HousePrice-code_v2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Package Import and datasets loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_test = pd.read_csv('test.csv', index_col=0)\n",
    "df_train = pd.read_csv('train.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train shape: (1460, 80)\n",
      "data types:\n",
      "object     43\n",
      "int64      34\n",
      "float64     3\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(f'train shape:', df_train.shape)\n",
    "print(f'data types:')\n",
    "print(df_train.dtypes.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>175000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "Id                                                                      \n",
       "1             60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "2             20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "3             60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "4             70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "5             60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "...          ...      ...          ...      ...    ...   ...      ...   \n",
       "1456          60       RL         62.0     7917   Pave   NaN      Reg   \n",
       "1457          20       RL         85.0    13175   Pave   NaN      Reg   \n",
       "1458          70       RL         66.0     9042   Pave   NaN      Reg   \n",
       "1459          20       RL         68.0     9717   Pave   NaN      Reg   \n",
       "1460          20       RL         75.0     9937   Pave   NaN      Reg   \n",
       "\n",
       "     LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
       "Id                                    ...                                      \n",
       "1            Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "2            Lvl    AllPub       FR2  ...        0    NaN    NaN         NaN   \n",
       "3            Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "4            Lvl    AllPub    Corner  ...        0    NaN    NaN         NaN   \n",
       "5            Lvl    AllPub       FR2  ...        0    NaN    NaN         NaN   \n",
       "...          ...       ...       ...  ...      ...    ...    ...         ...   \n",
       "1456         Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "1457         Lvl    AllPub    Inside  ...        0    NaN  MnPrv         NaN   \n",
       "1458         Lvl    AllPub    Inside  ...        0    NaN  GdPrv        Shed   \n",
       "1459         Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "1460         Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "\n",
       "     MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "Id                                                               \n",
       "1          0      2    2008        WD         Normal     208500  \n",
       "2          0      5    2007        WD         Normal     181500  \n",
       "3          0      9    2008        WD         Normal     223500  \n",
       "4          0      2    2006        WD        Abnorml     140000  \n",
       "5          0     12    2008        WD         Normal     250000  \n",
       "...      ...    ...     ...       ...            ...        ...  \n",
       "1456       0      8    2007        WD         Normal     175000  \n",
       "1457       0      2    2010        WD         Normal     210000  \n",
       "1458    2500      5    2010        WD         Normal     266500  \n",
       "1459       0      4    2010        WD         Normal     142125  \n",
       "1460       0      6    2008        WD         Normal     147500  \n",
       "\n",
       "[1460 rows x 80 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Id'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# heatmap of null values\n",
    "sns.heatmap(df_train.isnull(), yticklabels = False, cbar = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train shape: (1460, 76)\n",
      "data types:\n",
      "object     39\n",
      "int64      34\n",
      "float64     3\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# take the columns with less than 50 percent nan of total entries\n",
    "df_train = df_train.loc[:, df_train.isnull().sum() < 0.5*df_train.shape[0]]\n",
    "print(f'train shape:', df_train.shape)\n",
    "print(f'data types:')\n",
    "print(df_train.dtypes.value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lleno_nan(df):\n",
    "    ''' Completa los valores nan de un dataframe,\n",
    "    si la columna es numérica le coloca la media y si es categórica la moda'''\n",
    "    columns_with_nan = df.columns[df.isna().any()]\n",
    "    for x in columns_with_nan:\n",
    "        if df[x].dtype == int or df[x].dtype == float:\n",
    "            df[x] = df[x].fillna(df[x].mean())\n",
    "        else:\n",
    "            df[x] = df[x].fillna(df[x].mode()[0])\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-7-0fddcf7d0870>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[x] = df[x].fillna(df[x].mean())\n",
      "<ipython-input-7-0fddcf7d0870>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[x] = df[x].fillna(df[x].mode()[0])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Id'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fill missing values for the train dataset\n",
    "df_train = lleno_nan(df_train)\n",
    "sns.heatmap(df_train.isnull(), yticklabels = False, cbar = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>...</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>175000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
       "Id                                                                            \n",
       "1             60       RL         65.0     8450   Pave      Reg         Lvl   \n",
       "2             20       RL         80.0     9600   Pave      Reg         Lvl   \n",
       "3             60       RL         68.0    11250   Pave      IR1         Lvl   \n",
       "4             70       RL         60.0     9550   Pave      IR1         Lvl   \n",
       "5             60       RL         84.0    14260   Pave      IR1         Lvl   \n",
       "...          ...      ...          ...      ...    ...      ...         ...   \n",
       "1456          60       RL         62.0     7917   Pave      Reg         Lvl   \n",
       "1457          20       RL         85.0    13175   Pave      Reg         Lvl   \n",
       "1458          70       RL         66.0     9042   Pave      Reg         Lvl   \n",
       "1459          20       RL         68.0     9717   Pave      Reg         Lvl   \n",
       "1460          20       RL         75.0     9937   Pave      Reg         Lvl   \n",
       "\n",
       "     Utilities LotConfig LandSlope  ... EnclosedPorch 3SsnPorch ScreenPorch  \\\n",
       "Id                                  ...                                       \n",
       "1       AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2       AllPub       FR2       Gtl  ...             0         0           0   \n",
       "3       AllPub    Inside       Gtl  ...             0         0           0   \n",
       "4       AllPub    Corner       Gtl  ...           272         0           0   \n",
       "5       AllPub       FR2       Gtl  ...             0         0           0   \n",
       "...        ...       ...       ...  ...           ...       ...         ...   \n",
       "1456    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "1457    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "1458    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "1459    AllPub    Inside       Gtl  ...           112         0           0   \n",
       "1460    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "\n",
       "     PoolArea MiscVal  MoSold  YrSold  SaleType  SaleCondition SalePrice  \n",
       "Id                                                                        \n",
       "1           0       0       2    2008        WD         Normal    208500  \n",
       "2           0       0       5    2007        WD         Normal    181500  \n",
       "3           0       0       9    2008        WD         Normal    223500  \n",
       "4           0       0       2    2006        WD        Abnorml    140000  \n",
       "5           0       0      12    2008        WD         Normal    250000  \n",
       "...       ...     ...     ...     ...       ...            ...       ...  \n",
       "1456        0       0       8    2007        WD         Normal    175000  \n",
       "1457        0       0       2    2010        WD         Normal    210000  \n",
       "1458        0    2500       5    2010        WD         Normal    266500  \n",
       "1459        0       0       4    2010        WD         Normal    142125  \n",
       "1460        0       0       6    2008        WD         Normal    147500  \n",
       "\n",
       "[1460 rows x 76 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test shape: (1459, 79)\n",
      "data types:\n",
      "object     43\n",
      "int64      25\n",
      "float64    11\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Id'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(f'test shape:', df_test.shape)\n",
    "print(f'data types:')\n",
    "print(df_test.dtypes.value_counts())\n",
    "# heatmap of null values\n",
    "sns.heatmap(df_test.isnull(), yticklabels = False, cbar = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df shape: (1459, 74)\n",
      "data types:\n",
      "object     38\n",
      "int64      25\n",
      "float64    11\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Id'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# take the columns with less than 50 percent nan of total entries\n",
    "df_test = df_test.loc[:, df_test.isnull().sum() < 0.5*df_test.shape[0]]\n",
    "print(f'df shape:', df_test.shape)\n",
    "print(f'data types:')\n",
    "print(df_test.dtypes.value_counts())\n",
    "sns.heatmap(df_test.isnull(), yticklabels = False, cbar = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Id'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hf2pmxxGGryKOIQTedEKP/IP0eZrQbdZxEPA54Hx3v8vMXgsU9RR7OY0YqmaeDH8E/rtBuVOJ67Rb+jyVjlXFg8ANZvYlMzsk+9RVZGabmdndpOGmma1nZicW7JofHW0LXA7g7i/QQkdowbZm9kPifJRxDrBQKrM+MYR/mBBoRe3r5c0F6yrvxcSwZyqNWt5QU+Y9hB7448AzwGsI97o6DgfeCDwJ4O5TqLdpnAu8lPMgWYXwIBlk+xZ399+n3+8DznT3A4jz9581dQHs7zn3Qw8vo8qRcuLkpGr8EtGRuhv4RlUBM/sycDqhulsSOC3ZpZrTVro3eHv027vry1pKvBSyzy7A14GbasrcC6zW0wu4t6bMVOAjxE37huzToH0LETfgeOKGOhB4VU2Z65qsG+A1y3r/bc/9lCbrerYfVvRpUNctxMObb+MIjwNCl3oMcAjwGLBgWr9Yw//0JqJn/DDxknwfIRTK9p+W+30McHT6PS6/raDcRwjj7zPAtNxnOhUjUeJlnPd0yTxW/g4cNUb3R5EHT+l/S9uz5/lQGnqQ9NGu/Lm/Adip5f07jZwnTnpO76rY/27gCyRvpJZtvYdQL2bLCwD3tDnGWBgY++3d9Wst3TH3eybRc3tnTZm/uvv9ueUHCONfFTPd/aQG7RmGuz+TWzy9YbGlzOy17v4AQDLoLNW27lT2ZK/Xj7+QdJLZuV+Vet9YgH+a2Rbufn0qtzlDniWFuHs/3jtZ2UfM8q61hb6x+xP34IrAWzxGeRA662PKjp2MPrsRQvpMwnA0yd3rrlm+QdsS9z4eHjlV5X5G+I0fBeT16DO8whvB3Y8CjjKzo9z9czVtG97QoaCr3mPWGdTuTLaDecxsdaLDcWNNmcyD5L009CDpo33TzOwY4E+EGuSydJzFatqWcRlwjkWcgRNG1Esq9t+TMIBeZmZ/I+6Ts929iSfPg4TnyHNpeX5idN+YuSZFqpntTXgubEgItV2AL7r7z8egrpMIXeM5xEXaldDJ3QDg7ucVlDmcEOjn087Npx8D6FuJnLcPpFUrE1F+l5bsX+aVYkQPY4WaNr6ZsEyvQ9zAmwPvd/drasqtT1yrRVNdj6dyUyvKXE3xA1mnuvoFoR8/AdiEEBgbufseJfsf5O7H1a3Lbfs/4h44FviVuz9nZg/UCbKk1loOeJQQSmu4+4tmthwRJ7BRVfnccdq4dmZlFifsC/ly11Xs/6rc4gTivl/C3b9cU8+CRI/yLWnVpcB/u/tzFWXWIYTfTe5+Zupw7O7uXx9U+1IH4yDi/J+a3XcWrqGruvsZNf/LgA8TAWdG3Ps/dPfaABkLN8PdCTXN/YQK5gcV+19ABMBcTtz/byZiCP4K4O4H1tY5aGGdesSHMtIHsfRhTN4ZmxAP+3bEibvSG1hLzWwFwqiwOXESrgcOcvdSPaOZVelV3Qv8JdNbv2jfVpFTZrYTYTj9fM1+8xOeNBBqm8Xc/bGSfV8CHmJ4L8/T8vLuPl9FPeOIF+OVxDUw4GZ3/1ujPxTHmAjg7k812DevV51A3Owz3f3QmnJLEuqJ7QkVw6XEdS70P7eWofdpVPcWove0LTEa3B54jbuX2RiyB353wlf65+7+p7R+A2DpshdsrvyOxEtomGunu1faeczsg4SgWoEI8tqEEIytvFbM7Hp336JNmdlJk/aZ2Rvc/baedTu6e5k7bnbf95Wqouc4WxNRueu4+/wV+72v6jgNRnBjorO+jHCLu4eIojuVZtbtSj1zRbnLCT/Q8enzfuDyQf+vAZ+jmxvutyjwAeAK4E8V+/2ecKsq2vZIg3pa6cOBfdL3IUWfPs7HtQM8t3sSXjVPMNyb5mrCfbLJMSYQL7BzCb33z2r2n6fpsQvKTgVeRdLnEt4kJzcod0dq55S0vBYxJK8qs2HusxHR822i272ckV4Tl5bse06ufdN6P2PUvtuB1/XcA7XRtYRLZ+FzU1NuY+IF+xBwLWF/WLKmzA4kb7B+P2Ohs36Vu5+ShpzXEgEoTQJX2uZkyFjK3fM95R+Z2cFVBfrsjc9LXJQsj8U1wPe9xn/czHbOLY4jbsLS/5eGdu8gAos2JIImdiK8Sco4lniAiobOR1e1L3G5mX0KOJsweAGVKp4sY15RtF/ltetR2YwjDLXL1jUw2T6OI3qQToTWf8KTXj/HjUQ04JKEZ03GDEJg1OIxvP8F8AszW4QwXlft/5KZPWu54J0WvOjuf7fI+DfOI+in0rMg8ZyHqgYzm98joGfNmjL585HZd3ZrUNeS3uM1kdQ2RRyUvvvJ99Fv+3YhrtXewBaEnvwt1UWAUJ/cZRGQlL/vywKSvkaMop4AzgI2r5IZPewBHGeRCfI0b+tjzdhEMGbC6y8WLnJ/JoZqdRxCCIGZZvYclCc86uFvFtn9zkzLe1KfvOg0wsCza1reJ60rcqPKOInQN2fuWO9J6z5YU1djA6iZ/ZR4GVxG6GavAu73Gt2xu383PeybufuNPduOr2kfRO8dhkcSOiWRXO7+/fTzCne/oec/bF5TVz56bCbh/bBfgzb+jHDlfFda3oO45m/K7+Qp9J7khphUNNl9PpFQtY3AGrgP1vAccIeZXc7wB79OF9nr2vlXyl078/wxGdIuIF62TxDPWinuvk2D4xbxsuWSpVkEvhS+lD0Z27xBls1Btc/dHzCzPYhz8QhhWK40dCfaGrufB97m7v/bshzuvk+6F/ck3PackDlnesNsn2Ohs94B+C3hZnU88YB8xd0vHGhFQ/WtSAi2TYkb6EbgQK8w0JjZFHdfv25dz/ap7r5e3brRYBHtaERQwNke3g+1Rq5c+dZZ3yqONZ+Hb3LVPkV64RHrBtSeW9z9TT3rbnb3TUr2/xARFPNPwquoMn2rRdbHUrzGi6VMJ+k1ukiLiN9/EqOMvQnV10+9RBdfcoytUrlLyq5Z0qF/kjAiQwQxHe3u95vZeK/Wy2cG72yEvCXwIa/Qx6cR5TeApYlzX9n56qd9NjK16tJEpr/nicoqU7+mYyzDUOa7W929zisMM/sYcY2eTMuLE1HJtX71yfayD3AwoSpeDfhOo07VaHQoY/Uh/J6/QIPMXcRQpHZdz/Yr0gmbJ332IQyadXqxVXPLr6Um0xfRg76B6M09TvSYt0jbFi0psxbhNnYf8dL7PyLvbZPz9hXCYNc6i1sqb4Rx7YfAYxX7bUo8WI8wXF99ODU6RmI0s0j6/UUiCVRtNBfhP/9ZwjNmJcKI/SUiyGCJgv1/T40ecW77EKqbVteOiD7diFAHlu2TeSx8gIjaXS/9npKuZeW9n2vbDsRIsfa8pvrWbvgf+mpfug9KPw3q3Y0YhZ1OdJCmA7s0KDelYN3kkn13Tt87Ep5k04hcJEvnrt9Djc7TAG+044mIwMJPg/LLEeGltxJDysPIGQ0qyo0QmEXreravSBid/o+wwF9Qd3EJL5WHCV31tYQ6Y5uK/T9K9A62JUYXE9PvGwm9VxPDyUaEIeNh4MYG+2fpPV+kQXrPXLm2gSBbpevzF4YHtxxCCv+tKJulYd2CeBm9k2bGoOkVnxGhvoS/7IJ93McTCHXQiYRx/FTCLaxs/0JDGjUGNUL3fg3xstqAiFB9NN2Pb60o9450791O5MGYTgSgPQq8r+ycAysXrF85PWtN0jMsTgSEbZl9ava/ocU5H1X70rlcJLe8CPCmBvVOJQnNtLxUw+eycTANQ8FBPy47Z8B2Tc7TwNQg/bqmWEwEsCeh1z4nfX7p9bOibApsRgwn/ie3aSLwLh+geiJX5/zAmkQP9F53Lw0cMbN7iB7+4z3rX0WELx/iDYNsknvYlt5fhsGq4/YGgpxPBII0SY+Kma3kLXWTNpQE5ygisvVnVS51/ZKG1acRkY95v/hKHbKZ/ZxwldyLXEY1dz+oZP+Vqo5Xdn7MbBLweUJ9cTKhC73ZItnPmWXnI6nKdk3lrgZe76GzXZrogb6uoMzd7r5O7/q07T53rzRM9uMmaOF/vizREcqf/6IYhtG2bzIxOvO0PI64jyvVcWZ2R/58pXJTi85hT7lvEi+SfDDNI+7+yYJ9B6YWHKSB8Wzi7fZ/+ZXpJqryv/0uYdnfy90npTJN3iDzEUnyxzPcK+Epwjo8AjM7ngpvhaIH2cy2dfererw6AFY1s8KbL3e8EcYsD8v/Q0WCuq59DOkMS7FIyTrLY8Xdf1Wx+4cIdctJDAWCtHl7P5tu3MY+9cCfzOz7hA/zN9ILcFxdRUm4nUq40T3ZoG3fJwy0d9Aub/Bq7r6rmb3T3U83s58RPt1lLOf9Tes13t2ziLsjsmN4eHVUlXvZk4HLzKZ78oZx97+aWZne+UUrmE0pvWiaRKoeROh1b3b3bdILpc44NxF4luFeGU6MJAbdPssENcyKHm0i2y4xs0sZck7YnZilqo7PEM/OR8gF05Tsu5aZFXkhNUkZO4xBCuvvEEPP3ovxZmLI+5GScq8megrfTsr+c2gwWYEPuQX+qEXvblLD/fJsRTz0OxZsK7v5AJ4ys/W8J5rPYrqzMveurH2bE4aWs9PyroQXRSVm9nXiofppWnWQRTh4YVpQoueTBYIcaxFduECdwSnHT1MbdyB6F+8jVEtV7EbM/HKMuz9pEen36ZoyEN4f+xJ5zycRvebL8g9pDzPdvR8Pj8yb6UmLOUEfJXpRZfQ7rVf+BdLruVD1wsxPdvCyDZ/soOyldxhwhYXrWeaNszFhA/hMg7a2dhN0930bHHdQ7XvAzA4kOh0QKshel86iNn46dcK2IM7hyd4gtaq7v0z0qr9n4Yq6gpdHPU6nWHa0p4mupMkHuLtiW2lylJ79ViCmbrqNsJQ20aWtQQwjLyOE6lVErtim7V6cBkYdYJUm63LbtiCMF4eni7UD0Rt5kGRkrCh7Nbm0nMTL6+oGbZxGzvGe0KVVBiLk9m0VCJLK3JbVm1tXG+BCGJA+nj7rtbzPxhF62z8RBs6vUGxgPJLo/SxHMkIW7VdQ7oPpntiSoZwxH67Yf3LR7wb1FE0/li2/WFFuempXI919zzn/cXq2bicS6Dc694R6bLF0L19HzK/4m5J9D03fhTasFu37cYv2LU34Pf81u3fJ6aIL9l89/Yc7iV718i3vwWuIkcMShArxNuDbdffHaD8DOUhqVGkGqaptuX3m71lekwZZxGiRDY+YF3KtrD5CsD+eLvL2NfUUGTIr53Ajeq5HEALwPMKVrNazg1BNLJFbXhy4r0G5aT3llqA+amwcsFvPuomUGKt69rs5fV9KpKTcAPhDTZmD0kNyRPrcQcrK1qC+1xP2ifvSw/8mwitlSsG+rYRZ2bloeP8tTkQhZr8bvxzafhjyJpow6GM3rH8r4mVZmKublAedGGWN+DSsY+Ex/g+/JRJ+rUl0Ds9rWX5y+v4g4ZZM2XMGnDCwdg/wBFxLwWQBxHCmNpy5RBg2mWi38aSXxGSrmVH1Q0QPdh5izreyCQHWIlyL/sDwdKzvp+GIoY9zuS/RK/9R+kxvKDz3zJU7PZXbo0G5vtKvEqOFRYkE7FcTPYx31JSZRm4CASIQqspr4rLsOhP5S/Zi5Iu91cM2yHNBjJT66ekuUfWpu9+bPBsFZVuNQvtpI/Cj3O/ae7an7KZEGtKH0/J6wIkN/9eVJFdf4qX+xYr9p/QstzqXRAdjuXQeN87u65oyyxB5vS9Oy+uQJhRv+hmkzvrTRLrBHzGkX83mUSvMjAZgZssSs8oskCz4mf5tIuGDWEebSS9f8HSmiPnTzvLQNd1TYZBYkxBKizFc9zSDikTlBQ77szZRY1hw99PM7GKi5+jAZ9390bL9c+XONLNriBekAZ9pUo724ebZ9sx4+Q8ip0UTjOGpTV9ieAKqXpZM37v6yNDyrB0jwsHNbFciSGSGRZL3DYGvuvvkmva1OhfuvnLN8cronQdw2GEpnwfwRYtEZCuY2XcK2lPl7fJzQtf6Q4rTyw6ijfn7+iCapwWGSJvwH4RbLe4+1cy2rCwR/ICQP99P5aYlw3DZBBoTemTNMNnj1RM+Q4wILwWud/ffWaRC+H1NmR8RdpYvpOX/Je6xU2rKzWKgEYzJ8+NjRE8LYrj7Xa+ICkouf+8nBHveADiDeEuXeluk8tMLVrsXRKqZ2c3E0OUxYij9Bnefnrbd6+5r9ZbJld3U3W+qakvP/itVbfcao2iPV8e1Xp1BrN/JXrPyjc9h2r+1V02u7CHEkPh84uF4J3Gdjy3Z/wFiqFpWV+H9YUPz421B5Iw+Bvi890RBFpRrey4q3bIaPPitSBFw2xPRgSNSh3pFxKSZ3ebudbPJjIq8q1pbtzVLUap5V05rECVsZr9z9417yk3xkohkK55nM8N9wPNt9tPGIgaaGyQJ5cPMbD5CtfAyaSqgijKnA6eb2bvd/dw+6mzkE5w4mEjQsxTwPzlB/XZihpsRmNmh7n40sJdFMvXe+gsFU50wrqLAq+NAi7wfZcnmDyHUOt8q2ObUTHPW8hzCKLxW3P3bqfefpb3ct6a3uygxsinr3ZW9zLOe438CJ7n7Ly1yktextvfkaTazCWU7M3TOJxAdjixlwOsJH+/C9J79CnmP1LVnmdk9XpE3vIQ2o9De9mZeEw781mP6vCKyHr9R0Puv6fk/YpGL2pMMOZD6WcMh8gOtmtqGme1CBGwV4n3mIMlkQVlnpea/PWMRY5G1cRPKvcKK6x9kzzo14u3EcOQPxAVbhbCmX1xTbjGipzCrNwkc4TVZzKzPbHhNsZQX11rmfrDhkw4M20RNgqrkl7m+h4sQFrmWJ1epTiwc+jf1nsRKTUkPycrkXuDu/uOaMlcTSXOy2aXnJXTMlQ9DElT/TrzMb6jqfbbtneXK/YrwGNmeMDr/k7BL1PXS+sp3YmZnAUe6+x1peV3gU+7+/pL9++rdjXJU02rUkCt3IpHDIu+P/Ad3/1jBvoXPSa6yqp5/Pmd55r98kNfkSUlqiJOJILknCHvB3k06TG3u+35lQSq7IeEhsy6hcViKCG0v8sEuPsYYCOt7CYvw/Wl5VeDXVSqGtN+5xJ/I/vB7CNedEfrInnI/JFzb8uVecvcR2fCsJrOau3+7avvsIgnrrbMeT/LlvKZKWKf9+krkZGZnEPlYpjDUI/WangJmdh/xgsjauTjhIVLqg2sxceiuhIeMEelff+7uhfpF6zO60WJ2k7cSUZK/t/Dnfp2nQJSC/TPbyU8II2bedvK9BvfviCFt22FuE0YjDEdR513Aup6EReoY3OE1EySkfRfy4VPbjRkWSbHGedMsdn3e96No33iGIqDva9uhHIsUqf3MbwiRJCk/k/FXzGxKg3Ib9/SWrrIIyS0ii3Rck1AzXJiWd6QkX7SZXUR1T6Yw923BcdpM23QUMDn1vowYNTSZb6/fnOAbETNdtH1zfz3XTgi3rsNryuwJbJCpGpLK53bKjUHvadkmADzmXjzPzBY0s42IZDmFgjrxH4TtZAUiH0vGDCIsvI57UsfhJ8T9sg8NhvBm9t6S9hf27kYjjNML7BAi4f6HLOZTXNOro1wh7DsrEp5GEBk1K3uEFukgTiGijFe0CAb7sLt/tKLMCIMpoSqY5O6/LCmzJqECzF6m91jMO9okjWmr+97MLqzaXiQLbGTkc8YaVhMB3cvAhHWuUXeZ2W8YPr/h7xocovXkq4mXzGxVd/9DKvdaSizdntJcmtllRC6BGWn5cMJSXkQ2yerOhN/0T9LynoTbViUWhsJv0TNtExGiXYj379VxCOEK95KZ/ZMGKpfEncR/azLxZ76dea8VaOa18iAtJg519zth1v1Vm3Izne/vEP7zXyTSGTwGrGxmnykTdqO1nRDulh9hKPn+dQxF1FWxce73BCJhWBYUUorF9HmfIWwGTUP9TyNsCpul5T8S932dsH4VIQRvzbX5pkx4lXRYjqW9Z8cEQuhmz+K7CXfb/cxsG3c/OL9zeiGcR6hdTybuiQ2Aa8xsZ69PA9D2vt+UCMQ6k7BHVOYFSFRFL1bZXEYwyEROp1Vsdi+Y17Cn/HrEDbpoWvUE4adZ9wbfjrgJHyBO3kqE0apUJ5hUNet5SsRkkZ9iatVQ18yuc/ct69YVlJtKGPiu8EhgtA2R+7ZyxnEzez0jdWmNL2wbUs94fSLjYd7wVDtqMLPliXOeb2fhKCXtfwF9TBxqZvcDO3rNDBvWR6KjnvLzE0Ji5Z7/dERVuUFhZosCZ9Sd+9ThOJvwlJkV6u/upeHZZjbJ3Tey9t4WW1Vt94IEY9aHZ4eZXUXYQGam5fGE3vrNhNplnZ79LyamDLymoL2fdfe31fyvVvd9sh29meiovR74NZF0666qegbFwHrW3i4XQFH5qcB6lpt81WJ6rkph7e5XZsM5qM+GlzgDuNXMzicExruo6ckAS5nZaz35+lrM1rxUTRnoY9omMzuVuBnuYiiHRO1b2MyMyBK3irt/1cxeQyQaurWqHPWqi7L6vkEYm3rbWSqsCU+E83PL1zSs7rE6QZ3oJ9FRnl8SQ+/baJZEiFTX5sR57H1xVRrvCniWCIeuo5/p816wmDYu0z2vSoP/6O7XWriiru7uV6RjjK/RDffj2bE8MTLMnAoWAl7tMW1aUTtX7RXUufaeXFMXtLzvPWIyLiESQM1PCO1rLBJx1U4eYDFzVm/Ss8adgIHrrFMPu8itpbJnndvvqdziIcRwqqiefYiRwRlJOE9L6/c3s2fc/WcVdRxpZpfQ3H0MItf2NRZ+vxA9rw/X/R/6m7Zpk95eRENOJITmtkRo+9OEGmDjop3N7AQiB0htNr8SdiJ0no2FGhHBNcyGYWZruvt9NeUmmdnZ1Kfc7CfRUZ4V3P2tDfbr5RTiHrmNZgEnwAibyDhCrXFOg6L9TJ93GCFsXmMxhdzmhJ6+ro37E3rhJQiD3ApEcM12FcX+i/DsWJ5Qt1zG8GnjijgamJJUgJmt5msWhsMrCvavelk0MWpOAv7pkaVvDUIFU+e1Nj/hDronIQO+QwNVhpl9jwjy24YIStqF6NE3Ziy8QfJGwglEr/XP/VhYzewRd39NybbJRI7nGT3rJxJJjyqd/9OQZhmG94KqjH7ZhcpUJU168JmFutW0TWZ2CvAtd7+77vg95W539w2bDj3N7CAiunQ5Ykh9prtPaVHfxURk4dMtytwHfMndz0nLnyTCbitfTiVqthHqNTN7kKFpvIr2r3NTOxk43pMLXlOsYNqxhuXyKoaZhCG0dhJW63P6PAtf302I83Ozh992XV1TiNw7t+Tuq2G5oAeFhdfOG1P7bnX30nklU8fnrKJNRI6XZWrquo1wIV2cmMBhEvCsu+9dsv/phOvdxUT08531/2hW2SxIK/temHAEaDKxbxxj0MJ6RAXh5nNFjeGjrOzD7r5iybZpXuLKVrUtbT+A6GU8xlC4s1eVSeVa+SKnF8Kl7r591XELym0JXESk53y+RftuIYxHv0tCeynC77nS9S0NcfdInwmEAeUsr7GoW7hbrkfkZWiU4D89jCcTBsZliKHxJ9sI/LHEzO4mfIqn0+7cf53IM3Mew89FoQ+5RWrf96ff7/MxcLkrqbeVjSGVGaZ/Trrk22uesdaeHanc4oQaKK8qKPPUGpUbY65zcwCwgEfAS1Xk48sM9djzgrNJ7ER2Dm8mnBUeJ/TwTVRewNi47vWyOuH2U4hVB48sUHHcea3Ah9PMFiEmJqjiIGL43mZS0kKfTCp03UnX9qyZLeo1wT09nEq4rLVNnP8dQh+8tMUsMLsQ8xRW4hE88A1iMoANUv2HEcKnigsZcn9shLv/JamgPkf8t89VCWprGTVmow//rjRKVZD1qjfKV0d59Gh+tNM4h0bZeZhVYfWLsh8bA4Q+/PNEDo03E/miS9MfJFp5dqT2Fc5IQ8k5HMALziw8SvYG9kvrSu95d2+iRivjVxaBf0czFOVbNmFBIWOhs86Er6XvR6lIIO7ui5Rtq+EU4Bdm9hF3fzDVvTKho61LjvIILUM96d8X+TngDjO7nOGJgarUQg/XDWeLcPefpqHddsT536mJUc4i8vCtRM96OyJ69CsN6mv9sKTz8BdiOLkCcKqFV01Z/o9MFdR04oiikPuMJqH3D1nkE1ndwzVxKcJXuBSLmVP+m1ATPJ1bXyX4+x3S5s/DV4iXalN2or2NAeL5/SDRefgwMZtKnaBZDdjWhzw7TiLn2VFS5iBazEhjo4+BOIjoNJzv7ndZuP1WRZa2xsw2Jqb8+mpaXpj4//cyfDrC+mONtRpkLDGz/yJOdvYwPQ183WvmNkw64TUJ15v8kLU0gtFibr4D3b2VL3LZUK1K0FmE9y5G9F4q56/rKXeGu7+nbl1uW+aGtAPhN3oWcEHvaKWivukU93ZL9cJmtpPn8kqkIfXnspu5YP/Zqi4ws8OIF/Oa7r6Gmb2aiLDcvGT/AwnD2T2EG9hB2TDfKsLUc/pWI3q7w3SvTWw81jK6s08bwzgi/ee6tTsPL3cfkTL5H2l5UeJltlZZu20o2dEUYsLb52vUEpm+vzAGwt2bBDNlx1oceLKPzljdcW8ncuU/ntSbZwEHEPfK2u5eOAVhEYMMilmJ+LPZxdmGeJM/SGTee2FQdWW4eza1zsLEi6dRmCkxu8PDhLqkTmWSsSRwt0VgQGNfZI95/BYgosbqPB4yFkh1NJm/Ls+wQJukM68ytH6emFXjU94gmU8B+SH/BMK/eYmiHS1lBnT3CyymhnoewN1npt52GX2n3LTIz9EbNFLnovkuIrDi9rT/n5NqrYz9ieyNT6eR3S/MbGV3P45iI2dGfiqzfqabg4a985zq5FnC26KxjcHDU2KqFcyRWENbzw6APyZVwQVEqtonCC+XsrZdC2BmX/Xh8Q4XmVmVr/+XgXM8MlXOTxgM1wdmmtle7l7Wvn6YJ/ds7U5MHXYucK41i9CexSDVIOcQN/o/zGx9Qld1FHESTiSGUQPDCvJ8WG6i0apesqdIxpYc3kcZzGxHIgpyPmCVdG6OqBLy3tJn3cw+RwjeBcwsc3004AUi129ZPduk8qtauDs+b2ZbEwLyx14zMW2Bzv9YM7uegtSdxEsh62XelPsNuXkMB0XqIW9NCOvfELro66n3p3/B3d3SxMFJuFQxT9ZTdfcH0/n7Req8lArrbIRgZru6+7DoWYtc3IMkexncRksbQ2I5IjL5Voar8qru4VMsIpkzz47P+5BnR+Gcm+7+rvTzcIuAlUUJV8M62sZA7E64tkIEE41L+69BdAYGKqxtaE7T7QgXyIxW8neQwnqB3MXYBzjV3b+VhlFTBlhPRus8HxlJD3koLWbl9nC0X4Yhn+VbvSJPd47DiRv2mnScKelmqmrfGkSo8jLuvq5FNOM7vCTZkbsfBRxlZkd5eRrVKs4FNjKz1Qh9/4WEcH17TTvzAnYc0dMu64Vaye+i5Tz9ptzchTDiTXb3fdO1a2LQOcdi9vXFLPyLP0DFCw941MzW9+TymHrYOxBG2iaubZ9jZKqDonXACIP8gj0vZ/cCj4Tci2EhYvLbl9LyPES4fx39dG4g7DV/IZ6x1cxsNS/37BimbvF2vv9FMRBVEcK9k5Cc6fWTkPTLmYSB9m+EC+9vAdKz1spuNsiG5R+4bUmJh9IwaoDVBN5fno+M1rNym9luwDcJoWvA8Wb2aXf/RU1dM939Hz3noG742nbmi4x8Aq3sYfxig5HEy0kd8S7gWHc/3sKPvY68MW8mofLarWRfL/ldtJynX3VBFuww08L3/q+Uz76SPTzLuPsxSZf/FNERuJjomZfxXnqCnFIv6r1J6JfV9zbiZbh8zwtoYu/xeo7dr0EewsVye8K2A6Fuu4yhXCFldbYOmrL2nh39qltw90ssopibxkA8n1RkjwHbMHxyiyazU7Vp25FJ7bQc4UabD4A6oM2xBimsrzKzc4g36eLE/G6ZX+3A9dU5Vuw5/gvEm7WKfkJ1v0Bk+PsrzOqdX0FMZlDFnWa2FzEcWp0Iu72xpsyC7n5rj4BvEiq9nUVQ0n6Ejv1UwrOjjhctJlZ4H0OJZ+atK+TtkriX9ZCNiHIrq6NfdcGkpP/8ATH8f5rqiLFjSdn13P1yIncJFhn7jqUkIY9XBLB4dW7xPxMvn3cwfMKGGURPcSyYkDcuplFAqXAys+vdfQsb6V5b61dMS8+ORGt1S2rnvISXyqyc9mZWldP+YFpOQjIavCChlDfLCjiMQQrrgwld0HLEDMzZiVqWoXnHxoJ+8nz0E6o7rkft8XeahS8fQPz/5wnVwqXU95BbzXyR4e57mdnuhGvQs0TCqCaTEexLjDCOdPfpSU3zk5oymYX/MJpNGFHVQ27SY26lLvChVJzfs/DrnujVScFWLtru7pMsDIcDxSMXzlQz+1mFUBk0z5jZhp58zc0sm5ShjL2h7978c+7+nJlhYVC+1yKdaRX9qltOIjoXJ6bl96R1hXYyd7/ZwkvrZY85FNchXFfvdfcRs0HNLYyZ655FWOuWhM9w5VRPA6jrDQzl+bjOa/J8WHGo7uFePc/hNwnDW362jGlekeUsldugrj0FZfqa+SL13E8nhPXahI/yIR65nQeO9TFhRFkPuXddblumLtiNoenDIK7ZOu7+xpJyV7r7dnXrctvud/fV2m4bLele/CpDUYVNeq391rUx4TqW2ZaWA/Zw98KXpQ2fT/FcH55vvq6u84lOwMGE6uMJYF53r7SD9IMVpFQoWpfbdhhhcB5PjKDeRKg3tycijo8cdBsHgreczr7sQ+TEXTf9Xo7oCV5ECIyDB1VPSd3zEPmiV8w+fRyjsI2Ec//m6ffORGL6/yE8HlZtcNyrCQf4rwL/1rJNCxEGu/GEsK7b/15gu/TbgE8CdzUotzoxLLybSDX7APBAg3JTmqzr2X57k3W5besR6pmH0nf22RlYvGD/CYT74FRCHbdE+qwM3FNRz5nA/gXr9wPOHsN7936iE2BjVUeurvmJHui6hPFzXmD+iv0nF/3uo96tCHXPfDX7bULkvn+aUGe+BDzV4Pi3559FwjZRdU/dkWTGgoRtYmJavwDRARvT69D3eRzgjXBX7vfnCdcvkrAZsxNAqBn+RoSyTksXonV9xAigaP2viJzIves3Ai5qeOxlCV31Dal9XyzZbyIxtD+BiPQy4OOE4e6XDeqZWLBu9QblrifciqYRPbzDiaRAdeVuIlRe2fLmwE0l+76NGMU8RoTFZ58fEZ41dXXN2/BcH8RQXo/puc9U4OMV5ZYhbAnXEIbTbxFqnZuAZcfw/r2aULGNyfF76mr7ory9yX4F5cYBd/bRvklE52hyEqb7Al9rUG47Im7imnTNHgS2qdh/ctHvtDxldlyLvq7fAG+EKbnfVxLDqzE/AUTP5FUDOM4jJetLbzoiEUubOl5H6NhfKNn+yyS8Pkz4rV+ebr71a457aO73rj3bmtzst/X+H2IG67py6yUh+GD6TKbgxZbbt3EPuaD8Dun4jxO9oRlU9LqAA/q8D7YhOgAHEOHSY3Lf5urbmPAl/hyREvgQQnU1yDqWJYKj7iECfjZMn60JPW1ZuZdy53pm+l177lPZn9JyhEskeYJcZwu4sWHZ+YkRynpUjBbSvrcQRnzIvSgJv+7GL6XZ/RmkgfERi+xVf0w3wiUAFtF7tZ4Fo6mX9nk+iihT3k8oWQ/ViaYAMLO1Cf32LoRR8mxCPVHEaz2lnbSYz+9vxA1fF5m5BxExBiONbm+lfg7B55Kf6+/N7OPErOBLl+2cuVd5wYQRZWV89Aa1YwnBfoenJ6uG71uEgs/yEKDBrPceMwxd3Uf7+uVIYtg/gebRtG3pa35Jd69L5FVFP54dz1pMVDDVzI4mVKl1QUn9eINs6UMRtPlEafMSHYi5kkFO67U0cARxkb7raXJSi7DzN7j7MVXlR1Fv4zwfBS5IszYRQT0jXl5mdiZwlbv/oGf9fsQURLvXtO8WQpVyDZG69LmKfYflkuhdrig32YfyDM/6XbRcUn5jote1GKFbXxQ42kvmsBul4akvg5pFRNt2PQ9X1f6NZ72fk1iaams21dXv/JL91LVV0Xqv8Nm2iPp8jHhpfYJQC57kwyfgLirXiWs9WjqdyAlmWXZH4P2FlBcdfxki7egLDPnDbkTcUO/ykgliLSKhvkZEwD1M8i8m5ov8QtFb38xeInohmYP1AoQLXqVA6xGefQn8NlS9HBqUvZ92PeSs3MaEkL+WipeypdDeth4CcwqLPNhXefXM66OtYx93/4nFRA8jznlRx2Z2YmbvJGbo+W5avoUY2Tmh4quMZejKtR4tg0zkVJlzoGb40zeDEsoVx38M2CyNELLMY79296tqin6TMK6u4kPRlROJPCHHMDQLdr6ufoed61mEHRsj84OUqnFGcc285HcTHiHsAG3LNVUX3Eqo4RrPej+H+RhwqMUcgy8yNq57mSqhKNXrmPTWzGwTwqC8NnG95gGeKflfhxKqvIz5CR37wkTnpi7wrCvXelQMUmfdzzTto8b6yPPRD33oMncA1sgLJY9JgD9CuNiNENYwMkdCw7b1K+T7vWZVL4c6QXMo8BuLiNFG6WkTS3izKZCy//Ap4Gobni+iVYKs2YGPLny8Kb9OdY3o2FgkGhsLTiAE8M+Jkeh7KZ8IeD53fyS3fL1HprrHrSKRlsWE2jcAnyUiqKenTSsTI9pXFIMU1ssyNE37Xsy+adpb5/mYTXhR79Fj9pjS3oyPIkdCH/R1zUZpeOrXoHaFmb2lgbpgKRvKyPh9Uo8u1bcBs9d4WIvFrOhT3P0Zi0mgNyTyswzy2l9pZv/haZKOXN37Al+kftaXvnD3+81sHo8kSaeZWVmahcV7yn08t1iVPW8FYlLetYH/JTyFbgNO84q5G7vKwIS1j3Ka9lHQT56P2cHdZvZe78mfnB7Ie2vK9pUjoS1z6Jo17SH30lRdMA8xfM6PErLh/+zoxbblJGKksh4x6jiFcO8sNND1ySeI/NBvd/ffA1ik1d1rwPXkaePZcYuZ7V9gxP8wFflcPM0ulOrZiIj43RT4mJk96TWTMHeNgaYDtD6naR8l/eT5mB18DDjPzD5AvO2d8KldgMhfUsWY6uHzzIFr1rSHPIwW6oK/uPsRfbRrTjHT3T0Z2Y5LHY+Buo+5+2/SS+5iM9uJyJmxMeHC9sQg68rxHiI45mPEy2IFYh7GIj4BXGCR8CybI/MNhO56pwZ1LUB4jiyaPn+mfOqwzjJI173T6XOa9lHW2zrPx+zEzLYl9OlGRHleOYebNIs5cc2S++RChL66sUGtqbqgrXfKnCaNAi8h9OlbEiq8KZ787Qdc1xbELCw3Art5hRvpKOro27Mj96xAPCuVRnwzOzntP4OwudxMZPkbqxfQHGWQwrrvadoHjZkd7O7Hzq76Bk1LS/po6plrrlkdZjaNiE57PaEmOAXY2d236tlvCe9virI5gpktS6gjfufuvzWzFYGte9Vno6wjP4n1/MRL8iXG4Dqb2Q1E9PIjaXkKkchpYUKXXJhIq8+6LiFSAd9JvIBuoj9Po07QeT/rIszsYXdfcU63o1/MbBIFlnRvMQHo3Eq/BrXMX9xi/rw/JXXBwH3I5yRmtiTw9y4LG0uT3uaWT8gMhmZ2s7tvMuD6jOhdb5Y+6xKGxpvcvTAGo6s0ycfcRWaL2+BY4hG1NY+7v+TupxF5HF4JnEQYnzKD2kNET7mOGckotg/wa4tZcMYyjcGYYmabmNk1ZnaemW1gZncSPcTHzOytc7p9o6Bfz46+8OBOYjafiwlXvlUpcY3tMq9UYd3Znkkis6RPMbOjzewTNMiR0BFmpp5jZlA7jmZeGrsTeu79PKJGlycCj7rKCUSE65nErEofdPdlCb31UXOyYaPkFou5K4dR59nRD2Z2oJmdZWaPEPOu7gDcR0TILjHIuuYGOqsGsT7yfHQFG5kjYVHgRK/JkdAFBmFQe4WoC6a4+/rp9z3uvnZuW6eMpHkscgRdQLxYR3h2eEQED6qubxO66hvcvXYmpa7TWWH9SsciW+GK7n7fnG7LIGlrUEvG1q8TesivEiqTJYlR4Xvd/ZLZ0/LBYrM5n8vspq1nh6hHwnouJIUAH0OE4a5iZusTcxuOSX6VOUWTHnIytn6eGF2cDLzNYw69tYhoy672QPNJu7KEXaTlCe7eWX28GBteqTrrrnM48EbgSQB3n0L9jO1zNaMwqI1398s85mh81FPaVneviwKdq3H3edx9orsv4u7j0+9sWYJajKCzet1XODPd/R/hlfSK4QSGeshX0dNDJk1WUUA+f3XvTNwaFop/GSSs5yLM7DdEeO6dKfR2HosZyw8kDCldZrwPTUhxRL6HXPNS6iv9qxCvNKQGmbv4EXApMZ/huoRF/WfEtGVd9xvtq4csdYEQgQyMcxkW+Xu/TMydeAZDgsx9Ds/oMRpkUBNidEgNMvfxIiHU5ifyKbwi3qY+uhzYQvzLI2E9F5G8Ir4NXAhs6O7P1hQRQvyLIDXIXISZ/Rb4Lx/72XWEEB1DwloIITqAvEGEEKIDSFgLIUQHkLAWQogOIGEthBAdQMJaCCE6wP8DDLbXm0BkQn8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fill missing values for the test dataset\n",
    "df_test = lleno_nan(df_test)\n",
    "sns.heatmap(df_test.isnull(), yticklabels = False, cbar = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Test df format: (1459, 74) \n",
      " Train df format: (1460, 76)\n"
     ]
    }
   ],
   "source": [
    "print(f' Test df format: {df_test.shape} \\n Train df format: {df_train.shape}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FireplaceQu\n",
      "SalePrice\n"
     ]
    }
   ],
   "source": [
    "# Check wich columns are missing in the test dataset\n",
    "for col in df_train.columns:\n",
    "    if col not in df_test.columns:\n",
    "        print (col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Gd    1070\n",
       "TA     313\n",
       "Fa      33\n",
       "Ex      24\n",
       "Po      20\n",
       "Name: FireplaceQu, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['FireplaceQu'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/house_prices/lib/python3.8/site-packages/pandas/core/frame.py:4308: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  return super().drop(\n"
     ]
    }
   ],
   "source": [
    "df_train.drop(['FireplaceQu'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Datasets merge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = pd.concat([df_train,df_test],axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>...</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1936</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1894</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>160.0</td>\n",
       "      <td>20000</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>62.0</td>\n",
       "      <td>10441</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>74.0</td>\n",
       "      <td>9627</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2919 rows × 75 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
       "Id                                                                            \n",
       "1             60       RL         65.0     8450   Pave      Reg         Lvl   \n",
       "2             20       RL         80.0     9600   Pave      Reg         Lvl   \n",
       "3             60       RL         68.0    11250   Pave      IR1         Lvl   \n",
       "4             70       RL         60.0     9550   Pave      IR1         Lvl   \n",
       "5             60       RL         84.0    14260   Pave      IR1         Lvl   \n",
       "...          ...      ...          ...      ...    ...      ...         ...   \n",
       "2915         160       RM         21.0     1936   Pave      Reg         Lvl   \n",
       "2916         160       RM         21.0     1894   Pave      Reg         Lvl   \n",
       "2917          20       RL        160.0    20000   Pave      Reg         Lvl   \n",
       "2918          85       RL         62.0    10441   Pave      Reg         Lvl   \n",
       "2919          60       RL         74.0     9627   Pave      Reg         Lvl   \n",
       "\n",
       "     Utilities LotConfig LandSlope  ... EnclosedPorch 3SsnPorch ScreenPorch  \\\n",
       "Id                                  ...                                       \n",
       "1       AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2       AllPub       FR2       Gtl  ...             0         0           0   \n",
       "3       AllPub    Inside       Gtl  ...             0         0           0   \n",
       "4       AllPub    Corner       Gtl  ...           272         0           0   \n",
       "5       AllPub       FR2       Gtl  ...             0         0           0   \n",
       "...        ...       ...       ...  ...           ...       ...         ...   \n",
       "2915    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2916    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2917    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2918    AllPub    Inside       Gtl  ...             0         0           0   \n",
       "2919    AllPub    Inside       Mod  ...             0         0           0   \n",
       "\n",
       "     PoolArea MiscVal  MoSold  YrSold  SaleType  SaleCondition SalePrice  \n",
       "Id                                                                        \n",
       "1           0       0       2    2008        WD         Normal  208500.0  \n",
       "2           0       0       5    2007        WD         Normal  181500.0  \n",
       "3           0       0       9    2008        WD         Normal  223500.0  \n",
       "4           0       0       2    2006        WD        Abnorml  140000.0  \n",
       "5           0       0      12    2008        WD         Normal  250000.0  \n",
       "...       ...     ...     ...     ...       ...            ...       ...  \n",
       "2915        0       0       6    2006        WD         Normal       NaN  \n",
       "2916        0       0       4    2006        WD        Abnorml       NaN  \n",
       "2917        0       0       9    2006        WD        Abnorml       NaN  \n",
       "2918        0     700       7    2006        WD         Normal       NaN  \n",
       "2919        0       0      11    2006        WD         Normal       NaN  \n",
       "\n",
       "[2919 rows x 75 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>208500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>181500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>223500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>140000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2919 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      SalePrice\n",
       "Id             \n",
       "1      208500.0\n",
       "2      181500.0\n",
       "3      223500.0\n",
       "4      140000.0\n",
       "5      250000.0\n",
       "...         ...\n",
       "2915        NaN\n",
       "2916        NaN\n",
       "2917        NaN\n",
       "2918        NaN\n",
       "2919        NaN\n",
       "\n",
       "[2919 rows x 1 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.loc[:, final_df.isnull().any()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Categorical Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "RL         2269\n",
      "RM          460\n",
      "FV          139\n",
      "RH           26\n",
      "C (all)      25\n",
      "Name: MSZoning, dtype: int64\n",
      "********************\n",
      "Pave    2907\n",
      "Grvl      12\n",
      "Name: Street, dtype: int64\n",
      "********************\n",
      "Reg    1859\n",
      "IR1     968\n",
      "IR2      76\n",
      "IR3      16\n",
      "Name: LotShape, dtype: int64\n",
      "********************\n",
      "Lvl    2622\n",
      "HLS     120\n",
      "Bnk     117\n",
      "Low      60\n",
      "Name: LandContour, dtype: int64\n",
      "********************\n",
      "AllPub    2918\n",
      "NoSeWa       1\n",
      "Name: Utilities, dtype: int64\n",
      "********************\n",
      "Inside     2133\n",
      "Corner      511\n",
      "CulDSac     176\n",
      "FR2          85\n",
      "FR3          14\n",
      "Name: LotConfig, dtype: int64\n",
      "********************\n",
      "Gtl    2778\n",
      "Mod     125\n",
      "Sev      16\n",
      "Name: LandSlope, dtype: int64\n",
      "********************\n",
      "NAmes      443\n",
      "CollgCr    267\n",
      "OldTown    239\n",
      "Edwards    194\n",
      "Somerst    182\n",
      "NridgHt    166\n",
      "Gilbert    165\n",
      "Sawyer     151\n",
      "NWAmes     131\n",
      "SawyerW    125\n",
      "Mitchel    114\n",
      "BrkSide    108\n",
      "Crawfor    103\n",
      "IDOTRR      93\n",
      "Timber      72\n",
      "NoRidge     71\n",
      "StoneBr     51\n",
      "SWISU       48\n",
      "ClearCr     44\n",
      "MeadowV     37\n",
      "BrDale      30\n",
      "Blmngtn     28\n",
      "Veenker     24\n",
      "NPkVill     23\n",
      "Blueste     10\n",
      "Name: Neighborhood, dtype: int64\n",
      "********************\n",
      "Norm      2511\n",
      "Feedr      164\n",
      "Artery      92\n",
      "RRAn        50\n",
      "PosN        39\n",
      "RRAe        28\n",
      "PosA        20\n",
      "RRNn         9\n",
      "RRNe         6\n",
      "Name: Condition1, dtype: int64\n",
      "********************\n",
      "Norm      2889\n",
      "Feedr       13\n",
      "Artery       5\n",
      "PosA         4\n",
      "PosN         4\n",
      "RRNn         2\n",
      "RRAe         1\n",
      "RRAn         1\n",
      "Name: Condition2, dtype: int64\n",
      "********************\n",
      "1Fam      2425\n",
      "TwnhsE     227\n",
      "Duplex     109\n",
      "Twnhs       96\n",
      "2fmCon      62\n",
      "Name: BldgType, dtype: int64\n",
      "********************\n",
      "1Story    1471\n",
      "2Story     872\n",
      "1.5Fin     314\n",
      "SLvl       128\n",
      "SFoyer      83\n",
      "2.5Unf      24\n",
      "1.5Unf      19\n",
      "2.5Fin       8\n",
      "Name: HouseStyle, dtype: int64\n",
      "********************\n",
      "Gable      2310\n",
      "Hip         551\n",
      "Gambrel      22\n",
      "Flat         20\n",
      "Mansard      11\n",
      "Shed          5\n",
      "Name: RoofStyle, dtype: int64\n",
      "********************\n",
      "CompShg    2876\n",
      "Tar&Grv      23\n",
      "WdShake       9\n",
      "WdShngl       7\n",
      "Metal         1\n",
      "Roll          1\n",
      "ClyTile       1\n",
      "Membran       1\n",
      "Name: RoofMatl, dtype: int64\n",
      "********************\n",
      "VinylSd    1026\n",
      "MetalSd     450\n",
      "HdBoard     442\n",
      "Wd Sdng     411\n",
      "Plywood     221\n",
      "CemntBd     126\n",
      "BrkFace      87\n",
      "WdShing      56\n",
      "AsbShng      44\n",
      "Stucco       43\n",
      "BrkComm       6\n",
      "Stone         2\n",
      "AsphShn       2\n",
      "CBlock        2\n",
      "ImStucc       1\n",
      "Name: Exterior1st, dtype: int64\n",
      "********************\n",
      "VinylSd    1015\n",
      "MetalSd     447\n",
      "HdBoard     406\n",
      "Wd Sdng     391\n",
      "Plywood     270\n",
      "CmentBd     126\n",
      "Wd Shng      81\n",
      "BrkFace      47\n",
      "Stucco       47\n",
      "AsbShng      38\n",
      "Brk Cmn      22\n",
      "ImStucc      15\n",
      "Stone         6\n",
      "AsphShn       4\n",
      "CBlock        3\n",
      "Other         1\n",
      "Name: Exterior2nd, dtype: int64\n",
      "********************\n",
      "None       1766\n",
      "BrkFace     879\n",
      "Stone       249\n",
      "BrkCmn       25\n",
      "Name: MasVnrType, dtype: int64\n",
      "********************\n",
      "TA    1798\n",
      "Gd     979\n",
      "Ex     107\n",
      "Fa      35\n",
      "Name: ExterQual, dtype: int64\n",
      "********************\n",
      "TA    2538\n",
      "Gd     299\n",
      "Fa      67\n",
      "Ex      12\n",
      "Po       3\n",
      "Name: ExterCond, dtype: int64\n",
      "********************\n",
      "PConc     1308\n",
      "CBlock    1235\n",
      "BrkTil     311\n",
      "Slab        49\n",
      "Stone       11\n",
      "Wood         5\n",
      "Name: Foundation, dtype: int64\n",
      "********************\n",
      "TA    1364\n",
      "Gd    1209\n",
      "Ex     258\n",
      "Fa      88\n",
      "Name: BsmtQual, dtype: int64\n",
      "********************\n",
      "TA    2688\n",
      "Gd     122\n",
      "Fa     104\n",
      "Po       5\n",
      "Name: BsmtCond, dtype: int64\n",
      "********************\n",
      "No    1986\n",
      "Av     418\n",
      "Gd     276\n",
      "Mn     239\n",
      "Name: BsmtExposure, dtype: int64\n",
      "********************\n",
      "GLQ    891\n",
      "Unf    888\n",
      "ALQ    429\n",
      "Rec    288\n",
      "BLQ    269\n",
      "LwQ    154\n",
      "Name: BsmtFinType1, dtype: int64\n",
      "********************\n",
      "Unf    2573\n",
      "Rec     105\n",
      "LwQ      87\n",
      "BLQ      68\n",
      "ALQ      52\n",
      "GLQ      34\n",
      "Name: BsmtFinType2, dtype: int64\n",
      "********************\n",
      "GasA     2874\n",
      "GasW       27\n",
      "Grav        9\n",
      "Wall        6\n",
      "OthW        2\n",
      "Floor       1\n",
      "Name: Heating, dtype: int64\n",
      "********************\n",
      "Ex    1493\n",
      "TA     857\n",
      "Gd     474\n",
      "Fa      92\n",
      "Po       3\n",
      "Name: HeatingQC, dtype: int64\n",
      "********************\n",
      "Y    2723\n",
      "N     196\n",
      "Name: CentralAir, dtype: int64\n",
      "********************\n",
      "SBrkr    2672\n",
      "FuseA     188\n",
      "FuseF      50\n",
      "FuseP       8\n",
      "Mix         1\n",
      "Name: Electrical, dtype: int64\n",
      "********************\n",
      "TA    1493\n",
      "Gd    1151\n",
      "Ex     205\n",
      "Fa      70\n",
      "Name: KitchenQual, dtype: int64\n",
      "********************\n",
      "Typ     2719\n",
      "Min2      70\n",
      "Min1      65\n",
      "Mod       35\n",
      "Maj1      19\n",
      "Maj2       9\n",
      "Sev        2\n",
      "Name: Functional, dtype: int64\n",
      "********************\n",
      "Attchd     1880\n",
      "Detchd      779\n",
      "BuiltIn     186\n",
      "Basment      36\n",
      "2Types       23\n",
      "CarPort      15\n",
      "Name: GarageType, dtype: int64\n",
      "********************\n",
      "Unf    1389\n",
      "RFn     811\n",
      "Fin     719\n",
      "Name: GarageFinish, dtype: int64\n",
      "********************\n",
      "TA    2763\n",
      "Fa     124\n",
      "Gd      24\n",
      "Po       5\n",
      "Ex       3\n",
      "Name: GarageQual, dtype: int64\n",
      "********************\n",
      "TA    2813\n",
      "Fa      74\n",
      "Gd      15\n",
      "Po      14\n",
      "Ex       3\n",
      "Name: GarageCond, dtype: int64\n",
      "********************\n",
      "Y    2641\n",
      "N     216\n",
      "P      62\n",
      "Name: PavedDrive, dtype: int64\n",
      "********************\n",
      "WD       2526\n",
      "New       239\n",
      "COD        87\n",
      "ConLD      26\n",
      "CWD        12\n",
      "ConLI       9\n",
      "ConLw       8\n",
      "Oth         7\n",
      "Con         5\n",
      "Name: SaleType, dtype: int64\n",
      "********************\n",
      "Normal     2402\n",
      "Partial     245\n",
      "Abnorml     190\n",
      "Family       46\n",
      "Alloca       24\n",
      "AdjLand      12\n",
      "Name: SaleCondition, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Me quedo con las variables categoricas y chequeo cuantas categorías tiene cada una.\n",
    "# Además analizo como es la distribución por categorías\n",
    "categorical_features = final_df.dtypes[final_df.dtypes == 'object'].index\n",
