname for cname in Indav_train.columns if Indav_train[cname].dtype in['int64', 'float64']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+1bjjqduAjCFAk/81hTnT5+Zuo3NRTjx/6x95GB3Oasd/Pl3A05MfB2DYHU8x5/V38rKpymUhP4xVTEzcbQBsApbFGE9JrC9OxtCZGsAXQGXglhjj9BDChhjjL5NRzwJOiTH2DCH8g4whQAGYClwF/Al4CfgRmAZcnmXf64HuZAzPmRBj/GsI4Uzg9kR9mgETgX4xxnkhhPOAGxLlT4gx9k+Us9P67KK9w4FXEvMHtt/3TuA04KtEnV6OMQ4PISwEmsQYVyYm9zaJMfZJ7LOQjE8wDiNjTsMKMsb0zwT+kniz05qM+QjFE9UYGGN8OWu5v+dv5fCenNXy8F6/HaT/WZF8+SGn9MdsJW/GBRcmvlbkjjcWT93dSIpcs/mdMbnWxynRtHOutzlfdPqVPOz05yw7/bnDC7kKAjv9Oc/Xitxhpz935IfhPZIkSVLeyqP75+cWO/05KIQwgB3vfT8mxjgkL+ojSZKkwslOfw5KdO7t4EuSJOV3eXT//NziYDVJkiSpgLPTL0mSJBVwDu+RJEmSCvhEXjP9kiRJUgFnpl+SJEky0y9JkiQpmZnplyRJUqEX47a8rkKOMtMvSZIkFXBm+iVJkiTH9EuSJElKZmb6JUmSpGimX5IkSVISM9MvSZIkOaZfkiRJUjIz0y9JkiQ5pl+SJElSMjPTL0mSJDmmX5IkSVIys9MvSZIkFXAO75EkSZKcyCtJkiQpmZnplyRJkpzIK0mSJCmZmemXJEmSzPRLkiRJSmZm+iVJkiTv3iNJkiQpmZnplyRJkhzTL0mSJCmZmemXJEmSHNMvSZIkKZmZ6ZckSZIc0y9JkiQpmZnplyRJkhzTL0mSJCk3hRA6hBC+CCF8HUK4fifb9w0hTAshvB9CmB9COGl35dnplyRJkvKREEIq8DBwInAIcG4I4ZDtwgYCo2OMjYBzgEd2V6bDe/SHtDy8V15XoUCb+eFTeV2FQqHJYefndRUKvEjM6yoUeCOKV87rKhR4l2/dmNdVUG7KXxN5mwJfxxgXAIQQRgGnAZ9miYlA2cTv5YAluyvQTr8kSZKUv9QAvs+yvAg4aruYW4DJIYTLgVJA290V6PAeSZIkKT091x4hhItCCPOyPC7arjZhJzXc/iPUc4HhMcaawEnAcyGEXfbtzfRLkiRJuSjGOAwYtpuQRUCtLMs12XH4Ti+gQ6K8t0IIJYBKwPKdFWimX5IkSYox9x6/bS5QN4RQJ4RQjIyJui9vF/Md0AYghHAwUAJYsasC7fRLkiRJ+UiMcSvQB5gEfEbGXXo+CSEMCiGcmgi7BugdQvgQGAn0jHHX7ygc3iNJkiTlr7v3EGOcAEzYbt1NWX7/FDjm95Znpl+SJEkq4Mz0S5IkSfks07+nmemXJEmSCjgz/ZIkSVI00y9JkiQpiZnplyRJkhzTL0mSJCmZmemXJEmSft835SYtM/2SJElSAWemX5IkSXJMvyRJkqRkZqdfkiRJKuAc3iNJkiQ5vEeSJElSMjPTL0mSJEUz/ZIkSZKSmJl+SZIkFXox3S/nkiRJkpTEzPRLkiRJ3r1HkiRJUjIz0y9JkiR59x5JkiRJycxMvyRJkuTdeyRJkiQlMzP9kiRJknfvkSRJkpTMzPRLkiRJZvolSZIkJTM7/ZIkSVIB5/AeSZIkKXrLTkmSJElJzEy/JEmS5EReSZIkScnMTL8kSZKU7ph+Kc9dPehyxsx6nudee5J6h9XdacyB9evx/JSnGDPrea4edHnm+rJ7l+H+kXcxetZz3D/yLsqUK525rVGzw3l28hO88PozPDL2vsz1pcuWYsiwWxg141lGTh/OYUccknONS1IDb7+HliefQ6fzL8nrqiSl6wZfzbi3RjPm9REcVL/eTmMObnAgY6c9x7i3RnPd4Ksz11/WvzdjXh/Bi1OG89io+6i8TyUASpcpxQMj7mT01Gf5x4znOe2ck3OlLfnZdYOv5pW3xjD29ec4eDfn+aVpz/PKW2Oynedf9Lj0POYvfYu9K5TLXNekeSNGT3mWf8x4gaf/+UiO1T+ZlDmuMQe9/ggHz3icKpeeucu4cic1p+G3L7NX/T8BULpFQ+q9cg8HTnqAeq/cQ+nmDXKryvlSw2aH8/Tkxxnx+lM8OPae3cZedVsfJn35yh8+RrVaVXl83EP8fdaz3PLoQIoUzcgBn9ilPePmv8TTkx/n6cmPc8q5J/1XbVD+ZKdf+V6z1kdRq04NOrc4nzuuu5v+/7fjRRmg//9dxR3X3U3nFudTq04Njm7VFIBul53HvFnv0aVFN+bNeo9ul50HZHTsr739Kvr3HEDX1hcw4OJbMsu6etDlzJn2Ducc14NuJ/yZhV99m+PtTDadTjqBx+4ZnNfVSEot2jRj3/1r0rFZFwb1G8rAodfuNG7g0GsZ1G8oHZt1Yd/9a3JM66MBGP7IC3Ru3Z2z2/Zk5muzubjvBQCcfcGZLPhyIV3a9KDXGX245ubLMy/mhVGLNs3Yb/9anNKsM4P63cHAof13GjdwaH9u7XcHpzTrzH7716JF4jwD7FO9Cke3PJIli9Iy15UpW5oBd1zLFT36c8ZxXenXe0COtyXfS0mh5m0Xs6DHrXze9jLKn9qS4nVr7RhWai8q9+zIxve+yFy3bc06Flw4mC/aX8F3fe9j33t3/hpfGJQuW4prbr+S63veSPfWvbjx4kG7jD2wQT1KZ0li/RGXDOjN6Cde4rwWPVj/wwZOOffEzG1TX57Ohe0u5sJ2F/PKyAn/VflJK6bn3iMP2OkvREII1UMIY3exbXoIoUlu1+n3aNn+GCaOnQzAJ+99RulypahYpUK2mIpVKlCqTCk+fvdTACaOncxxHVoAcGz75kwYMwmACWMm0bLDMQC0O70t0ye+wbIlywFYs2otACVLl6ThUQ0Yl3ix27plKxvWbczhViafJg3rU65smbyuRlJq1f5Yxo1+FYCP3vuEMmVLU6lKxWwxlapUpFTpUsx/92MAxo1+ldYdWgKwccOPmXElSpYgkvGRdIyRkqVLAlCy1F78sHYd27Zuy/H25Fet2rdk3OiJAMzfzXkune08T6RVh+Myt/cfdCX33vZwtjv5nXRGO6aOn87SxcsAWL1yTQ63JP8r2bAuPy1M4+fvlxG3bGXNuDcod8JRO8RVu6Yryx97ifjTz5nrNn2ygK3LVwOw+cvvSClelFCscL5ZbXt6G2ZMfIPlievS2sR1aXspKSn85caLeXTwsGzr965QjtuG3cyw8Q8zbPzD1G9y6E73b3xMI6aPnwHAq2Mmc2z7Y/ZgK5RfFc7/qgIuhFAkxrh1+/UxxiXAWXlQpf9J5aqVMjvmACvSVlK5aiVWJS4Sv8QsT1uRubw8bQWVq2YMeahQqUJm7KrlqylfsTwA++5fkyJFivDwmHspWboko596iYljJ1Njv2qsXbWWgfdeR91DDuDz+V9y700PsXnT5txorgqBKtUqs2zJsszlZWkrqFKtMiuXr8oek7Y8S8xyqlSrnLnc5/qL6di5AxvWb+TPZ/YBYNTTL/HAiKFM+fBlSpUuSf+LbyIW8PtO706VapVZ+j+c5+PbtWB52gq+/PTrbOXut/++FClahKf+8TClSpXkhSdHM27MxBxuTf5WtGpFtqStzFzekraSko0OzBaz16H7U7R6Jda9Po8qF52+03LKndScTZ8sIP68wyWsUKiVuC49MOZuSpYuyZin/sGksa/tEHfGBZ2YPfnNbNdBgCsGXcboJ17io7kfU6V6Fe7++x10O/7CbDHlypdlww8b2LYtI9u8Im0FlRLXS4DjTzqWhkc14PtvFvHgLY+wfMkKCo0CPqbfTn8+EEKoDbwSYzwssdwPKA2sBi4BtgKfxhjPCSGUAh4E6pPx97slxvjvEEJP4GSgBFAKaL2744QQ9gKeAQ4BPgP2yrkW/o9C2GHV9v2YsNOY3f/zpqamcmCDelze5RqKlyjGE+Me5uP3PiU1NZV69etx940P8un7n3HVrX3o3udcht31zP/UDCnT73i+/tZz+qE7HuehOx7nwsu7cc6FZ/LoXU/RvNVRfP7xV/z5zMupVbsGj4++n/fmfJDtk4HCZCen8HedZ2KkxF7F6X1VTy4++8odNqcWSeWQBgfSu/PlFC9RnOdeeYL5737Mtwu+31NVT0I7P4+/bg7UuLEX3/W7f5cllKhbi+rX9+A/59+cA/VLDhnXpbpc1eVaipcoxqPjHuTT9z7j+wWLMmMq7lORVqe05Iqz+u6wf5NjG1O73n6Zy6VKl2KvUnuxaeOmzHW7e22Z/dpbTPnX62z5eQundTuFv953HVd16bcnm6g8ZKc/f7seqBNj/CmEsHdi3QDg9RjjhYl174QQpiS2NQMaxBhX76yw7VwK/BhjbBBCaAC8t6vAEMJFwEUAdcrVY59S1f/b9vxuZ/boxKldMyYhfvbB5+xTvUrmtsrVKrFy2cps8csTGbxfVKlWmZXLMrJ5q1eupmKVjGx/xSoVWLNqTeY+a1f/wOZNm9m8aTMfzJlP3UMO4IO357MibQWfvv8ZANPGz6Bbn/NytL0q+M6+4AzO6HoqAJ988Dn7VN8nc9s+1SqzYmn25/SyJcvZp1qVLDFVdogBmPjP13jo+b/x6F1Pcdo5J/P0g88B8P3CxSz+Lo06dffj48RzuTA4+4IzOTPzPH9G1f/iPC9fupJa+9Wkxr7VGPP6c5n7vjh5OOed2ItlS5azdvVaNv24mU0/bubdOR9Q79C6hbrTv2XpSopW+zVbXLRaJbYs+/VSlFJ6L0ocuB9/GjUEgCKVy7P/UwNY0GsImz76mqJVK1J72F/5ru99/Pzd0lyvf146vcdpdOyaMWF22rgZvD1tbuZ16cM5H3HAIftn6/TXO+xP1Khdg5GzM56bJfYqzshZIzi3RXdCSgqXnHo5P2/+Odsx7n7hDspXLs8XH37J0GvvpnS50qSmprBtWzqVq1VmVeJ6uW7Nusx9xr0wgUv+2junm5+vRO/Trzw0H3ghhHA+Gdl+gHbA9SGED4DpZGT2901se+13dvgBWgLPA8QY5yeOtVMxxmExxiYxxia50eEHeOnZf9GjXW96tOvNzEmzOfGsdgAc2vhgNq7buMNHmquWr2bjhh85tPHBAJx4VjtmTpoNwKzJb3JS5/YAnNS5PW9MehOAmZNm0/CoBqSmplC8RHEOaXQwC7/6ltUr1rBsyXL2PSBjElqTFo1Z+OXC3Gi2CrAXn/kHZ7ftydltezLt1Zl07NIBgPqND2XD+o3ZhpwArFy+io0bf6R+44wxuR27dGDapDcA2LdOzcy449u34JuvMyaaL128lKOOzZiaU6FSeWofsC+Lvl2S423LT1585iW6tO1Bl7Y9eP3VmXTskjFBsUHjQ1m/y/O8kQaZ5/lEpk2ayVef/4fjDzuZE488gxOPPINlaSs4u11PVq1YzbRJM2l8VENSU1MpsVdxGjQ+hG++WpjbTc1XfvzwK4rXqU6xWvsQihahfMdjWffa25nb09f/yMeNzufTFr35tEVvfnz/i8wOf2rZUuz/zE2k3TmCjfMKzxvUX/zz2X9nTpydOXEWhx9VP8t16SC+/eq7bPFvTX2bTo060+XornQ5uiubN/3EuS26AzB3xjzO7NkpM/ZPhx4AwDVdr+fCdhcz9Nq7AXj/zQ84/uSMuSsdOrfjjckZ18Ws8+WOadeMb7/OfmwlNzP9+cNWsr8BK5H4eTIZnfNTgRtDCIeS8RnqmTHGL7IWEEI4Cvijs02TYvDam1Pn0Lz1UYyZ/Tw/bfqJwX2HZm57dvIT9GiXkYm464Z7GXjv9RQvUYw5097hrdczLjgjHh7JkMdupuO5J7Fs8fLMu/R8+/V3zJn2Ds9NeYr09Mi4keNZ8MVCAO658QFueXAARYsWYfF3aQzJckxluPbmO5j7/nzWrl1Hm07n85de3TizY/u8rlZSeGPKm7Ro04xX5oxh86bN3HTVkMxtL04ZztltewIw5Lq7uO3+gRQvUZzZr7/FrKlvAXDlgEup/af9SE9PJ23RUgb3vxOAYfcM57b7BzJ22nOEELhv8COsXf1Drrcvv3hjypsc26Y54+eMYfOmn7jxql/vNjV6yrN0adsDgMHX3cXgxHme9fqczPO8Ky78MPcAACAASURBVN989S2zp81h7LTniOnp/OOFcXz9+YIcbUu+ty2dRTc9zv4jbiGkprB69BQ2f/U9Vfuex4/zv2bdlHd2uWulHidTrHY1ql5+NlUvPxuA/3S7ma2rCt9z99uvv+PtaXMZPuVJ0tPTeWXkBL5JXJfuHHE7Q6+9OzMrvzP33/gQV99+BcNfe4LUIql88PZ87r7+vh3iHh3yBLc8MpA/97+Arz75mvEjM+aknHXh6RzTrjnbtm1j3dr13H7VnTnSznyrgI/pD4V5kld+EUIoCqQBBwIbgBnAZODpGOPCxPZFie39gbLA5THGGEJoFGN8PzGmv0mMsc9ujlObX8f09wUOiTH+OYRwGPABcHSMcd7u6tqsRiufMDlo5odP5XUVCoUmh52f11Uo8GJy5BSS2ojilX87SP+Ty7d657bc8MbiqTuZFJL7Ng7pnmsvXKUGjMj1NpvpzwdijFtCCIOAt4FvgM+BVOD5EEI5MrL798YY14YQbgPuA+aHjNk4C4FT/ovDPgo8E0KYT0aHf9dpGEmSpIIuj+6fn1vs9OcTMcYHgAd+R9wm4OKdrB8ODP+NfRcCh2Up55w/XlNJkiQlGyfySpIkSQWcmf4CKIRQH3huu9U/xRh3/HpESZIkFfiJvHb6C6AY40dAw7yuhyRJkvIHO/2SJEmSX84lSZIkKZmZ6ZckSZIK+Jh+M/2SJElSAWemX5IkSSrgX85lpl+SJEkq4Mz0S5IkSY7plyRJkpTMzPRLkiSp0Ivep1+SJElSMjPTL0mSJDmmX5IkSVIyM9MvSZIkmemXJEmSlMzs9EuSJEkFnMN7JEmSpOgtOyVJkiQlMTP9kiRJkhN5JUmSJCUzM/2SJEkq9KKZfkmSJEnJzEy/JEmSZKZfkiRJUjIz0y9JkiSle59+SZIkSUnMTL8kSZLkmH5JkiRJycxMvyRJkmSmX5IkSVIyM9MvSZKkQi9GM/2SJEmSkpidfkmSJKmAc3iPJEmS5EReSZIkScnMTL8kSZJkpl+SJElSbgohdAghfBFC+DqEcP0uYrqEED4NIXwSQvj77soz068/pIjvE3NUk8POz+sqFArzPn4+r6tQ4F1wRL+8rkKB1yTt7byuQoHXsWrjvK6CclHMR5n+EEIq8DBwArAImBtCeDnG+GmWmLrADcAxMcY1IYQquyvTHpwkSZKUvzQFvo4xLogx/gyMAk7bLqY38HCMcQ1AjHH57gq00y9JkiSlx1x7hBAuCiHMy/K4aLva1AC+z7K8KLEuq3pAvRDC7BDCnBBCh901z+E9kiRJUi6KMQ4Dhu0mJOxst+2WiwB1geOBmsAbIYTDYoxrd1agnX5JkiQpPa8rkM0ioFaW5ZrAkp3EzIkxbgG+CSF8QcabgLk7K9DhPZIkSVL+MheoG0KoE0IoBpwDvLxdzL+AVgAhhEpkDPdZsKsCzfRLkiSp0MtPd++JMW4NIfQBJgGpwNMxxk9CCIOAeTHGlxPb2oUQPgW2AdfGGFftqkw7/ZIkSVI+E2OcAEzYbt1NWX6PQN/E4zfZ6ZckSZLyUaY/JzimX5IkSSrgzPRLkiRJ+evuPXucmX5JkiSpgLPTL0mSJBVwDu+RJElSoZefbtmZE8z0S5IkSQWcmX5JkiTJibySJEmSkpmZfkmSJBV6jumXJEmSlNTM9EuSJEmO6ZckSZKUzMz0S5IkqdCLZvolSZIkJTMz/ZIkSZKZfkmSJEnJzEy/JEmSCj3H9EuSJElKamb6JUmSJDP9kiRJkpKZnX5JkiSpgHN4jyRJkgo9J/JKkiRJSmpm+iVJklTomemXJEmSlNTM9EuSJKnQM9MvSZIkKamZ6ZckSZJiyOsa5Cgz/ZIkSVIBZ6ZfkiRJhZ5j+iVJkiQlNTP9kiRJKvRiesEe02+nX/la0+OP5MpBl5GSksIrIyfwwsOjsm0vWqwoA+6/jgPr12PdmnXcfOltLF20DIDz+5zLyeecSHp6Ovff+BDvzJgHwPV396N526NZs3ItPdr8OVt5Z17QiTMu6MS2rdt4a+rbPDpkWO40NJ+5bvDVtGjTjM2bNnPjlYP5/KMvd4g5uMGB3Hb/QIqXKM6sqW8xdOC9AFzWvzfHdziW9PR01qxcy41XDmbFspWULlOK2x++mao19qFIkVSefXQk/x41PreblnQG3n4PM2e/Q4Xye/Ov5x/L6+okjQbHNaLbzReSkprC9FFTGPfoP7NtL1KsCJfccyV16u/P+jXreajP3axctILUokXodfsl1GlwAOnpkedvfYrP5nxCsRLFuOLRa6my7z6kp6fz/pR5vDj0+TxqXf517z2DOLFDa37ctIleva7m/Q8+3iHmtkHXcX7Xsyhfvhx7V6iXuX7ffWvw5LB7qFS5AmtWr6V7zytYvDgtN6ufLzU6rjG9bulNSmoKU0a9xj8eGZtte5FiRbjy3r4cUP8A1q9Zz98uu5MVi5YDsN9Btbn0/y5jrzIlienpXNuxL1t+2sKNI26hfJUKpBZJ5bN3PmHYwMdITy/gY1vk8B7lXykpKfQdcgX9zr+Bbq0upG2n1tSuu1+2mJPPPZH1P2zg3BbdGf3ES1wyoDcAtevuR5vTWtG9dS/6db2evrdfSUpKxtN94uhJ9Ot6ww7Ha9S8IS3aN6dn2950b92LkY+NzvlG5kMt2jRj3/1r0rFZFwb1G8rAodfuNG7g0GsZ1G8oHZt1Yd/9a3JM66MBGP7IC3Ru3Z2z2/Zk5muzubjvBQCcfcGZLPhyIV3a9KDXGX245ubLKVLUvMNv6XTSCTx2z+C8rkZSCSkp9LitN3f2GEz/tldy9KnHUr1uzWwxx5/dlo0/bOCa4y7j1afGcc713QFodW5bAG5ofzVDz7+V8wb2JISM7N/4Yf+mf5srGHBSP+o1OYgGxzfK3Yblcyd2aE3dP9XhoENacOml1/HwQ/+307hXXnmNZsecvMP6O4fexHMvjKXxEScweMh9DBm84+t0YZOSksJFgy/hth63cEWby2hxaktq1q2VLabt2e3Y+MMG/tLyYsY9+W+639AzY9/UFK66vy+P/fVhrmx7GTd2+SvbtmwD4G9/GUrfDldwZdvLKFuhHM1PPia3m5YvxfTce+QFO/35RAihUwjhkFw4zpu7WD88hHBWTh//jzi40UEsXriYtO/S2LplK1P/PY0W7Ztnizm2XXNeHTMZgOnjZ3BEi8YAtGjfnKn/nsaWn7eQ9v1SFi9czMGNDgLgw7c/Yt3adTscr1P3jjz/8Ci2/LwFgLWr1uZk8/KtVu2PZdzoVwH46L1PKFO2NJWqVMwWU6lKRUqVLsX8dzOyeONGv0rrDi0B2Ljhx8y4EiVLEIkAxBgpWbokACVL7cUPa9exbeu2HG9PsmvSsD7lypbJ62oklQMa/ollC9NY8f0ytm3ZypxxszjihKbZYhqfcCRvvDQNgHcmvMWhx9QHoEbdWnzy5nwA1q36gR/XbaROgwP4efPPfPZWxvN925atLPx4ARWqZv+/KOw6dmzPcy9kZKHffuc9yu1djqpVq+wQ9/Y777F06fId1h98cF1ef30WANOmz+bUju1ytsJJoG7DuqQtTGPZd8vYumUrs8bNpGm7o7LFNG13FNPGTgXgzQmzaXDM4QA0bNmIbz9byMLPFgKwfu36zGz+pg2bAEgtkkqRYkUyX6dVsNnpzwdCCEWATsAe6fSHEFJ3tS3G2HxX2/KbylUrsXzJiszlFWkrqFS1UraYSlUrsXxJxsVj27Z0Nq7bSLnyZRPrf913edpKKm+37/Zq7V+Tw5vW5/FxD/Hg2Hs46PAD92BrkkeVapVZtmRZ5vKytBVUqVZ5x5i05VlilmeL6XP9xUx695+cfGZ7HrnzSQBGPf0S+9fdjykfvszYac9x5433EaMXGu155atWZHXaqszl1WmrKF+1wo4xSzJi0rel8+P6HyldvgzffbqQxic0JSU1hcq1qlD7sAOoWD37a0fJsiVp1LYJn8z+KOcbk0RqVK/Kou+XZC4vXpRGjepVf/f+8+d/yhmnnwRAp04nUrZsGSpUKL/H65lMKlStyMolKzOXV6WtouI+2d9sVswSk/Fc3kiZ8mWpvn8NInDTc7fyt/H30emSM7Ltd9NztzL8/efZtGETb43faT6w0Ikx5NojL9jp30NCCLVDCJ+HEJ4NIcwPIYwNIZQMIdwUQpgbQvg4hDAsJD4nDiFMDyHcHkKYAVwHnArcFUL4IIRwQGL70BDCOyGEL0MIxyb2Sw0h3JUoc34I4eLE+uNDCNNCCH8HdnklCiFsSPwMIYSHQgifhhDGAzumY37d56IQwrwQwrylGxfvsXP2m3b2P7FdJ/GXj92zhexq/W90MFNTUylTrjQXd+zDI4Mf59bHbvwjtS04fse5+63z+9Adj9P+iNMZ/9IkzrnwTACatzqKzz/+iraHn0qXNj244fa+lEpk/qU9aaeX0+3+/XfyFIYYmTF6KqvTVnHbuLs4/6YL+eq9z7N9IpWSmsJlD/Zl0jMTWPH9sp0UUnj9N6+7WfW/7jZatjyaue9MouWxR7NoURpbt27dk1VMOr/rnO7syRwjqampHNzkEO694m7+euZ1HN2+GfWPaZAZMqjbzVzYpDtFixXNtl4Fl53+PetAYFiMsQGwDvgL8FCM8cgY42HAXsApWeL3jjEeF2McArwMXBtjbBhj/E9ie5EYY1PgKuDmxLpewA8xxiOBI4HeIYQ6iW1NgQExxt/zicHpifrWB3oDu/wEIMY4LMbYJMbYpGqpGr+j6D1jRdpKqlT/NXtcuVplVi5btV3MCqpUz3i/kpqaQqmypVi3Zl1i/a/7VqlWaYd9dzzeCmZMzPho+bMPviCmR/auUG5PNSdfO/uCM3hxynBenDKcFUtXsk/1fTK37VOtMiuWrswWv2zJcvapViVLTJUdYgAm/vM12p7cCoDTzjmZqRNmAPD9wsUs/i6NOtvN0ZD2hNVLV1Gh2q/Z0ArVKrJm2ersMWmrqFA9IyYlNYWSZUqyYe0G0rel88JtzzDgpGu4t/cdlCxbiqULf51M2uuOS1n6TRqTnn4ldxqTz116SQ/mzZ3MvLmTWZK2lJq1qmduq1GzGkvSfv8bo7S0ZXTu0psjm7bnxpuGArBu3fo9XudksiptJZWyfNJUsVpFVi9fvcuYjOdyKdavXc+qtJV88vbHrF+zjp83/8S70+ZxwGEHZNt3y09bmDvlbZqekH3IkAomO/171vcxxtmJ358HWgCtQghvhxA+AloDh2aJf/E3yvtH4ue7QO3E7+2A7iGED4C3gYpA3cS2d2KM3/zOurYERsYYt8UYlwCv/879cs3nH3xOzTo1qFarKkWKFqHNaa2YNTn7R5CzJr9Fh84Z4z6PP/k43pv9fmL9m7Q5rRVFixWlWq2q1KxTg8/e/3y3x3tj0myOOCZjYl6t/WtSpFgR1q7+IQdalv+8+Mw/OLttT85u25Npr86kY5cOANRvfCgb1m9k5fLsb5hWLl/Fxo0/Ur9xxtO5Y5cOTJv0BgD71vl1wuTx7VvwzdffArB08VKOOrYJABUqlaf2Afuy6NslSHvagg+/pmqdalSuVYXUokU4umML3nttbraY96bM5dgzM96QNj2pGZ++mfEBabESxSi+V3EADmtxOOlbt7Hkq0UAnNXvXPYqU5Lnb306F1uTvz362LM0ObIdTY5sx8svT6Jb14ypYUc1bcy6H9btdOz+rlSsWD4zs339dZcz/NlRv7FHwffVh19RrU51qtTahyJFi9CiY0vmvvZOtpi5r71Nq7PaAND8pGP4KDEn5f2Z77HfQbUpVqI4KakpHHr0YXz/1feUKFmC8lUyhk2lpKbQuFUTFv1nUe42LJ8q6BN5vXXGnrX955gReARoEmP8PoRwC1Aiy/aNv1HeT4mf2/j1bxWAy2OMk7IGhhCO/x3l/VZ985Vt29K5d+CD3P33oaSkpDD+xYks/PJbevXryecffsHs195i/KgJDHzgBkbOGsG6teu55S8ZdzlZ+OW3vD5uOs9Ne5pt27Zxz4AHMycw3fzwABo1O5xyFcrx0rxRPP23Zxk/aiLjR73KDXdfy7NTn2Trlq3cftXQvGx+nnljypu0aNOMV+aMYfOmzdx01ZDMbS9OGc7ZbXsCMOS6uzJv2Tn79beYNfUtAK4ccCm1/7Qf6enppC1ayuD+dwIw7J7h3Hb/QMZOe44QAvcNfqTQvKn6X1x78x3MfX8+a9euo02n8/lLr26c2bF9XlcrX0vfls6zNz1J/xE3kZKawozRU1n81fec2fccvpn/H96bMpcZL07lknuv5O4ZD7Nh7QYe6nMPAGUrleO6ETeRHiNrlq7i0asfADLGVne6vDOLv17E4PF/A+C1EROZPmpKnrUzv5kwcSodOrTmi89m8+OmTfz5z30zt82bO5kmR2YkaO74vwGcc/bplCy5FwsXzOPpZ/7OoNvu4bjjmjPkthuIRN54Yw6XXzEgr5qSb6RvS+eJGx/j5uduJSU1hakvTuH7L7/j3L5d+fqjr5j72jtMefE1rrqvL4/MfJwNazdwd5+M19yNP2xk3JP/4q5X7oEYeXfaPN59fR7lKu3NDU/dSNFiRUhJTeWj2R8y6fmJedxS5YbgRLo9I4RQG/gGaB5jfCuE8ATwOdCfjCx9KjAHGBtjvCWEMB3oF2Ocl9j/QeC9GOMzieXM7SGESsC8GGPtEMJFwElA5xjjlhBCPWAxGUN9+sUYsw4f2lk9N8QYS4cQzgAuTpRVBfgU6B1jHLu7/Y+t0cYnTA5at21TXlehUJj3sfdXz2kXHNEvr6tQ4I1Kezuvq1DgdazaOK+rUCj887tx+eJbsb4/Mvf6OLXmTs31Npvp37M+A3qEEB4HvgIeBcqTMbF2ITB317syCngihHAFsLtbZz5JxpuI9xKTgleQceefP+qfZAw3+gj4EpjxX5QhSZKkJGCnf89KjzFest26gYlHNjHG47dbnk32W3Yen2XbShJj+mOM6cBfE4+spiceuxVjLJ34GYE+vxUvSZJUGBT0wS9O5JUkSZIKODP9e0iMcSFwWF7XAyCEUBGYupNNbWKMu79vpSRJUiEU0/PF1IIcY6e/AEp07BvmdT0kSZKUP9jplyRJUqFX0DP9jumXJEmSCjgz/ZIkSSr0vHuPJEmSpKRmpl+SJEmFnmP6JUmSJCU1M/2SJEkq9GI00y9JkiQpidnplyRJkgo4h/dIkiSp0IvpeV2DnGWmX5IkSSrgzPRLkiSp0Et3Iq8kSZKkZGamX5IkSYWet+yUJEmSlNTM9EuSJKnQi+lm+iVJkiQlMTP9kiRJKvRizOsa5Cwz/ZIkSVIBZ6ZfkiRJhZ5j+iVJkiQlNTP9kiRJKvT8Rl5JkiRJSc1MvyRJkgo9v5FXkiRJUlKz0y9JkiQVcA7vkSRJUqHnl3NJkiRJSmpm+iVJklToectOSZIkSUnNTL8kSZIKPW/ZKUmSJCmpmemXJElSoefdeyRJkiQlNTP9kiRJKvQK+t177PRL+UikgH+2mE9ccES/vK5CgffMu3/L6yoUeO8c3CWvq1DgPX3k+ryuggqxEEIH4H4gFXgyxnjHLuLOAsYAR8YY5+2qPDv9kiRJKvTy0917QgipwMPACcAiYG4I4eUY46fbxZUBrgDe/q0yHdMvSZIk5S9Nga9jjAtijD8Do4DTdhJ3G3AnsPm3CrTTL0mSpEIvPYZce/wONYDvsywvSqzLFEJoBNSKMb7yewq00y9JkiTlohDCRSGEeVkeF20fspPdMif+hRBSgHuBa37vMR3TL0mSpEIvN2+lEWMcBgzbTcgioFaW5ZrAkizLZYDDgOkhBICqwMshhFN3NZnXTL8kSZKUv8wF6oYQ6oQQigHnAC//sjHG+EOMsVKMsXaMsTYwB9hlhx/M9EuSJEn56j79McatIYQ+wCQybtn5dIzxkxDCIGBejPHl3ZewIzv9kiRJUj4TY5wATNhu3U27iD3+t8pzeI8kSZJUwJnplyRJUqGXn76cKyeY6ZckSZIKODP9kiRJKvTS87oCOcxMvyRJklTAmemXJElSoRd3+iW4BYeZfkmSJKmAM9MvSZKkQi895nUNcpaZfkmSJKmAM9MvSZKkQi/dMf2SJEmSkpmZfkmSJBV63r1HkiRJUlIz0y9JkqRCz2/klSRJkpTUzPRLkiSp0HNMvyRJkqSkZqdfkiRJKuAc3iNJkqRCz4m8kiRJkpKamX5JkiQVemb6JUmSJCU1M/2SJEkq9LxlpyRJkqSkZqZfkiRJhV56wU70m+mXJEmSCjoz/ZIkSSr00h3TL0mSJCmZmemXJElSoRfzugI5zEy/JEmSVMCZ6ZckSVKh5zfySpIkSUpqZvqVVJoefyRXDrqMlJQUXhk5gRceHpVte9FiRRlw/3UcWL8e69as4+ZLb2PpomUAnN/nXE4+50TS09O5/8aHeGfGPACuv7sfzdsezZqVa+nR5s+53qb86LrBV3Nsm+Zs3rSZG6+8jc8++nKHmIMbHMjg+2+keInivDH1TYYOvDfb9h6Xnsc1N19Oy0M6sHb1DwA0ad6I/oOuokjRIqxd/QMXnv6XXGlPftPguEZ0u/lCUlJTmD5qCuMe/We27UWKFeGSe66kTv39Wb9mPQ/1uZuVi1aQWrQIvW6/hDoNDiA9PfL8rU/x2ZxPKFaiGFc8ei1V9t2H9PR03p8yjxeHPp9HrUs+A2+/h5mz36FC+b351/OP5XV1ks7A2/txXNtj2PTjZq6/4hY+nf/FDjGHNjiIOx68hRJ7FWfGlNkM/uvfMrd1+/PZdO3VhW1btzL9tdncNegBAA485E8M+ttfKV2mFOnpkTPbdefnn37OtXblR0UaNqXkhX0gJZWfpo7np3/+Pdv2Yq06sFe3S0hfvRKAnyb+k5+njqfIYQ3Zq2efzLjUGvuy8d5BbHlnVq7WP79LD969R8oXUlJS6DvkCvqdfwPdWl1I206tqV13v2wxJ597Iut/2MC5Lboz+omXuGRAbwBq192PNqe1onvrXvTrej19b7+SlJSMp//E0ZPo1/WGXG9PftWiTTP2278WpzTrzKB+dzBwaP+dxg0c2p9b+93BKc06s9/+tWjR+ujMbftUr8LRLY9kyaK0zHVlypZmwB3XckWP/pxxXFf69R6Q423Jj0JKCj1u682dPQbTv+2VHH3qsVSvWzNbzPFnt2XjDxu45rjLePWpcZxzfXcAWp3bFoAb2l/N0PNv5byBPQmJi9T4Yf+mf5srGHBSP+o1OYgGxzfK3YYlsU4nncBj9wzO62okpePaHkPt/WtxQtPTufGaIdx6585fS2+96wZuvGYIJzQ9ndr716Jlm+YAHHXMEbTp0JKOx53DyceezVOPPAdAamoqdz1yGzdf+3+cfOzZdOt0MVu3bM21duVLKSmU7H0lG4Zcx7qrevD/7N13fBTl9sfxz0novSUkNBFFERERAQUCiCBFVCwgehFFvWIv1+61oaCi2L02VBCRq2CXJr0X6YKoCFdRSkhCky4hOb8/dgkJhOJPks3uft++8iIz88zsmcm4+8yZM88WSTqXmGrHHdRsz6zJbLv3n2y795/smTgKgL3fL86at733v/A/d5O+eF5+74GEmDr9f4OZlTOzApeqNLOeZlblL65T08y+z6uYjoVTzqjD2lVrSf49mb3pe5n41WSS2jfL0aZFu2Z888k4AKaMmsqZSQ0BSGrfjIlfTSZ9TzrJq9ezdtVaTjmjDgDffbuUrVu25u/OFGCt27dkxPAxACxZuIzSZUpRKb5ijjaV4itSqlRJliwInDIjho+hdYdWWcvvf/JOXurzOp5tKITzL23HxFFTWL82cOdl04bNebwnBdMJDU4kZVUyaatTyEjfy5wRMzjzvCY52jQ8rzHTP5sMwNzRszm1+WkAVK1dnWWzlgCwdeMf7Ny6g+Prn8Ce3Xv4cXbgb5GRvpdV3/9ChYScfzM5tEYNTqNsmdKhDiMstenQii+GjQbguwXfU7psaeIq5zz34ipXpFTpkiyevxSAL4aNpm3HcwC48touDHh1MOl70oH97wtJrc9m+Q8r+GnZCgC2bP6DzMxIr7g+vNgT65C5fi2ZKcmwdy/pMyZRpHHzv7ydwk1bkb7oW9jzZx5EKQWZOv1/Tzkg106/mcXmcyzZ9QT+Uqc/HMQlVCJ1XVrWdFpyGpUSKuVoUymhEqnrUgHIyMhkx9YdlC1fJjh//7qpyRuIO2BdCYhPjGP9upSs6ZTkNOIT4w5qk5Kcmq1Nalabc9olkZqcxs8/rMyxznG1alCmXBne+/x1Ph47iAu7dszDvSi4yidUZFPyxqzpTckbKZ9Q4eA26wJtMjMy2bltJ6XKl+b3H1bR8LwmxMTGEFc9npr1TqBilZzncYkyJTijbSOWzVya9zsjUa9yYhzr163Pmk5Zl0LlhPicbRLiD3hPSaFy8P3i+BNq0OjsBnzyzft8+NXbnNagLgA1T6gBDu8Nf40vJn7IP2+7Oh/2pmCLqRBH5ob9n2OZm9KwinEHtStydktKv/geJe99Ivflzc8lfcakPI01XHk+/oRCWNT0m1lN4BtgBnA28B0wCHgCiAe6AyuBgUAtYCfQy92XmFlvoEZwfg3gZXd/Nbjdq4A7gCLAtwQ68D2Beu7+r2CbG4BT3P3uXELrB5xgZouB8cAo4HEgGWgA1DWzL4HqQDHgFXcfENzuduAV4AJgF9DZ3VPMrGtwGxnAH+7eMrj/Q4CSwde9zd1nBbdzP9CDwEPnY4D5QCNgqJntApoCdYEXgVLABqCnuyeb2ZnBY7YzeGwLttxK7Tzn/zqWSz2eH2q+h+p/u4Itt5LGA49VbscTd4oVL8oNd/Xkxm53HrQ4tlAsdeufzA1db6dosaIMGfkOSxZ8z2+/rD5WoYeFXCtGDzgVcy0rdWfq8IlUObEafUb0Z8PaNFYs/ImMvRlZTWJiW3+iYQAAIABJREFUY7j1tbsZO2g0aatTctmIyLF1NO+th2sTG1uIMuXK0LVDT+qfcSovv/sMbRp1JjY2loZnnU6Xdleza9duBn/2Jsu++5HZ06O4JOUoPgPT581iz/SJsDedIu0uouTtD7G99/7ui5WrQGyNWqQvnpvHwUpBFBad/qATga5AL2Ae8A8gCbgI+DewGljk7heb2bnABwQ63gB1gNZAaWC5mb0Z3F43oLm7p5vZGwQuHj4GlpjZ/e6eDlwL3HiImB4kcIHQAMDMzgGaBOf9GmxznbtvMrPiwDwz+8zdNxLowM9x94fN7DngBqAv8BjQ3t3Xmlm54DZSgfPcfbeZ1QY+AhqZWUfgYuAsd99pZhWCr3UbcK+7zzezwsBrBC4q0sysG/AUcB2BC6fb3X2qmfU/1IE3s17B486JZU8moWTVQzXNU2nJG4ivsj9rEZcYx4aUjQe0SSO+SjxpyRuIjY2hZJmSbN28NTh//7rxiZUOWjeadbv2Mi7rfhEAyxb/SEKVylnLKifGkbZ+Q472KetSqZwYn61NPKnrN1D9uGpUrZHIJ5OGZK07bNz7/KPj9aSsS2XLpi3s2rmbXTt3s2DOYk46tXbUdfo3rd9IhcT95Q8VEiuyOWVTzjbJG6lQpSKb1m8kJjaGEqVLsH3LdgCG9hmU1e6xz59m/ar9z01c3+9m1v+azNiBI/N4LySadb+uK5f3uBiApYt+IKFKAoFcHFSuUpnUlLQc7dcnpxzwnlKZ1OB7yvrkFMaNDJSyLVm0DM90ylcsR8q6VObNXsjm4CAAUyfMpG79OlHd6c/cmEZMpf2fYzEV4vBNOd+bffv+UtU9E0ZS4qpeOZYXad6a9LnTISMDOVikF5CFU3nPr+6+1N0zgWXARA+kCpYCNQlcAAwBcPdJQEUzKxtcd5S7/+nuGwh0oCsDbYAzCXTEFwena7n7DmAScIGZ1QEKu/tfuU8+N1uHH+AOM/sOmEMg4187OH8PsO+TeUFwHwBmAu8H7zDsKxEqDLxjZkuBTwhk7gHaAoPcfWdwv3P2HAJOBuoB44P7+QhQLXhsyrn71GC7IYfaIXcf4O6N3L1RqDr8AD8t/olqx1clsXoChQoXok3n1swYNytHmxnjZtOhazsAzunUioUzFwXnz6JN59YULlKYxOoJVDu+Kj8u+inf96GgGjboMy5vew2Xt72GSd9M48LLA6U39RueyrZtO9iQmvMCaUPqRnbs2EH9hqcCcOHlHZk8dhorfvof59TrRMfGl9Kx8aWkJKfRrV1PNqZtYvLYaTQ8qwGxsbEUK16U+g3r8uuKVfm9qyH3y3crSTg+kbjq8cQWLsTZFyaxcHzOjszCCfNocVlrAJqc35QfZgXegooUK0LR4kUBqJd0Opl7M1i3Yg0AXe69kuKlS/DhEwPzcW8kGg0d+AmdW3enc+vuTBgzhUu6nQ/A6WfWY/vW7aQdmIxJ2ciO7Ts4/cx6AFzS7XwmfhP46Jkweipnt2gEQM1aNShcpBCbN25h+uTZnFy3NsWKFyU2NpYmzRryv59/yce9LHgyVi4nJrEaMfEJUKgQhZPOZc/8nJ+BVm5/qWDhRs3IWPt7juVFktqwZ8bEfIlXCp5wyvRnf+IkM9t0JoH9yO2x/n33vbKvmxFsb8Bgd89tqIF3Cdw9+IlANvyv2LHvl2Dmvy3QNJiJn0KgzAcg3fffA90XE+5+k5mdBXQCFptZA+B2IAU4ncCF2u59L8GRS8MMWObuTXPMDNxFCKv6loyMTF565DVe+O+zxMTEMGrYGFb9/BvX39uTn75bzszxsxn18WgeefUhPprxAVu3bKP3LYEROVb9/BuTRkxhyOSBZGRk8OLDr2U9FPb46w9zRtPTKVuhLJ/N/5iBzw9m1MdjQrmrITV9wixatGnGqDmfsHvXnzx61/5RTYZPGMzlba8BoO8D/en7yiMULVaUGZPmMGPi7MNu99cVvzFz8hw+nTwEz8zk86EjWPlT9H2IZ2ZkMvixd7n/g8eIiY1h6vCJrF2xmsvuvoJfl/yPhRPmMXXYRG566U5emPo627ds5z+3vQhAmUpleeCDx8h0Z/P6jbz5r8DQhhUSKnLx7V1Zu3INfUcFhkIc/8EYpnw8IWT7GU7ue7wf8xYtYcuWrbS5+Cpuub4Hl13YPtRhhYUp42fSqm1zJsz9kl27dvPQHU9kLftq8lA6t+4OwOP39QsM2VmsKNMmzWLqhJkAfPbfr3j6lccYOW0Y6enpPHBbbwC2/rGNQW8O5bNxH+AeyPRPGT8z3/evQMnMYOe7r1Dq0f4QE8OeSWPIXL2KYldcS8bK5aTPn0XRTpdRpHEzPCMD376NHf/pl7V6TFwCMRXj2LvsuxDuRMGWGdkjdmLhUNccrGkf6e71gtPvB6c/3beMQHY+zd37BDvbL7n7GcGa/u3u/nxw3e8J1NGXAL4iUN6TamYVgNLu/luw3UIgDqjv7rkOM2JmFYGF7n5ccPocAmU1FwSnOwP/dPcLg3cNFgMd3H2KmW1391LBdl2AC9y9p5md4O7/C85fRKC86Bpgjbu/YGbXAgPd3cysA4FyoLYHlPeMAF5098lmVgT4Aejh7rOD5T4nufsyM1sC3OLuM8zsWaDTvmN8KC2qtin4J0wY+yNjZ6hDiAr1iyaGOoSIN2jB80duJH/LqadcHuoQIt63LUuFOoSoUP6zKQWiu/1Rle751se5ct3QfN/ncMr0H0lvYFCwI7uTQEf5kNz9BzN7BBhnZjFAOnAr8FuwyXCgwaE6/MFtbDSzmcELiTEEHuTN7hvgpmBMywmU+BxJ/2DdvgETCRRKvgF8FnzIdzLBuwnu/k3wTsB8M9sDjCZwh+J94K1sD/J2AV4NlvQUAl4mUCJ1LTDQzHYCY48iNhEREZGIlJn7UAsRIywy/aFgZiMJ3C1Q8Vs2yvTnLWX684cy/XlPmf68p0x/3lOmP38UlEz/0CpX5Vsfp/u6D/N9n8PpQd58EfzCrZ+BXerwi4iIiEQHjdMfZdx9C3BS9nnB2v3cLgDaBIffFBEREREpsNTpPwrBjn2DIzYUERERkbAU6aP3qLxHRERERCTCKdMvIiIiIlFP38grIiIiIiJhTZl+EREREYl6kT4muTL9IiIiIiIRTp1+EREREZEIp/IeEREREYl6GrJTRERERETCmjL9IiIiIhL1NGSniIiIiIiENWX6RURERCTqKdMvIiIiIiJhTZl+EREREYl6rtF7REREREQknCnTLyIiIiJRTzX9IiIiIiIS1pTpFxEREZGop0y/iIiIiIiENWX6RURERCTqeagDyGPK9IuIiIiIRDhl+kVEREQk6mVqnH4REREREQln6vSLiIiIiEQ4lfeIiIiISNTTkJ0iIiIiIhLWlOkXERERkainTL+IiIiIiIQ1ZfpFREREJOrpy7lERERERCSsKdMvIiIiIlFPX84lIiIiIiJhTZl+EREREYl6Gr1HRERERETCmjL9IiIiIhL1NHqPiIiIiIiENWX6RURERCTqZUZ4rl+dfvlL9kb8Yy6h9UHRuFCHEBUaJX8b6hAi3txTLg91CBFv2Y/DQx1CxGtSr0eoQ4gKi0IdQJRQeY+IiIiIRL3MfPw5GmbWwcyWm9lKM3swl+V3m9kPZrbEzCaa2XGH2546/SIiIiIiBYiZxQKvAx2BusCVZlb3gGaLgEbuXh/4FHjucNtUp19EREREpGBpAqx091/cfQ/wMdA5ewN3n+zuO4OTc4Bqh9ugOv0iIiIiEvU8H3+OQlVgdbbpNcF5h3I9MOZwG9SDvCIiIiIi+cjMegG9ss0a4O4DsjfJZbVcrxfM7CqgEdDqcK+pTr+IiIiIRL38HJ8w2MEfcJgma4Dq2aarAesObGRmbYGHgVbu/ufhXlPlPSIiIiIiBcs8oLaZHW9mRYArgK+zNzCzM4C3gYvcPfVIG1SmX0RERESiXmZuBTUh4u57zew2YCwQCwx092Vm9iQw392/BvoDpYBPzAzgd3e/6FDbVKdfRERERKSAcffRwOgD5j2W7fe2f2V76vSLiIiISNTLPNpxdcKUavpFRERERCKcMv0iIiIiEvUiO8+vTL+IiIiISMRTpl9EREREol5+jtMfCsr0i4iIiIhEOGX6RURERCTqafQeEREREREJa8r0i4iIiEjUi+w8vzL9IiIiIiIRT51+EREREZEIp/IeEREREYl6GrJTRERERETCmjL9IiIiIhL1NGSniIiIiIiENWX6RURERCTqRXaeX5l+EREREZGIp0y/iIiIiEQ9jd4jIiIiIiJhTZl+EREREYl6HuFV/cr0i4iIiIhEOGX6RURERCTqqaZfRERERETCmjL9IiIiIhL19I28IiIiIiIS1pTpFxEREZGoF9l5fmX6RUREREQinjr9IiIiIiIRTuU9IiIiIhL19CCviIiIiIiENWX6RURERCTq6cu5RAqAfz15O5/M+JAh49/lpHq1c21z8mkn8eGE9/hkxof868nbs+aXKVeaVz7qz/AZQ3jlo/6ULlsqa9kZTU9n8Lh3GDppEG98+nLW/M/nfMSHE95j8Lh3GDj6rbzbsQKudKuG1Jn0BqdMfZv4my87ZLuy5zejwW9fU/y0EwEoldSAk0a+yMljX+WkkS9Sqln9/Ao5LL304pP89MMMFi4YzxkN6uXaps+TD/Dr/+axZdPPOebXqFGVcd8MY+GC8Uwc/wlVqybmR8hh4ZGn72X83C/4espH1K1/cq5tTq1fhxFTP2b83C945Ol7cyzr8c9ufDP7M0ZNH8Z9j92RNf/kuicybPRARk0fxoipH1OkaJE83Y9I8MjTL9Ky0xVcfNVNoQ4lLN3f9y6+mj2MYZMGU+e0k3Jtc0r9kxk++QO+mj2M+/velTX/lvtvYNikwXw84X3e+Pgl4ipXyrFe3QZ1mL92Gm0vOCcvd0EKAHX6pcBreu5ZVD++Kl2TrqLfAy9w/zP/yrXd/c/cRb8HXqBr0lVUP74qZ7duAkCPW//B/BkLuTypB/NnLKTHrf8AoFSZktz39F3c3/Nhup97LQ/f2DvH9m7t+i+uaXcD150fpR9SMTFU63Mjv1zzBD+1vZXyF7WkaO3qBzcrWZy4nheyY+HyrHkZm7fyy3V9Wd7+Dn6/+2VqvJT730ygY4dzqX3i8dSpm8TNNz/A6/95Jtd2I0eOp2nzTgfNf+7Zxxgy9FMannkefZ96maf6PpTXIYeFVm2bU7NWdc5rcgmP3vMUTzyX+3F5ov9DPHrPU5zX5BJq1qpOyzbNADir+Zm06dCSC1tdQacW3XjvjSEAxMbG0v+NPjx+3zN0atGNHhffyN70vfm2X+Hq4vPP460X+4Y6jLCU1KYpNWpVo3PTbvS99zn+/ey9ubb797P30vfeZ+nctBs1alWj+blnAzD4jaF0O/carmjbk+njZ9Lr7muz1omJieHOR25h9pS5+bIvBZ3n43+hkOedfjO72Mzq5vXrHC0ze9LM2h5meSMzezU/Yzrg9cuZ2S2hev2CqGX75oz5dBwAyxb+SKmyJakYXyFHm4rxFShZuiTfL/gBgDGfjqNVhyQAWrRvxuhPxgIw+pOxtOzQHIB2l7RlypjppKxLBWDzxi35sj/hokSD2vy5Kpk9q1Pw9L1sHjGdsueddVC7xHu6k/rWZ/ife7Lm7Vr2C3tTNwGw++ffiSlaGCuiasLcXHhhe4YM/RSAb+cupGy5siQkxB/U7tu5C1m/PvWg+aecUptJk2YAMHnKTC66sF3eBhwm2nRoxRfDRgPw3YLvKV22NHGVK+ZoE1e5IqVKl2Tx/KUAfDFsNG07ngPAldd2YcCrg0nfkw7Apg2bAUhqfTbLf1jBT8tWALBl8x9kZkZ6UcDf16jBaZQtUzrUYYSlVu2TGDn8GwCWLlxG6TKlqRSf81yuFF+RkqVKsmTBMgBGDv+Gczq0AGDH9p1Z7YqXKJ6jw3nF9V2YOGpK1vktkS1PO/1mVgi4GDgmnX4zi/2767v7Y+4+4VBt3H2+u99xqOX5oByQ553+4N8mLMQlVMrqmAOkJW8gLqHSQW1Sk9OyplOT07LaVKhUgY3BDujG1E2Ur1gegBq1qlGmbGle/+QlBo15m45d9neW3J1XPurPoDFv07n7BXm2bwVZ4YSKpCdvyJpOT95A4YScHzTFT61F4SqV2Dpp/iG3U/b8Zuxa9gu+R9nQ3FStksCa1euypteuSaZqlYSjXn/Jkh+49JLzAbj44o6UKVOaChXKH/M4w03lxDjWr1ufNZ2yLoXKB1xMVU6IZ/26lP1tklOonBgHwPEn1KDR2Q345Jv3+fCrtzmtQeBjrOYJNcDhveGv8cXED/nnbVfnw95INItPjGN9ts/AlORU4oPnafY2qcnZ26TlaHPrg70Ys+BzOl7WjjefexcIfG6ee35LPh38ZR7vQfjIzMefUDhip9/MaprZT2Y22MyWmNmnZlbCzB4zs3lm9r2ZDTAzC7afYmZPm9lU4AHgIqC/mS02sxOCy581s7lm9rOZtQiuF2tm/YPbXGJmNwbnn2Nmk83sv8DSvxJjcNmqYKwzgK5m9r6ZdQkua2xms8zsu2A8pYOvNzK4vLeZDQzG/IuZ3ZHtNR8NvuZ4M/vIzHK/3xZoe6KZTQi+zsLgcShlZhOD00vNrHOweT/ghODx6h9c/75sx+WJI8VgZg3MbE6w/RdmVj6Xv83DZvarmRUOLisTPFaFj3RO5LvAqZWD+4FNcmtz+NtnsbGxnFz/JO65+iHu+sd9XHtXD6rXqgbAjRffTs8ON3L3VQ9wWc+LaXBWNNakH3xMcxx4M6o+ej3r+g485BaK1a5OlQevYfVDb+RBfJHh/3PuZnf/A31o2fJs5s0dS8sWZ7NmTTJ79+oC62iO6+HaxMYWoky5MnTt0JPner/Ky+8+E5wfS8OzTufemx7hyguu57zzz6Fpi8Z5sAciAUf1HpHr2/X+Nq/3G0DHMy9lzGfj6HZd4Pms+/rcySt93tSdqihytNnek4Hr3X2mmQ0kkIn+j7s/CWBmQ4ALgBHB9uXcvVVwWW1gpLt/GpwGKOTuTczsfOBxoC1wPfCHuzc2s6LATDMbF9xeE6Ceu//6F2N8Prhst7snBV+/Q/DfIsAwoJu7zzOzMsCuXLZbB2gNlAaWm9mbwOnAZcAZBI7hQmDBYWIbCvRz9y/MrBiBi609wCXuvtXMKgFzzOxr4MHgvjYIxtkOqB08BgZ8bWYtgZ2HieED4HZ3n2pmTwaP8b6nerL/bWoCnYAvgSuAz9w9/cDgzawX0Avg+LInUblklcPs6rFx2TUXc1H3QP3yj4t/onKV/Rm6uMRKbEjZkKN96gFZjfjEODakbARg04ZNVIwPZPsrxldg88bNWets2fQHu3ftZveu3Syes4TadU9g9S9rstbdvHELU8dMp26DOiz+dkme7nNBk75+A4UT999RKZxYifSUTVnTMaWKU+zk4zjx46cAKBRXnlrvPcwv1z/FrqUrKZxQkZoD/s3vd7/Mnt/XH7T9aHbzTddw/fXdAZg/fzHVqu//f6pqtUTWJaccatWDJCen0PXyGwAoWbIEl17Sia1btx3bgMNE9+u6cnmPiwFYuugHEqokAN8BULlKZVJT0nK0X5+cQkKVylnTlRMrk7p+Q9aycSMnA7Bk0TI80ylfsRwp61KZN3shmzf9AcDUCTOpW78Os6fPy+vdkyhy+bWXcmn3iwBYtvhHErJ9BlZOjCdt/QGfgevSiE/M3ibuoDYAY74Yx6sfPs9b/d+j7ul16Pd2II9YrkJZkto0Ze/eDKZ8Mz0vdikshKrWPr8cbXnPanefGfz9QyAJaG1m35rZUuBc4NRs7YcdYXufB/9dANQM/t4OuNrMFgPfAhUJdHYB5h6hw3+oGA8Xz8lAsrvPA3D3re6eW3pslLv/6e4bgFSgcnDbX7n7Lnffxv6LnYOYWWmgqrt/EXyd3e6+k0AH/mkzWwJMAKoGt32gdsGfRQQ69nUIHJdcYzCzsgQ69lOD6w8GWh7iWLwL7Hui51pgUG774O4D3L2RuzfKjw4/wGeDv+SadjdwTbsbmDZ2ZlbpzakNT2HH1h1Z5Tr7bEzdxI7tOzm14SkAdOzSjmljA6fDjHGzOL9rewDO79qe6WNnATBt7EwanFWf2NgYihYrSt0zTmHVit8oVrwYJUoWB6BY8WKc1aoRvyw/0ukXeXZ+t4Kix1ehSPXKWOFClL+wBVvHf5u1PHPbTr4/4yp+SLqBH5JuYOei5Vkd/tgyJak16DGSn/uAHfN/DOFeFExvvjWYRo3b0ahxO77+eiw9uncB4KwmDdn6x9Zca/cPpWLF8lmZwAcfuJ33B3+cJzGHg6EDP6Fz6+50bt2dCWOmcEm3QNnT6WfWY/vW7aQFL+b3SUvZyI7tOzj9zMCISZd0O5+J3wTeOieMnsrZLRoBULNWDQoXKcTmjVuYPnk2J9etTbHiRYmNjaVJs4b87+df8nEvJRoMH/Q5V7TtyRVtezL5m2lccHkHAE5reCrbt21nQ2rOc3lD6kZ27tjJaQ0DXbELLu/A1LGBZ31qHF8tq12r9i1YtfK3QJsmXenUuAudGndhwsgpPPPg81Hd4Y8GR5vpP/DSx4E3gEbuvtrMegPFsi3fcYTt/Rn8NyNbDEYgOz02e0MzO+cotneoGA8Xj+WyTm7+zPb7vnhzuZF2SIdq2x2IA85093QzW0XOY5h9/Wfc/e0cM83+v8OhZB2L4F2RmmbWCoh19+//n9vMU7MmzqHZuWfxycwP+XPXn/S9+9msZYPHvcM17QJZzv4PvcQjLz1I0WJFmDN5LrMnBTqoH7z+EU+99TgXXnk+KWtTs0bp+W3l78yZPJchE94jM9MZ8dEoflm+iio1Eun3Xh8gcCt/3JcTmDMlCrN4GZmseextan3QG4uNYdPwCexesZqEu//BziUr2Trh0KM9VLqmE0VqJpJwezcSbu8GwP96PM7ejX/kV/RhY/SYiXTocC7Lf5zJzl27+Oc/785aNn/eOBo1Dlzw9nvmYa7odgklShRn1S/zGTjovzzZ50VatWrGU30ewnGmT5/D7Xc8HKpdKVCmjJ9Jq7bNmTD3S3bt2s1Dd2RVRvLV5KF0bh240/L4ff3o91pvihUryrRJs5g6IZAs+Oy/X/H0K48xctow0tPTeeC23gBs/WMbg94cymfjPsA9kOmfMn7mQa8vOd33eD/mLVrCli1baXPxVdxyfQ8uu7B9qMMKCzMmzCapTVO+njOc3bt20/uup7OWfTzhfa5o2xOApx94nideeZiixYoyc9IcZkycDcAdD9/McSfWIDMzk+Q163nq/v6h2I2wEOmFTnak2tFgCcivQDN3n21m7wA/AfcTyNLHAnOAT929t5lNAe519/nB9V8DFrr7oOB01vJgWct8d68ZLCE5H+ga7ASfBKwFGgfbH/JpykPF6O4vBDvTjYKZeszsfWAk8HVwP/aV95QmUN6TtO/1ghcz2939+eC63xMoY4oD3gaaEbgIWAC8s69dLvHNIVDe82WwdCkWuAE40d1vN7PWwCTgeGBb8HgdF1y3HdAHaOPu282sKpAOHHeoGMzsO+A2d58e3Iey7v6vA/82we3fA9wD9HH3Nw91jPdpWrV1ZN/7CrE3C2l0i/zQKPlw1XhyLNQqq+8LyGvLfhwe6hAiXpN6PUIdQlRYtH7mX0mm5plral6Wb32cwas+y/d9PtpM/4/ANWb2NrACeBMoT+DB2lXA4dKgHwPvBB+C7XKYdu8SuIhYaIF71WkERv45WrnFeEjuvsfMugGvmVlxAh3+Qw7lecC684L1998BvwHzgcOlMHsAbwfr69OBrgTq/EeY2XxgMYELENx9o5nNDF5gjHH3+8zsFGB28Bb+duCqI8RwDfCWBR5m/oX9JTy5GQr0BT46mn0XERERiUSZf2EQhXB0tJn+ke6e+9dEFgChiNHMSgUz7yWAaUAvd1+YX69/rGKwwEhGnd39qNIZyvTnLWX684cy/XlPmf68p0x/3lOmP38UlEx/j+Muzbc+zpDfPi+wmX452AALfOlYMWBwfnf4j0UMwdKrjgTKqkRERESiVqRnNY/Y6Xf3VUCByPKbWUVgYi6L2uT3nQh3/8eB88zsdaD5AbNf2fc8Q37E8BfXv/1YxSIiIiIiBVdYZfrdfSPQINRxHIq73xrqGEREREREDhRWnX4RERERkbyQGeEFPkf75VwiIiIiIhKmlOkXERERkajnyvSLiIiIiEg4U6ZfRERERKJeZqgDyGPK9IuIiIiIRDhl+kVEREQk6mn0HhERERERCWvK9IuIiIhI1NPoPSIiIiIiEtaU6RcRERGRqKfRe0REREREJKwp0y8iIiIiUc9dNf0iIiIiIhLGlOkXERERkaincfpFRERERCSsqdMvIiIiIhLhVN4jIiIiIlFPQ3aKiIiIiEhYU6ZfRERERKKe60FeEREREREJZ8r0i4iIiEjU05CdIiIiIiIS1pTpFxEREZGo565Mv4iIiIiIhDFl+kVEREQk6mmcfhERERERCWvK9IuIiIhI1NM4/SIiIiIiEtaU6RcRERGRqKdx+kVEREREJKwp0y8iIiIiUU/j9IuIiIiISFhTpl9EREREop5q+kVEREREJKwp0y9/SSFdJ+ap2/fuCHUIUeHChIahDiHiDWy8LdQhRLwm9XqEOoSIN/f7IaEOQeSYUadfRERERKKevpxLRERERETCmjr9IiIiIhL1Mt3z7edomFkHM1tuZivN7MFclhc1s2HB5d+aWc3DbU+dfhERERGRAsTMYoHXgY5AXeBKM6t7QLPrgc3ufiLwEvDs4bapTr+IiIiIRD3Px5+j0ARY6e6/uPse4GOg8wFtOgODg79/CrQxMzvUBtXpFxERERHJR2bWy8zmZ/vpdUCTqsDqbNNrgvNybePue4E/gIqHek2N3iMiIiIiUS9c698nAAAgAElEQVQ/v5zL3QcAAw7TJLeM/YEBHk2bLMr0i4iIiIgULGuA6tmmqwHrDtXGzAoBZYFNh9qgOv0iIiIiEvUy8Xz7OQrzgNpmdryZFQGuAL4+oM3XwDXB37sAk9wPPTSQyntERERERAoQd99rZrcBY4FYYKC7LzOzJ4H57v418B4wxMxWEsjwX3G4barTLyIiIiJR7zBJ8pBw99HA6APmPZbt991A16Pdnsp7REREREQinDL9IiIiIhL18nP0nlBQpl9EREREJMIp0y8iIiIiUc+V6RcRERERkXCmTr+IiIiISIRTeY+IiIiIRL2CNmTnsaZMv4iIiIhIhFOmX0RERESinobsFBERERGRsKZMv4iIiIhEPdX0i4iIiIhIWFOmX0RERESinmr6RUREREQkrCnTLyIiIiJRz5XpFxERERGRcKZMv4iIiIhEvUyN3iMiIiIiIuFMmX4RERERiXqq6RcRERERkbCmTL+IiIiIRD3V9IuIiIiISFhTp19EREREJMKpvEdEREREop4e5BURERERkbCmTL+IiIiIRD09yCsiIiIiImFNmX4RERERiXqq6RcRERERkbCmTL+IiIiIRL1Ir+lXp18KvCbnNObOJ28lJiaGkR+NZujrH+dYXrhIYR5+5QFOPu0ktm7eyuM392H9mhQArrrtSjpd0ZHMzExeefQ/zJ06n/gqcTz8yoNUiCuPZzpfDx3Fp+99nmObV9zYlVsfu4kL6l3CH5u35tu+hkKDpqdzxxO3UKhQIf7Y9Ae3d7n7kG3v6nMbHbt1oP1JF/yl10isnkDvNx6hdPnS/Lx0BX3v6Mfe9L10vLw9tzzSi7T1GwD4fNBXjPxo9N/an3BwRquGXN/7BmJiY5jw8Xg+f+PTHMsLFSnEnS/dzQmnncC2zdt4/tbnSFuTCsBxdWpy8zO3Urx0CTwzk/suvJv0P9N59IPelI+vQGyhWH6cu4wBj7xFZmZmKHavQCrUoAklrrsNYmL5c+Io/vzivzmWF2ndgeI9biJzU+Bc/HPMF+yZOIpC9RpQvOdtWe1iq9Zgx0tPkj53Rr7GX5Dd3/cumrdpyu5du3n8zqf4aenPB7U5pf7JPPHKwxQtVpSZE2fz3CMvA3DL/TfQqkMSnuls2rCZx+98irSUDVnr1W1Qhw9GDeDBGx9jwsgp+bVLYeuRp19k2sy5VChfji8/fCvU4UgBo05/iJjZLHdv9hfX6Qo8Cax399bHOJ6awEh3r3cst/t3xcTEcPdTd/CvK+8nLTmNd0a/wcxxs1m14resNp2u7Mi2P7ZzZdLVtLmoNTc9fAO9b+5LzdrH0aZza64+93oqVa7ISx/35x8triFjbwavP/EWP3+/guIli/PeN28xf9qCrG3GV4mjccszsy4cIlmpMiW55+k7uaf7g6SuS6VcxXKHbHty/ZMoVbbU/+t1bnr4Boa/8xkTv57MPf3u4oIrO/LlByMAmPj1FF5+5LX/13bDUUxMDL363kTv7o+yMXkjz414kbnjv2XNitVZbdp2a8eOP7ZzS8sbSbqwBVc/1JMXbn2OmNgY7nrlbl6560VW/biK0uVKk5GeAcDztzzLru27ALj/rYdo1qk5M0ZMD8k+FjgxMZS44U62P3kvmRvTKP3sW6TPm0nmmt9yNNszazK73n0lx7y93y9m273/BMBKlabMf4aSvnhevoVe0CW1aUqNWtXo3LQbpzU8lX8/ey9Xn9/roHb/fvZe+t77LEsWLOM//32e5ueezcxJcxj8xlDeeO4dAK68vgu97r6Wpx7oDwT+X7nzkVuYPWVuvu5TOLv4/PP4x2UX8e8+z4c6lLCkmn7JE3+1wx90PXDLgR1+M4vYi7dTzqjD2lVrSf49mb3pe5n41WSS2uc8dC3aNeObT8YBMGXUVM5MaghAUvtmTPxqMul70klevZ61q9Zyyhl12Ji6iZ+/XwHArh27WLXiNyolVMra3u29b+GNpwbgEX6bD6DtJW2YOmY6qesCWeQtG7fk2i4mJoZbHr2RN/sOyDG/XIWy9BnwOANGvc6AUa9zWqNTc12/YfMzmDJqKgDffDKOFu2bH8O9CC+1G9QmeVUyKb+nsDd9LzNGTKNJu7NytGnS7iwmfzoRgFmjZ1K/+ekANGh5Br/9uIpVP64CYNuWbVnZ/H0d/thCsRQqUijiP7z+itgT65C5fi2ZKcmwdy/pMyZRpPFfPwcLN21F+qJvYc+feRBleGrVPomRw78BYOnCZZQuU5pK8RVztKkUX5GSpUqyZMEyAEYO/4ZzOrQAYMf2nVntipconuO8veL6LkwcNYVNGzbn9W5EjEYNTqNsmdKhDkMKqIjtLBZ0Zrbd3UuZWSIwDChD4O9xs7sflJ4zs8eAJOB4M/saWAZ0AooBJc3sIuAroDxQGHjE3b86MINvZvcCpdy9t5mdCQwEdgIF8l51XEIlUtelZU2nJadxyhmn5GhTKaFSVqc1IyOTHVt3ULZ8GSolVOKHhT9mtUtN3kBcts49QEK1ypxU70R+WBRo1/y8pqQlb+B/P/ySV7tUoFSvVY1ChQrx6icvUKJUCT5573PGfjr+oHaXXnsxM8fNYmPqphzz73jyVoa/8xlL531PfJV4XvhvP3qcc12ONmXLl2H7H9vJyAh0TtOS03JcZJ1zfgsanFWf1b+u4bXeb+T4e0eiCgkV2bBuf/nCxuSNnNTgpBxtKmZrk5mRyc5tOyhdvgxValXFgceGPEGZCmWZMWIaX761vzTtsSFPULvBSSycvIDZo2bly/6Eg5gKcWRu2H9eZW5KI7Z23YPaFTm7JYXq1idz3Rp2DvoPvjHnuVik+bn8OeKTPI83nMQnxrE++P4LkJKcSnxiHBtSN+Zok5qcvU0a8YlxWdO3PtiLC7p2YPu2HfS67HYg8N5/7vkt6XXZHZzaIOd7vkhecY/skkhl+kPvH8BYd28AnA4szq2Ruz8JzAe6u/t9wdlNgWvc/VxgN3CJuzcEWgMvmJkd4bUHAXe4e9PDNTKzXmY238zmr9+x9qh37JjIbQ8OyMDntpt+qPnZ1i1eohh93+nNq4+/wc7tOylarChX39Gd955//28GHT5iY2M5uX5t7r/6Ye75xwNcc9dVVK9VLUebipUr0vqClnw28IuD1m/UoiH/eup2Bo57m37v96FkqZIUL1k8R5vD/R1mjp9N17O70/O8G5g/fQH/fvmBY7h3BdORzstgo4NXdCc2NpZTGtXlpTte4N+XPcDZ7ZtyWvP6WU2e7PE41zW6msJFCueYH/WO4n0kfd4s/rjpCrbdfT3pSxZQ8vaHcm6iXAVia9QifbFKTbI7uvP54PWyt3m93wA6nnkpYz4bR7frLgPgvj538kqfN/VcisgxpEx/6M0DBppZYeBLd8+1038I4919X+rVgKfNrCWQCVQFKh9qRTMrC5Rz96nBWUOAjrm1dfcBwACAFlXb5GvNQFryBuKr7M8IxSXGsSFl4wFt0oivEk9a8gZiY2MoWaYkWzdvDc7fv258YqWsdWMLxdL3nd6M/2Ii08YEbnJUrVmFxBoJDBo/IOu13hv7Fr063cqmtMi5vXzJNZ25sPv5AEweMZVvJ89j967d7N61m+/mLOWEurVY/cuarPYn1TuRqjWr8tHMIQAUK16Uj2Z8wJVJV2MxMdx00e3s2b0nx2u8MLQf5ePKs/y7n3n2vhcoVbYUsbExZGRkEpcYx8bg32FrtoekRwwdzU3/viGvdz/kNiZvoFKV/Xc6KiZWZNMBd1D2tdm4fiMxsTGUKF2SbVu2sTF5A8u+/Z5tweO2YPJ8Tqh3AktnLslaN/3PdOZN+JYm553Fd9P/yttJ5MrcmEZMpf3vBTEV4vBNG3K08e37z8U9E0ZS4qqcdelFmrcmfe50yMjI22DDwOXXXsql3S8CYNniH0moEp+1rHJifNaD+fukrksjPjF7m7iD2gCM+WIcr374PG/1f4+6p9eh39tPAIEywqQ2Tdm7N4Mp3+g5Fck7mRFeFqlMf4i5+zSgJbAWGGJmV/+F1Xdk+707EAecGbxrkEKg