    "\n",
    "for x in categorical_features:\n",
    "    print('*' * 20)\n",
    "    print(final_df.loc[:,x].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def category_onehot_multcols(df, columns):\n",
    "    \n",
    "    i = 0\n",
    "    for column in columns:\n",
    "        \n",
    "        #for each column apply get_dummies function and drop the column\n",
    "        df1 = pd.get_dummies(df[column], drop_first=True)\n",
    "        df.drop([column],axis=1,inplace=True)\n",
    "        \n",
    "        if i==0:\n",
    "            \n",
    "            df_dummies = df1.copy()\n",
    "        else:\n",
    "            \n",
    "            df_dummies = pd.concat([df_dummies,df1],axis=1)\n",
    "        \n",
    "        i=i+1\n",
    "       \n",
    "        \n",
    "    df_final=pd.concat([df,df_dummies],axis=1)\n",
    "        \n",
    "    return df_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# onehot_multicom on categorical feature columns\n",
    "final_df_onehot = category_onehot_multcols(final_df, categorical_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Elimination of duplicated columns\n",
    "final_df_onehot = final_df_onehot.loc[:,~final_df_onehot.columns.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2919, 177)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df_onehot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_final shape: (2919, 177)\n",
      "data types:\n",
      "uint8      140\n",
      "int64       25\n",
      "float64     12\n",
      "dtype: int64\n"
     ]
    },
    {
     "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>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>...</th>\n",
       "      <th>ConLI</th>\n",
       "      <th>ConLw</th>\n",
       "      <th>New</th>\n",
       "      <th>Oth</th>\n",
       "      <th>WD</th>\n",
       "      <th>AdjLand</th>\n",
       "      <th>Alloca</th>\n",
       "      <th>Family</th>\n",
       "      <th>Normal</th>\n",
       "      <th>Partial</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>1</th>\n",
       "      <td>60</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>196.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>162.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>350.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 177 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                          \n",
       "1           60         65.0     8450            7            5       2003   \n",
       "2           20         80.0     9600            6            8       1976   \n",
       "3           60         68.0    11250            7            5       2001   \n",
       "4           70         60.0     9550            7            5       1915   \n",
       "5           60         84.0    14260            8            5       2000   \n",
       "\n",
       "    YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  ...  ConLI  ConLw  New  \\\n",
       "Id                                                    ...                      \n",
       "1           2003       196.0       706.0         0.0  ...      0      0    0   \n",
       "2           1976         0.0       978.0         0.0  ...      0      0    0   \n",
       "3           2002       162.0       486.0         0.0  ...      0      0    0   \n",
       "4           1970         0.0       216.0         0.0  ...      0      0    0   \n",
       "5           2000       350.0       655.0         0.0  ...      0      0    0   \n",
       "\n",
       "    Oth  WD  AdjLand  Alloca  Family  Normal  Partial  \n",
       "Id                                                     \n",
       "1     0   1        0       0       0       1        0  \n",
       "2     0   1        0       0       0       1        0  \n",
       "3     0   1        0       0       0       1        0  \n",
       "4     0   1        0       0       0       0        0  \n",
       "5     0   1        0       0       0       1        0  \n",
       "\n",
       "[5 rows x 177 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(f'train_final shape:', final_df_onehot.shape)\n",
    "print(f'data types:')\n",
    "print(final_df_onehot.dtypes.value_counts())\n",
    "\n",
    "final_df_onehot.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Machine-Learning Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_Train = final_df_onehot.iloc[:1460,:]\n",
    "df_Test = final_df_onehot.iloc[1460:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/house_prices/lib/python3.8/site-packages/pandas/core/frame.py:4308: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  return super().drop(\n"
     ]
    }
   ],
   "source": [
    "df_Test.drop(['SalePrice'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Primero separo las variables descriptivas de lo que quiero predecir\n",
    "# Me quedo con todo menos con SalePrice como X\n",
    "X = df_Train.drop(['SalePrice'],axis=1)\n",
    "# Me quedo solo con SalePrice como y\n",
    "y = df_Train['SalePrice']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestRegressor(random_state=0)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "\n",
    "# Separo el dataset de training en subsets training y testing\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0) # Mantener el random state me permite replicar resultados\n",
    "\n",
    "# Comienzo con el Regressor (uso regressor y no classiffier porque la variable a predecir es numérica)\n",
    "regressor = RandomForestRegressor(random_state=0)\n",
    "# Fiteo el algoritmo a los subsets de entrenamiento\n",
    "regressor.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regressor score on training subset: 0.9763590517016885\n",
      "Regressor score on testing subset: 0.8453150221475344\n"
     ]
    }
   ],
   "source": [
    "print(f'Regressor score on training subset:', regressor.score(X_train, y_train))\n",
    "print(f'Regressor score on testing subset:', regressor.score(X_test, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 100 candidates, totalling 300 fits\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "RandomizedSearchCV(cv=3, estimator=RandomForestRegressor(random_state=0),\n",
       "                   n_iter=100, n_jobs=-1,\n",
       "                   param_distributions={'bootstrap': [True, False],\n",
       "                                        'max_depth': [10, 20, 30, 40, 50, 60,\n",
       "                                                      70, 80, 90, 100, 110,\n",
       "                                                      None],\n",
       "                                        'max_features': ['auto', 'sqrt'],\n",
       "                                        'min_samples_leaf': [2, 4],\n",
       "                                        'min_samples_split': [2, 5, 10],\n",
       "                                        'n_estimators': [200, 400, 600, 800,\n",
       "                                                         1000, 1200, 1400, 1600,\n",
       "                                                         1800, 2000]},\n",
       "                   random_state=0, verbose=2)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Hiperparameter tunning con Cross-Validation \n",
    "# Randomized Search\n",
    "\n",
    "from sklearn.model_selection import RandomizedSearchCV\n",
    "\n",
    "# Número de árboles en el bosque\n",
    "n_estimators = [int(x) for x in np.linspace(start = 200, stop = 2000, num = 10)]\n",
    "# Número de features a considerar en cada split\n",
    "max_features = ['auto', 'sqrt']\n",
    "# Número máximo de niveles por árbol\n",
    "max_depth = [int(x) for x in np.linspace(10, 110, num = 11)]\n",
    "max_depth.append(None)\n",
    "# Número mínimo de muestras necesarias para abrir un nodo\n",
    "min_samples_split = [2, 5, 10]\n",
    "# Número mínimo de muestras por nodo\n",
    "min_samples_leaf = [2, 4]\n",
    "# Método de selección de muestras para entrenar cada árbol\n",
    "bootstrap = [True, False]\n",
    "# Creación de la grilla random\n",
    "random_grid = {'n_estimators': n_estimators,\n",
    "               'max_features': max_features,\n",
    "               'max_depth': max_depth,\n",
    "               'min_samples_split': min_samples_split,\n",
    "               'min_samples_leaf': min_samples_leaf,\n",
    "               'bootstrap': bootstrap}\n",
    "\n",
    "# Se larga la búsqueda randomizada de hiperparámetros\n",
    "rf_random = RandomizedSearchCV(estimator = regressor, param_distributions = random_grid, \n",
    "                               n_iter = 100, cv = 3, verbose=2, random_state=0, n_jobs = -1)\n",
    "rf_random.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Regressor best params: {'n_estimators': 200, 'min_samples_split': 2, 'min_samples_leaf': 2, 'max_features': 'auto', 'max_depth': 60, 'bootstrap': True}\n",
      "Regressor score on training subset: 0.9685511014229828\n",
      "Regressor score on testing subset: 0.8453725201813642\n"
     ]
    }
   ],
   "source": [
    "print(f'Regressor best params:', rf_random.best_params_)\n",
    "print(f'Regressor score on training subset:', rf_random.best_estimator_.score(X_train, y_train))\n",
    "print(f'Regressor score on testing subset:', rf_random.best_estimator_.score(X_test, y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/house_prices/lib/python3.8/site-packages/sklearn/model_selection/_split.py:666: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n",
      "  warnings.warn((\"The least populated class in y has only %d\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 0\n",
      "RootMeanSquaredError: 23063.68853016901\n",
      "Score: 0.8975783107354598\n",
      "Fold: 1\n",
      "RootMeanSquaredError: 26178.05728141299\n",
      "Score: 0.8573423149465808\n",
      "Fold: 2\n",
      "RootMeanSquaredError: 31316.40918966729\n",
      "Score: 0.883745474405091\n",
      "Fold: 3\n",
      "RootMeanSquaredError: 22246.960546020844\n",
      "Score: 0.9097128472754809\n",
      "Fold: 4\n",
      "RootMeanSquaredError: 24407.029147625857\n",
      "Score: 0.8860854772580103\n",
      "Fold: 5\n",
      "RootMeanSquaredError: 37246.02124414378\n",
      "Score: 0.7829560046979546\n",
      "Fold: 6\n",
      "RootMeanSquaredError: 33952.711646922355\n",
      "Score: 0.8203341643304128\n",
      "Fold: 7\n",
      "RootMeanSquaredError: 35900.96330139003\n",
      "Score: 0.810134398759818\n",
      "Fold: 8\n",
      "RootMeanSquaredError: 25354.785423627614\n",
      "Score: 0.8867112700154154\n",
      "Fold: 9\n",
      "RootMeanSquaredError: 40944.00701957298\n",
      "Score: 0.8018464289516088\n",
      "********************\n",
      "Mean Metrics:\n",
      "RMSE: 30061.063333055274\n",
      "Score: 0.8536446691375833\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Una vez que ya tengo los parámetros seteados puedo realizar una cross-validation \n",
    "# del modelo con todos los datos de el train set\n",
    "\n",
    "regressor_final = RandomForestRegressor(bootstrap=True, max_depth=40, max_features=12, \n",
    "                                        min_samples_leaf=2, min_samples_split=2, n_estimators=200,\n",
    "                                       random_state=0)\n",
    "\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from sklearn.metrics import plot_roc_curve\n",
    "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "def CrossValidator(X, y):\n",
    "    cv = StratifiedKFold(n_splits=10)\n",
    "    rmse = []\n",
    "    features_importances = []\n",
    "    RMSE = []\n",
    "    score = []\n",
    "    for i, (train, test) in enumerate(cv.split(X, y)):\n",
    "        regressor_final.fit(X.iloc[train], y.iloc[train])\n",
    "        feature_imp = pd.Series(regressor_final.feature_importances_,index=X.columns).sort_values(ascending=False)\n",
    "        features_importances.append(feature_imp)\n",
    "        y_pred = regressor_final.predict(X.iloc[test])\n",
    "        RMSE.append(np.sqrt(mean_squared_error(y.iloc[test], y_pred)))\n",
    "        score.append(regressor_final.score(X.iloc[test], y.iloc[test]))\n",
    "        print(f'Fold:', i)\n",
    "        print(f'RootMeanSquaredError:', np.sqrt(mean_squared_error(y.iloc[test], y_pred)))\n",
    "        print(f'Score:', regressor_final.score(X.iloc[test], y.iloc[test]))\n",
    "\n",
    "    print('*'*20)\n",
    "    print(f'Mean Metrics:')\n",
    "    print(f'RMSE:', np.mean(RMSE))\n",
    "    print(f'Score:', np.mean(score))\n",
    "\n",
    "    plt.figure(figsize=(8,20))\n",
    "    feat_impor_mean = pd.Series(sum(features_importances)/len(features_importances)).sort_values(ascending=False)\n",
    "    sns.barplot(x=feat_impor_mean, y=feature_imp.index, color='grey')\n",
    "    plt.xticks(rotation=40)\n",
    "    plt.xlabel('Feature Importance Score')\n",
    "    plt.ylabel('Features')\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "CrossValidator(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# En el gráfico anterior veo que las últimas features casi no aportan nada al modelo. \n",
    "# Tiro todo aquello que aporta menos de 0.01\n",
    "\n",
    "feature_imp = pd.Series(regressor_final.feature_importances_,index=X.columns).sort_values(ascending=False)\n",
    "\n",
    "dropable = [x for x in feature_imp.index if feature_imp[x] < 0.01]\n",
    "\n",
    "X.drop(columns=dropable, inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/house_prices/lib/python3.8/site-packages/sklearn/model_selection/_split.py:666: UserWarning: The least populated class in y has only 1 members, which is less than n_splits=10.\n",
      "  warnings.warn((\"The least populated class in y has only %d\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold: 0\n",
      "RootMeanSquaredError: 22236.70391944248\n",
      "Score: 0.9047916074676516\n",
      "Fold: 1\n",
      "RootMeanSquaredError: 24905.80372627862\n",
      "Score: 0.8708716898899457\n",
      "Fold: 2\n",
      "RootMeanSquaredError: 26644.017298114963\n",
      "Score: 0.9158478213603749\n",
      "Fold: 3\n",
      "RootMeanSquaredError: 22439.461760658465\n",
      "Score: 0.9081435918174788\n",
      "Fold: 4\n",
      "RootMeanSquaredError: 23311.50600670619\n",
      "Score: 0.896082206152195\n",
      "Fold: 5\n",
      "RootMeanSquaredError: 42297.932762386445\n",
      "Score: 0.7200849258551025\n",
      "Fold: 6\n",
      "RootMeanSquaredError: 31043.12960185596\n",
      "Score: 0.8498077347157323\n",
      "Fold: 7\n",
      "RootMeanSquaredError: 36104.06230782774\n",
      "Score: 0.8079801061417369\n",
      "Fold: 8\n",
      "RootMeanSquaredError: 23868.145663166797\n",
      "Score: 0.899606825199652\n",
      "Fold: 9\n",
      "RootMeanSquaredError: 35146.53674940944\n",
      "Score: 0.8539887591318054\n",
      "********************\n",
      "Mean Metrics:\n",
      "RMSE: 28799.72997958471\n",
      "Score: 0.8627205267731675\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "regressor_final = RandomForestRegressor(bootstrap=True, max_depth=40, max_features=6, \n",
    "                                        min_samples_leaf=2, min_samples_split=2, n_estimators=200,\n",
    "                                       random_state=0)\n",
    "\n",
    "CrossValidator(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "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>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>...</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>Gd</th>\n",
       "      <th>TA</th>\n",
       "      <th>PConc</th>\n",
       "      <th>GLQ</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>1461</th>\n",
       "      <td>80.0</td>\n",
       "      <td>11622</td>\n",
       "      <td>5</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>896</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>81.0</td>\n",
       "      <td>14267</td>\n",
       "      <td>6</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>108.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>1329</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>393</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>74.0</td>\n",
       "      <td>13830</td>\n",
       "      <td>5</td>\n",
       "      <td>1997</td>\n",
       "      <td>1998</td>\n",
       "      <td>0.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>928</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>212</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>78.0</td>\n",
       "      <td>9978</td>\n",
       "      <td>6</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>20.0</td>\n",
       "      <td>602.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>926</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>360</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>43.0</td>\n",
       "      <td>5005</td>\n",
       "      <td>8</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>1280</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      LotFrontage  LotArea  OverallQual  YearBuilt  YearRemodAdd  MasVnrArea  \\\n",
       "Id                                                                             \n",
       "1461         80.0    11622            5       1961          1961         0.0   \n",
       "1462         81.0    14267            6       1958          1958       108.0   \n",
       "1463         74.0    13830            5       1997          1998         0.0   \n",
       "1464         78.0     9978            6       1998          1998        20.0   \n",
       "1465         43.0     5005            8       1992          1992         0.0   \n",
       "\n",
       "      BsmtFinSF1  BsmtUnfSF  TotalBsmtSF  1stFlrSF  ...  Fireplaces  \\\n",
       "Id                                                  ...               \n",
       "1461       468.0      270.0        882.0       896  ...           0   \n",
       "1462       923.0      406.0       1329.0      1329  ...           0   \n",
       "1463       791.0      137.0        928.0       928  ...           1   \n",
       "1464       602.0      324.0        926.0       926  ...           1   \n",
       "1465       263.0     1017.0       1280.0      1280  ...           0   \n",
       "\n",
       "      GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  Gd  TA  \\\n",
       "Id                                                                           \n",
       "1461       1961.0         1.0       730.0         140            0   0   1   \n",
       "1462       1958.0         1.0       312.0         393           36   0   1   \n",
       "1463       1997.0         2.0       482.0         212           34   0   1   \n",
       "1464       1998.0         2.0       470.0         360           36   0   1   \n",
       "1465       1992.0         2.0       506.0           0           82   1   0   \n",
       "\n",
       "      PConc  GLQ  \n",
       "Id                \n",
       "1461      0    0  \n",
       "1462      0    0  \n",
       "1463      1    1  \n",
       "1464      1    1  \n",
       "1465      1    0  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_finals = list(X.columns)\n",
    "df_Test = df_Test[features_finals]\n",
    "\n",
    "df_Test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model prediction\n",
    "SalePrice = regressor_final.predict(df_Test)\n",
    "\n",
    "Id = list(df_Test.index)\n",
    "\n",
    "df = pd.DataFrame()\n",
    "df['Id'] = Id\n",
    "df['SalePrice'] = SalePrice\n",
    "df.set_index('Id', drop=True, inplace=True)\n",
    "df.to_csv('NIS_PD_submission_2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>127552.783671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>157106.324702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>182663.931468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>182474.236825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>193091.804113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1466</td>\n",
       "      <td>183918.660921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1467</td>\n",
       "      <td>169914.131087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1468</td>\n",
       "      <td>175259.820369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1469</td>\n",
       "      <td>177585.007274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1470</td>\n",
       "      <td>125809.720258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1471</td>\n",
       "      <td>206139.948151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1472</td>\n",
       "      <td>98099.812038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1473</td>\n",
       "      <td>98316.695500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1474</td>\n",
       "      <td>150280.193254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1475</td>\n",
       "      <td>122032.166095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1476</td>\n",
       "      <td>357196.153879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1477</td>\n",
       "      <td>253484.666679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1478</td>\n",
       "      <td>296848.278278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1479</td>\n",
       "      <td>290050.367282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1480</td>\n",
       "      <td>416108.782302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1481</td>\n",
       "      <td>313360.921409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1482</td>\n",
       "      <td>209667.259321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1483</td>\n",
       "      <td>181550.198392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1484</td>\n",
       "      <td>169005.972357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1485</td>\n",
       "      <td>174410.134230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1486</td>\n",
       "      <td>200441.546599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1487</td>\n",
       "      <td>311411.601063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1488</td>\n",
       "      <td>250316.676393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1489</td>\n",
       "      <td>206608.576056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1490</td>\n",
       "      <td>211541.868405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1491</td>\n",
       "      <td>189727.525683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1492</td>\n",
       "      <td>102428.337003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1493</td>\n",
       "      <td>175847.222198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1494</td>\n",
       "      <td>301222.244976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1495</td>\n",
       "      <td>295017.053226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1496</td>\n",
       "      <td>225052.247579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1497</td>\n",
       "      <td>184109.085702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1498</td>\n",
       "      <td>156124.532163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1499</td>\n",
       "      <td>154653.527194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1500</td>\n",
       "      <td>158736.246375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1501</td>\n",
       "      <td>174100.954964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1502</td>\n",
       "      <td>153146.516504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1503</td>\n",
       "      <td>274793.289393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1504</td>\n",
       "      <td>233808.904040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1505</td>\n",
       "      <td>215815.231952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1506</td>\n",
       "      <td>167945.528135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1507</td>\n",
       "      <td>241795.323679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1508</td>\n",
       "      <td>194095.843024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1509</td>\n",
       "      <td>160650.479405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1510</td>\n",
       "      <td>156313.107738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1511</td>\n",
       "      <td>150851.766716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1512</td>\n",
       "      <td>158110.773800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1513</td>\n",
       "      <td>144235.342718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1514</td>\n",
       "      <td>167483.310976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1515</td>\n",
       "      <td>210991.971788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1516</td>\n",
       "      <td>163228.819031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1517</td>\n",
       "      <td>150217.694512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1518</td>\n",
       "      <td>133982.628774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1519</td>\n",
       "      <td>232558.557496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1520</td>\n",
       "      <td>137339.964351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1521</td>\n",
       "      <td>145036.169643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1522</td>\n",
       "      <td>167639.885119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1523</td>\n",
       "      <td>113852.066000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1524</td>\n",
       "      <td>120921.696333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1525</td>\n",
       "      <td>131096.780714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1526</td>\n",
       "      <td>131422.335357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1527</td>\n",
       "      <td>105430.462833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1528</td>\n",
       "      <td>126804.613595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1529</td>\n",
       "      <td>141883.659921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1530</td>\n",
       "      <td>165802.649881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1531</td>\n",
       "      <td>136130.857643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1532</td>\n",
       "      <td>106429.923611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1533</td>\n",
       "      <td>139612.350679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1534</td>\n",
       "      <td>118877.907512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1535</td>\n",
       "      <td>154590.160659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1536</td>\n",
       "      <td>118507.511546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1537</td>\n",
       "      <td>106515.149809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1538</td>\n",
       "      <td>174213.938405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1539</td>\n",
       "      <td>233329.689762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1540</td>\n",
       "      <td>139442.385401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1541</td>\n",
       "      <td>145628.589250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1542</td>\n",
       "      <td>138598.999571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1543</td>\n",
       "      <td>192400.564071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1544</td>\n",
       "      <td>88275.834048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1545</td>\n",
       "      <td>100121.820883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1546</td>\n",
       "      <td>118945.573381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1547</td>\n",
       "      <td>131889.220655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1548</td>\n",
       "      <td>128227.162679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1549</td>\n",
       "      <td>108604.834115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1550</td>\n",
       "      <td>142011.826000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1551</td>\n",
       "      <td>123065.183254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1552</td>\n",
       "      <td>140570.711298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1553</td>\n",
       "      <td>150557.167452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1554</td>\n",
       "      <td>106401.003077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1555</td>\n",
       "      <td>169602.603036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1556</td>\n",
       "      <td>107748.541892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1557</td>\n",
       "      <td>136649.281429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1558</td>\n",
       "      <td>97184.592024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1559</td>\n",
       "      <td>126611.617127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1560</td>\n",
       "      <td>150327.730187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1561</td>\n",
       "      <td>170409.151608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>1562</td>\n",
       "      <td>124216.092044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>1563</td>\n",
       "      <td>127251.514583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>1564</td>\n",
       "      <td>167685.645921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>1565</td>\n",
       "      <td>157735.002853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1566</td>\n",
       "      <td>226491.334143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>1567</td>\n",
       "      <td>94407.689589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>1568</td>\n",
       "      <td>208024.333115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>1569</td>\n",
       "      <td>152837.693651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1570</td>\n",
       "      <td>130528.542857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1571</td>\n",
       "      <td>129602.680813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>1572</td>\n",
       "      <td>142837.874345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>1573</td>\n",
       "      <td>244835.686440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>1574</td>\n",
       "      <td>137612.915202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>1575</td>\n",
       "      <td>208965.594103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>1576</td>\n",
       "      <td>236805.927135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>1577</td>\n",
       "      <td>203191.595381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>1578</td>\n",
       "      <td>145505.737500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>1579</td>\n",
       "      <td>146536.741171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>1580</td>\n",
       "      <td>185674.564464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1581</td>\n",
       "      <td>137725.996060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1582</td>\n",
       "      <td>125042.795714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1583</td>\n",
       "      <td>352367.734226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>1584</td>\n",
       "      <td>248422.875893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>1585</td>\n",
       "      <td>140413.223726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>1586</td>\n",
       "      <td>88732.115345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>1587</td>\n",
       "      <td>103930.347091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1588</td>\n",
       "      <td>143983.145185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1589</td>\n",
       "      <td>110194.895802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1590</td>\n",
       "      <td>135129.641528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1591</td>\n",
       "      <td>100381.697730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1592</td>\n",
       "      <td>128601.854762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1593</td>\n",
       "      <td>117298.069143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1594</td>\n",
       "      <td>146359.259446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1595</td>\n",
       "      <td>139099.594722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1596</td>\n",
       "      <td>231386.864452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>1597</td>\n",
       "      <td>177620.265718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1598</td>\n",
       "      <td>188285.278810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1599</td>\n",
       "      <td>177183.283940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1600</td>\n",
       "      <td>183712.202952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1601</td>\n",
       "      <td>76814.872828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1602</td>\n",
       "      <td>114469.640680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1603</td>\n",
       "      <td>94802.371353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1604</td>\n",
       "      <td>275183.238000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1605</td>\n",
       "      <td>256346.384829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1606</td>\n",
       "      <td>170818.699524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1607</td>\n",
       "      <td>183124.565643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1608</td>\n",
       "      <td>212862.379893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1609</td>\n",
       "      <td>192627.738405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1610</td>\n",
       "      <td>162708.081315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1611</td>\n",
       "      <td>154172.033730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1612</td>\n",
       "      <td>174299.875060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>1613</td>\n",
       "      <td>177029.958595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>1614</td>\n",
       "      <td>124382.882381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>1615</td>\n",
       "      <td>84522.886190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>1616</td>\n",
       "      <td>82252.931786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>1617</td>\n",
       "      <td>88067.810000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1618</td>\n",
       "      <td>124719.999405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1619</td>\n",
       "      <td>133417.046548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1620</td>\n",
       "      <td>183700.328833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1621</td>\n",
       "      <td>143721.080774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1622</td>\n",
       "      <td>142886.175333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1623</td>\n",
       "      <td>300912.987786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1624</td>\n",
       "      <td>219528.657470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1625</td>\n",
       "      <td>133873.099365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1626</td>\n",
       "      <td>175054.158976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1627</td>\n",
       "      <td>183894.713849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1628</td>\n",
       "      <td>280096.792841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1629</td>\n",
       "      <td>180036.511032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1630</td>\n",
       "      <td>338280.139937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1631</td>\n",
       "      <td>219979.709056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1632</td>\n",
       "      <td>259721.572905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1633</td>\n",
       "      <td>174101.278687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1634</td>\n",
       "      <td>187569.172560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1635</td>\n",
       "      <td>176793.141548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1636</td>\n",
       "      <td>163477.747317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1637</td>\n",
       "      <td>183214.535492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1638</td>\n",
       "      <td>197912.553643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1639</td>\n",
       "      <td>185504.692543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1640</td>\n",
       "      <td>244230.895464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1641</td>\n",
       "      <td>185076.443726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1642</td>\n",
       "      <td>217082.153643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1643</td>\n",
       "      <td>228151.008567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1644</td>\n",
       "      <td>226981.518575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1645</td>\n",
       "      <td>175757.196492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>1646</td>\n",
       "      <td>156734.346226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>1647</td>\n",
       "      <td>161304.043762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>1648</td>\n",
       "      <td>136522.296464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>1649</td>\n",
       "      <td>136203.602736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1650</td>\n",
       "      <td>121859.912190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1651</td>\n",
       "      <td>119308.589045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1652</td>\n",
       "      <td>95639.807835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>1653</td>\n",
       "      <td>94837.833883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>1654</td>\n",
       "      <td>153181.457111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1655</td>\n",
       "      <td>145107.350524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1656</td>\n",
       "      <td>150108.865369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1657</td>\n",
       "      <td>153549.334194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>1658</td>\n",
       "      <td>154947.229643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1659</td>\n",
       "      <td>130699.317786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1660</td>\n",
       "      <td>151623.813396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1661</td>\n",
       "      <td>442126.329567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1662</td>\n",
       "      <td>355236.649071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1663</td>\n",
       "      <td>378252.980968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>1664</td>\n",
       "      <td>423482.332812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>1665</td>\n",
       "      <td>323054.705016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>1666</td>\n",
       "      <td>346909.389155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>1667</td>\n",
       "      <td>355426.616274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1668</td>\n",
       "      <td>328348.305111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1669</td>\n",
       "      <td>280735.660649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>1670</td>\n",
       "      <td>350707.824083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>1671</td>\n",
       "      <td>262541.451071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1672</td>\n",
       "      <td>442126.534385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1673</td>\n",
       "      <td>305103.699452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1674</td>\n",
       "      <td>257199.042992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1675</td>\n",
       "      <td>196846.505690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1676</td>\n",
       "      <td>194084.136226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1677</td>\n",
       "      <td>214840.410000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1678</td>\n",
       "      <td>414684.059826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1679</td>\n",
       "      <td>382724.170645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1680</td>\n",
       "      <td>308619.687915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1681</td>\n",
       "      <td>242446.747798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1682</td>\n",
       "      <td>308704.606607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1683</td>\n",
       "      <td>184670.554095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>1684</td>\n",
       "      <td>172004.974077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1685</td>\n",
       "      <td>172943.266470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1686</td>\n",
       "      <td>169708.501143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1687</td>\n",
       "      <td>167670.748548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1688</td>\n",
       "      <td>188575.207698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1689</td>\n",
       "      <td>189159.888274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1690</td>\n",
       "      <td>183919.466607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1691</td>\n",
       "      <td>175285.332405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1692</td>\n",
       "      <td>258716.936798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1693</td>\n",
       "      <td>170598.059060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1694</td>\n",
       "      <td>181854.184246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1695</td>\n",
       "      <td>171328.479881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1696</td>\n",
       "      <td>281252.340256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1697</td>\n",
       "      <td>172566.012381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1698</td>\n",
       "      <td>341918.080690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1699</td>\n",
       "      <td>331194.699747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1700</td>\n",
       "      <td>246597.054317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1701</td>\n",
       "      <td>269064.726548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1702</td>\n",
       "      <td>275564.882202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1703</td>\n",
       "      <td>267796.288980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1704</td>\n",
       "      <td>315912.416012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1705</td>\n",
       "      <td>231532.689851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1706</td>\n",
       "      <td>416093.968623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1707</td>\n",
       "      <td>213399.122659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1708</td>\n",
       "      <td>217276.678921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1709</td>\n",
       "      <td>274058.353587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>1710</td>\n",
       "      <td>224753.252214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1711</td>\n",
       "      <td>260636.180994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>1712</td>\n",
       "      <td>278646.360804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>1713</td>\n",
       "      <td>267820.162619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>1714</td>\n",
       "      <td>216712.728698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>1715</td>\n",
       "      <td>199081.131310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>1716</td>\n",
       "      <td>188008.760687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1717</td>\n",
       "      <td>165365.037440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1718</td>\n",
       "      <td>138577.263056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>1719</td>\n",
       "      <td>206861.712853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1720</td>\n",
       "      <td>255889.717077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1721</td>\n",
       "      <td>169504.053821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1722</td>\n",
       "      <td>136342.291494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>1723</td>\n",
       "      <td>160840.830774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>1724</td>\n",
       "      <td>216874.521202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1725</td>\n",
       "      <td>233857.486905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1726</td>\n",
       "      <td>193805.522538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1727</td>\n",
       "      <td>179757.834476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>1728</td>\n",
       "      <td>181114.801190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>1729</td>\n",
       "      <td>162346.397662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>1730</td>\n",
       "      <td>170382.258274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>1731</td>\n",
       "      <td>121099.068813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1732</td>\n",
       "      <td>132708.505417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1733</td>\n",
       "      <td>129017.755655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>1734</td>\n",
       "      <td>132642.934514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1735</td>\n",
       "      <td>133067.289690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1736</td>\n",
       "      <td>116914.129008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>1737</td>\n",
       "      <td>341175.705476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1738</td>\n",
       "      <td>211483.873214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>1739</td>\n",
       "      <td>310462.745429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1740</td>\n",
       "      <td>217087.994369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1741</td>\n",
       "      <td>191318.024377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>1742</td>\n",
       "      <td>172137.828476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>1743</td>\n",
       "      <td>176275.903119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1744</td>\n",
       "      <td>283650.870667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>1745</td>\n",
       "      <td>215009.694286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1746</td>\n",
       "      <td>243688.134238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>1747</td>\n",
       "      <td>205119.977679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1748</td>\n",
       "      <td>214122.091502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>1749</td>\n",
       "      <td>164431.743048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1750</td>\n",
       "      <td>147702.201548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1751</td>\n",
       "      <td>221417.805786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1752</td>\n",
       "      <td>124372.674143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1753</td>\n",
       "      <td>149550.474476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>1754</td>\n",
       "      <td>196322.028750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1755</td>\n",
       "      <td>169765.184762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>1756</td>\n",
       "      <td>124332.662464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1757</td>\n",
       "      <td>118988.685929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>1758</td>\n",
       "      <td>147634.967183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1759</td>\n",
       "      <td>168403.026567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1760</td>\n",
       "      <td>163646.518869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1761</td>\n",
       "      <td>162763.075040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>1762</td>\n",
       "      <td>169695.033831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>1763</td>\n",
       "      <td>165580.478019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1764</td>\n",
       "      <td>116423.828036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>1765</td>\n",
       "      <td>189710.221643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>1766</td>\n",
       "      <td>169621.455921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>1767</td>\n",
       "      <td>201884.555238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>1768</td>\n",
       "      <td>143045.420571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>1769</td>\n",
       "      <td>166554.331757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>1770</td>\n",
       "      <td>143634.101655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>1771</td>\n",
       "      <td>139287.119940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>1772</td>\n",
       "      <td>139888.104782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>1773</td>\n",
       "      <td>138782.303313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>1774</td>\n",
       "      <td>145102.996929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>1775</td>\n",
       "      <td>129228.409980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>1776</td>\n",
       "      <td>117988.196724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1777</td>\n",
       "      <td>114689.155869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1778</td>\n",
       "      <td>130639.960547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1779</td>\n",
       "      <td>119426.177265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1780</td>\n",
       "      <td>177363.363153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1781</td>\n",
       "      <td>126578.432679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>1782</td>\n",
       "      <td>99189.053333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>1783</td>\n",
       "      <td>127615.347524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>1784</td>\n",
       "      <td>99119.293369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>1785</td>\n",
       "      <td>108962.221675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>1786</td>\n",
       "      <td>157187.036810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>1787</td>\n",
       "      <td>179128.502452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1788</td>\n",
       "      <td>64226.685502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>1789</td>\n",
       "      <td>102429.957978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>1790</td>\n",
       "      <td>90813.753333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1791</td>\n",
       "      <td>193052.173319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>1792</td>\n",
       "      <td>155373.906310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>1793</td>\n",
       "      <td>149829.210524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>1794</td>\n",
       "      <td>143894.949353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>1795</td>\n",
       "      <td>139255.594827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>1796</td>\n",
       "      <td>126868.810190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>1797</td>\n",
       "      <td>128088.377560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>1798</td>\n",
       "      <td>120931.603167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>1799</td>\n",
       "      <td>109220.350298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>1800</td>\n",
       "      <td>125616.975859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1801</td>\n",
       "      <td>128918.351131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>1802</td>\n",
       "      <td>148034.220560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1803</td>\n",
       "      <td>150463.970786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>1804</td>\n",
       "      <td>141547.538571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>1805</td>\n",
       "      <td>135894.142857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>1806</td>\n",
       "      <td>119713.884988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>1807</td>\n",
       "      <td>151493.921468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>1808</td>\n",
       "      <td>124888.091869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>1809</td>\n",
       "      <td>124892.837476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>1810</td>\n",
       "      <td>144289.305341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1811</td>\n",
       "      <td>114457.653910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>1812</td>\n",
       "      <td>118500.901726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>1813</td>\n",
       "      <td>120818.880381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>1814</td>\n",
       "      <td>96096.585420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>1815</td>\n",
       "      <td>77088.083455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>1816</td>\n",
       "      <td>95018.668234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1817</td>\n",
       "      <td>130078.775450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>1818</td>\n",
       "      <td>144054.667421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>1819</td>\n",
       "      <td>115207.179161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>1820</td>\n",
       "      <td>81775.554015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>1821</td>\n",
       "      <td>122906.497743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1822</td>\n",
       "      <td>154062.269738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>1823</td>\n",
       "      <td>77021.675206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>1824</td>\n",
       "      <td>136948.170536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>1825</td>\n",
       "      <td>133995.294613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>1826</td>\n",
       "      <td>98555.024731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>1827</td>\n",
       "      <td>107852.797238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>1828</td>\n",
       "      <td>135045.749762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1829</td>\n",
       "      <td>116578.871113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>1830</td>\n",
       "      <td>141856.627044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>1831</td>\n",
       "      <td>163072.096060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>1832</td>\n",
       "      <td>133638.644044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>1833</td>\n",
       "      <td>149728.638643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>1834</td>\n",
       "      <td>126422.016107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>1835</td>\n",
       "      <td>165208.958512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>1836</td>\n",
       "      <td>130090.651587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1837</td>\n",
       "      <td>100357.559899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>1838</td>\n",
       "      <td>134575.353544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>1839</td>\n",
       "      <td>86328.708373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>1840</td>\n",
       "      <td>164086.298388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>1841</td>\n",
       "      <td>148046.741071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1842</td>\n",
       "      <td>102783.221714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>1843</td>\n",
       "      <td>144543.087411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>1844</td>\n",
       "      <td>134543.803345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>1845</td>\n",
       "      <td>150751.931232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>1846</td>\n",
       "      <td>155052.135194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>1847</td>\n",
       "      <td>159185.356563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>1848</td>\n",
       "      <td>75192.741216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>1849</td>\n",
       "      <td>119325.152937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>1850</td>\n",
       "      <td>120434.684857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>1851</td>\n",
       "      <td>150454.028060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>1852</td>\n",
       "      <td>125260.057560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>1853</td>\n",
       "      <td>137976.575036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>1854</td>\n",
       "      <td>161836.011544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>1855</td>\n",
       "      <td>161510.850619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>1856</td>\n",
       "      <td>222100.355413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>1857</td>\n",
       "      <td>201117.421074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>1858</td>\n",
       "      <td>147631.947720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>1859</td>\n",
       "      <td>124768.728089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>1860</td>\n",
       "      <td>152756.166677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>1861</td>\n",
       "      <td>125393.873042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>1862</td>\n",
       "      <td>295550.860782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>1863</td>\n",
       "      <td>291301.217143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>1864</td>\n",
       "      <td>291301.217143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>1865</td>\n",
       "      <td>313383.218879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>1866</td>\n",
       "      <td>327925.587254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>1867</td>\n",
       "      <td>247301.910313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>1868</td>\n",
       "      <td>308757.731004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>1869</td>\n",
       "      <td>202982.012591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>1870</td>\n",
       "      <td>243259.617554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>1871</td>\n",
       "      <td>237990.088921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>1872</td>\n",
       "      <td>169844.793134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>1873</td>\n",
       "      <td>221098.971028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>1874</td>\n",
       "      <td>137821.555754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>1875</td>\n",
       "      <td>203080.701571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>1876</td>\n",
       "      <td>198601.026222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>1877</td>\n",
       "      <td>214370.447619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>1878</td>\n",
       "      <td>208794.513381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>1879</td>\n",
       "      <td>134678.836833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>1880</td>\n",
       "      <td>136728.170714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1881</td>\n",
       "      <td>246541.914631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>1882</td>\n",
       "      <td>257717.135847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>1883</td>\n",
       "      <td>200558.534226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>1884</td>\n",
       "      <td>213471.944363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>1885</td>\n",
       "      <td>256690.580294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>1886</td>\n",
       "      <td>295826.808869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>1887</td>\n",
       "      <td>211060.826226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>1888</td>\n",
       "      <td>284191.537444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>1889</td>\n",
       "      <td>167476.373135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>1890</td>\n",
       "      <td>133778.733794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>1891</td>\n",
       "      <td>143671.733135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>1892</td>\n",
       "      <td>114614.328607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>1893</td>\n",
       "      <td>136655.389187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>1894</td>\n",
       "      <td>127946.669278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>1895</td>\n",
       "      <td>152165.077996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>1896</td>\n",
       "      <td>124078.975119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>1897</td>\n",
       "      <td>127218.648214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>1898</td>\n",
       "      <td>107569.357813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>1899</td>\n",
       "      <td>138056.393667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>1900</td>\n",
       "      <td>127849.431466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>1901</td>\n",
       "      <td>159764.342484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>1902</td>\n",
       "      <td>155873.235317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>1903</td>\n",
       "      <td>201630.986762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>1904</td>\n",
       "      <td>133958.892119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>1905</td>\n",
       "      <td>176906.800281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>1906</td>\n",
       "      <td>151383.559943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>1907</td>\n",
       "      <td>203327.812726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>1908</td>\n",
       "      <td>119750.574835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>1909</td>\n",
       "      <td>131723.043155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>1910</td>\n",
       "      <td>125583.037798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>1911</td>\n",
       "      <td>193584.951139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>1912</td>\n",
       "      <td>272473.656429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>1913</td>\n",
       "      <td>153512.795295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>1914</td>\n",
       "      <td>80747.339000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>1915</td>\n",
       "      <td>310048.081881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>1916</td>\n",
       "      <td>90590.640293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>1917</td>\n",
       "      <td>256687.405401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>1918</td>\n",
       "      <td>137306.168579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>1919</td>\n",
       "      <td>163929.324988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>1920</td>\n",
       "      <td>170640.875536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>1921</td>\n",
       "      <td>403172.556459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>1922</td>\n",
       "      <td>315218.255119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>1923</td>\n",
       "      <td>185818.838917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>1924</td>\n",
       "      <td>218361.279893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>1925</td>\n",
       "      <td>227203.076595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>1926</td>\n",
       "      <td>393584.775887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>1927</td>\n",
       "      <td>140063.811288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>1928</td>\n",
       "      <td>166911.154595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>1929</td>\n",
       "      <td>127212.396667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>1930</td>\n",
       "      <td>134514.135795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1931</td>\n",
       "      <td>146312.478016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>1932</td>\n",
       "      <td>142945.491190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1933</td>\n",
       "      <td>177554.279627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>1934</td>\n",
       "      <td>178970.339325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>1935</td>\n",
       "      <td>174375.819460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>1936</td>\n",
       "      <td>188296.745452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>1937</td>\n",
       "      <td>182639.410040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>1938</td>\n",
       "      <td>179686.256000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>1939</td>\n",
       "      <td>253848.578214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>1940</td>\n",
       "      <td>192376.197124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>1941</td>\n",
       "      <td>177801.744702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>1942</td>\n",
       "      <td>189286.814187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>1943</td>\n",
       "      <td>192940.613544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>1944</td>\n",
       "      <td>311499.906964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>1945</td>\n",
       "      <td>361255.660246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>1946</td>\n",
       "      <td>167845.059917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>1947</td>\n",
       "      <td>305991.297528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>1948</td>\n",
       "      <td>173508.195667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>1949</td>\n",
       "      <td>235314.579716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>1950</td>\n",
       "      <td>178908.576012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>1951</td>\n",
       "      <td>254844.033964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>1952</td>\n",
       "      <td>223956.739595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>1953</td>\n",
       "      <td>169786.431401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>1954</td>\n",
       "      <td>192930.930091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>1955</td>\n",
       "      <td>131533.852054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>1956</td>\n",
       "      <td>280679.581544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>1957</td>\n",
       "      <td>169720.478214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1958</td>\n",
       "      <td>319026.617857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>1959</td>\n",
       "      <td>146394.857417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>1960</td>\n",
       "      <td>117999.422488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>1961</td>\n",
       "      <td>118996.126167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>1962</td>\n",
       "      <td>95755.483883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>1963</td>\n",
       "      <td>102132.595311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>1964</td>\n",
       "      <td>109023.500714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>1965</td>\n",
       "      <td>145021.119702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>1966</td>\n",
       "      <td>142328.309056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>1967</td>\n",
       "      <td>280575.999149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>1968</td>\n",
       "      <td>398543.982157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>1969</td>\n",
       "      <td>388342.967907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>1970</td>\n",
       "      <td>413674.634464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>1971</td>\n",
       "      <td>402235.547935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>1972</td>\n",
       "      <td>353831.757897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>1973</td>\n",
       "      <td>282581.788833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>1974</td>\n",
       "      <td>309807.256667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>1975</td>\n",
       "      <td>415819.084786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>1976</td>\n",
       "      <td>274675.459252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>1977</td>\n",
       "      <td>360242.421038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>1978</td>\n",
       "      <td>352077.543532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>1979</td>\n",
       "      <td>337008.414325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>1980</td>\n",
       "      <td>196790.488964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1981</td>\n",
       "      <td>331898.688833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>1982</td>\n",
       "      <td>231170.420208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>1983</td>\n",
       "      <td>216159.296488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>1984</td>\n",
       "      <td>168510.242652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>1985</td>\n",
       "      <td>215772.832964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>1986</td>\n",
       "      <td>222964.474476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>1987</td>\n",
       "      <td>176717.482571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>1988</td>\n",
       "      <td>179215.682440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>1989</td>\n",
       "      <td>192735.590357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>1990</td>\n",
       "      <td>224919.567214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>1991</td>\n",
       "      <td>218669.400321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>1992</td>\n",
       "      <td>214507.081667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>1993</td>\n",
       "      <td>173829.688294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>1994</td>\n",
       "      <td>246959.338321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>1995</td>\n",
       "      <td>183003.542996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>1996</td>\n",
       "      <td>259030.285786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>1997</td>\n",
       "      <td>303167.267897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>1998</td>\n",
       "      <td>367747.122583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>1999</td>\n",
       "      <td>254211.685714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>2000</td>\n",
       "      <td>301958.393746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>2001</td>\n",
       "      <td>271509.397488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>2002</td>\n",
       "      <td>238018.067167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>2003</td>\n",
       "      <td>269409.727468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>2004</td>\n",
       "      <td>279499.521065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>2005</td>\n",
       "      <td>231860.272018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>2006</td>\n",
       "      <td>226873.467619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>2007</td>\n",
       "      <td>263849.792349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>2008</td>\n",
       "      <td>207096.876115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>2009</td>\n",
       "      <td>196960.991429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>2010</td>\n",
       "      <td>191881.325730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>2011</td>\n",
       "      <td>146198.577710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>2012</td>\n",
       "      <td>176200.969452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>2013</td>\n",
       "      <td>183702.144859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>2014</td>\n",
       "      <td>192527.513115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>2015</td>\n",
       "      <td>197624.893552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>2016</td>\n",
       "      <td>199101.248571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>2017</td>\n",
       "      <td>204837.797817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>2018</td>\n",
       "      <td>121837.055075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>2019</td>\n",
       "      <td>134020.734405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>2020</td>\n",
       "      <td>126950.655060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>2021</td>\n",
       "      <td>118359.804250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>2022</td>\n",
       "      <td>179352.075900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>2023</td>\n",
       "      <td>152152.092274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>2024</td>\n",
       "      <td>246533.931518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>2025</td>\n",
       "      <td>325971.560615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>2026</td>\n",
       "      <td>179106.222970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2027</td>\n",
       "      <td>154117.495994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>2028</td>\n",
       "      <td>159145.596119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>2029</td>\n",
       "      <td>172164.539589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>2030</td>\n",
       "      <td>268465.199583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2031</td>\n",
       "      <td>230000.917857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>2032</td>\n",
       "      <td>245111.687499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>2033</td>\n",
       "      <td>256469.690440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>2034</td>\n",
       "      <td>166340.700544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>2035</td>\n",
       "      <td>205832.871044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>2036</td>\n",
       "      <td>190009.511119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>2037</td>\n",
       "      <td>196230.946310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>2038</td>\n",
       "      <td>270259.313833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>2039</td>\n",
       "      <td>196540.593357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>2040</td>\n",
       "      <td>332018.026139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>2041</td>\n",
       "      <td>264310.955988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>2042</td>\n",
       "      <td>201318.843238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>2043</td>\n",
       "      <td>160574.173571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>2044</td>\n",
       "      <td>171390.234226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>2045</td>\n",
       "      <td>204395.743571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>2046</td>\n",
       "      <td>137815.142173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>2047</td>\n",
       "      <td>151405.286526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>2048</td>\n",
       "      <td>133104.747746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>2049</td>\n",
       "      <td>137746.762315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>2050</td>\n",
       "      <td>179041.127698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>2051</td>\n",
       "      <td>108835.207988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>2052</td>\n",
       "      <td>134222.038194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>2053</td>\n",
       "      <td>143342.825492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>2054</td>\n",
       "      <td>81616.090595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>2055</td>\n",
       "      <td>156411.737061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>2056</td>\n",
       "      <td>131612.579048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>2057</td>\n",
       "      <td>124738.254881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>2058</td>\n",
       "      <td>227157.495214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>2059</td>\n",
       "      <td>143224.603869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>2060</td>\n",
       "      <td>151781.343238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2061</td>\n",
       "      <td>174944.000381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2062</td>\n",
       "      <td>135086.938690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2063</td>\n",
       "      <td>109063.546885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2064</td>\n",
       "      <td>138383.723056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2065</td>\n",
       "      <td>130225.510893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>2066</td>\n",
       "      <td>176422.188929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>2067</td>\n",
       "      <td>141715.545548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>2068</td>\n",
       "      <td>145668.278786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>2069</td>\n",
       "      <td>94920.580582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>2070</td>\n",
       "      <td>109071.087309</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>2071</td>\n",
       "      <td>95751.229845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>2072</td>\n",
       "      <td>134201.573810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>2073</td>\n",
       "      <td>140347.982024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>2074</td>\n",
       "      <td>175688.772357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>2075</td>\n",
       "      <td>147743.675425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>2076</td>\n",
       "      <td>123248.314107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>2077</td>\n",
       "      <td>146869.481746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>2078</td>\n",
       "      <td>131040.538442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>2079</td>\n",
       "      <td>130167.983004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>2080</td>\n",
       "      <td>113624.787738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>2081</td>\n",
       "      <td>124857.693786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>2082</td>\n",
       "      <td>133622.686234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>2083</td>\n",
       "      <td>138569.134595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>2084</td>\n",
       "      <td>105932.504571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>2085</td>\n",
       "      <td>129777.385390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>2086</td>\n",
       "      <td>136831.932774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>2087</td>\n",
       "      <td>121453.532778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>2088</td>\n",
       "      <td>117916.213885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>2089</td>\n",
       "      <td>89104.825214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>2090</td>\n",
       "      <td>141735.031500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>2091</td>\n",
       "      <td>128559.293119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>2092</td>\n",
       "      <td>131297.559734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>2093</td>\n",
       "      <td>150654.644849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>2094</td>\n",
       "      <td>125770.181349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>2095</td>\n",
       "      <td>152920.300607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>2096</td>\n",
       "      <td>91395.622647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>2097</td>\n",
       "      <td>88539.362937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>2098</td>\n",
       "      <td>147143.203929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>2099</td>\n",
       "      <td>77304.892122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>2100</td>\n",
       "      <td>124214.277155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>2101</td>\n",
       "      <td>140170.937139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>2102</td>\n",
       "      <td>138886.349024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>2103</td>\n",
       "      <td>105302.792202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>2104</td>\n",
       "      <td>140445.487802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>2105</td>\n",
       "      <td>130498.234369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>2106</td>\n",
       "      <td>95461.836202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>2107</td>\n",
       "      <td>215397.271540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>2108</td>\n",
       "      <td>118495.379714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>2109</td>\n",
       "      <td>116537.606545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>2110</td>\n",