9GcvOf/OxYL/GhT8s/unxT9R7fiqJFZPoFDhQrTp3JoZ43KWLcwYN5sOXdsBcE6nViycuSg4fxZtOremcJHCJFZPoNrxVflx0U8APPjCvaxa+TvDBuwfNeWXn37lotO7cPnZ3bn87O6kJadxffubIqrDD/DF4K+4rt2NXNfuRqaNmcHpZ51GbGwMRYsVpe4Zdfhtxe852s+e+C0Xn9E167js3vUnVyYFTtN5U+dzWc+Ls9qeeOoJANzT/UGua3cjz973AgCLZi3mnE6tAOjQtR3Tg3/DivEVstZt3q4pv63M+dqRaMV3K0g8vgrx1StTqHAhki5sybzxObPH88Z/S+subQBodn5zls4KdOoXTVvIcXVqUqRYUWJiYzj17HqsXrGaYiWKUT6+PAAxsTE0bN2INf9bgwRkrFxOTGI1YuIToFAhCiedy575Od9HrNz+c7Fwo2ZkrM15LhZJasOeGRPzJd6Cbvigz7mibU+uaNuTyd9M44LLOwBwWsNT2b5te47SHoANqRvZuWMnpzUMPPNzweUdmDo2kGypcfz+O4ut2rdg1crAw9UXNOlKp8Zd6NS4CxNGTuGZB59Xh1/kb1KmP8TM7Dhgrbu/Y2YlgYbAB/+PTZUFUt093cxaA8cF56cA8WZWEdgOXAB84+5bzOwPM0ty9xkELhoKnIyMTF565DVe+O+zxMTEMGrYGFb9/BvX39uTn75bzszxsxn18WgeefUhPprxAVu3bKP3LX0BWPXzb0waMYUhkweSkZHBiw+/RmZmJqc1rkeHLu343w+/MHDc2wAM6PcecyZF323731b+zreT5/H+hHfJzMxk5Eej+XX5KgCe++Bpnr3vhaysfG5eefQ//OvpO3h//DvEFopl8bdLeOHBlw9q9+ZT79D7jUf45/3XsmLZSkZ9NAaALtddQvN2zcjIyGDrlm08fddzebKfBUlmRibvPPoWjw95gpjYGCYOm8Dqn3/nyru7s3LpCuaNn8uEYeO56+W7eWPa22zfsp0Xbgsclx1/7GDEu1/Sf+SL4M6CyfNZMGk+ZSuV46H3HqVwkULExMaydOZ3jP1wTIj3tADJzGDnu69Q6tH+EBPDnkljyFy9imJXXEvGyuWkz59F0U6XUaRxMzwjA9++jR3/6Ze1ekxcAjEV49i77LsQ7kTBNGPCbJLaNOXrOcPZvWs3ve96OmvZxxPe54q2PQF4+oHn9w/ZOWkOMybOBuCOh2/muBNrkJmZSfKa9Tx1f/9Q7EbEuO/xfsxbtIQtW7bS5uKruOX6Hlx2YftQhxU2In0AD4v0HSyosj3Iew1wH5BOoFN+tbv/eoh1pgD3uvt8M+sJNHL324LLKgEjCDzEuxhoDnR091VmdgdwB/ArgTsKq3J5kHcs0OVIQ3bmd3mPSF6oFFsi1CFEvIGNt4U6hIh37sz0UIcQ8eZ+PyTUIUSFwpVqHekZxHxRo8Jp+dbH+X3T0nzfZ3X65S9Rp18igTr9eU+d/rynTn/eU6c/f6jTnz9U3iMiIiIiUS/SH+RVp78AMrNvgaIHzO7h7ktDEY+IiIiIhDd1+gsgdz/ryK1ERERE5FiJ9JJ3DdkpIiIiIhLhlOkXERERkaiXqUy/iIiIiIiEM2X6RURERCTqeYSP3qNMv4iIiIhIhFOmX0RERESinkbvERERERGRsKZMv4iIiIhEvUj/Rl5l+kVEREREIpwy/SIiIiIS9VTTLyIiIiIiYU2ZfhERERGJevpGXhERERERCWvq9IuIiIiIRDiV94iIiIhI1NODvCIiIiIiEtaU6RcRERGRqKcv5xIRERERkbCmTL+IiIiIRD3V9IuIiIiISFhTpl9EREREop6+nEtERERERMKaMv0iIiIiEvVco/eIiIiIiEg4U6ZfRERERKKeavpFRERERCSsKdMvIiIiIlFP4/SLiIiIiEhYU6ZfRERERKKeRu8REREREZGwpk6/iIiIiEiEU3mPiIiIiEQ9PcgrIiIiIiJhTZl+EREREYl6yvSLiIiIiEhYU6ZfRERERKJeZOf5wSL9VoZENzPr5e4DQh1HJNMxzh86znlPxzjv6RjnDx1nyY3KeyTS9Qp1AFFAxzh/6DjnPR3jvKdjnD90nOUg6vSLiIiIiEQ4dfpFRERERCKcOv0S6VTTmPd0jPOHjnPe0zHOezrG+UPHWQ6iB3lFRERERCKcMv0iIiIiIhFOnX4RERERkQinTr+IiIiISIRTp18iipnFmNnloY5DRET2M7PYUMcgEu30IK9EHDOb5u4tQx1HpDKzhodb7u4L8yuWSGVmlx5uubt/nl+xiBwLZvYr8CkwyN1/CHU8ItFInX6JOGb2KLALGAbs2Dff3TeFLKgIYmaTg78WAxoB3wEG1Ae+dfekUMUWKcxsUPDXeKAZMCk43RqY4u6HvSiQIzOzpcAhPwDdvX4+hhPxzKw0cAVwLYEqg4HAx+6+NaSBRQCdy3K01OmXiBPMKB3I3b1WvgcTwczsY+Apd18anK4H3OvuPUMaWAQxs5HADe6eHJxOBF5Xp//vM7Pjgr/eGvx3SPDf7sBOd38y/6OKDmbWEvgIKEcg+9/H3VeGNqrwpXNZjpY6/SLy/2Jmi929wZHmyf+fmX3v7vWyTccAS7LPk7/HzGa6e/MjzZO/J1jT34lApr8mgY7pUKAF8LS7nxS66CKDzmU5kkKhDkDkWDOzEsDdQA1372VmtYGT3X1kiEOLND+a2bvAhwRuLV8F/BjakCLOFDMbSyAr6gTKIyYffhX5i0qaWZK7zwAws2ZAyRDHFIlWEDh3+7v7rGzzPw1m/uXv07ksh6VMv0QcMxsGLACudvd6ZlYcmK0M9LFlZsWAm4F9H9jTgDfdfXfoooo8wYd6WwQnp7n7F6GMJ9KY2ZkE6svLEriw+gO4Tg+kHzvBLP/DKjPJWwecywBb0Lks2ajTLxHHzOa7eyMzW+TuZwTnfefup4c6NhEpmMysDIHPxD9CHUskMrPJ7t461HFEA53Lcigq75FItCeY3XcAMzsB+DO0IUUOMxvu7pcfasQIjRTx95nZDHdPMrNt5DzGRuCh9DIhCi3imFll4Gmgirt3NLO6QFN3fy/EoUWaWWb2Hw4eVU1Z6GPEzB47YBoA3WGRfZTpl4hjZucBjwB1gXFAc6Cnu08JZVyRwswS3T0524gRObj7b/kdU7Qys/LuvjnUcYQzMxsDDCJQfnK6mRUCFrn7aSEOLaJkG+o3O3f3c/M9mAhlZvdkmywGXAD86O7XhSgkKWDU6ZeIZGYVgbMJZEbnuPuGEIcUdcxstrs3DXUckczMFrr7Yb8sTQ7PzOa5e+MDygE1CpWEPTMrCnzt7u1DHYsUDCrvkUjVCkgiUBpRGNDDj/mvWKgDiAIW6gAiwI5gkmBfOeDZBB7mlWPIzMoCj7P/wf+pwJOqO89TJQB9P41kUadfIo6ZvQGcSGCYQ4Abzaytu996mNXk2NNtxLynY/z33Q18DZxgZjOBOKBraEOKSAOB74HLg9M9CJRV6YvmjpEDnrOKJXAuq55fsqi8RyKOmS0D6nnw5A5+odFSdz81tJFFF5We5D0d478vWAKRAZxM4M7JciDG3fXw/zGkL/PLewc8Z7UXSHH3vaGKRwqemFAHIJIHlgM1sk1XB5aEKJZoptKTvKdj/PfNdve97r7M3b9393RgdqiDikC7zCxp34SZNQd2hTCeiOPuvwUHUthFINNfxcxqHGE1iSIq75GIYWYjCNzaLEvg22LnBqfPAmYdbl35a4JftjPW3dseplmP/IonEgXvUC1x93qHadYmv+KJNGaWAFQFipvZGey/gCpDoBZajq2bgcHB2n4DNgE9QxpRhDGzi4AXgCpAKnAcgW9J111uAdTpl8jyfKgDiBbunmFmO82s7KEexHP37/M7rkji7plm9p2Z1XD33w/RZlN+xxVB2hPodFYDXsw2fyvw71AEFMncfTFwevCLo3D3rSEOKRL1ITBq3QR3P8PMWgNXhjgmKUDU6ZeI4e5Ts08HP1x0jued3cBSMxtPzi/buSN0IUWcRGBZ8K5V9mN8UehCigzuPphA5vkyd/8s1PFEOjO7+4BpCIyStCB4QSB/X7q7bzSzGDOLcffJZvZsqIOSgkMdIok4ZtaLQMZjF5BJ8FtM0dBlx9qo4I/knSdCHUAUONPMJrr7Fgh84Rlwj7s/EuK4Ik2j4M+I4HQnYB5wk5l94u7PhSyyyLHFzEoB04ChZpZK4IFeEUCj90gEMrMVQFN9IVfeM7PiQA13Xx7qWCJVcESO2u4+wcxKALHuvi3UcUWK7F/KlW2eRkU6xsxsLHCZu28PTpcCPgUuIZDtr/t/7d17sJ1Vfcbx75OESwgQ6AxYsISSSoNguXkhCkKFgY4otEUrIgxWLg5gqUI7g4jKrYqgZVqlCi1MigIKQSqCIMMlBIRyCwlBBAeEkloVKSKEQLiEp3+874YdPAQKe+91st7nM3PmnHftk5lnzmROfln7t36rZL4aSJpCs9k1AdiX5nzbubYfKRosxo1M74ka/Qx4snSI2knaA1gA/LB93lrS98umqoukg2kKozPapTcC3yuXqEoT27GdwAv/kV1tBd8fr8004Jm+52eBjW0/BWQ86uvUDle42Pbz7TSqs21/NQV/9Et7T9ToaOBGSTfT949Jes0H7jjgHcC10BzUk7RJyUAV+gTNz/hmANv3Slq/bKTqnANcLWkWTRvgAcDZZSNV6TzgJkkXt897AN9ud6d/Ui5WHV7NcIWIFP1RozOAa4A7aXr6Yzies/1YeyCvJ/2Cg/W07Wd6P2NJk8jPeKBsn9LeZLoLzfmfE21fUThWdWyfKOkyYAean/Mhtm9rX963XLKqZLhCrFCK/qjRc7aPfOVvi9fpx5I+QtMesSnwt+Q+hEGbK+kzNLPkdwUO48WDkDEgti8HLi+dowMmA4/bniVpPUmb2H6gdKiKZLhCrFAO8kZ1JH0BeJCmOOpv78lM8wFqD5UeA+xGs3N3Bc0u6dKiwSrSXtB1IMv/jM90fnEPjKSZwNeANwOr0txkusT22kWDVUbSsTTTe2bY/mNJGwKzbW9fONpKr50+tYukk20fVTpPjF8p+qM6ksbaObLtjOwckvYQ2ZRcuBMrG0m3AR8GZtMUpfsDb7J9TNFglZG0ANgGuL03LUnSQttblk228pP0E5obj08HPsKLt0sDYPv2Erli/El7T1THdg6TjoCk84BDgGXAPGCqpFNtf7lssnpI2p7mwPTGNL+vRf4DO3C275M00fYyYJaktKkN3jO2LcnwwnjJGIzPA5/md2+XhuYM0M4jTxTjUor+qI6k/cdat/3NUWep3Oa2H5e0L3AZcBRN8Z+if3DOAo6g+bkuK5ylVk9KWhVYIOkU4JdACtLBu0DSGcA67SjaA4AzC2eqgu0LgQslfc72iS/3fZK2sH3XCKPFOJP2nqiOpK/1Pa5OM5XjdtsfLBSpSpLuAramGcV3mu25ebt+sCTdbHu70jlq1l5+9hBNP/8RNBcafd32fUWDVag9jP7C+RTbVxaO1Cm5dC6y0x/VsX14/7OkqcC3CsWp2enAA8BC4Lq2eMp86MGaI+nLwEUsfyg9PboDYvvB9sulkr4KbJSCf/D6DpleOcZajIZe+VuiZtnpj+pJWgVYaPvNpbPUpJ3G0WOaG74n2v5coUjVkTRnjGXbTo/ugEi6FtiTZhNsAfAwMDdjfwdrrF3mvDM4Wtnpj+z0R3UkXcKLFxhNADYHLiiXqFpP9H29OvBe4O5CWWp1oO37+xck5RDvYE1tz6YcBMyyfaykhaVD1ULSoTT3S0x/yc91LeCGMqkiuik7/VEdSTv1PT4HPGj756XydIWk1YDv2/6z0llq8TK7o/Nsv7VUptq0t/HuBpwNHGP71uxAD07bXrkucBLNhJmexbk7ZbQk3WR7ZukcUU52+qM6tueWztBRawDZhR4ASZsBW9CMQd2r76W1ad5VicE5gebSsx+1Bf904N7Cmaph+zGasz77AEhan+bv8JqS1rS9qGS+mrQjfhfYXiJpP2Bb4J9751ZS8Ed2+qM6bZF0MrA+zcGl3mzz3LA5QO0Oae8XyERgPeAE26eVS1UHSX8O/AVNr/n3+15aDHzHdubIx0pF0h40M+Q3BH5Nc/fE3ba3KBqsIm371FbAljTDK84C9rK90wr/YHRGiv6ojqT7gD1sp798iNppPT3PAQ/Zfq5Untq0txwfZfuLpbPUTNJ6wMHAH9L37rftA0plqpGkO2guibrK9jaS3gPsY/vjhaNVo9cOKOnzwP/YPiuHd6Nf2nuiRg+l4B++vlGHMQS2l7VzzVP0D9fFwPXAVeQCtGF61vYjkiZImmB7jqSTS4eqzGJJRwP7ATu2GwerFM4U40iK/qjRbZLOB77H8rPNLyoXKeI1uVHSacD5wJLeYub0D9QamRU/Er+VtCZwHXCupF/TvEMYg7M38BGaqV+/kjSN3JAefdLeE9WRNGuMZeft+ljZZE7/8En6B+BG25eVzlIzSVOAp2jGKO9Lc/PxubYfKRosokNS9EfnSDra9kmlc0REeZIWA1No3hV8lhz8HwpJmwC/tL20fZ4MvMH2fxUNVgFJP7K9Q/t3ub+oy9/lWE6K/uicHGyKlYmk99GM73xhVKftE8olivj/k3Qb8C7bz7TPqwI32H572WQR3ZGe/ugilQ4Q8WpIOp3m/oP3AGcCHwRuKRqqQpLWBTZl+f9YXVcuUZUm9Qp+ANvPtIV/RIzIhNIBIgrI21uxsniX7f2BR20fD7wT2KhwpqpIOojmcOkVwPHt5+NKZqrUw5L27D20d1H8b8E8EZ2Toj+6KDv9sbJ4qv38pKQNaXrONymYp0afBN4OPGj7PcA2wMNlI1XpEOAzkhZJWgQcBWRGfwsLq5MAAAxMSURBVMQIpb0numh26QARr9KlktYBTgHmtWtnFsxTo6W2l0pC0mq275E0o3So2tj+GTCzHdsp24v7X5f0Udtnl0kX0Q05yBvVyQ2bUYt2wsmhwLtp2tKuB77Rm4ASr5+k/wA+BnyK5sbYR4FVbO9eNFjHZMBCxPCl6I/qSLqRpjiaR98Nm7a/WyxUxGsg6QJgMXBOu7QPsI7tD5VLVS9JO9HMj/9h/6HTGD5J821vUzpHRM3S3hM1yg2bUYsZtrfqe54j6Y5iaSojaQKw0PZbAGzPLRypy7IDGTFkOcgbNbpUUt6ajxrMlzSz9yBpO+CGgnmqYvt54A5J00pniQxYiBi2tPdEdfpu2HyGZtoJ5FbCWAlJuhuYASxql6YBdwPP0/yd3rJUtlpIuoZmes8twJLeuu09X/YPxcBJOs3235TOEVGzFP0REeOUpI1X9LrtB0eVpVZtH//vSKvPYEk6cozlx4B5theMOk9EF6WnP6rUXgKzY/t4re1LS+aJeC1S1I/E7i89AyTpZCBF/2C9rf24pH1+H3ArcIik2bZPKZYsoiOy0x/VkfQlmrfrz22X9qHZTfp0uVQRMR6NNSpS0sK0Tg2WpCuAD9h+on1eE7gQ+Eua38+bl8wX0QXZ6Y8a7Q5s3R7SQ9LZwHwgRX9EACDpUOAwYLqkhX0vrUUOSw/DNJpzVj3PAhvbfkrS04UyRXRKiv6o1TrAb9qvp5YMEhHj0nnA5cBJLL8hsNh273cHkta1/eiow1XoPOAmSRe3z3sA35Y0BfhJuVgR3ZH2nqiOpH2ALwFzaMbA7Qgcbfs7RYNFxEonN8UOjqS3AdvT/F7+ke3bCkeK6JQU/VElSRvQ9PULuNn2rwpHioiVUG6KHRxJE4E30NdlYHvRy/+JiBiktPdENSRtZvseSb1duZ+3nzeUtKHt20tli4iVVnbGBkDS4cCxwEPAMpoNGQM5MB0xIin6oyZHAh8H/nGM1wzsPNo4ERHR+iQww/YjpYNEdFWK/qiG7Y+3X77X9tL+1yStXiBSRKz8VDpAJf6b5jKuiCgkRX/U6EbgpQfvxlqLiI6T9BVglu27XuZbdhllnordD1wr6QfACyM6bZ9aLlJEt6Toj2pI+n3gjcBkSdvw4g7d2sAaxYJFxHh2D/CvkiYBs4Bv235hR7p/fGe8Lovaj1Xbj4gYsUzviWpI+ijw1zRXvd/Ki0X/48DZti8qFC0ixjlJM4CP0dzgfQPwb7bnlE0VETE4KfqjOpI+YPu7pXNExMqhHSX5fpqifyPgAmAHYIntD5fMtrKT9E+2PyXpEsaYhGR7zwKxIjop7T1Ro7dKutr2b6G5URP4O9ufLZwrIsYZSacCewJXA1+0fUv70smSflouWTW+1X7+StEUEZGd/qjPWJfp5FbNiBiLpAOA79h+cozXpvb398drJ2kK8JTt59vnicBqY/3cI2I4JpQOEDEEEyWt1nuQNBlYbQXfHxHd9e/AXpI+DyBpmqR3AKTgH6irWX6gwmTgqkJZIjopRX/U6BzgakkHtrt4VwJnF84UEePTvwDvpDnAC7C4XYvBWt32E72H9utMVYsYofT0R3VsnyLpTpr52gJOtH1F4VgRMT5tZ3tbSfMBbD8qKSMlB2+JpG1t3w4g6a3AU4UzRXRKiv6oku3LgctL54iIce/Ztr/cAJLWA54vG6lKnwJmS/pF+7wBsHfBPBGdk4O8UR1JM4GvAW+muQRmIs3ovbWLBouIcUfSvjTF57Y0bYAfBD5re3bRYBWStAowg+Yd2HtsP1s4UkSnpOiP6ki6DfgwMJvmoq79gTfZPqZosIgYlyRtxovtgFfbvrtwpGpI2tn2NZL2Guv1XJoYMTpp74kq2b5P0kTby4BZkm4snSkixq17aW7ungTNBB/bi8pGqsZOwDXAHmO8ZiBFf8SIpOiPGj3ZHsRbIOkU4JfAlMKZImIcknQ4cCzwELCMZrffwJYlc9XC9rGSJgCX276gdJ6ILkt7T1RH0sY0/4CvChwBTAW+bvu+osEiYtyRdB/NBJ9HSmepmaTrbO9YOkdEl6Xoj6pJWhfYyPbC0lkiYvyRNAfY1fZzpbPUTNLnaEZ0ng8s6a3b/k2xUBEdk6I/qiPpWmBPmva1BcDDwFzbR5bMFRHjj6SzaCbK/AB4urdu+9RioSok6YExlm17+sjDRHRUevqjRlNtPy7pIGBW21Oanf6IGMui9mPV9iOGwPYmpTNEdF2K/qjRJEkbAB8CMqYzIl6W7eMBJK3VPPqJwpGqJGl14DBgB5qD0tcDp9teWjRYRIdMKB0gYghOAK4A7rN9q6TpNCP5IiKWI+ktkuYDPwbukjRP0halc1Xom8AWNBcnngZsDnyraKKIjklPf0REdFZ7h8cxtue0z38KfNH2u4oGq4ykO2xv9UprETE8ae+J6khaDzgY+EP6/o7bPqBUpogYt6b0Cn4A29dKyr0egzdf0kzbNwFI2g64oXCmiE5J0R81upimX/Qqmst2IiJezv3tOMleq8l+wFiTZuL12Q7YX1LvpuNpwN2S7qQ5S5HL0CKGLO09UR1JC2xvXTpHRIx/7V0exwPb09zGex1wnO3fFg1WmfbSxBV53PajIwkT0VHZ6Y8aXSppd9uXlQ4SEePeHwEb0Qy2mATsAuwMZOd5gGw/uKLXJd0ObDuiOBGdlJ3+qI6kxcAUmot2nqXZvbPttYsGi4hxR9JPgb+nmd7zfG/9lYrUGCxJ821vUzpHRM2y0x/Vsb1W6QwRsdJ42PYlpUME2YGMGLIU/VGltk93U2D13prt68oliohx6lhJZwJX07w7CIDti8pFiogYvBT9UR1JBwGfBP4AWADMBP6Tpk83IqLfx4DNgFV4sb3HQIr+0VLpABG1S09/VKcdAfd24CbbW0vaDDje9t6Fo0XEOCPpTtt/UjpHzSRNABbafssKvuf3bP9mhLEiOmdC6QARQ7DU9lIASavZvgeYUThTRIxPN0navHSImtl+HrhD0rQVfE8K/oghS3tP1OjnktYBvgdcKelR4BeFM0XE+LQD8FFJD9D09PemfWVk52BtANwl6RZgSW/R9p7lIkV0S9p7omqSdgKmAj+0/UzpPBExvrzcpVEZ2TlY7e/i32F77qizRHRViv6oyqvpHY2IiNFr/4O1qe2rJK0BTLS9uHSuiK5IT39U5dX0jkZExGhJOhi4EDijXXojTQtmRIxIevqjRukdjYgYXz4BvAO4GcD2vZLWLxspoltS9EeN1gTe3/cs4ORCWSIiAp62/YzUjOOXNIncwhsxUin6o0aTXno4TNLkUmEiIoK5kj4DTJa0K3AYcEnhTBGdkoO8UQ1Jh9L8QzId+FnfS2sBN9jer0iwiIiOa4csHAjsRvPu6xXAmU4REjEyKfqjGpKmAusCJwGf7ntpcS5+iYiIiC5L0R8RERFDJWl74DhgY5rW4t4laNNL5orokhT9ERERMVSS7gGOAOYBy3rrth8pFiqiY3KQNyIiIobtMduXlw4R0WXZ6Y+IiIihkvQlYCJwEfB0b9327cVCRXRMiv6IiIgYKklzxli27Z1HHiaio1L0R0RExFBJmm77/ldai4jhmVA6QERERFTvwjHWZo88RUSH5SBvREREDIWkzYAtgKmS9up7aW1g9TKpIropRX9EREQMywzg/cA6wB5964uBg4skiuio9PRHRETE0EiaCBxl+4uls0R0WXr6IyIiYmhsLwN2LZ0jouuy0x8RERFDJekLwFTgfGBJbz1z+iNGJ0V/REREDFXm9EeUl6I/IiIiIqJymd4TERERQyfpfTTjO18Y1Wn7hHKJIrolB3kjIiJiqCSdDuwNHA4I+Ctg46KhIjom7T0RERExVJIW2t6y7/OawEW2dyudLaIrstMfERERw/ZU+/lJSRsCzwKbFMwT0Tnp6Y+IiIhhu1TSOsApwLx27cyCeSI6J+09ERERMVSSJgOHAu8GDFwPfMP20qLBIjokRX9EREQMlaQLgMXAOe3SPsA6tj9ULlVEt6Toj4iIiKGSdIftrV5pLSKGJwd5IyIiYtjmS5rZe5C0HXBDwTwRnZOd/oiIiBgqSXcDM4BF7dI04G7gecC2tyyVLaIrUvRHRETEUEla4UVcth8cVZaIrkrRHxERERFRufT0R0RERERULkV/RERERETlUvRHRERERFQuRX9EREREROVS9EdEREREVO7/ALEJ3Jt1VVv6AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "data = Indav_train[numerical_columns]\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "corrMatrix = df.corr(method = 'pearson',min_periods = 1)\n",
    "sns.heatmap(corrMatrix, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dropping Unnecessary Columns\n",
    "Indav_train.drop(\"partner_id\", axis = 1, inplace= True)\n",
    "Indav_test.drop(\"partner_id\", axis = 1, inplace= True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Type Casting\n",
    "\n",
    "col = ['payment_method', 'partner_category','country','device_type','is_fraud']\n",
    "Indav_train[col] = Indav_train[col].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "Indav_train['money_transacted'] = Indav_train['money_transacted'].astype('int64')\n",
    "Indav_test['money_transacted'] = Indav_test['money_transacted'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "Indav_train['transaction_initiation'] = pd.to_datetime(Indav_train['transaction_initiation']).dt.year\n",
    "Indav_test['transaction_initiation'] = pd.to_datetime(Indav_test['transaction_initiation']).dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "transaction_number             int64\n",
       "user_id                        int64\n",
       "payment_method              category\n",
       "partner_category            category\n",
       "country                     category\n",
       "device_type                 category\n",
       "money_transacted               int64\n",
       "transaction_initiation         int64\n",
       "partner_pricing_category       int64\n",
       "is_fraud                    category\n",
       "dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>transaction_number</th>\n",
       "      <th>user_id</th>\n",
       "      <th>payment_method</th>\n",
       "      <th>partner_category</th>\n",
       "      <th>country</th>\n",
       "      <th>device_type</th>\n",
       "      <th>money_transacted</th>\n",
       "      <th>transaction_initiation</th>\n",
       "      <th>partner_pricing_category</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>144703125000</td>\n",
       "      <td>17539344</td>\n",
       "      <td>sbi_atm_cum_debit_card</td>\n",
       "      <td>cat_1</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>android_devices</td>\n",
       "      <td>-5</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>77406814453032</td>\n",
       "      <td>24710841</td>\n",
       "      <td>e_wallet_payments</td>\n",
       "      <td>cat_2</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>100</td>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>308929485482801</td>\n",
       "      <td>24265476</td>\n",
       "      <td>e_wallet_payments</td>\n",
       "      <td>cat_2</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>50</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>665270027747073</td>\n",
       "      <td>10240000</td>\n",
       "      <td>other_debit_cards</td>\n",
       "      <td>cat_3</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>1000</td>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>38276160171101</td>\n",
       "      <td>5880625</td>\n",
       "      <td>other_debit_cards</td>\n",
       "      <td>cat_1</td>\n",
       "      <td>IND_INR</td>\n",
       "      <td>other_pcs</td>\n",
       "      <td>200</td>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   transaction_number   user_id          payment_method partner_category  \\\n",
       "0        144703125000  17539344  sbi_atm_cum_debit_card            cat_1   \n",
       "1      77406814453032  24710841       e_wallet_payments            cat_2   \n",
       "2     308929485482801  24265476       e_wallet_payments            cat_2   \n",
       "3     665270027747073  10240000       other_debit_cards            cat_3   \n",
       "4      38276160171101   5880625       other_debit_cards            cat_1   \n",
       "\n",
       "   country      device_type  money_transacted  transaction_initiation  \\\n",
       "0  IND_INR  android_devices                -5                    2016   \n",
       "1  IND_INR        other_pcs               100                    2017   \n",
       "2  IND_INR        other_pcs                50                    2016   \n",
       "3  IND_INR        other_pcs              1000                    2017   \n",
       "4  IND_INR        other_pcs               200                    2016   \n",
       "\n",
       "   partner_pricing_category is_fraud  \n",
       "0                         2        0  \n",
       "1                         2        0  \n",
       "2                         2        0  \n",
       "3                         2        0  \n",
       "4                         2        0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Indav_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(76529, 10)\n",
      "(19133, 9)\n"
     ]
    }
   ],
   "source": [