       "      <td>133438.668929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>2111</td>\n",
       "      <td>143175.990393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>2112</td>\n",
       "      <td>138982.078254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>2113</td>\n",
       "      <td>118593.383179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>2114</td>\n",
       "      <td>108748.569014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>2115</td>\n",
       "      <td>146650.218833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>2116</td>\n",
       "      <td>112897.738607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>2117</td>\n",
       "      <td>146241.749679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>2118</td>\n",
       "      <td>123002.979524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>2119</td>\n",
       "      <td>103818.791583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>2120</td>\n",
       "      <td>108884.480167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>2121</td>\n",
       "      <td>113599.644075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>2122</td>\n",
       "      <td>97212.418548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>2123</td>\n",
       "      <td>99453.869405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>2124</td>\n",
       "      <td>170621.765119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>2125</td>\n",
       "      <td>137768.096476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>2126</td>\n",
       "      <td>154128.681897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>2127</td>\n",
       "      <td>152677.662560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>2128</td>\n",
       "      <td>140068.553603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>2129</td>\n",
       "      <td>104338.045913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>2130</td>\n",
       "      <td>147833.587500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>2131</td>\n",
       "      <td>152476.965298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>2132</td>\n",
       "      <td>120735.535234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>2133</td>\n",
       "      <td>116159.605956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>2134</td>\n",
       "      <td>122420.318583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>2135</td>\n",
       "      <td>105518.992680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>2136</td>\n",
       "      <td>97622.016277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>2137</td>\n",
       "      <td>127980.149633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>2138</td>\n",
       "      <td>137491.470357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>2139</td>\n",
       "      <td>151660.363658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>2140</td>\n",
       "      <td>135135.942262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>2141</td>\n",
       "      <td>137667.995040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>2142</td>\n",
       "      <td>134437.990355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>2143</td>\n",
       "      <td>141312.980143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>2144</td>\n",
       "      <td>129768.694583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>2145</td>\n",
       "      <td>135859.033770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>2146</td>\n",
       "      <td>155974.255159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>2147</td>\n",
       "      <td>164152.327520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>2148</td>\n",
       "      <td>120697.093933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>2149</td>\n",
       "      <td>135025.249286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>2150</td>\n",
       "      <td>206699.142448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>2151</td>\n",
       "      <td>114234.624490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>2152</td>\n",
       "      <td>173362.648952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>2153</td>\n",
       "      <td>154745.001524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>2154</td>\n",
       "      <td>119847.514286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>2155</td>\n",
       "      <td>130951.198137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>2156</td>\n",
       "      <td>251068.202641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>2157</td>\n",
       "      <td>237065.711534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>2158</td>\n",
       "      <td>246647.986823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>2159</td>\n",
       "      <td>220001.486567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>2160</td>\n",
       "      <td>170998.430190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>2161</td>\n",
       "      <td>261314.664837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>2162</td>\n",
       "      <td>414400.478010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>2163</td>\n",
       "      <td>340035.581333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>2164</td>\n",
       "      <td>255387.332639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>2165</td>\n",
       "      <td>167639.432738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>2166</td>\n",
       "      <td>145376.687869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>2167</td>\n",
       "      <td>202540.692000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>2168</td>\n",
       "      <td>206607.312802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>2169</td>\n",
       "      <td>196107.342917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>2170</td>\n",
       "      <td>220183.115966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>2171</td>\n",
       "      <td>147680.449440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>2172</td>\n",
       "      <td>140561.971565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>2173</td>\n",
       "      <td>150152.621385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>2174</td>\n",
       "      <td>235744.050274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>2175</td>\n",
       "      <td>303585.262774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>2176</td>\n",
       "      <td>332675.077250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>2177</td>\n",
       "      <td>257057.857853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>2178</td>\n",
       "      <td>219657.398155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>2179</td>\n",
       "      <td>145209.432318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>2180</td>\n",
       "      <td>248696.206052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>2181</td>\n",
       "      <td>192398.805369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>2182</td>\n",
       "      <td>230909.033857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>2183</td>\n",
       "      <td>201204.945119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>2184</td>\n",
       "      <td>140316.381494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>2185</td>\n",
       "      <td>132951.121066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>2186</td>\n",
       "      <td>148199.563433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>2187</td>\n",
       "      <td>141726.624452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>2188</td>\n",
       "      <td>152060.269496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>2189</td>\n",
       "      <td>213459.627821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>2190</td>\n",
       "      <td>90348.572460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>2191</td>\n",
       "      <td>95988.730754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>2192</td>\n",
       "      <td>104843.159881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>2193</td>\n",
       "      <td>98348.079901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>2194</td>\n",
       "      <td>102056.230452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>2195</td>\n",
       "      <td>121053.671071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>2196</td>\n",
       "      <td>104603.282647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>2197</td>\n",
       "      <td>115606.075321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>2198</td>\n",
       "      <td>149193.926508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>2199</td>\n",
       "      <td>156472.362520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>2200</td>\n",
       "      <td>124246.566480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>2201</td>\n",
       "      <td>129221.807686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>2202</td>\n",
       "      <td>173087.501012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>2203</td>\n",
       "      <td>163491.943633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>2204</td>\n",
       "      <td>166971.116056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>2205</td>\n",
       "      <td>115841.821615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>2206</td>\n",
       "      <td>134574.436873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>2207</td>\n",
       "      <td>202045.587381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>2208</td>\n",
       "      <td>213692.794794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>2209</td>\n",
       "      <td>199643.244548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>2210</td>\n",
       "      <td>121056.760411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>2211</td>\n",
       "      <td>112785.264913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>2212</td>\n",
       "      <td>109424.622795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>2213</td>\n",
       "      <td>107215.791000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>2214</td>\n",
       "      <td>145764.269350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>2215</td>\n",
       "      <td>101612.002244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>2216</td>\n",
       "      <td>148420.518738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>2217</td>\n",
       "      <td>92567.386530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>2218</td>\n",
       "      <td>95281.301994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>2219</td>\n",
       "      <td>87188.374190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>2220</td>\n",
       "      <td>80023.351667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>2221</td>\n",
       "      <td>310660.154321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2222</td>\n",
       "      <td>245659.809955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>2223</td>\n",
       "      <td>302455.090498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>2224</td>\n",
       "      <td>217126.328833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>2225</td>\n",
       "      <td>150097.346542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>2226</td>\n",
       "      <td>202096.303873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>2227</td>\n",
       "      <td>200809.564321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>2228</td>\n",
       "      <td>268500.409550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>2229</td>\n",
       "      <td>239580.694065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>2230</td>\n",
       "      <td>160994.803815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2231</td>\n",
       "      <td>209702.175476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>2232</td>\n",
       "      <td>187950.258274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>2233</td>\n",
       "      <td>185774.294159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>2234</td>\n",
       "      <td>242859.504423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>2235</td>\n",
       "      <td>218029.316298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>2236</td>\n",
       "      <td>287016.597472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>2237</td>\n",
       "      <td>367378.873846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>2238</td>\n",
       "      <td>214325.119325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>2239</td>\n",
       "      <td>134681.796744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>2240</td>\n",
       "      <td>161378.255054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>2241</td>\n",
       "      <td>152309.924306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>2242</td>\n",
       "      <td>137394.687655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>2243</td>\n",
       "      <td>130418.582863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>2244</td>\n",
       "      <td>95921.408992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>2245</td>\n",
       "      <td>94626.632940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>2246</td>\n",
       "      <td>144057.220833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>2247</td>\n",
       "      <td>101152.740966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>2248</td>\n",
       "      <td>126221.782321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>2249</td>\n",
       "      <td>127059.658810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>2250</td>\n",
       "      <td>141065.035833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>2251</td>\n",
       "      <td>141573.872718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>2252</td>\n",
       "      <td>183719.526369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>2253</td>\n",
       "      <td>160067.417675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>2254</td>\n",
       "      <td>179640.645119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>2255</td>\n",
       "      <td>187414.322262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>2256</td>\n",
       "      <td>178207.775298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>2257</td>\n",
       "      <td>204619.246619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>2258</td>\n",
       "      <td>170658.752979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>2259</td>\n",
       "      <td>181680.775119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>2260</td>\n",
       "      <td>159984.154638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>2261</td>\n",
       "      <td>178553.271679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>2262</td>\n",
       "      <td>205076.434204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>2263</td>\n",
       "      <td>330617.690861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>2264</td>\n",
       "      <td>400465.470751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>2265</td>\n",
       "      <td>168171.391452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>2266</td>\n",
       "      <td>264322.259143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>2267</td>\n",
       "      <td>350669.577451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>2268</td>\n",
       "      <td>370257.360117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>2269</td>\n",
       "      <td>161042.647595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>2270</td>\n",
       "      <td>176563.194286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>2271</td>\n",
       "      <td>220459.042460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>2272</td>\n",
       "      <td>185134.213571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>2273</td>\n",
       "      <td>165228.536710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>2274</td>\n",
       "      <td>174249.041738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>2275</td>\n",
       "      <td>167640.632520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>2276</td>\n",
       "      <td>169418.260579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>2277</td>\n",
       "      <td>176993.919821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>2278</td>\n",
       "      <td>150427.826726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>2279</td>\n",
       "      <td>122164.239552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>2280</td>\n",
       "      <td>119863.458940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>2281</td>\n",
       "      <td>182154.840107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>2282</td>\n",
       "      <td>189545.656988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>2283</td>\n",
       "      <td>95467.054683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>2284</td>\n",
       "      <td>106981.705422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>2285</td>\n",
       "      <td>139470.077937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>2286</td>\n",
       "      <td>129165.798738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>2287</td>\n",
       "      <td>336020.973286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>2288</td>\n",
       "      <td>278146.595202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>2289</td>\n",
       "      <td>388416.070442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>2290</td>\n",
       "      <td>406119.084280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>2291</td>\n",
       "      <td>325599.271968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2292</td>\n",
       "      <td>414506.035040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>2293</td>\n",
       "      <td>422127.621099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>2294</td>\n",
       "      <td>385283.047442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>2295</td>\n",
       "      <td>426082.304762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>2296</td>\n",
       "      <td>287718.328825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>2297</td>\n",
       "      <td>300279.834242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>2298</td>\n",
       "      <td>326649.926813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>2299</td>\n",
       "      <td>391055.134171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>2300</td>\n",
       "      <td>318639.218893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>2301</td>\n",
       "      <td>266755.970407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>2302</td>\n",
       "      <td>241812.382000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>2303</td>\n",
       "      <td>256669.745175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>2304</td>\n",
       "      <td>248520.755238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>2305</td>\n",
       "      <td>190789.360190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>2306</td>\n",
       "      <td>192085.998262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>2307</td>\n",
       "      <td>196100.057464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>2308</td>\n",
       "      <td>226066.803107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>2309</td>\n",
       "      <td>270165.255363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>2310</td>\n",
       "      <td>214699.643917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>2311</td>\n",
       "      <td>205005.352786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>2312</td>\n",
       "      <td>181837.310624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>2313</td>\n",
       "      <td>175501.029552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>2314</td>\n",
       "      <td>177244.505567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>2315</td>\n",
       "      <td>173719.446534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>2316</td>\n",
       "      <td>199109.802679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>2317</td>\n",
       "      <td>182628.566745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>2318</td>\n",
       "      <td>176117.735367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>2319</td>\n",
       "      <td>176009.049853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>2320</td>\n",
       "      <td>177669.749988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>2321</td>\n",
       "      <td>251599.445488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>2322</td>\n",
       "      <td>168228.832595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>2323</td>\n",
       "      <td>173809.279294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>2324</td>\n",
       "      <td>170460.980313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>2325</td>\n",
       "      <td>215869.985083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>2326</td>\n",
       "      <td>170380.156968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>2327</td>\n",
       "      <td>217094.327036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>2328</td>\n",
       "      <td>223058.750119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>2329</td>\n",
       "      <td>182438.598651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>2330</td>\n",
       "      <td>177783.182476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>2331</td>\n",
       "      <td>344800.689389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>2332</td>\n",
       "      <td>366028.065115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>2333</td>\n",
       "      <td>304920.294083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>2334</td>\n",
       "      <td>263220.778524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>2335</td>\n",
       "      <td>258322.103214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>2336</td>\n",
       "      <td>329621.072325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>2337</td>\n",
       "      <td>206183.103298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>2338</td>\n",
       "      <td>277506.250946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>2339</td>\n",
       "      <td>241501.770262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>2340</td>\n",
       "      <td>390929.560268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>2341</td>\n",
       "      <td>224521.557107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>2342</td>\n",
       "      <td>238773.099204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>2343</td>\n",
       "      <td>215409.056369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>2344</td>\n",
       "      <td>241118.801762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>2345</td>\n",
       "      <td>247006.153202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>2346</td>\n",
       "      <td>216398.019798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>2347</td>\n",
       "      <td>200819.023996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>2348</td>\n",
       "      <td>230360.202325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>2349</td>\n",
       "      <td>174103.688517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>2350</td>\n",
       "      <td>277332.226518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>2351</td>\n",
       "      <td>254909.718988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>2352</td>\n",
       "      <td>264554.741405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>2353</td>\n",
       "      <td>274660.177615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>2354</td>\n",
       "      <td>137269.862775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>2355</td>\n",
       "      <td>149116.491460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>2356</td>\n",
       "      <td>156629.504817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>2357</td>\n",
       "      <td>202359.859131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>2358</td>\n",
       "      <td>201806.558333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>2359</td>\n",
       "      <td>120396.662552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>2360</td>\n",
       "      <td>120661.983274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>2361</td>\n",
       "      <td>140718.123810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>2362</td>\n",
       "      <td>269905.913425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>2363</td>\n",
       "      <td>136233.321250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>2364</td>\n",
       "      <td>154366.931480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>2365</td>\n",
       "      <td>224395.249505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>2366</td>\n",
       "      <td>184877.883560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>2367</td>\n",
       "      <td>226861.979000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>2368</td>\n",
       "      <td>210104.959425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>2369</td>\n",
       "      <td>227123.843869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>2370</td>\n",
       "      <td>171664.719891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>2371</td>\n",
       "      <td>170073.530887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>2372</td>\n",
       "      <td>194454.348877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>2373</td>\n",
       "      <td>256477.410750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>2374</td>\n",
       "      <td>276051.184315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>2375</td>\n",
       "      <td>245661.380119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>2376</td>\n",
       "      <td>276096.422238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>2377</td>\n",
       "      <td>329019.459845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>2378</td>\n",
       "      <td>140980.601424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>2379</td>\n",
       "      <td>184432.607905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>2380</td>\n",
       "      <td>145346.348413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>2381</td>\n",
       "      <td>162740.146345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>2382</td>\n",
       "      <td>180636.711976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>2383</td>\n",
       "      <td>207621.269389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>2384</td>\n",
       "      <td>245288.377933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>2385</td>\n",
       "      <td>153319.718968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>2386</td>\n",
       "      <td>141760.527083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>2387</td>\n",
       "      <td>136096.925065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>2388</td>\n",
       "      <td>112387.645357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>2389</td>\n",
       "      <td>132748.878893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>2390</td>\n",
       "      <td>140963.253333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>2391</td>\n",
       "      <td>137545.619722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>2392</td>\n",
       "      <td>112064.834452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>2393</td>\n",
       "      <td>158917.422530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>2394</td>\n",
       "      <td>145732.667163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>2395</td>\n",
       "      <td>189094.702907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>2396</td>\n",
       "      <td>145725.769345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>2397</td>\n",
       "      <td>191057.843643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>2398</td>\n",
       "      <td>124766.286460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>2399</td>\n",
       "      <td>67017.989423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>2400</td>\n",
       "      <td>64600.811526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>2401</td>\n",
       "      <td>115381.184786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>2402</td>\n",
       "      <td>134498.815972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>2403</td>\n",
       "      <td>135835.460750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>2404</td>\n",
       "      <td>150298.698452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>2405</td>\n",
       "      <td>162207.300833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>2406</td>\n",
       "      <td>135855.954272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2407</td>\n",
       "      <td>129959.711964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>2408</td>\n",
       "      <td>132025.992772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>2409</td>\n",
       "      <td>135176.394905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>2410</td>\n",
       "      <td>164254.028810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>2411</td>\n",
       "      <td>124739.055214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>2412</td>\n",
       "      <td>155678.054067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>2413</td>\n",
       "      <td>130585.504194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>2414</td>\n",
       "      <td>135428.425421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>2415</td>\n",
       "      <td>134652.050857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>2416</td>\n",
       "      <td>126588.110238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>2417</td>\n",
       "      <td>123551.436837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>2418</td>\n",
       "      <td>126457.248418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>2419</td>\n",
       "      <td>129284.976456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>2420</td>\n",
       "      <td>128450.883024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>2421</td>\n",
       "      <td>151309.063155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>2422</td>\n",
       "      <td>125803.175952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>2423</td>\n",
       "      <td>136997.541893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>2424</td>\n",
       "      <td>156872.723889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>2425</td>\n",
       "      <td>230900.631200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>2426</td>\n",
       "      <td>131677.450950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>2427</td>\n",
       "      <td>132648.025446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>2428</td>\n",
       "      <td>167241.001310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>2429</td>\n",
       "      <td>115254.691667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>2430</td>\n",
       "      <td>131428.077440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>2431</td>\n",
       "      <td>127757.317063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>2432</td>\n",
       "      <td>133430.088839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2433</td>\n",
       "      <td>140482.845671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>2434</td>\n",
       "      <td>144825.084524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>2435</td>\n",
       "      <td>154699.705254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>2436</td>\n",
       "      <td>108128.591760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>2437</td>\n",
       "      <td>115978.837591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2438</td>\n",
       "      <td>126014.193333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>2439</td>\n",
       "      <td>115924.412182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>2440</td>\n",
       "      <td>120428.094643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>2441</td>\n",
       "      <td>113138.389881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2442</td>\n",
       "      <td>105464.233091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>2443</td>\n",
       "      <td>114045.355777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>2444</td>\n",
       "      <td>127397.931480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>2445</td>\n",
       "      <td>93783.313378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>2446</td>\n",
       "      <td>121821.965714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>2447</td>\n",
       "      <td>205699.822321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>2448</td>\n",
       "      <td>148989.327762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2449</td>\n",
       "      <td>105523.858923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>2450</td>\n",
       "      <td>150978.703940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>2451</td>\n",
       "      <td>125913.719000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>2452</td>\n",
       "      <td>214190.312444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>2453</td>\n",
       "      <td>102928.682790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2454</td>\n",
       "      <td>130776.642869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>2455</td>\n",
       "      <td>119407.974008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>2456</td>\n",
       "      <td>131749.151119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>2457</td>\n",
       "      <td>120247.647222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>2458</td>\n",
       "      <td>108858.212341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>2459</td>\n",
       "      <td>108739.759948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>2460</td>\n",
       "      <td>138158.466548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>2461</td>\n",
       "      <td>108820.187742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>2462</td>\n",
       "      <td>128634.346587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>2463</td>\n",
       "      <td>112573.621667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>2464</td>\n",
       "      <td>163823.699111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>2465</td>\n",
       "      <td>127850.295833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>2466</td>\n",
       "      <td>113763.084513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>2467</td>\n",
       "      <td>147977.960179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2468</td>\n",
       "      <td>99608.849679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>2469</td>\n",
       "      <td>101592.913845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>2470</td>\n",
       "      <td>191219.546571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>2471</td>\n",
       "      <td>185925.778290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>2472</td>\n",
       "      <td>170784.070413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>2473</td>\n",
       "      <td>122086.468940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>2474</td>\n",
       "      <td>117005.637111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>2475</td>\n",
       "      <td>218455.114274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>2476</td>\n",
       "      <td>115328.252984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>2477</td>\n",
       "      <td>135898.081786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>2478</td>\n",
       "      <td>166595.313294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>2479</td>\n",
       "      <td>126090.029187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>2480</td>\n",
       "      <td>141991.133560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>2481</td>\n",
       "      <td>132043.720248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2482</td>\n",
       "      <td>134702.511012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2483</td>\n",
       "      <td>121960.653413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2484</td>\n",
       "      <td>127211.226825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2485</td>\n",
       "      <td>124080.399440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2486</td>\n",
       "      <td>154895.951567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>2487</td>\n",
       "      <td>202003.378694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>2488</td>\n",
       "      <td>137390.937692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>2489</td>\n",
       "      <td>158286.525794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>2490</td>\n",
       "      <td>150005.886925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>2491</td>\n",
       "      <td>93515.399272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2492</td>\n",
       "      <td>180775.688274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>2493</td>\n",
       "      <td>146524.701714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>2494</td>\n",
       "      <td>171829.602619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2495</td>\n",
       "      <td>113509.905860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>2496</td>\n",
       "      <td>219473.617690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>2497</td>\n",
       "      <td>144685.185893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2498</td>\n",
       "      <td>118911.143786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>2499</td>\n",
       "      <td>108396.609095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>2500</td>\n",
       "      <td>135726.367063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>2501</td>\n",
       "      <td>131567.218393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>2502</td>\n",
       "      <td>146647.675317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>2503</td>\n",
       "      <td>109085.726390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2504</td>\n",
       "      <td>193547.416052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>2505</td>\n",
       "      <td>223568.733492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2506</td>\n",
       "      <td>266548.725250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2507</td>\n",
       "      <td>316437.345437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>2508</td>\n",
       "      <td>266818.063405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>2509</td>\n",
       "      <td>222412.503488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>2510</td>\n",
       "      <td>235833.196952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>2511</td>\n",
       "      <td>184069.824107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>2512</td>\n",
       "      <td>215058.217331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>2513</td>\n",
       "      <td>222232.424345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>2514</td>\n",
       "      <td>230838.737401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>2515</td>\n",
       "      <td>150385.337232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>2516</td>\n",
       "      <td>164836.146083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>2517</td>\n",
       "      <td>133145.127905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2518</td>\n",
       "      <td>144114.296321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>2519</td>\n",
       "      <td>225242.421417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>2520</td>\n",
       "      <td>209894.314095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>2521</td>\n",
       "      <td>196325.415000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>2522</td>\n",
       "      <td>220384.563032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>2523</td>\n",
       "      <td>133430.399167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>2524</td>\n",
       "      <td>137484.874754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2525</td>\n",
       "      <td>145486.541923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>2526</td>\n",
       "      <td>140199.557358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>2527</td>\n",
       "      <td>122822.189832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>2528</td>\n",
       "      <td>131769.501095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>2529</td>\n",
       "      <td>131225.200595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>2530</td>\n",
       "      <td>115165.513631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>2531</td>\n",
       "      <td>254902.703788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>2532</td>\n",
       "      <td>227909.910667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>2533</td>\n",
       "      <td>198569.212048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>2534</td>\n",
       "      <td>245530.256603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>2535</td>\n",
       "      <td>294077.675179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>2536</td>\n",
       "      <td>243044.280536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>2537</td>\n",
       "      <td>224258.702407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>2538</td>\n",
       "      <td>183918.659964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>2539</td>\n",
       "      <td>183892.260524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>2540</td>\n",
       "      <td>183834.020560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>2541</td>\n",
       "      <td>180097.008655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>2542</td>\n",
       "      <td>166789.897016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>2543</td>\n",
       "      <td>134876.503143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>2544</td>\n",
       "      <td>128869.864321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>2545</td>\n",
       "      <td>134266.230452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1085</th>\n",
       "      <td>2546</td>\n",
       "      <td>147256.996825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>2547</td>\n",
       "      <td>137599.829087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>2548</td>\n",
       "      <td>148784.248887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>2549</td>\n",
       "      <td>162051.051131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>2550</td>\n",
       "      <td>376333.804720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>2551</td>\n",
       "      <td>145484.958254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1091</th>\n",
       "      <td>2552</td>\n",
       "      <td>122058.744298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>2553</td>\n",
       "      <td>96723.337897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>2554</td>\n",
       "      <td>116716.551845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>2555</td>\n",
       "      <td>111390.321865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>2556</td>\n",
       "      <td>112634.941603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>2557</td>\n",
       "      <td>119547.260464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>2558</td>\n",
       "      <td>163330.683946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1098</th>\n",
       "      <td>2559</td>\n",
       "      <td>132640.346163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099</th>\n",
       "      <td>2560</td>\n",
       "      <td>127439.398643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>2561</td>\n",
       "      <td>120071.525337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101</th>\n",
       "      <td>2562</td>\n",
       "      <td>125239.413940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>2563</td>\n",
       "      <td>138910.369440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1103</th>\n",
       "      <td>2564</td>\n",
       "      <td>164072.541250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>2565</td>\n",
       "      <td>135894.789552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>2566</td>\n",
       "      <td>150117.559405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>2567</td>\n",
       "      <td>127373.902179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>2568</td>\n",
       "      <td>187587.223929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>2569</td>\n",
       "      <td>184185.835548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>2570</td>\n",
       "      <td>121335.110609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>2571</td>\n",
       "      <td>182210.940940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>2572</td>\n",
       "      <td>165153.016865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>2573</td>\n",
       "      <td>217898.969107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1113</th>\n",
       "      <td>2574</td>\n",
       "      <td>275723.195654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>2575</td>\n",
       "      <td>122251.245167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>2576</td>\n",
       "      <td>138849.602079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>2577</td>\n",
       "      <td>154167.864091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>2578</td>\n",
       "      <td>94179.893389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>2579</td>\n",
       "      <td>84444.442421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>2580</td>\n",
       "      <td>144475.948333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>2581</td>\n",
       "      <td>135912.061440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>2582</td>\n",
       "      <td>123390.846936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>2583</td>\n",
       "      <td>272378.597750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>2584</td>\n",
       "      <td>165062.241179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>2585</td>\n",
       "      <td>195838.228183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>2586</td>\n",
       "      <td>214905.493518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>2587</td>\n",
       "      <td>205960.844317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>2588</td>\n",
       "      <td>140999.782333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>2589</td>\n",
       "      <td>145592.101881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>2590</td>\n",
       "      <td>213918.447472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>2591</td>\n",
       "      <td>207199.361921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>2592</td>\n",
       "      <td>226517.362048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>2593</td>\n",
       "      <td>252396.504161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>2594</td>\n",
       "      <td>165932.283107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>2595</td>\n",
       "      <td>204950.437460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>2596</td>\n",
       "      <td>346300.458512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>2597</td>\n",
       "      <td>197986.590798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>2598</td>\n",
       "      <td>272860.982181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>2599</td>\n",
       "      <td>322535.344476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>2600</td>\n",
       "      <td>174098.468726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1140</th>\n",
       "      <td>2601</td>\n",
       "      <td>140750.564266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>2602</td>\n",
       "      <td>88167.149286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1142</th>\n",
       "      <td>2603</td>\n",
       "      <td>93001.444000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>2604</td>\n",
       "      <td>86558.705238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>2605</td>\n",
       "      <td>87870.278313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>2606</td>\n",
       "      <td>146624.154221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>2607</td>\n",
       "      <td>182370.694536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>2608</td>\n",
       "      <td>195848.477250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>2609</td>\n",
       "      <td>154463.900635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>2610</td>\n",
       "      <td>113822.009297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>2611</td>\n",
       "      <td>162341.490948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>2612</td>\n",
       "      <td>150779.892274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>2613</td>\n",
       "      <td>127251.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>2614</td>\n",
       "      <td>128612.825000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154</th>\n",
       "      <td>2615</td>\n",
       "      <td>149016.605774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>2616</td>\n",
       "      <td>137813.472321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1156</th>\n",
       "      <td>2617</td>\n",
       "      <td>180053.110714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>2618</td>\n",
       "      <td>177427.643095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>2619</td>\n",
       "      <td>205072.701738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>2620</td>\n",
       "      <td>184334.352690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>2621</td>\n",
       "      <td>187388.678135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>2622</td>\n",
       "      <td>191972.853881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>2623</td>\n",
       "      <td>251129.600889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>2624</td>\n",
       "      <td>291274.977282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>2625</td>\n",
       "      <td>305633.271087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>2626</td>\n",
       "      <td>167736.520452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>2627</td>\n",
       "      <td>169934.791587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>2628</td>\n",
       "      <td>404353.413085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>2629</td>\n",
       "      <td>456549.371046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>2630</td>\n",
       "      <td>327444.093012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>2631</td>\n",
       "      <td>416391.090115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>2632</td>\n",
       "      <td>393188.955502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>2633</td>\n",
       "      <td>293309.503917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>2634</td>\n",
       "      <td>388869.617788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>2635</td>\n",
       "      <td>150044.741817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>2636</td>\n",
       "      <td>189421.782321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>2637</td>\n",
       "      <td>176024.053214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>2638</td>\n",
       "      <td>252552.156798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>2639</td>\n",
       "      <td>181190.453059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>2640</td>\n",
       "      <td>154623.390893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>2641</td>\n",
       "      <td>114126.599595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>2642</td>\n",
       "      <td>200491.895139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>2643</td>\n",
       "      <td>110761.386990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>2644</td>\n",
       "      <td>131068.760524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>2645</td>\n",
       "      <td>95214.693788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>2646</td>\n",
       "      <td>95045.701883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>2647</td>\n",
       "      <td>98386.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>2648</td>\n",
       "      <td>138813.402718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>2649</td>\n",
       "      <td>139949.262460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>2650</td>\n",
       "      <td>134276.204881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>2651</td>\n",
       "      <td>148777.962452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>2652</td>\n",
       "      <td>423373.876829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>2653</td>\n",
       "      <td>259308.398567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>2654</td>\n",
       "      <td>260403.055857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>2655</td>\n",
       "      <td>378736.168964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>2656</td>\n",
       "      <td>324348.718444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>2657</td>\n",
       "      <td>314256.408107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>2658</td>\n",
       "      <td>270335.293468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>2659</td>\n",
       "      <td>299890.117333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>2660</td>\n",
       "      <td>312033.104464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>2661</td>\n",
       "      <td>342839.405135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>2662</td>\n",
       "      <td>353363.723710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>2663</td>\n",
       "      <td>286154.441966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>2664</td>\n",
       "      <td>261706.449280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>2665</td>\n",
       "      <td>306215.973762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>2666</td>\n",
       "      <td>279525.613825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>2667</td>\n",
       "      <td>169223.126613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>2668</td>\n",
       "      <td>177693.511970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>2669</td>\n",
       "      <td>180015.822404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>2670</td>\n",
       "      <td>287475.775925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>2671</td>\n",
       "      <td>179138.081558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>2672</td>\n",
       "      <td>184564.841107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>2673</td>\n",
       "      <td>209080.757095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>2674</td>\n",
       "      <td>212896.408964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>2675</td>\n",
       "      <td>161807.223369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>2676</td>\n",
       "      <td>186542.481889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>2677</td>\n",
       "      <td>189998.291619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>2678</td>\n",
       "      <td>265674.021032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>2679</td>\n",
       "      <td>284431.896417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>2680</td>\n",
       "      <td>281901.362155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>2681</td>\n",
       "      <td>377971.096321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>2682</td>\n",
       "      <td>334760.199357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>2683</td>\n",
       "      <td>478414.175387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>2684</td>\n",
       "      <td>303695.457333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>2685</td>\n",
       "      <td>343466.846012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>2686</td>\n",
       "      <td>261076.550575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>2687</td>\n",
       "      <td>309374.269940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>2688</td>\n",
       "      <td>230756.192369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>2689</td>\n",
       "      <td>204379.312250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>2690</td>\n",
       "      <td>436318.226387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>2691</td>\n",
       "      <td>194237.308155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>2692</td>\n",
       "      <td>140285.540335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>2693</td>\n",
       "      <td>193424.970095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>2694</td>\n",
       "      <td>140240.943180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>2695</td>\n",
       "      <td>191857.849452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>2696</td>\n",
       "      <td>185599.085464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>2697</td>\n",
       "      <td>199189.588242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>2698</td>\n",
       "      <td>201140.722329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>2699</td>\n",
       "      <td>188849.892948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1239</th>\n",
       "      <td>2700</td>\n",
       "      <td>171097.380452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1240</th>\n",
       "      <td>2701</td>\n",
       "      <td>160528.469107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1241</th>\n",
       "      <td>2702</td>\n",
       "      <td>121368.537226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>2703</td>\n",
       "      <td>139299.633357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1243</th>\n",
       "      <td>2704</td>\n",
       "      <td>146104.619008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1244</th>\n",
       "      <td>2705</td>\n",
       "      <td>129502.148452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1245</th>\n",
       "      <td>2706</td>\n",
       "      <td>120486.683643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>2707</td>\n",
       "      <td>124415.680091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1247</th>\n",
       "      <td>2708</td>\n",
       "      <td>135633.550397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>2709</td>\n",
       "      <td>116408.629048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>2710</td>\n",
       "      <td>128503.465379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2711</td>\n",
       "      <td>269382.197321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>2712</td>\n",
       "      <td>358743.930607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>2713</td>\n",
       "      <td>165052.908413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>2714</td>\n",
       "      <td>150984.078778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>2715</td>\n",
       "      <td>172584.001690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>2716</td>\n",
       "      <td>151687.944904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>2717</td>\n",
       "      <td>188410.457639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>2718</td>\n",
       "      <td>237623.514321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1258</th>\n",
       "      <td>2719</td>\n",
       "      <td>158731.652976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1259</th>\n",
       "      <td>2720</td>\n",
       "      <td>162678.993512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>2721</td>\n",
       "      <td>141564.537550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>2722</td>\n",
       "      <td>154707.927625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1262</th>\n",
       "      <td>2723</td>\n",
       "      <td>148279.824026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>2724</td>\n",
       "      <td>130722.523512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1264</th>\n",
       "      <td>2725</td>\n",
       "      <td>135382.168948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>2726</td>\n",
       "      <td>143862.370595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>2727</td>\n",
       "      <td>164112.086786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>2728</td>\n",
       "      <td>161122.661548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>2729</td>\n",
       "      <td>152354.282437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1269</th>\n",
       "      <td>2730</td>\n",
       "      <td>147645.689802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>2731</td>\n",
       "      <td>117793.513333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>2732</td>\n",
       "      <td>115121.695496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>2733</td>\n",
       "      <td>162593.267405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1273</th>\n",
       "      <td>2734</td>\n",
       "      <td>144314.358175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>2735</td>\n",
       "      <td>132016.272361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>2736</td>\n",
       "      <td>141453.693571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>2737</td>\n",
       "      <td>126203.745815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>2738</td>\n",
       "      <td>138018.484071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>2739</td>\n",
       "      <td>160814.269107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>2740</td>\n",
       "      <td>135122.286893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>2741</td>\n",
       "      <td>145960.007341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>2742</td>\n",
       "      <td>150178.138651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>2743</td>\n",
       "      <td>149804.973349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>2744</td>\n",
       "      <td>146905.591071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>2745</td>\n",
       "      <td>136417.857381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>2746</td>\n",
       "      <td>134463.979861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>2747</td>\n",
       "      <td>147903.084548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>2748</td>\n",
       "      <td>121208.423582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>2749</td>\n",
       "      <td>129803.303810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>2750</td>\n",
       "      <td>132787.357643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>2751</td>\n",
       "      <td>132038.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>2752</td>\n",
       "      <td>240802.189220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>2753</td>\n",
       "      <td>152476.471171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>2754</td>\n",
       "      <td>239642.631968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>2755</td>\n",
       "      <td>120013.389048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>2756</td>\n",
       "      <td>95627.090762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>2757</td>\n",
       "      <td>90175.521827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>2758</td>\n",
       "      <td>81847.470238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>2759</td>\n",
       "      <td>149512.232567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>2760</td>\n",
       "      <td>142827.618738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>2761</td>\n",
       "      <td>146804.163889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>2762</td>\n",
       "      <td>147044.704226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>2763</td>\n",
       "      <td>192847.080675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>2764</td>\n",
       "      <td>163674.309246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>2765</td>\n",
       "      <td>253318.919687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>2766</td>\n",
       "      <td>131670.722310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>2767</td>\n",
       "      <td>93413.884227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>2768</td>\n",
       "      <td>127561.749897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>2769</td>\n",
       "      <td>136298.215575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1309</th>\n",
       "      <td>2770</td>\n",
       "      <td>150046.021032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>2771</td>\n",
       "      <td>121137.616889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>2772</td>\n",
       "      <td>122077.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1312</th>\n",
       "      <td>2773</td>\n",
       "      <td>184324.382238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>2774</td>\n",
       "      <td>134493.651762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>2775</td>\n",
       "      <td>136357.749881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>2776</td>\n",
       "      <td>139371.342560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>2777</td>\n",
       "      <td>143977.184607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>2778</td>\n",
       "      <td>114195.242143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1318</th>\n",
       "      <td>2779</td>\n",
       "      <td>164739.158121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>2780</td>\n",
       "      <td>110581.842381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>2781</td>\n",
       "      <td>101243.918071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>2782</td>\n",
       "      <td>96033.688164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>2783</td>\n",
       "      <td>105974.825194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>2784</td>\n",
       "      <td>126810.231440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>2785</td>\n",
       "      <td>135334.523175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>2786</td>\n",
       "      <td>74251.258662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>2787</td>\n",
       "      <td>116567.096587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1327</th>\n",
       "      <td>2788</td>\n",
       "      <td>90758.827305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>2789</td>\n",
       "      <td>189271.268179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1329</th>\n",
       "      <td>2790</td>\n",
       "      <td>97462.876381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330</th>\n",
       "      <td>2791</td>\n",
       "      <td>118509.280369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>2792</td>\n",
       "      <td>91183.573968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1332</th>\n",
       "      <td>2793</td>\n",
       "      <td>168882.381637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>2794</td>\n",
       "      <td>103901.006437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>2795</td>\n",
       "      <td>115278.015155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1335</th>\n",
       "      <td>2796</td>\n",
       "      <td>103503.549524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336</th>\n",
       "      <td>2797</td>\n",
       "      <td>204896.915071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2798</td>\n",
       "      <td>117000.492244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1338</th>\n",
       "      <td>2799</td>\n",
       "      <td>120625.858500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1339</th>\n",
       "      <td>2800</td>\n",
       "      <td>86339.430071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>2801</td>\n",
       "      <td>113543.856183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1341</th>\n",
       "      <td>2802</td>\n",
       "      <td>134778.407937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1342</th>\n",
       "      <td>2803</td>\n",
       "      <td>168116.807909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>2804</td>\n",
       "      <td>151594.027726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1344</th>\n",
       "      <td>2805</td>\n",
       "      <td>106811.595762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1345</th>\n",
       "      <td>2806</td>\n",
       "      <td>100585.368206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1346</th>\n",
       "      <td>2807</td>\n",
       "      <td>149828.015754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1347</th>\n",
       "      <td>2808</td>\n",
       "      <td>148817.154663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1348</th>\n",
       "      <td>2809</td>\n",
       "      <td>130535.443502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349</th>\n",
       "      <td>2810</td>\n",
       "      <td>137679.815377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1350</th>\n",
       "      <td>2811</td>\n",
       "      <td>157889.265262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>2812</td>\n",
       "      <td>144263.325238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1352</th>\n",
       "      <td>2813</td>\n",
       "      <td>161471.430679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>2814</td>\n",
       "      <td>165492.862929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>2815</td>\n",
       "      <td>114188.277560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1355</th>\n",
       "      <td>2816</td>\n",
       "      <td>227708.910187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356</th>\n",
       "      <td>2817</td>\n",
       "      <td>136076.821693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>2818</td>\n",
       "      <td>130671.418909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1358</th>\n",
       "      <td>2819</td>\n",
       "      <td>169104.401399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>2820</td>\n",
       "      <td>142798.594405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>2821</td>\n",
       "      <td>119606.274643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>2822</td>\n",
       "      <td>196505.111825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>2823</td>\n",
       "      <td>251708.875286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1363</th>\n",
       "      <td>2824</td>\n",
       "      <td>178170.844762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1364</th>\n",
       "      <td>2825</td>\n",
       "      <td>156049.195917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>2826</td>\n",
       "      <td>129618.041486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>2827</td>\n",
       "      <td>141601.415556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>2828</td>\n",
       "      <td>244979.235738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>2829</td>\n",
       "      <td>201593.465798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>2830</td>\n",
       "      <td>236030.710226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>2831</td>\n",
       "      <td>189476.049881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>2832</td>\n",
       "      <td>244671.716597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>2833</td>\n",
       "      <td>265323.742744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>2834</td>\n",
       "      <td>216725.186905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>2835</td>\n",
       "      <td>219306.062607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>2836</td>\n",
       "      <td>194279.095405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>2837</td>\n",
       "      <td>163182.098079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>2838</td>\n",
       "      <td>146833.375298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>2839</td>\n",
       "      <td>180606.587848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>2840</td>\n",
       "      <td>196628.521345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>2841</td>\n",
       "      <td>204771.799663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>2842</td>\n",
       "      <td>221912.191881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1382</th>\n",
       "      <td>2843</td>\n",
       "      <td>138909.894988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>2844</td>\n",
       "      <td>157709.350901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>2845</td>\n",
       "      <td>122729.935939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>2846</td>\n",
       "      <td>214193.416026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>2847</td>\n",
       "      <td>198122.047512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>2848</td>\n",
       "      <td>216001.201800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>2849</td>\n",
       "      <td>213644.635595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>2850</td>\n",
       "      <td>285736.427746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>2851</td>\n",
       "      <td>244243.415915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>2852</td>\n",
       "      <td>233591.135552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>2853</td>\n",
       "      <td>243079.280643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>2854</td>\n",
       "      <td>139702.512448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1394</th>\n",
       "      <td>2855</td>\n",
       "      <td>210007.404810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>2856</td>\n",
       "      <td>210547.361891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396</th>\n",
       "      <td>2857</td>\n",
       "      <td>187870.907405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>2858</td>\n",
       "      <td>207503.342452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>2859</td>\n",
       "      <td>129478.610560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>2860</td>\n",
       "      <td>126169.119048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>2861</td>\n",
       "      <td>149959.746349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>2862</td>\n",
       "      <td>196145.496381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>2863</td>\n",
       "      <td>123893.034286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>2864</td>\n",
       "      <td>260549.602063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>2865</td>\n",
       "      <td>145355.223254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>2866</td>\n",
       "      <td>141257.065405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>2867</td>\n",
       "      <td>87176.611690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>2868</td>\n",
       "      <td>129662.518714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>2869</td>\n",
       "      <td>122369.776746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1409</th>\n",
       "      <td>2870</td>\n",
       "      <td>156289.394524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1410</th>\n",
       "      <td>2871</td>\n",
       "      <td>110069.308361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411</th>\n",
       "      <td>2872</td>\n",
       "      <td>74664.169773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>2873</td>\n",
       "      <td>113491.803095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413</th>\n",
       "      <td>2874</td>\n",
       "      <td>136025.154643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1414</th>\n",
       "      <td>2875</td>\n",
       "      <td>124616.290833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1415</th>\n",
       "      <td>2876</td>\n",
       "      <td>151716.736464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>2877</td>\n",
       "      <td>142452.723857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1417</th>\n",
       "      <td>2878</td>\n",
       "      <td>153077.452460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1418</th>\n",
       "      <td>2879</td>\n",
       "      <td>140962.600595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>2880</td>\n",
       "      <td>118633.638579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>2881</td>\n",
       "      <td>148448.154883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>2882</td>\n",
       "      <td>154728.610857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>2883</td>\n",
       "      <td>174218.013926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>2884</td>\n",
       "      <td>177637.170548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>2885</td>\n",
       "      <td>175675.577956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>2886</td>\n",
       "      <td>193875.030310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>2887</td>\n",
       "      <td>110760.997571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>2888</td>\n",
       "      <td>121912.070726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>2889</td>\n",
       "      <td>74310.918645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>2890</td>\n",
       "      <td>80769.492714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>2891</td>\n",
       "      <td>142123.075401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>2892</td>\n",
       "      <td>79952.014431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>2893</td>\n",
       "      <td>113706.003838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>2894</td>\n",
       "      <td>68686.521190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>2895</td>\n",
       "      <td>299721.749198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>2896</td>\n",
       "      <td>278533.062274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>2897</td>\n",
       "      <td>195328.913690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>2898</td>\n",
       "      <td>156308.221589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>2899</td>\n",
       "      <td>225362.505306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>2900</td>\n",
       "      <td>158153.966032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>2901</td>\n",
       "      <td>191851.068524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>2902</td>\n",
       "      <td>193043.857187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>2903</td>\n",
       "      <td>352587.180083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>2904</td>\n",
       "      <td>353810.396710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>2905</td>\n",
       "      <td>130010.874214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>2906</td>\n",
       "      <td>211966.554028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>2907</td>\n",
       "      <td>111184.335040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>2908</td>\n",
       "      <td>128455.008929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>2909</td>\n",
       "      <td>143437.379000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>2910</td>\n",
       "      <td>83927.340476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>2911</td>\n",
       "      <td>88167.149286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>2912</td>\n",
       "      <td>151304.257310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>2913</td>\n",
       "      <td>87621.612381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>2914</td>\n",
       "      <td>82696.503214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>2915</td>\n",
       "      <td>82024.265119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>2916</td>\n",
       "      <td>86799.987381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2917</td>\n",
       "      <td>173802.836567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2918</td>\n",
       "      <td>119196.428393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "      <td>239235.549556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id      SalePrice\n",
       "0     1461  127552.783671\n",
       "1     1462  157106.324702\n",
       "2     1463  182663.931468\n",
       "3     1464  182474.236825\n",
       "4     1465  193091.804113\n",
       "5     1466  183918.660921\n",
       "6     1467  169914.131087\n",
       "7     1468  175259.820369\n",
       "8     1469  177585.007274\n",
       "9     1470  125809.720258\n",
       "10    1471  206139.948151\n",
       "11    1472   98099.812038\n",
       "12    1473   98316.695500\n",
       "13    1474  150280.193254\n",
       "14    1475  122032.166095\n",
       "15    1476  357196.153879\n",
       "16    1477  253484.666679\n",
       "17    1478  296848.278278\n",
       "18    1479  290050.367282\n",
       "19    1480  416108.782302\n",
       "20    1481  313360.921409\n",
       "21    1482  209667.259321\n",
       "22    1483  181550.198392\n",
       "23    1484  169005.972357\n",
       "24    1485  174410.134230\n",
       "25    1486  200441.546599\n",
       "26    1487  311411.601063\n",
       "27    1488  250316.676393\n",
       "28    1489  206608.576056\n",
       "29    1490  211541.868405\n",
       "30    1491  189727.525683\n",
       "31    1492  102428.337003\n",
       "32    1493  175847.222198\n",
       "33    1494  301222.244976\n",
       "34    1495  295017.053226\n",
       "35    1496  225052.247579\n",
       "36    1497  184109.085702\n",
       "37    1498  156124.532163\n",
       "38    1499  154653.527194\n",
       "39    1500  158736.246375\n",
       "40    1501  174100.954964\n",
       "41    1502  153146.516504\n",
       "42    1503  274793.289393\n",
       "43    1504  233808.904040\n",
       "44    1505  215815.231952\n",