    "print(Indav_train.shape)\n",
    "print(Indav_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Split Numeric and Categorical Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_attr = list(Indav_train.select_dtypes(\"category\").columns)\n",
    "num_attr = list(Indav_train.columns.difference(cat_attr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'is_fraud'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_attr.pop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['payment_method', 'partner_category', 'country', 'device_type']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_attr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['money_transacted',\n",
       " 'partner_pricing_category',\n",
       " 'transaction_initiation',\n",
       " 'transaction_number',\n",
       " 'user_id']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_attr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_to_use = cat_attr + num_attr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Instantiate Pre-processing Objects for Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_transformer = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='median')),\n",
    "    ('scaler', StandardScaler())])\n",
    "\n",
    "categorical_transformer = Pipeline(steps=[\n",
    "    ('imputer', SimpleImputer(strategy='most_frequent')),\n",
    "    ('onehot', OneHotEncoder(handle_unknown='ignore'))])\n",
    "\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('num', numeric_transformer, num_attr),\n",
    "        ('cat', categorical_transformer, cat_attr)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Undersampling for handling Class imbalance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Number of samples which are Fraud\n",
    "no_frauds = len(Indav_train[Indav_train['is_fraud'] == 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# indices of non fraud samples\n",
    "non_fraud_indices = Indav_train[Indav_train.is_fraud == 0].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Random sample non fraud indices\n",
    "random_indices = np.random.choice(non_fraud_indices,no_frauds, replace=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "fraud_indices = Indav_train[Indav_train.is_fraud == 1].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Concat fraud indices with sample non-fraud ones\n",
    "under_sample_indices = np.concatenate([fraud_indices,random_indices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Get Balance Dataframe\n",
    "under_sample = Indav_train.loc[under_sample_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Train_Test_Split\n",
    "X_under = under_sample.loc[:,under_sample.columns != 'is_fraud']\n",
    "y_under = under_sample.loc[:,under_sample.columns == 'is_fraud']\n",
    "X_under_train, X_under_test, y_under_train, y_under_test = train_test_split(X_under,y_under,test_size = 0.3, random_state = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train dimensions:  (215, 9)\n",
      "y_train dimensions:  (215, 1)\n",
      "X_test dimensions:   (93, 9)\n",
      "y_test dimensions:   (93, 1)\n"
     ]
    }
   ],
   "source": [
    "print('X_train dimensions: ', X_under_train.shape)\n",
    "print('y_train dimensions: ', y_under_train.shape)\n",
    "print('X_test dimensions:  ', X_under_test.shape)\n",
    "print('y_test dimensions:  ', y_under_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    109\n",
       "1    106\n",
       "Name: is_fraud, dtype: int64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_under_train.is_fraud.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model Building"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.ensemble import GradientBoostingClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build a Logistic Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf_logreg = Pipeline(steps=[('preprocessor', preprocessor),\n",
    "                      ('classifier', LogisticRegression())])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 22.9 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('preprocessor',\n",
       "                 ColumnTransformer(transformers=[('num',\n",
       "                                                  Pipeline(steps=[('imputer',\n",
       "                                                                   SimpleImputer(strategy='median')),\n",
       "                                                                  ('scaler',\n",
       "                                                                   StandardScaler())]),\n",
       "                                                  ['money_transacted',\n",
       "                                                   'partner_pricing_category',\n",
       "                                                   'transaction_initiation',\n",
       "                                                   'transaction_number',\n",
       "                                                   'user_id']),\n",
       "                                                 ('cat',\n",
       "                                                  Pipeline(steps=[('imputer',\n",
       "                                                                   SimpleImputer(strategy='most_frequent')),\n",
       "                                                                  ('onehot',\n",
       "                                                                   OneHotEncoder(handle_unknown='ignore'))]),\n",
       "                                                  ['payment_method',\n",
       "                                                   'partner_category',\n",
       "                                                   'country',\n",
       "                                                   'device_type'])])),\n",
       "                ('classifier', LogisticRegression())])"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "clf_logreg.fit(X_under_train, y_under_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9488372093023256\n",
      "0.9354838709677419\n",
      "\n",
      "\n",
      "[[104   5]\n",
      " [  6 100]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[44,  1],\n",
       "       [ 5, 43]], dtype=int64)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_pred = clf_logreg.predict(X_under_train)\n",
    "test_pred = clf_logreg.predict(X_under_test)\n",
    "\n",
    "print(clf_logreg.score(X_under_train, y_under_train))\n",
    "print(clf_logreg.score(X_under_test, y_under_test))\n",
    "print(\"\\n\")\n",
    "print(confusion_matrix(y_true= y_under_train, y_pred = train_pred))\n",
    "\n",
    "confusion_matrix_test = confusion_matrix(y_true=y_under_test, y_pred =  test_pred)\n",
    "confusion_matrix_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9347826086956522"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_true = y_under_test, y_pred = test_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Build a Random Forest Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = Pipeline(steps=[('preprocessor', preprocessor),\n",
    "                      ('classifier', RandomForestClassifier())])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "kfold = StratifiedKFold(n_splits=5, shuffle=True, random_state=143)\n",
    "\n",
    "param_grid = {\"classifier__n_estimators\" : [150, 250, 300],\n",
    "              \"classifier__max_depth\" : [5,8,10],\n",
    "              \"classifier__max_features\" : [3, 5, 7],\n",
    "              \"classifier__min_samples_leaf\" : [4, 6, 8, 10]}\n",
    "\n",
    "rf_grid = GridSearchCV(clf, param_grid= param_grid, cv=kfold,verbose=1,n_jobs=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 5 folds for each of 108 candidates, totalling 540 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=6)]: Using backend LokyBackend with 6 concurrent workers.\n",
      "[Parallel(n_jobs=6)]: Done  38 tasks      | elapsed:    5.7s\n",
      "[Parallel(n_jobs=6)]: Done 188 tasks      | elapsed:   18.4s\n",