       "45    1506  167945.528135\n",
       "46    1507  241795.323679\n",
       "47    1508  194095.843024\n",
       "48    1509  160650.479405\n",
       "49    1510  156313.107738\n",
       "50    1511  150851.766716\n",
       "51    1512  158110.773800\n",
       "52    1513  144235.342718\n",
       "53    1514  167483.310976\n",
       "54    1515  210991.971788\n",
       "55    1516  163228.819031\n",
       "56    1517  150217.694512\n",
       "57    1518  133982.628774\n",
       "58    1519  232558.557496\n",
       "59    1520  137339.964351\n",
       "60    1521  145036.169643\n",
       "61    1522  167639.885119\n",
       "62    1523  113852.066000\n",
       "63    1524  120921.696333\n",
       "64    1525  131096.780714\n",
       "65    1526  131422.335357\n",
       "66    1527  105430.462833\n",
       "67    1528  126804.613595\n",
       "68    1529  141883.659921\n",
       "69    1530  165802.649881\n",
       "70    1531  136130.857643\n",
       "71    1532  106429.923611\n",
       "72    1533  139612.350679\n",
       "73    1534  118877.907512\n",
       "74    1535  154590.160659\n",
       "75    1536  118507.511546\n",
       "76    1537  106515.149809\n",
       "77    1538  174213.938405\n",
       "78    1539  233329.689762\n",
       "79    1540  139442.385401\n",
       "80    1541  145628.589250\n",
       "81    1542  138598.999571\n",
       "82    1543  192400.564071\n",
       "83    1544   88275.834048\n",
       "84    1545  100121.820883\n",
       "85    1546  118945.573381\n",
       "86    1547  131889.220655\n",
       "87    1548  128227.162679\n",
       "88    1549  108604.834115\n",
       "89    1550  142011.826000\n",
       "90    1551  123065.183254\n",
       "91    1552  140570.711298\n",
       "92    1553  150557.167452\n",
       "93    1554  106401.003077\n",
       "94    1555  169602.603036\n",
       "95    1556  107748.541892\n",
       "96    1557  136649.281429\n",
       "97    1558   97184.592024\n",
       "98    1559  126611.617127\n",
       "99    1560  150327.730187\n",
       "100   1561  170409.151608\n",
       "101   1562  124216.092044\n",
       "102   1563  127251.514583\n",
       "103   1564  167685.645921\n",
       "104   1565  157735.002853\n",
       "105   1566  226491.334143\n",
       "106   1567   94407.689589\n",
       "107   1568  208024.333115\n",
       "108   1569  152837.693651\n",
       "109   1570  130528.542857\n",
       "110   1571  129602.680813\n",
       "111   1572  142837.874345\n",
       "112   1573  244835.686440\n",
       "113   1574  137612.915202\n",
       "114   1575  208965.594103\n",
       "115   1576  236805.927135\n",
       "116   1577  203191.595381\n",
       "117   1578  145505.737500\n",
       "118   1579  146536.741171\n",
       "119   1580  185674.564464\n",
       "120   1581  137725.996060\n",
       "121   1582  125042.795714\n",
       "122   1583  352367.734226\n",
       "123   1584  248422.875893\n",
       "124   1585  140413.223726\n",
       "125   1586   88732.115345\n",
       "126   1587  103930.347091\n",
       "127   1588  143983.145185\n",
       "128   1589  110194.895802\n",
       "129   1590  135129.641528\n",
       "130   1591  100381.697730\n",
       "131   1592  128601.854762\n",
       "132   1593  117298.069143\n",
       "133   1594  146359.259446\n",
       "134   1595  139099.594722\n",
       "135   1596  231386.864452\n",
       "136   1597  177620.265718\n",
       "137   1598  188285.278810\n",
       "138   1599  177183.283940\n",
       "139   1600  183712.202952\n",
       "140   1601   76814.872828\n",
       "141   1602  114469.640680\n",
       "142   1603   94802.371353\n",
       "143   1604  275183.238000\n",
       "144   1605  256346.384829\n",
       "145   1606  170818.699524\n",
       "146   1607  183124.565643\n",
       "147   1608  212862.379893\n",
       "148   1609  192627.738405\n",
       "149   1610  162708.081315\n",
       "150   1611  154172.033730\n",
       "151   1612  174299.875060\n",
       "152   1613  177029.958595\n",
       "153   1614  124382.882381\n",
       "154   1615   84522.886190\n",
       "155   1616   82252.931786\n",
       "156   1617   88067.810000\n",
       "157   1618  124719.999405\n",
       "158   1619  133417.046548\n",
       "159   1620  183700.328833\n",
       "160   1621  143721.080774\n",
       "161   1622  142886.175333\n",
       "162   1623  300912.987786\n",
       "163   1624  219528.657470\n",
       "164   1625  133873.099365\n",
       "165   1626  175054.158976\n",
       "166   1627  183894.713849\n",
       "167   1628  280096.792841\n",
       "168   1629  180036.511032\n",
       "169   1630  338280.139937\n",
       "170   1631  219979.709056\n",
       "171   1632  259721.572905\n",
       "172   1633  174101.278687\n",
       "173   1634  187569.172560\n",
       "174   1635  176793.141548\n",
       "175   1636  163477.747317\n",
       "176   1637  183214.535492\n",
       "177   1638  197912.553643\n",
       "178   1639  185504.692543\n",
       "179   1640  244230.895464\n",
       "180   1641  185076.443726\n",
       "181   1642  217082.153643\n",
       "182   1643  228151.008567\n",
       "183   1644  226981.518575\n",
       "184   1645  175757.196492\n",
       "185   1646  156734.346226\n",
       "186   1647  161304.043762\n",
       "187   1648  136522.296464\n",
       "188   1649  136203.602736\n",
       "189   1650  121859.912190\n",
       "190   1651  119308.589045\n",
       "191   1652   95639.807835\n",
       "192   1653   94837.833883\n",
       "193   1654  153181.457111\n",
       "194   1655  145107.350524\n",
       "195   1656  150108.865369\n",
       "196   1657  153549.334194\n",
       "197   1658  154947.229643\n",
       "198   1659  130699.317786\n",
       "199   1660  151623.813396\n",
       "200   1661  442126.329567\n",
       "201   1662  355236.649071\n",
       "202   1663  378252.980968\n",
       "203   1664  423482.332812\n",
       "204   1665  323054.705016\n",
       "205   1666  346909.389155\n",
       "206   1667  355426.616274\n",
       "207   1668  328348.305111\n",
       "208   1669  280735.660649\n",
       "209   1670  350707.824083\n",
       "210   1671  262541.451071\n",
       "211   1672  442126.534385\n",
       "212   1673  305103.699452\n",
       "213   1674  257199.042992\n",
       "214   1675  196846.505690\n",
       "215   1676  194084.136226\n",
       "216   1677  214840.410000\n",
       "217   1678  414684.059826\n",
       "218   1679  382724.170645\n",
       "219   1680  308619.687915\n",
       "220   1681  242446.747798\n",
       "221   1682  308704.606607\n",
       "222   1683  184670.554095\n",
       "223   1684  172004.974077\n",
       "224   1685  172943.266470\n",
       "225   1686  169708.501143\n",
       "226   1687  167670.748548\n",
       "227   1688  188575.207698\n",
       "228   1689  189159.888274\n",
       "229   1690  183919.466607\n",
       "230   1691  175285.332405\n",
       "231   1692  258716.936798\n",
       "232   1693  170598.059060\n",
       "233   1694  181854.184246\n",
       "234   1695  171328.479881\n",
       "235   1696  281252.340256\n",
       "236   1697  172566.012381\n",
       "237   1698  341918.080690\n",
       "238   1699  331194.699747\n",
       "239   1700  246597.054317\n",
       "240   1701  269064.726548\n",
       "241   1702  275564.882202\n",
       "242   1703  267796.288980\n",
       "243   1704  315912.416012\n",
       "244   1705  231532.689851\n",
       "245   1706  416093.968623\n",
       "246   1707  213399.122659\n",
       "247   1708  217276.678921\n",
       "248   1709  274058.353587\n",
       "249   1710  224753.252214\n",
       "250   1711  260636.180994\n",
       "251   1712  278646.360804\n",
       "252   1713  267820.162619\n",
       "253   1714  216712.728698\n",
       "254   1715  199081.131310\n",
       "255   1716  188008.760687\n",
       "256   1717  165365.037440\n",
       "257   1718  138577.263056\n",
       "258   1719  206861.712853\n",
       "259   1720  255889.717077\n",
       "260   1721  169504.053821\n",
       "261   1722  136342.291494\n",
       "262   1723  160840.830774\n",
       "263   1724  216874.521202\n",
       "264   1725  233857.486905\n",
       "265   1726  193805.522538\n",
       "266   1727  179757.834476\n",
       "267   1728  181114.801190\n",
       "268   1729  162346.397662\n",
       "269   1730  170382.258274\n",
       "270   1731  121099.068813\n",
       "271   1732  132708.505417\n",
       "272   1733  129017.755655\n",
       "273   1734  132642.934514\n",
       "274   1735  133067.289690\n",
       "275   1736  116914.129008\n",
       "276   1737  341175.705476\n",
       "277   1738  211483.873214\n",
       "278   1739  310462.745429\n",
       "279   1740  217087.994369\n",
       "280   1741  191318.024377\n",
       "281   1742  172137.828476\n",
       "282   1743  176275.903119\n",
       "283   1744  283650.870667\n",
       "284   1745  215009.694286\n",
       "285   1746  243688.134238\n",
       "286   1747  205119.977679\n",
       "287   1748  214122.091502\n",
       "288   1749  164431.743048\n",
       "289   1750  147702.201548\n",
       "290   1751  221417.805786\n",
       "291   1752  124372.674143\n",
       "292   1753  149550.474476\n",
       "293   1754  196322.028750\n",
       "294   1755  169765.184762\n",
       "295   1756  124332.662464\n",
       "296   1757  118988.685929\n",
       "297   1758  147634.967183\n",
       "298   1759  168403.026567\n",
       "299   1760  163646.518869\n",
       "300   1761  162763.075040\n",
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       "1187  2648  138813.402718\n",
       "1188  2649  139949.262460\n",
       "1189  2650  134276.204881\n",
       "1190  2651  148777.962452\n",
       "1191  2652  423373.876829\n",
       "1192  2653  259308.398567\n",
       "1193  2654  260403.055857\n",
       "1194  2655  378736.168964\n",
       "1195  2656  324348.718444\n",
       "1196  2657  314256.408107\n",
       "1197  2658  270335.293468\n",
       "1198  2659  299890.117333\n",
       "1199  2660  312033.104464\n",
       "1200  2661  342839.405135\n",
       "1201  2662  353363.723710\n",
       "1202  2663  286154.441966\n",
       "1203  2664  261706.449280\n",
       "1204  2665  306215.973762\n",
       "1205  2666  279525.613825\n",
       "1206  2667  169223.126613\n",
       "1207  2668  177693.511970\n",
       "1208  2669  180015.822404\n",
       "1209  2670  287475.775925\n",
       "1210  2671  179138.081558\n",
       "1211  2672  184564.841107\n",
       "1212  2673  209080.757095\n",
       "1213  2674  212896.408964\n",
       "1214  2675  161807.223369\n",
       "1215  2676  186542.481889\n",
       "1216  2677  189998.291619\n",
       "1217  2678  265674.021032\n",
       "1218  2679  284431.896417\n",
       "1219  2680  281901.362155\n",
       "1220  2681  377971.096321\n",
       "1221  2682  334760.199357\n",
       "1222  2683  478414.175387\n",
       "1223  2684  303695.457333\n",
       "1224  2685  343466.846012\n",
       "1225  2686  261076.550575\n",
       "1226  2687  309374.269940\n",
       "1227  2688  230756.192369\n",
       "1228  2689  204379.312250\n",
       "1229  2690  436318.226387\n",
       "1230  2691  194237.308155\n",
       "1231  2692  140285.540335\n",
       "1232  2693  193424.970095\n",
       "1233  2694  140240.943180\n",
       "1234  2695  191857.849452\n",
       "1235  2696  185599.085464\n",
       "1236  2697  199189.588242\n",
       "1237  2698  201140.722329\n",
       "1238  2699  188849.892948\n",
       "1239  2700  171097.380452\n",
       "1240  2701  160528.469107\n",
       "1241  2702  121368.537226\n",
       "1242  2703  139299.633357\n",
       "1243  2704  146104.619008\n",
       "1244  2705  129502.148452\n",
       "1245  2706  120486.683643\n",
       "1246  2707  124415.680091\n",
       "1247  2708  135633.550397\n",
       "1248  2709  116408.629048\n",
       "1249  2710  128503.465379\n",
       "1250  2711  269382.197321\n",
       "1251  2712  358743.930607\n",
       "1252  2713  165052.908413\n",
       "1253  2714  150984.078778\n",
       "1254  2715  172584.001690\n",
       "1255  2716  151687.944904\n",
       "1256  2717  188410.457639\n",
       "1257  2718  237623.514321\n",
       "1258  2719  158731.652976\n",
       "1259  2720  162678.993512\n",
       "1260  2721  141564.537550\n",
       "1261  2722  154707.927625\n",
       "1262  2723  148279.824026\n",
       "1263  2724  130722.523512\n",
       "1264  2725  135382.168948\n",
       "1265  2726  143862.370595\n",
       "1266  2727  164112.086786\n",
       "1267  2728  161122.661548\n",
       "1268  2729  152354.282437\n",
       "1269  2730  147645.689802\n",
       "1270  2731  117793.513333\n",
       "1271  2732  115121.695496\n",
       "1272  2733  162593.267405\n",
       "1273  2734  144314.358175\n",
       "1274  2735  132016.272361\n",
       "1275  2736  141453.693571\n",
       "1276  2737  126203.745815\n",
       "1277  2738  138018.484071\n",
       "1278  2739  160814.269107\n",
       "1279  2740  135122.286893\n",
       "1280  2741  145960.007341\n",
       "1281  2742  150178.138651\n",
       "1282  2743  149804.973349\n",
       "1283  2744  146905.591071\n",
       "1284  2745  136417.857381\n",
       "1285  2746  134463.979861\n",
       "1286  2747  147903.084548\n",
       "1287  2748  121208.423582\n",
       "1288  2749  129803.303810\n",
       "1289  2750  132787.357643\n",
       "1290  2751  132038.166667\n",
       "1291  2752  240802.189220\n",
       "1292  2753  152476.471171\n",
       "1293  2754  239642.631968\n",
       "1294  2755  120013.389048\n",
       "1295  2756   95627.090762\n",
       "1296  2757   90175.521827\n",
       "1297  2758   81847.470238\n",
       "1298  2759  149512.232567\n",
       "1299  2760  142827.618738\n",
       "1300  2761  146804.163889\n",
       "1301  2762  147044.704226\n",
       "1302  2763  192847.080675\n",
       "1303  2764  163674.309246\n",
       "1304  2765  253318.919687\n",
       "1305  2766  131670.722310\n",
       "1306  2767   93413.884227\n",
       "1307  2768  127561.749897\n",
       "1308  2769  136298.215575\n",
       "1309  2770  150046.021032\n",
       "1310  2771  121137.616889\n",
       "1311  2772  122077.025000\n",
       "1312  2773  184324.382238\n",
       "1313  2774  134493.651762\n",
       "1314  2775  136357.749881\n",
       "1315  2776  139371.342560\n",
       "1316  2777  143977.184607\n",
       "1317  2778  114195.242143\n",
       "1318  2779  164739.158121\n",
       "1319  2780  110581.842381\n",
       "1320  2781  101243.918071\n",
       "1321  2782   96033.688164\n",
       "1322  2783  105974.825194\n",
       "1323  2784  126810.231440\n",
       "1324  2785  135334.523175\n",
       "1325  2786   74251.258662\n",
       "1326  2787  116567.096587\n",
       "1327  2788   90758.827305\n",
       "1328  2789  189271.268179\n",
       "1329  2790   97462.876381\n",
       "1330  2791  118509.280369\n",
       "1331  2792   91183.573968\n",
       "1332  2793  168882.381637\n",
       "1333  2794  103901.006437\n",
       "1334  2795  115278.015155\n",
       "1335  2796  103503.549524\n",
       "1336  2797  204896.915071\n",
       "1337  2798  117000.492244\n",
       "1338  2799  120625.858500\n",
       "1339  2800   86339.430071\n",
       "1340  2801  113543.856183\n",
       "1341  2802  134778.407937\n",
       "1342  2803  168116.807909\n",
       "1343  2804  151594.027726\n",
       "1344  2805  106811.595762\n",
       "1345  2806  100585.368206\n",
       "1346  2807  149828.015754\n",
       "1347  2808  148817.154663\n",
       "1348  2809  130535.443502\n",
       "1349  2810  137679.815377\n",
       "1350  2811  157889.265262\n",
       "1351  2812  144263.325238\n",
       "1352  2813  161471.430679\n",
       "1353  2814  165492.862929\n",
       "1354  2815  114188.277560\n",
       "1355  2816  227708.910187\n",
       "1356  2817  136076.821693\n",
       "1357  2818  130671.418909\n",
       "1358  2819  169104.401399\n",
       "1359  2820  142798.594405\n",
       "1360  2821  119606.274643\n",
       "1361  2822  196505.111825\n",
       "1362  2823  251708.875286\n",
       "1363  2824  178170.844762\n",
       "1364  2825  156049.195917\n",
       "1365  2826  129618.041486\n",
       "1366  2827  141601.415556\n",
       "1367  2828  244979.235738\n",
       "1368  2829  201593.465798\n",
       "1369  2830  236030.710226\n",
       "1370  2831  189476.049881\n",
       "1371  2832  244671.716597\n",
       "1372  2833  265323.742744\n",
       "1373  2834  216725.186905\n",
       "1374  2835  219306.062607\n",
       "1375  2836  194279.095405\n",
       "1376  2837  163182.098079\n",
       "1377  2838  146833.375298\n",
       "1378  2839  180606.587848\n",
       "1379  2840  196628.521345\n",
       "1380  2841  204771.799663\n",
       "1381  2842  221912.191881\n",
       "1382  2843  138909.894988\n",
       "1383  2844  157709.350901\n",
       "1384  2845  122729.935939\n",
       "1385  2846  214193.416026\n",
       "1386  2847  198122.047512\n",
       "1387  2848  216001.201800\n",
       "1388  2849  213644.635595\n",
       "1389  2850  285736.427746\n",
       "1390  2851  244243.415915\n",
       "1391  2852  233591.135552\n",
       "1392  2853  243079.280643\n",
       "1393  2854  139702.512448\n",
       "1394  2855  210007.404810\n",
       "1395  2856  210547.361891\n",
       "1396  2857  187870.907405\n",
       "1397  2858  207503.342452\n",
       "1398  2859  129478.610560\n",
       "1399  2860  126169.119048\n",
       "1400  2861  149959.746349\n",
       "1401  2862  196145.496381\n",
       "1402  2863  123893.034286\n",
       "1403  2864  260549.602063\n",
       "1404  2865  145355.223254\n",
       "1405  2866  141257.065405\n",
       "1406  2867   87176.611690\n",
       "1407  2868  129662.518714\n",
       "1408  2869  122369.776746\n",
       "1409  2870  156289.394524\n",
       "1410  2871  110069.308361\n",
       "1411  2872   74664.169773\n",
       "1412  2873  113491.803095\n",
       "1413  2874  136025.154643\n",
       "1414  2875  124616.290833\n",
       "1415  2876  151716.736464\n",
       "1416  2877  142452.723857\n",
       "1417  2878  153077.452460\n",
       "1418  2879  140962.600595\n",
       "1419  2880  118633.638579\n",
       "1420  2881  148448.154883\n",
       "1421  2882  154728.610857\n",
       "1422  2883  174218.013926\n",
       "1423  2884  177637.170548\n",
       "1424  2885  175675.577956\n",
       "1425  2886  193875.030310\n",
       "1426  2887  110760.997571\n",
       "1427  2888  121912.070726\n",
       "1428  2889   74310.918645\n",
       "1429  2890   80769.492714\n",
       "1430  2891  142123.075401\n",
       "1431  2892   79952.014431\n",
       "1432  2893  113706.003838\n",
       "1433  2894   68686.521190\n",
       "1434  2895  299721.749198\n",
       "1435  2896  278533.062274\n",
       "1436  2897  195328.913690\n",
       "1437  2898  156308.221589\n",
       "1438  2899  225362.505306\n",
       "1439  2900  158153.966032\n",
       "1440  2901  191851.068524\n",
       "1441  2902  193043.857187\n",
       "1442  2903  352587.180083\n",
       "1443  2904  353810.396710\n",
       "1444  2905  130010.874214\n",
       "1445  2906  211966.554028\n",
       "1446  2907  111184.335040\n",
       "1447  2908  128455.008929\n",
       "1448  2909  143437.379000\n",
       "1449  2910   83927.340476\n",
       "1450  2911   88167.149286\n",
       "1451  2912  151304.257310\n",
       "1452  2913   87621.612381\n",
       "1453  2914   82696.503214\n",
       "1454  2915   82024.265119\n",
       "1455  2916   86799.987381\n",
       "1456  2917  173802.836567\n",
       "1457  2918  119196.428393\n",
       "1458  2919  239235.549556"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', 20000)\n",
    "df = pd.read_csv('NIS_PD_submission_2.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "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>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>169277.052498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>187758.393989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>183583.683570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>179317.477511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>150730.079977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1466</td>\n",
       "      <td>177150.989247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1467</td>\n",
       "      <td>172070.659229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1468</td>\n",
       "      <td>175110.956520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1469</td>\n",
       "      <td>162011.698832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1470</td>\n",
       "      <td>160726.247831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1471</td>\n",
       "      <td>157933.279456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1472</td>\n",
       "      <td>145291.245020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1473</td>\n",
       "      <td>159672.017632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1474</td>\n",
       "      <td>164167.518302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1475</td>\n",
       "      <td>150891.638244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1476</td>\n",
       "      <td>179460.965187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1477</td>\n",
       "      <td>185034.628914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1478</td>\n",
       "      <td>182352.192645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1479</td>\n",
       "      <td>183053.458214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1480</td>\n",
       "      <td>187823.339254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1481</td>\n",
       "      <td>186544.114328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1482</td>\n",
       "      <td>158230.775205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1483</td>\n",
       "      <td>190552.829321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1484</td>\n",
       "      <td>147183.674872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1485</td>\n",
       "      <td>185855.300905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1486</td>\n",
       "      <td>174350.470677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1487</td>\n",
       "      <td>201740.620691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1488</td>\n",
       "      <td>162986.378896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1489</td>\n",
       "      <td>162330.199086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1490</td>\n",
       "      <td>165845.938617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1491</td>\n",
       "      <td>180929.622877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1492</td>\n",
       "      <td>163481.501520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1493</td>\n",
       "      <td>187798.076714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1494</td>\n",
       "      <td>198822.198943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1495</td>\n",
       "      <td>194868.409900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1496</td>\n",
       "      <td>152605.298564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1497</td>\n",
       "      <td>147797.702837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1498</td>\n",
       "      <td>150521.968993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1499</td>\n",
       "      <td>146991.630154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1500</td>\n",
       "      <td>150306.307815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1501</td>\n",
       "      <td>151164.372535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1502</td>\n",
       "      <td>151133.706961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>1503</td>\n",
       "      <td>156214.042541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>1504</td>\n",
       "      <td>171992.760735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>1505</td>\n",
       "      <td>173214.912550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>1506</td>\n",
       "      <td>192429.187346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>1507</td>\n",
       "      <td>190878.695085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1508</td>\n",
       "      <td>194542.544136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>1509</td>\n",
       "      <td>191849.439073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>1510</td>\n",
       "      <td>176363.773908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1511</td>\n",
       "      <td>176954.185412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1512</td>\n",
       "      <td>176521.216976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1513</td>\n",
       "      <td>179436.704810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1514</td>\n",
       "      <td>220079.756777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1515</td>\n",
       "      <td>175502.918109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1516</td>\n",
       "      <td>188321.073834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1517</td>\n",
       "      <td>163276.324450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1518</td>\n",
       "      <td>185911.366293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1519</td>\n",
       "      <td>171392.830997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1520</td>\n",
       "      <td>174418.207021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1521</td>\n",
       "      <td>179682.709604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>1522</td>\n",
       "      <td>179423.751582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1523</td>\n",
       "      <td>171756.918092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1524</td>\n",
       "      <td>166849.638174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1525</td>\n",
       "      <td>181122.168677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1526</td>\n",
       "      <td>170934.462747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1527</td>\n",
       "      <td>159738.292580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1528</td>\n",
       "      <td>174445.759558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1529</td>\n",
       "      <td>174706.363660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1530</td>\n",
       "      <td>164507.672539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1531</td>\n",
       "      <td>163602.512173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1532</td>\n",
       "      <td>154126.270250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1533</td>\n",
       "      <td>171104.853481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1534</td>\n",
       "      <td>167735.392705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1535</td>\n",
       "      <td>183003.613338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1536</td>\n",
       "      <td>172580.381161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1537</td>\n",
       "      <td>165407.889105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1538</td>\n",
       "      <td>176363.773908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1539</td>\n",
       "      <td>175182.950899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1540</td>\n",
       "      <td>190757.177789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1541</td>\n",
       "      <td>167186.995772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1542</td>\n",
       "      <td>167839.376779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1543</td>\n",
       "      <td>173912.421165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1544</td>\n",
       "      <td>154034.917446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1545</td>\n",
       "      <td>156002.955794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1546</td>\n",
       "      <td>168173.943299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1547</td>\n",
       "      <td>168882.437104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1548</td>\n",
       "      <td>168173.943299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1549</td>\n",
       "      <td>157580.177552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1550</td>\n",
       "      <td>181922.152560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1551</td>\n",
       "      <td>155134.227843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1552</td>\n",
       "      <td>188885.573320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1553</td>\n",
       "      <td>183963.193012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1554</td>\n",
       "      <td>161298.762306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1555</td>\n",
       "      <td>188613.667631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1556</td>\n",
       "      <td>175080.111823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1557</td>\n",
       "      <td>174744.400305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1558</td>\n",
       "      <td>168175.911337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1559</td>\n",
       "      <td>182333.472575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1560</td>\n",
       "      <td>158307.206742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1561</td>\n",
       "      <td>193053.055502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>1562</td>\n",
       "      <td>175031.089987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>1563</td>\n",
       "      <td>160713.294603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>1564</td>\n",
       "      <td>173186.215014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>1565</td>\n",
       "      <td>191736.759806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>1566</td>\n",
       "      <td>170401.630997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>1567</td>\n",
       "      <td>164626.577880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>1568</td>\n",
       "      <td>205469.409445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>1569</td>\n",
       "      <td>209561.784212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1570</td>\n",
       "      <td>182271.503072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1571</td>\n",
       "      <td>178081.549428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>1572</td>\n",
       "      <td>178425.956139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>1573</td>\n",
       "      <td>162015.318512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>1574</td>\n",
       "      <td>181722.420373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>1575</td>\n",
       "      <td>156705.730169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>1576</td>\n",
       "      <td>182902.420342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>1577</td>\n",
       "      <td>157574.595395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>1578</td>\n",
       "      <td>184380.739101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>1579</td>\n",
       "      <td>169364.469226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>1580</td>\n",
       "      <td>175846.179822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1581</td>\n",
       "      <td>189673.295302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>1582</td>\n",
       "      <td>174401.317716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>1583</td>\n",
       "      <td>179021.448719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>1584</td>\n",
       "      <td>189196.845337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>1585</td>\n",
       "      <td>139647.095721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>1586</td>\n",
       "      <td>161468.198289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>1587</td>\n",
       "      <td>171557.323179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>1588</td>\n",
       "      <td>179447.368042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>1589</td>\n",
       "      <td>169611.619018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>1590</td>\n",
       "      <td>172088.872656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1591</td>\n",
       "      <td>171190.624129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>1592</td>\n",
       "      <td>154850.508362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>1593</td>\n",
       "      <td>158617.655720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1594</td>\n",
       "      <td>209258.336937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>1595</td>\n",
       "      <td>177939.027627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>1596</td>\n",
       "      <td>194631.100300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>1597</td>\n",
       "      <td>213618.871563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1598</td>\n",
       "      <td>198342.504229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1599</td>\n",
       "      <td>138607.971472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>1600</td>\n",
       "      <td>150778.958977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1601</td>\n",
       "      <td>146966.230340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>1602</td>\n",
       "      <td>162182.596210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>1603</td>\n",
       "      <td>176825.940961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>1604</td>\n",
       "      <td>152799.812402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1605</td>\n",
       "      <td>180322.322067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1606</td>\n",
       "      <td>177508.027228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>1607</td>\n",
       "      <td>208029.642652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1608</td>\n",
       "      <td>181987.282510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>1609</td>\n",
       "      <td>160172.727974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>1610</td>\n",
       "      <td>176761.317654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1611</td>\n",
       "      <td>176515.497545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1612</td>\n",
       "      <td>176270.453065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>1613</td>\n",
       "      <td>183050.846258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>1614</td>\n",
       "      <td>150011.102062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>1615</td>\n",
       "      <td>159270.537809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>1616</td>\n",
       "      <td>163419.663729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>1617</td>\n",
       "      <td>163399.983346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1618</td>\n",
       "      <td>173364.161506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>1619</td>\n",
       "      <td>169556.835902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>1620</td>\n",
       "      <td>183690.595996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1621</td>\n",
       "      <td>176980.914909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>1622</td>\n",
       "      <td>204773.362225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>1623</td>\n",
       "      <td>174728.655998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>1624</td>\n",
       "      <td>181873.458244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>1625</td>\n",
       "      <td>177322.000824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>1626</td>\n",
       "      <td>193927.939042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>1627</td>\n",
       "      <td>181715.622732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>1628</td>\n",
       "      <td>199270.841200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>1629</td>\n",
       "      <td>177109.589956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>1630</td>\n",
       "      <td>153909.578271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1631</td>\n",
       "      <td>162931.203336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>1632</td>\n",
       "      <td>166386.756718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>1633</td>\n",
       "      <td>173719.303798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>1634</td>\n",
       "      <td>179757.925657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1635</td>\n",
       "      <td>179007.601964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1636</td>\n",
       "      <td>180370.808623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1637</td>\n",
       "      <td>185102.616731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>1638</td>\n",
       "      <td>198825.563452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>1639</td>\n",
       "      <td>184294.576009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>1640</td>\n",
       "      <td>200443.792056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1641</td>\n",
       "      <td>181294.784484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>1642</td>\n",
       "      <td>174354.336268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>1643</td>\n",
       "      <td>172023.677782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>1644</td>\n",
       "      <td>181666.922855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>1645</td>\n",
       "      <td>179024.491270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>1646</td>\n",
       "      <td>178324.191576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>1647</td>\n",
       "      <td>184534.676688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>1648</td>\n",
       "      <td>159397.250379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>1649</td>\n",
       "      <td>178430.966728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>1650</td>\n",
       "      <td>177743.799386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1651</td>\n",
       "      <td>179395.305519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1652</td>\n",
       "      <td>151713.384748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>1653</td>\n",
       "      <td>151713.384748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>1654</td>\n",
       "      <td>168434.977996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>1655</td>\n",
       "      <td>153999.100311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1656</td>\n",
       "      <td>164096.097354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>1657</td>\n",
       "      <td>166335.403037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>1658</td>\n",
       "      <td>163020.725376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1659</td>\n",
       "      <td>155862.510669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>1660</td>\n",
       "      <td>182760.651096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1661</td>\n",
       "      <td>201912.270623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>1662</td>\n",
       "      <td>185988.233988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>1663</td>\n",
       "      <td>183778.448880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>1664</td>\n",
       "      <td>170935.859218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>1665</td>\n",
       "      <td>184468.908382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>1666</td>\n",
       "      <td>191569.089663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>1667</td>\n",
       "      <td>232991.025584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>1668</td>\n",
       "      <td>180980.721388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>1669</td>\n",
       "      <td>164279.130482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>1670</td>\n",
       "      <td>183859.460411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>1671</td>\n",
       "      <td>185922.465682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>1672</td>\n",
       "      <td>191742.778119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>1673</td>\n",
       "      <td>199954.072466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>1674</td>\n",
       "      <td>180690.274753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>1675</td>\n",
       "      <td>163099.309636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>1676</td>\n",
       "      <td>140791.922472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>1677</td>\n",
       "      <td>166481.866476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>1678</td>\n",
       "      <td>172080.434497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>1679</td>\n",
       "      <td>191719.161659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>1680</td>\n",