      "[Parallel(n_jobs=6)]: Done 438 tasks      | elapsed:   41.8s\n",
      "[Parallel(n_jobs=6)]: Done 540 out of 540 | elapsed:   51.9s finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 52.4 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridSearchCV(cv=StratifiedKFold(n_splits=5, random_state=143, shuffle=True),\n",
       "             estimator=Pipeline(steps=[('preprocessor',\n",
       "                                        ColumnTransformer(transformers=[('num',\n",
       "                                                                         Pipeline(steps=[('imputer',\n",
       "                                                                                          SimpleImputer(strategy='median')),\n",
       "                                                                                         ('scaler',\n",
       "                                                                                          StandardScaler())]),\n",
       "                                                                         ['money_transacted',\n",
       "                                                                          'partner_pricing_category',\n",
       "                                                                          'transaction_initiation',\n",
       "                                                                          'transaction_number',\n",
       "                                                                          'user_id'])...\n",
       "                                                                                          SimpleImputer(strategy='most_frequent')),\n",
       "                                                                                         ('onehot',\n",
       "                                                                                          OneHotEncoder(handle_unknown='ignore'))]),\n",
       "                                                                         ['payment_method',\n",
       "                                                                          'partner_category',\n",
       "                                                                          'country',\n",
       "                                                                          'device_type'])])),\n",
       "                                       ('classifier',\n",
       "                                        RandomForestClassifier())]),\n",
       "             n_jobs=6,\n",
       "             param_grid={'classifier__max_depth': [5, 8, 10],\n",
       "                         'classifier__max_features': [3, 5, 7],\n",
       "                         'classifier__min_samples_leaf': [4, 6, 8, 10],\n",
       "                         'classifier__n_estimators': [150, 250, 300]},\n",
       "             verbose=1)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "rf_grid.fit(X_under_train,y_under_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'classifier__max_depth': 5,\n",
       " 'classifier__max_features': 3,\n",
       " 'classifier__min_samples_leaf': 4,\n",
       " 'classifier__n_estimators': 150}"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf_grid.best_params_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "Final_rf = Pipeline(steps=[('preprocessor', preprocessor),\n",
    "                      ('classifier', RandomForestClassifier(n_estimators = 10,\n",
    "                                     max_features = 'sqrt',\n",
    "                                     min_samples_leaf = 5,\n",
    "                                     bootstrap = True,\n",
    "                                     max_depth = 25,\n",
    "                                     min_samples_split = 10))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wall time: 29.9 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('preprocessor',\n",
       "                 ColumnTransformer(transformers=[('num',\n",
       "                                                  Pipeline(steps=[('imputer',\n",
       "                                                                   SimpleImputer(strategy='median')),\n",
       "                                                                  ('scaler',\n",
       "                                                                   StandardScaler())]),\n",
       "                                                  ['money_transacted',\n",
       "                                                   'partner_pricing_category',\n",
       "                                                   'transaction_initiation',\n",
       "                                                   'transaction_number',\n",
       "                                                   'user_id']),\n",
       "                                                 ('cat',\n",
       "                                                  Pipeline(steps=[('imputer',\n",
       "                                                                   SimpleImputer(strategy='most_frequent')),\n",
       "                                                                  ('onehot',\n",
       "                                                                   OneHotEncoder(handle_unknown='ignore'))]),\n",
       "                                                  ['payment_method',\n",
       "                                                   'partner_category',\n",
       "                                                   'country',\n",
       "                                                   'device_type'])])),\n",
       "                ('classifier',\n",
       "                 RandomForestClassifier(max_depth=25, max_features='sqrt',\n",
       "                                        min_samples_leaf=5,\n",
       "                                        min_samples_split=10,\n",
       "                                        n_estimators=10))])"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "Final_rf.fit(X_under_train, y_under_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9906976744186047\n",
      "0.967741935483871\n",
      "\n",
      "\n",
      "[[109   0]\n",
      " [  2 104]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[45,  0],\n",
       "       [ 3, 45]], dtype=int64)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_pred = Final_rf.predict(X_under_train)\n",
    "test_pred = Final_rf.predict(X_under_test)\n",
    "\n",
    "print(Final_rf.score(X_under_train, y_under_train))\n",
    "print(Final_rf.score(X_under_test, y_under_test))\n",
    "print(\"\\n\")\n",
    "print(confusion_matrix(y_true= y_under_train, y_pred = train_pred))\n",
    "\n",
    "confusion_matrix_test = confusion_matrix(y_true=y_under_test, y_pred =  test_pred)\n",
    "confusion_matrix_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.967741935483871"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_true = y_under_test, y_pred = test_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "Final_X_test = Indav_test[cols_to_use]\n",
    "#\n",
    "test_pred = gbm_grid.predict(Final_X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_pred[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>transaction_number</th>\n",
       "      <th>is_fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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      "text/plain": [
       "   transaction_number  is_fraud\n",
       "0     857050141038272         0\n",
       "1       4400462872603         0\n",
       "2    1207915598569499         0\n",
       "3    2009725616777536         0\n",
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      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submissions_df = pd.DataFrame({'transaction_number': Indav_test.transaction_number, 'is_fraud': test_pred})\n",
    "submissions_df.to_csv(\"final_predictions.csv\", index=None)\n",
    "submissions_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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