       "      <td>160741.098613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1681</td>\n",
       "      <td>157829.546855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>1682</td>\n",
       "      <td>196896.748596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>1683</td>\n",
       "      <td>159675.423990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>1684</td>\n",
       "      <td>182084.790902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>1685</td>\n",
       "      <td>179233.926374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>1686</td>\n",
       "      <td>155774.270902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>1687</td>\n",
       "      <td>181354.326716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>1688</td>\n",
       "      <td>179605.563664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>1689</td>\n",
       "      <td>181609.348661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>1690</td>\n",
       "      <td>178221.531623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1691</td>\n",
       "      <td>175559.920736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>1692</td>\n",
       "      <td>200328.822792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>1693</td>\n",
       "      <td>178630.060560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>1694</td>\n",
       "      <td>177174.535222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>1695</td>\n",
       "      <td>172515.687369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>1696</td>\n",
       "      <td>204032.992923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>1697</td>\n",
       "      <td>176023.232788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>1698</td>\n",
       "      <td>202202.073342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>1699</td>\n",
       "      <td>181734.480076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>1700</td>\n",
       "      <td>183982.158993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1701</td>\n",
       "      <td>188007.942415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>1702</td>\n",
       "      <td>185922.966764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>1703</td>\n",
       "      <td>183978.544875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>1704</td>\n",
       "      <td>177199.618639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>1705</td>\n",
       "      <td>181878.647957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>1706</td>\n",
       "      <td>173622.088728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>1707</td>\n",
       "      <td>180728.168563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>1708</td>\n",
       "      <td>176477.026606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>1709</td>\n",
       "      <td>184282.266698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>1710</td>\n",
       "      <td>162062.475384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1711</td>\n",
       "      <td>182550.070992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>1712</td>\n",
       "      <td>180987.949625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>1713</td>\n",
       "      <td>178173.797621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>1714</td>\n",
       "      <td>179980.635949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>1715</td>\n",
       "      <td>173257.637826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>1716</td>\n",
       "      <td>177271.291059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>1717</td>\n",
       "      <td>175338.355442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>1718</td>\n",
       "      <td>177548.140550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>1719</td>\n",
       "      <td>175969.916629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>1720</td>\n",
       "      <td>175011.481953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1721</td>\n",
       "      <td>185199.372568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>1722</td>\n",
       "      <td>188514.050229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>1723</td>\n",
       "      <td>185080.145269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>1724</td>\n",
       "      <td>157304.402574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>1725</td>\n",
       "      <td>194260.859481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>1726</td>\n",
       "      <td>181262.329995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>1727</td>\n",
       "      <td>157003.292707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>1728</td>\n",
       "      <td>182924.499360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>1729</td>\n",
       "      <td>181902.586375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>1730</td>\n",
       "      <td>188985.371708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>1731</td>\n",
       "      <td>185290.904495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>1732</td>\n",
       "      <td>177304.425753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>1733</td>\n",
       "      <td>166274.900491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>1734</td>\n",
       "      <td>177807.420530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>1735</td>\n",
       "      <td>180330.624816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>1736</td>\n",
       "      <td>179069.112235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>1737</td>\n",
       "      <td>175943.371817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1738</td>\n",
       "      <td>185199.050610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>1739</td>\n",
       "      <td>167350.910825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>1740</td>\n",
       "      <td>149315.311876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1741</td>\n",
       "      <td>139010.847767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>1742</td>\n",
       "      <td>155412.151845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>1743</td>\n",
       "      <td>171308.313985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1744</td>\n",
       "      <td>176220.543266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>1745</td>\n",
       "      <td>177643.434992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>1746</td>\n",
       "      <td>187222.653265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>1747</td>\n",
       "      <td>185635.132083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>1748</td>\n",
       "      <td>206492.534216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>1749</td>\n",
       "      <td>181681.021082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1750</td>\n",
       "      <td>180500.198073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1751</td>\n",
       "      <td>206486.170868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1752</td>\n",
       "      <td>161334.301195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1753</td>\n",
       "      <td>176156.558314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>1754</td>\n",
       "      <td>191642.223479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>1755</td>\n",
       "      <td>191945.808028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>1756</td>\n",
       "      <td>164146.306037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>1757</td>\n",
       "      <td>179883.057071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>1758</td>\n",
       "      <td>178071.137669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1759</td>\n",
       "      <td>188241.637897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>1760</td>\n",
       "      <td>174559.656173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1761</td>\n",
       "      <td>182347.363042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>1762</td>\n",
       "      <td>191507.251873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>1763</td>\n",
       "      <td>199751.865597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1764</td>\n",
       "      <td>162106.416145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>1765</td>\n",
       "      <td>164575.982314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>1766</td>\n",
       "      <td>179176.352181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>1767</td>\n",
       "      <td>177327.403858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>1768</td>\n",
       "      <td>177818.083762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>1769</td>\n",
       "      <td>186965.204048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>1770</td>\n",
       "      <td>178762.742169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>1771</td>\n",
       "      <td>183322.866146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>1772</td>\n",
       "      <td>178903.295932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>1773</td>\n",
       "      <td>186570.129422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>1774</td>\n",
       "      <td>199144.242829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>1775</td>\n",
       "      <td>172154.713311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>1776</td>\n",
       "      <td>177444.019202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1777</td>\n",
       "      <td>166200.938073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1778</td>\n",
       "      <td>158995.770556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1779</td>\n",
       "      <td>168273.282455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1780</td>\n",
       "      <td>189680.453053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1781</td>\n",
       "      <td>181681.021082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>1782</td>\n",
       "      <td>160277.142644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>1783</td>\n",
       "      <td>197318.547158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>1784</td>\n",
       "      <td>162228.935604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>1785</td>\n",
       "      <td>187340.455456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>1786</td>\n",
       "      <td>181065.347037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>1787</td>\n",
       "      <td>190233.609103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1788</td>\n",
       "      <td>157929.594852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>1789</td>\n",
       "      <td>168557.001935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>1790</td>\n",
       "      <td>160805.584646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1791</td>\n",
       "      <td>221648.391978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>1792</td>\n",
       "      <td>180539.880798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>1793</td>\n",
       "      <td>182105.616284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>1794</td>\n",
       "      <td>166380.852603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>1795</td>\n",
       "      <td>178942.155617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>1796</td>\n",
       "      <td>162804.747800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>1797</td>\n",
       "      <td>183077.684393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>1798</td>\n",
       "      <td>171728.472029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>1799</td>\n",
       "      <td>164786.741541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>1800</td>\n",
       "      <td>177427.267170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1801</td>\n",
       "      <td>197318.547158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>1802</td>\n",
       "      <td>178658.114178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1803</td>\n",
       "      <td>185437.320524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>1804</td>\n",
       "      <td>169759.652490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>1805</td>\n",
       "      <td>173986.635055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>1806</td>\n",
       "      <td>168607.664289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>1807</td>\n",
       "      <td>194138.519145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>1808</td>\n",
       "      <td>192502.440922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>1809</td>\n",
       "      <td>176746.969819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>1810</td>\n",
       "      <td>177604.891703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1811</td>\n",
       "      <td>193283.746585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>1812</td>\n",
       "      <td>181627.061007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>1813</td>\n",
       "      <td>169071.620258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>1814</td>\n",
       "      <td>167398.006471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>1815</td>\n",
       "      <td>150106.505142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>1816</td>\n",
       "      <td>159650.304286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1817</td>\n",
       "      <td>179471.235975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>1818</td>\n",
       "      <td>177109.589956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>1819</td>\n",
       "      <td>166558.113328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>1820</td>\n",
       "      <td>153796.714320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>1821</td>\n",
       "      <td>174520.152571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1822</td>\n",
       "      <td>196297.958295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>1823</td>\n",
       "      <td>169100.681601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>1824</td>\n",
       "      <td>176911.319164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>1825</td>\n",
       "      <td>169234.645483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>1826</td>\n",
       "      <td>172386.297919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>1827</td>\n",
       "      <td>156031.904802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>1828</td>\n",
       "      <td>168202.892307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>1829</td>\n",
       "      <td>166505.984018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>1830</td>\n",
       "      <td>176507.370221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>1831</td>\n",
       "      <td>180116.752553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>1832</td>\n",
       "      <td>183072.740591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>1833</td>\n",
       "      <td>189595.964678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>1834</td>\n",
       "      <td>167523.919076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>1835</td>\n",
       "      <td>210817.775863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>1836</td>\n",
       "      <td>172942.930813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>1837</td>\n",
       "      <td>145286.278144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>1838</td>\n",
       "      <td>176468.653371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>1839</td>\n",
       "      <td>159040.069562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>1840</td>\n",
       "      <td>178518.204333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>1841</td>\n",
       "      <td>169163.980787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>1842</td>\n",
       "      <td>189786.685275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>1843</td>\n",
       "      <td>181246.728524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>1844</td>\n",
       "      <td>176349.927154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>1845</td>\n",
       "      <td>205266.631009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>1846</td>\n",
       "      <td>187397.993362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>1847</td>\n",
       "      <td>208943.427726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>1848</td>\n",
       "      <td>165014.532908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>1849</td>\n",
       "      <td>182492.037566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>1850</td>\n",
       "      <td>161718.712590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>1851</td>\n",
       "      <td>180084.118941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>1852</td>\n",
       "      <td>178534.950802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>1853</td>\n",
       "      <td>151217.259961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>1854</td>\n",
       "      <td>156342.717588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>1855</td>\n",
       "      <td>188511.443835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>1856</td>\n",
       "      <td>183570.337897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>1857</td>\n",
       "      <td>225810.160292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>1858</td>\n",
       "      <td>214217.401132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>1859</td>\n",
       "      <td>187665.641016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>1860</td>\n",
       "      <td>161157.177744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>1861</td>\n",
       "      <td>187643.992594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>1862</td>\n",
       "      <td>228156.372839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>1863</td>\n",
       "      <td>220449.534665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>1864</td>\n",
       "      <td>220522.352084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>1865</td>\n",
       "      <td>156647.763532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>1866</td>\n",
       "      <td>187388.833375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>1867</td>\n",
       "      <td>178640.723792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>1868</td>\n",
       "      <td>180847.216739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>1869</td>\n",
       "      <td>159505.170529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>1870</td>\n",
       "      <td>164305.538021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>1871</td>\n",
       "      <td>180181.196737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>1872</td>\n",
       "      <td>184602.734990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>1873</td>\n",
       "      <td>193440.372174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>1874</td>\n",
       "      <td>184199.788210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>1875</td>\n",
       "      <td>196241.892908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>1876</td>\n",
       "      <td>175588.618271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>1877</td>\n",
       "      <td>179503.046547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>1878</td>\n",
       "      <td>183658.076583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>1879</td>\n",
       "      <td>193700.976276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>1880</td>\n",
       "      <td>165399.624507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1881</td>\n",
       "      <td>186847.944787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>1882</td>\n",
       "      <td>198127.732878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>1883</td>\n",
       "      <td>183320.898108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>1884</td>\n",
       "      <td>181613.606697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>1885</td>\n",
       "      <td>178298.791762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>1886</td>\n",
       "      <td>185733.534001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>1887</td>\n",
       "      <td>180008.188485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>1888</td>\n",
       "      <td>175127.596216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>1889</td>\n",
       "      <td>183467.176863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>1890</td>\n",
       "      <td>182705.546022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>1891</td>\n",
       "      <td>152324.943593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>1892</td>\n",
       "      <td>169878.515981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>1893</td>\n",
       "      <td>183735.975077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>1894</td>\n",
       "      <td>224118.280106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>1895</td>\n",
       "      <td>169355.202465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>1896</td>\n",
       "      <td>180054.276407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>1897</td>\n",
       "      <td>174081.601977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>1898</td>\n",
       "      <td>168494.985022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>1899</td>\n",
       "      <td>181871.598843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>1900</td>\n",
       "      <td>173554.489658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>1901</td>\n",
       "      <td>169805.382166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>1902</td>\n",
       "      <td>176192.990729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>1903</td>\n",
       "      <td>204264.392847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>1904</td>\n",
       "      <td>169630.906957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>1905</td>\n",
       "      <td>185724.838807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>1906</td>\n",
       "      <td>195699.036282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>1907</td>\n",
       "      <td>189494.276162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>1908</td>\n",
       "      <td>149607.905673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>1909</td>\n",
       "      <td>154650.199046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>1910</td>\n",
       "      <td>151579.558140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>1911</td>\n",
       "      <td>185147.380531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>1912</td>\n",
       "      <td>196314.531204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>1913</td>\n",
       "      <td>210802.395364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>1914</td>\n",
       "      <td>166271.286373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>1915</td>\n",
       "      <td>154865.359143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>1916</td>\n",
       "      <td>173575.505287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>1917</td>\n",
       "      <td>179399.563554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>1918</td>\n",
       "      <td>164280.776562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>1919</td>\n",
       "      <td>171247.489481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>1920</td>\n",
       "      <td>166878.587182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>1921</td>\n",
       "      <td>188129.459711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>1922</td>\n",
       "      <td>183517.343697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>1923</td>\n",
       "      <td>175522.026926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>1924</td>\n",
       "      <td>190060.105331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>1925</td>\n",
       "      <td>174179.824772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>1926</td>\n",
       "      <td>171059.523675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>1927</td>\n",
       "      <td>183004.186769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>1928</td>\n",
       "      <td>183601.647387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>1929</td>\n",
       "      <td>163539.327186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>1930</td>\n",
       "      <td>164677.676392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1931</td>\n",
       "      <td>162395.073865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>1932</td>\n",
       "      <td>182207.632320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>1933</td>\n",
       "      <td>192223.939790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>1934</td>\n",
       "      <td>176391.829390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>1935</td>\n",
       "      <td>181913.179121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>1936</td>\n",
       "      <td>179136.097888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>1937</td>\n",
       "      <td>196595.568243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>1938</td>\n",
       "      <td>194822.365691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>1939</td>\n",
       "      <td>148356.669441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>1940</td>\n",
       "      <td>160387.604264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>1941</td>\n",
       "      <td>181276.500572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>1942</td>\n",
       "      <td>192474.817899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>1943</td>\n",
       "      <td>157699.907796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>1944</td>\n",
       "      <td>215785.540813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>1945</td>\n",
       "      <td>181824.300999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>1946</td>\n",
       "      <td>221813.009482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>1947</td>\n",
       "      <td>165281.292597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>1948</td>\n",
       "      <td>255629.490470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>1949</td>\n",
       "      <td>173154.590991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>1950</td>\n",
       "      <td>183884.652465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>1951</td>\n",
       "      <td>200210.353608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>1952</td>\n",
       "      <td>186599.221265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>1953</td>\n",
       "      <td>192718.532696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>1954</td>\n",
       "      <td>178628.665953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>1955</td>\n",
       "      <td>180650.342418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>1956</td>\n",
       "      <td>206003.107947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>1957</td>\n",
       "      <td>166457.678449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>1958</td>\n",
       "      <td>202916.221653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>1959</td>\n",
       "      <td>192463.969983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>1960</td>\n",
       "      <td>171775.497190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>1961</td>\n",
       "      <td>175249.222149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>1962</td>\n",
       "      <td>147086.598940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>1963</td>\n",
       "      <td>149709.672100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>1964</td>\n",
       "      <td>171411.404534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>1965</td>\n",
       "      <td>178188.964799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>1966</td>\n",
       "      <td>156491.711373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>1967</td>\n",
       "      <td>180953.241201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>1968</td>\n",
       "      <td>203909.759061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>1969</td>\n",
       "      <td>175470.149088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>1970</td>\n",
       "      <td>205578.333622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>1971</td>\n",
       "      <td>199428.857699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>1972</td>\n",
       "      <td>187599.163869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>1973</td>\n",
       "      <td>192265.198110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>1974</td>\n",
       "      <td>196666.554898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>1975</td>\n",
       "      <td>155537.862253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>1976</td>\n",
       "      <td>169543.240621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>1977</td>\n",
       "      <td>202487.010171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>1978</td>\n",
       "      <td>208232.716273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>1979</td>\n",
       "      <td>173621.195203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>1980</td>\n",
       "      <td>172414.608572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1981</td>\n",
       "      <td>164400.756416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>1982</td>\n",
       "      <td>160480.424025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>1983</td>\n",
       "      <td>156060.853810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>1984</td>\n",
       "      <td>157437.192821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>1985</td>\n",
       "      <td>158163.720930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>1986</td>\n",
       "      <td>154849.043269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>1987</td>\n",
       "      <td>152186.609342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>1988</td>\n",
       "      <td>180340.215399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>1989</td>\n",
       "      <td>178344.624514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>1990</td>\n",
       "      <td>190170.382267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>1991</td>\n",
       "      <td>168092.975481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>1992</td>\n",
       "      <td>178757.912567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>1993</td>\n",
       "      <td>174518.256882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>1994</td>\n",
       "      <td>198168.490116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>1995</td>\n",
       "      <td>176882.693979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>1996</td>\n",
       "      <td>183801.672896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>1997</td>\n",
       "      <td>196400.046681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>1998</td>\n",
       "      <td>172281.605004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>1999</td>\n",
       "      <td>196380.366297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>2000</td>\n",
       "      <td>198228.354307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>2001</td>\n",
       "      <td>195556.581269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>2002</td>\n",
       "      <td>186453.264469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>2003</td>\n",
       "      <td>181869.381196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>2004</td>\n",
       "      <td>175610.840124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>2005</td>\n",
       "      <td>183438.730800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>2006</td>\n",
       "      <td>179584.488673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>2007</td>\n",
       "      <td>182386.152242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>2008</td>\n",
       "      <td>160750.367237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>2009</td>\n",
       "      <td>182477.505046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>2010</td>\n",
       "      <td>187720.359207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>2011</td>\n",
       "      <td>187201.942082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>2012</td>\n",
       "      <td>176385.102235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>2013</td>\n",
       "      <td>175901.787841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>2014</td>\n",
       "      <td>182584.280198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>2015</td>\n",
       "      <td>195664.686104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>2016</td>\n",
       "      <td>181420.346494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>2017</td>\n",
       "      <td>176676.049952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>2018</td>\n",
       "      <td>181594.678867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>2019</td>\n",
       "      <td>178521.747965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>2020</td>\n",
       "      <td>175895.883726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>2021</td>\n",
       "      <td>168468.005916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>2022</td>\n",
       "      <td>200973.129448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>2023</td>\n",
       "      <td>197030.641992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>2024</td>\n",
       "      <td>192867.417845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>2025</td>\n",
       "      <td>196449.247639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>2026</td>\n",
       "      <td>141684.196399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>2027</td>\n",
       "      <td>153353.334124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>2028</td>\n",
       "      <td>151143.549017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>2029</td>\n",
       "      <td>163753.087114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>569</th>\n",
       "      <td>2030</td>\n",
       "      <td>158682.460014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>2031</td>\n",
       "      <td>144959.835251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>571</th>\n",
       "      <td>2032</td>\n",
       "      <td>160144.390549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>2033</td>\n",
       "      <td>156286.534304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>573</th>\n",
       "      <td>2034</td>\n",
       "      <td>165726.707620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>2035</td>\n",
       "      <td>182427.481047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>2036</td>\n",
       "      <td>173310.561540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>2037</td>\n",
       "      <td>173310.561540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>2038</td>\n",
       "      <td>151556.014030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>2039</td>\n",
       "      <td>158908.146069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>2040</td>\n",
       "      <td>209834.383093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>580</th>\n",
       "      <td>2041</td>\n",
       "      <td>192410.516551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>581</th>\n",
       "      <td>2042</td>\n",
       "      <td>174026.247295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>582</th>\n",
       "      <td>2043</td>\n",
       "      <td>195499.830115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>2044</td>\n",
       "      <td>200918.018812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>2045</td>\n",
       "      <td>207243.616024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>2046</td>\n",
       "      <td>196149.783852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>2047</td>\n",
       "      <td>192097.914850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>2048</td>\n",
       "      <td>178570.948924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>2049</td>\n",
       "      <td>228617.968325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>589</th>\n",
       "      <td>2050</td>\n",
       "      <td>199929.884438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>2051</td>\n",
       "      <td>160206.365613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>2052</td>\n",
       "      <td>179854.431886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>592</th>\n",
       "      <td>2053</td>\n",
       "      <td>185987.340462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>2054</td>\n",
       "      <td>161122.505608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>2055</td>\n",
       "      <td>175949.342720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>2056</td>\n",
       "      <td>183683.590595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>2057</td>\n",
       "      <td>176401.347623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>2058</td>\n",
       "      <td>205832.532528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>2059</td>\n",
       "      <td>177799.799849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>2060</td>\n",
       "      <td>167565.362080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>2061</td>\n",
       "      <td>186348.958437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>2062</td>\n",
       "      <td>179782.759465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>2063</td>\n",
       "      <td>169837.623333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>2064</td>\n",
       "      <td>178817.275676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>2065</td>\n",
       "      <td>174444.479149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>2066</td>\n",
       "      <td>192834.968917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>2067</td>\n",
       "      <td>196564.717985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>2068</td>\n",
       "      <td>206977.567039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>2069</td>\n",
       "      <td>157054.253944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>2070</td>\n",
       "      <td>175142.948079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>2071</td>\n",
       "      <td>159932.164365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>2072</td>\n",
       "      <td>182801.408334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>2073</td>\n",
       "      <td>181510.375177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>2074</td>\n",
       "      <td>181613.035129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>2075</td>\n",
       "      <td>186920.512598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>2076</td>\n",
       "      <td>157950.170625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>2077</td>\n",
       "      <td>176115.159023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>2078</td>\n",
       "      <td>182744.514344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>2079</td>\n",
       "      <td>180660.683692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>2080</td>\n",
       "      <td>160775.629777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>2081</td>\n",
       "      <td>186711.715848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>2082</td>\n",
       "      <td>223581.758191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>2083</td>\n",
       "      <td>172330.943237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>2084</td>\n",
       "      <td>163474.633393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>624</th>\n",
       "      <td>2085</td>\n",
       "      <td>175308.263300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>625</th>\n",
       "      <td>2086</td>\n",
       "      <td>187462.725306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>626</th>\n",
       "      <td>2087</td>\n",
       "      <td>180655.101535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>627</th>\n",
       "      <td>2088</td>\n",
       "      <td>152121.986035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>2089</td>\n",
       "      <td>159856.233910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>629</th>\n",
       "      <td>2090</td>\n",
       "      <td>186559.854937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>630</th>\n",
       "      <td>2091</td>\n",
       "      <td>183962.550959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>2092</td>\n",
       "      <td>162107.168699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>632</th>\n",
       "      <td>2093</td>\n",
       "      <td>162582.288981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>633</th>\n",
       "      <td>2094</td>\n",
       "      <td>154407.701597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>634</th>\n",
       "      <td>2095</td>\n",
       "      <td>181625.666399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>635</th>\n",
       "      <td>2096</td>\n",
       "      <td>164810.609474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>636</th>\n",
       "      <td>2097</td>\n",
       "      <td>176429.401242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>637</th>\n",
       "      <td>2098</td>\n",
       "      <td>179188.089925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>638</th>\n",
       "      <td>2099</td>\n",
       "      <td>145997.635378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>639</th>\n",
       "      <td>2100</td>\n",
       "      <td>218676.768270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>640</th>\n",
       "      <td>2101</td>\n",
       "      <td>188323.861214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>641</th>\n",
       "      <td>2102</td>\n",
       "      <td>168690.072291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>642</th>\n",
       "      <td>2103</td>\n",
       "      <td>165088.746798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>2104</td>\n",
       "      <td>191435.007885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>644</th>\n",
       "      <td>2105</td>\n",
       "      <td>168864.404665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>645</th>\n",
       "      <td>2106</td>\n",
       "      <td>176041.882372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>646</th>\n",
       "      <td>2107</td>\n",
       "      <td>215911.674390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>647</th>\n",
       "      <td>2108</td>\n",
       "      <td>167388.238629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>648</th>\n",
       "      <td>2109</td>\n",
       "      <td>163854.786753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>649</th>\n",
       "      <td>2110</td>\n",
       "      <td>163299.477980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>2111</td>\n",
       "      <td>178298.214633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>651</th>\n",
       "      <td>2112</td>\n",
       "      <td>176376.586165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>652</th>\n",
       "      <td>2113</td>\n",
       "      <td>170211.043977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>653</th>\n",
       "      <td>2114</td>\n",
       "      <td>170818.344786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>654</th>\n",
       "      <td>2115</td>\n",
       "      <td>174388.867433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>655</th>\n",
       "      <td>2116</td>\n",
       "      <td>161112.987375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>2117</td>\n",
       "      <td>172179.082325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657</th>\n",
       "      <td>2118</td>\n",
       "      <td>157798.309714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>658</th>\n",
       "      <td>2119</td>\n",
       "      <td>169106.151423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>659</th>\n",
       "      <td>2120</td>\n",
       "      <td>170129.531364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>660</th>\n",
       "      <td>2121</td>\n",
       "      <td>157680.227413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>2122</td>\n",
       "      <td>162690.209132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>2123</td>\n",
       "      <td>146968.379365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>2124</td>\n",
       "      <td>181507.721372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>2125</td>\n",
       "      <td>191215.589753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>2126</td>\n",
       "      <td>189432.689845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>2127</td>\n",
       "      <td>207271.484958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>2128</td>\n",
       "      <td>170030.807488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>2129</td>\n",
       "      <td>148409.806476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>2130</td>\n",
       "      <td>193850.613979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>2131</td>\n",
       "      <td>193808.319298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>2132</td>\n",
       "      <td>166300.235381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>2133</td>\n",
       "      <td>163474.633393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>2134</td>\n",
       "      <td>177473.606565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>2135</td>\n",
       "      <td>157443.925537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>2136</td>\n",
       "      <td>180681.007992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>2137</td>\n",
       "      <td>183463.170300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>2138</td>\n",
       "      <td>182481.763081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>2139</td>\n",
       "      <td>193717.151179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>2140</td>\n",
       "      <td>182782.550990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>2141</td>\n",
       "      <td>175530.651633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>2142</td>\n",
       "      <td>177804.057885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>2143</td>\n",
       "      <td>159448.670849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>2144</td>\n",
       "      <td>181338.976718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>2145</td>\n",
       "      <td>178553.558537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>2146</td>\n",
       "      <td>162820.928265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>2147</td>\n",
       "      <td>188832.479997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>2148</td>\n",
       "      <td>164682.185899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>2149</td>\n",
       "      <td>181549.735944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>2150</td>\n",
       "      <td>199158.097009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>2151</td>\n",
       "      <td>152889.520991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>2152</td>\n",
       "      <td>181150.551679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>2153</td>\n",
       "      <td>181416.732376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>693</th>\n",
       "      <td>2154</td>\n",
       "      <td>164391.238182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>694</th>\n",
       "      <td>2155</td>\n",
       "      <td>185421.046499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>695</th>\n",
       "      <td>2156</td>\n",
       "      <td>193981.327550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>696</th>\n",
       "      <td>2157</td>\n",
       "      <td>178824.324789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>697</th>\n",
       "      <td>2158</td>\n",
       "      <td>209270.051606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>698</th>\n",
       "      <td>2159</td>\n",
       "      <td>177801.266806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>699</th>\n",
       "      <td>2160</td>\n",
       "      <td>179053.762236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>700</th>\n",
       "      <td>2161</td>\n",
       "      <td>178762.170602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>2162</td>\n",
       "      <td>184655.300458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702</th>\n",
       "      <td>2163</td>\n",
       "      <td>191284.655780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>703</th>\n",
       "      <td>2164</td>\n",
       "      <td>179598.085819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>2165</td>\n",
       "      <td>167517.628079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>705</th>\n",
       "      <td>2166</td>\n",
       "      <td>182873.903794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>706</th>\n",
       "      <td>2167</td>\n",
       "      <td>177484.913714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>707</th>\n",
       "      <td>2168</td>\n",
       "      <td>188444.597320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>708</th>\n",
       "      <td>2169</td>\n",
       "      <td>179184.153849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>709</th>\n",
       "      <td>2170</td>\n",
       "      <td>184365.175781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>2171</td>\n",
       "      <td>184479.322005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>2172</td>\n",
       "      <td>182927.863869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>2173</td>\n",
       "      <td>178611.639374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>2174</td>\n",
       "      <td>181943.343614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>2175</td>\n",
       "      <td>175080.614768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>2176</td>\n",
       "      <td>190720.794649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>2177</td>\n",
       "      <td>198422.868145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>2178</td>\n",
       "      <td>184482.113083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>2179</td>\n",
       "      <td>139214.952188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>2180</td>\n",
       "      <td>169233.113602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>2181</td>\n",
       "      <td>180664.118687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>2182</td>\n",
       "      <td>178818.742633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>2183</td>\n",
       "      <td>180422.049970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>2184</td>\n",
       "      <td>178601.936456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>2185</td>\n",
       "      <td>183083.159776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>2186</td>\n",
       "      <td>173163.101500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>2187</td>\n",
       "      <td>185968.161160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>2188</td>\n",
       "      <td>171226.050683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>2189</td>\n",
       "      <td>281643.976117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>2190</td>\n",
       "      <td>160031.711281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>2191</td>\n",
       "      <td>162775.979779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>2192</td>\n",
       "      <td>160735.445970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>2193</td>\n",
       "      <td>166646.109049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>2194</td>\n",
       "      <td>188384.548445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>2195</td>\n",
       "      <td>165830.697255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>2196</td>\n",
       "      <td>182138.358533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>2197</td>\n",
       "      <td>171595.397976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>2198</td>\n",
       "      <td>160337.079184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>2199</td>\n",
       "      <td>191215.088672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>2200</td>\n",
       "      <td>166956.093232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>2201</td>\n",
       "      <td>186581.830879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>2202</td>\n",
       "      <td>176450.548582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>2203</td>\n",
       "      <td>193743.194910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>2204</td>\n",
       "      <td>198882.566078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>2205</td>\n",
       "      <td>176385.102235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>2206</td>\n",
       "      <td>162447.639334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>2207</td>\n",
       "      <td>193782.555677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>2208</td>\n",
       "      <td>183653.890897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>2209</td>\n",
       "      <td>210578.623547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>2210</td>\n",
       "      <td>158527.164107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>2211</td>\n",
       "      <td>163081.025723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>2212</td>\n",
       "      <td>174388.867433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>2213</td>\n",
       "      <td>191905.870132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>2214</td>\n",
       "      <td>174388.867433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>2215</td>\n",
       "      <td>161642.711649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>2216</td>\n",
       "      <td>186939.507215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>2217</td>\n",
       "      <td>172482.165793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>2218</td>\n",
       "      <td>159695.999764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>2219</td>\n",
       "      <td>157230.369671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>2220</td>\n",
       "      <td>179188.089925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>2221</td>\n",
       "      <td>157972.821210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2222</td>\n",
       "      <td>156804.951429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>2223</td>\n",
       "      <td>211491.972464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>2224</td>\n",
       "      <td>186537.246201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>2225</td>\n",
       "      <td>200468.161071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>2226</td>\n",
       "      <td>182241.340444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>2227</td>\n",
       "      <td>157342.225898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>2228</td>\n",
       "      <td>182022.387106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>2229</td>\n",
       "      <td>181244.510877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>2230</td>\n",
       "      <td>178556.671574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2231</td>\n",
       "      <td>189547.199876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>771</th>\n",
       "      <td>2232</td>\n",
       "      <td>187948.651656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>2233</td>\n",
       "      <td>194107.287566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>2234</td>\n",
       "      <td>183521.710369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>2235</td>\n",
       "      <td>183682.123638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>2236</td>\n",
       "      <td>178483.353073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>2237</td>\n",
       "      <td>184003.879765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>2238</td>\n",
       "      <td>171318.590334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>2239</td>\n",
       "      <td>162039.754314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>2240</td>\n",
       "      <td>154846.252191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>2241</td>\n",
       "      <td>194822.365691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>2242</td>\n",
       "      <td>169788.738771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>2243</td>\n",
       "      <td>178891.554490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>2244</td>\n",
       "      <td>152084.772429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>2245</td>\n",
       "      <td>139169.866429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>2246</td>\n",
       "      <td>192439.536045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>2247</td>\n",
       "      <td>161067.859767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>2248</td>\n",
       "      <td>158762.648505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>2249</td>\n",
       "      <td>175569.690442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>2250</td>\n",
       "      <td>183659.795012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>2251</td>\n",
       "      <td>280618.132617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>2252</td>\n",
       "      <td>180051.809152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>792</th>\n",
       "      <td>2253</td>\n",
       "      <td>176519.180316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>793</th>\n",
       "      <td>2254</td>\n",
       "      <td>179028.429210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>2255</td>\n",
       "      <td>177161.583857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>795</th>\n",
       "      <td>2256</td>\n",
       "      <td>180081.508850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>2257</td>\n",
       "      <td>205895.254585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>2258</td>\n",
       "      <td>183389.781314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>2259</td>\n",
       "      <td>178543.647860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>2260</td>\n",
       "      <td>194798.320499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>2261</td>\n",
       "      <td>162845.613676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>2262</td>\n",
       "      <td>148103.867007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>2263</td>\n",
       "      <td>201016.171121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>2264</td>\n",
       "      <td>277936.126944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>2265</td>\n",
       "      <td>249768.279823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>2266</td>\n",
       "      <td>161596.052160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>2267</td>\n",
       "      <td>158011.114890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>2268</td>\n",
       "      <td>194089.683858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>2269</td>\n",
       "      <td>181733.336941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>2270</td>\n",
       "      <td>182852.327722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>2271</td>\n",
       "      <td>189893.003058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>2272</td>\n",
       "      <td>194650.210980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>812</th>\n",
       "      <td>2273</td>\n",
       "      <td>187904.461286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>813</th>\n",
       "      <td>2274</td>\n",
       "      <td>171774.925623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>2275</td>\n",
       "      <td>177998.685921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>2276</td>\n",
       "      <td>175648.484325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>2277</td>\n",
       "      <td>196918.071362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>2278</td>\n",
       "      <td>184299.838071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>2279</td>\n",
       "      <td>182379.855683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>2280</td>\n",
       "      <td>184050.725802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>2281</td>\n",
       "      <td>158296.975970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>2282</td>\n",
       "      <td>175053.355553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>2283</td>\n",
       "      <td>162293.376091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>2284</td>\n",
       "      <td>186328.880047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>2285</td>\n",
       "      <td>151422.116937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>2286</td>\n",
       "      <td>181969.358708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>2287</td>\n",
       "      <td>189122.677024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>2288</td>\n",
       "      <td>185645.475220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>2289</td>\n",
       "      <td>182829.898109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>2290</td>\n",
       "      <td>195848.788183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>2291</td>\n",
       "      <td>198785.059551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2292</td>\n",
       "      <td>181676.126555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>2293</td>\n",
       "      <td>194131.012663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>2294</td>\n",
       "      <td>201416.004865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>2295</td>\n",
       "      <td>185096.577206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>2296</td>\n",
       "      <td>195158.972598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>2297</td>\n",
       "      <td>184795.783735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>2298</td>\n",
       "      <td>189168.263865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>2299</td>\n",
       "      <td>216855.260149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>2300</td>\n",
       "      <td>184946.642484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>2301</td>\n",
       "      <td>189317.512821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>2302</td>\n",
       "      <td>180803.277842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>2303</td>\n",
       "      <td>175061.185858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>2304</td>\n",
       "      <td>179074.839091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>2305</td>\n",
       "      <td>145708.764336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>845</th>\n",
       "      <td>2306</td>\n",
       "      <td>142398.022752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>846</th>\n",
       "      <td>2307</td>\n",
       "      <td>161474.534864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>2308</td>\n",
       "      <td>157025.945155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>848</th>\n",
       "      <td>2309</td>\n",
       "      <td>163424.037827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>849</th>\n",
       "      <td>2310</td>\n",
       "      <td>164692.778645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>2311</td>\n",
       "      <td>152163.244354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>851</th>\n",
       "      <td>2312</td>\n",
       "      <td>192383.215487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>852</th>\n",
       "      <td>2313</td>\n",
       "      <td>182520.230322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>853</th>\n",
       "      <td>2314</td>\n",
       "      <td>187254.507550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>854</th>\n",
       "      <td>2315</td>\n",
       "      <td>176489.659740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>2316</td>\n",
       "      <td>181520.466841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>856</th>\n",
       "      <td>2317</td>\n",
       "      <td>186414.978215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>2318</td>\n",
       "      <td>185197.764640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>858</th>\n",
       "      <td>2319</td>\n",
       "      <td>178657.794084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>2320</td>\n",
       "      <td>179731.198024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>860</th>\n",
       "      <td>2321</td>\n",
       "      <td>161748.271317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>861</th>\n",
       "      <td>2322</td>\n",
       "      <td>158608.749069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>862</th>\n",
       "      <td>2323</td>\n",
       "      <td>178807.370560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>863</th>\n",
       "      <td>2324</td>\n",
       "      <td>184187.158804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>864</th>\n",
       "      <td>2325</td>\n",
       "      <td>181686.104021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>865</th>\n",
       "      <td>2326</td>\n",
       "      <td>190311.050228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>866</th>\n",
       "      <td>2327</td>\n",
       "      <td>192252.496354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>867</th>\n",
       "      <td>2328</td>\n",
       "      <td>193954.849526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>2329</td>\n",
       "      <td>181044.201561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>869</th>\n",
       "      <td>2330</td>\n",
       "      <td>180258.131220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>870</th>\n",
       "      <td>2331</td>\n",
       "      <td>199641.657314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>871</th>\n",
       "      <td>2332</td>\n",
       "      <td>197530.775206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>872</th>\n",
       "      <td>2333</td>\n",
       "      <td>191777.196949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>2334</td>\n",
       "      <td>195779.543034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>2335</td>\n",
       "      <td>202112.046523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>2336</td>\n",
       "      <td>192343.348077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>2337</td>\n",
       "      <td>185191.359443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>2338</td>\n",
       "      <td>186760.207966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>2339</td>\n",
       "      <td>177733.781935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>879</th>\n",
       "      <td>2340</td>\n",
       "      <td>164430.391190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>880</th>\n",
       "      <td>2341</td>\n",
       "      <td>185299.601552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>2342</td>\n",
       "      <td>186414.012339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>2343</td>\n",
       "      <td>176401.921055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>883</th>\n",
       "      <td>2344</td>\n",
       "      <td>182381.322640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>884</th>\n",
       "      <td>2345</td>\n",
       "      <td>176334.184711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>885</th>\n",
       "      <td>2346</td>\n",
       "      <td>184901.735847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>886</th>\n",
       "      <td>2347</td>\n",
       "      <td>180085.766885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>2348</td>\n",
       "      <td>184901.735847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>888</th>\n",
       "      <td>2349</td>\n",
       "      <td>183967.561549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>889</th>\n",
       "      <td>2350</td>\n",
       "      <td>193046.301575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>2351</td>\n",
       "      <td>168538.969496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>2352</td>\n",
       "      <td>170157.842017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>2353</td>\n",
       "      <td>196559.709260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>2354</td>\n",
       "      <td>177133.709362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>2355</td>\n",
       "      <td>181553.279576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>2356</td>\n",
       "      <td>185770.606635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>2357</td>\n",
       "      <td>177017.595099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>2358</td>\n",
       "      <td>184123.358537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>898</th>\n",
       "      <td>2359</td>\n",
       "      <td>165970.357492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>899</th>\n",
       "      <td>2360</td>\n",
       "      <td>158151.985049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>900</th>\n",
       "      <td>2361</td>\n",
       "      <td>177086.476441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>901</th>\n",
       "      <td>2362</td>\n",
       "      <td>196373.896177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>902</th>\n",
       "      <td>2363</td>\n",
       "      <td>172465.707083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>903</th>\n",
       "      <td>2364</td>\n",
       "      <td>168590.782410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>904</th>\n",
       "      <td>2365</td>\n",
       "      <td>158820.474171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>905</th>\n",
       "      <td>2366</td>\n",
       "      <td>151611.370577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>2367</td>\n",
       "      <td>152125.028586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>907</th>\n",
       "      <td>2368</td>\n",
       "      <td>158404.073081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>908</th>\n",
       "      <td>2369</td>\n",
       "      <td>160692.078641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>909</th>\n",
       "      <td>2370</td>\n",
       "      <td>170175.226842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>910</th>\n",
       "      <td>2371</td>\n",
       "      <td>169854.436591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>911</th>\n",
       "      <td>2372</td>\n",
       "      <td>183410.785819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>912</th>\n",
       "      <td>2373</td>\n",
       "      <td>180347.194027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>2374</td>\n",
       "      <td>178930.528374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>2375</td>\n",
       "      <td>153346.220086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>2376</td>\n",
       "      <td>182675.204271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>916</th>\n",
       "      <td>2377</td>\n",
       "      <td>180770.649792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>2378</td>\n",
       "      <td>188714.148088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>2379</td>\n",
       "      <td>191393.608594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>2380</td>\n",
       "      <td>174016.157494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>2381</td>\n",
       "      <td>183189.685320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>2382</td>\n",
       "      <td>183621.508758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>2383</td>\n",
       "      <td>168991.296358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>2384</td>\n",
       "      <td>185306.650666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>2385</td>\n",
       "      <td>189030.680303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>925</th>\n",
       "      <td>2386</td>\n",
       "      <td>179208.665698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>926</th>\n",
       "      <td>2387</td>\n",
       "      <td>174901.452793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>927</th>\n",
       "      <td>2388</td>\n",
       "      <td>168337.406544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>928</th>\n",
       "      <td>2389</td>\n",
       "      <td>158234.964619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>929</th>\n",
       "      <td>2390</td>\n",
       "      <td>179562.453369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>930</th>\n",
       "      <td>2391</td>\n",
       "      <td>174176.391641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>931</th>\n",
       "      <td>2392</td>\n",
       "      <td>173931.531845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>932</th>\n",
       "      <td>2393</td>\n",
       "      <td>184111.729430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>2394</td>\n",
       "      <td>179374.482001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>934</th>\n",
       "      <td>2395</td>\n",
       "      <td>207348.811885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>935</th>\n",
       "      <td>2396</td>\n",
       "      <td>186983.419339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>936</th>\n",
       "      <td>2397</td>\n",
       "      <td>206779.094050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>2398</td>\n",
       "      <td>177472.074684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>2399</td>\n",
       "      <td>156727.948325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>2400</td>\n",
       "      <td>157090.568462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>2401</td>\n",
       "      <td>160387.032697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>2402</td>\n",
       "      <td>172410.280051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>2403</td>\n",
       "      <td>191603.365657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>943</th>\n",
       "      <td>2404</td>\n",
       "      <td>182152.207151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944</th>\n",
       "      <td>2405</td>\n",
       "      <td>180161.697341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>945</th>\n",
       "      <td>2406</td>\n",
       "      <td>169652.235284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2407</td>\n",
       "      <td>182503.520140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>2408</td>\n",
       "      <td>179714.630677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>2409</td>\n",
       "      <td>180282.570720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>949</th>\n",
       "      <td>2410</td>\n",
       "      <td>192600.338060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>950</th>\n",
       "      <td>2411</td>\n",
       "      <td>166115.491249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>2412</td>\n",
       "      <td>186379.553524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>2413</td>\n",
       "      <td>184361.992258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>2414</td>\n",
       "      <td>186220.965458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>2415</td>\n",
       "      <td>198176.470907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>2416</td>\n",
       "      <td>168437.776500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>2417</td>\n",
       "      <td>178003.582312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>957</th>\n",
       "      <td>2418</td>\n",
       "      <td>179180.469245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>958</th>\n",
       "      <td>2419</td>\n",
       "      <td>191930.561105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>959</th>\n",
       "      <td>2420</td>\n",
       "      <td>175590.266215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>2421</td>\n",
       "      <td>176713.193072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>2422</td>\n",
       "      <td>180159.090947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>2423</td>\n",
       "      <td>188090.100808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>2424</td>\n",
       "      <td>186184.717728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>964</th>\n",
       "      <td>2425</td>\n",
       "      <td>223055.588672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>965</th>\n",
       "      <td>2426</td>\n",
       "      <td>158270.753116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>966</th>\n",
       "      <td>2427</td>\n",
       "      <td>184733.128466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>967</th>\n",
       "      <td>2428</td>\n",
       "      <td>199926.378957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>968</th>\n",
       "      <td>2429</td>\n",
       "      <td>175075.785166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>2430</td>\n",
       "      <td>180917.925148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>970</th>\n",
       "      <td>2431</td>\n",
       "      <td>182067.760625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>971</th>\n",
       "      <td>2432</td>\n",
       "      <td>178238.601915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2433</td>\n",
       "      <td>173454.944607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>2434</td>\n",
       "      <td>176821.936263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>2435</td>\n",
       "      <td>183642.191304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>975</th>\n",
       "      <td>2436</td>\n",
       "      <td>177254.582741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>2437</td>\n",
       "      <td>168715.950112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>2438</td>\n",
       "      <td>180096.931198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>2439</td>\n",
       "      <td>160620.728179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>2440</td>\n",
       "      <td>175286.544392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>2441</td>\n",
       "      <td>153494.783276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2442</td>\n",
       "      <td>156407.659155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>2443</td>\n",
       "      <td>162162.525246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>2444</td>\n",
       "      <td>166809.886827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>2445</td>\n",
       "      <td>172929.156409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>2446</td>\n",
       "      <td>193514.330894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>2447</td>\n",
       "      <td>181612.141604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>2448</td>\n",
       "      <td>191745.386377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>2449</td>\n",
       "      <td>171369.325038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>2450</td>\n",
       "      <td>184425.470567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>2451</td>\n",
       "      <td>170563.252355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>2452</td>\n",
       "      <td>184522.369240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>2453</td>\n",
       "      <td>164968.947931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>2454</td>\n",
       "      <td>157939.621592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>2455</td>\n",
       "      <td>151520.381580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>2456</td>\n",
       "      <td>176129.508723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>2457</td>\n",
       "      <td>171112.978971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>2458</td>\n",
       "      <td>169762.081624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>2459</td>\n",
       "      <td>162246.828936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>2460</td>\n",
       "      <td>171339.303382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>2461</td>\n",
       "      <td>189034.753654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>2462</td>\n",
       "      <td>175758.873596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>2463</td>\n",
       "      <td>163351.721490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>2464</td>\n",
       "      <td>189806.546645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>2465</td>\n",
       "      <td>175370.990918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>2466</td>\n",
       "      <td>196895.599900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>2467</td>\n",
       "      <td>176905.917995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>2468</td>\n",
       "      <td>176866.557228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>2469</td>\n",
       "      <td>163590.677170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1009</th>\n",
       "      <td>2470</td>\n",
       "      <td>212693.502958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>2471</td>\n",
       "      <td>192686.931748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1011</th>\n",
       "      <td>2472</td>\n",
       "      <td>181578.684952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>2473</td>\n",
       "      <td>166475.457582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>2474</td>\n",
       "      <td>185998.255166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1014</th>\n",
       "      <td>2475</td>\n",
       "      <td>185527.714878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1015</th>\n",
       "      <td>2476</td>\n",
       "      <td>159027.118198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1016</th>\n",
       "      <td>2477</td>\n",
       "      <td>181169.654934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1017</th>\n",
       "      <td>2478</td>\n",
       "      <td>176732.915305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>2479</td>\n",
       "      <td>191619.294649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>2480</td>\n",
       "      <td>189114.303789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>2481</td>\n",
       "      <td>180934.635330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2482</td>\n",
       "      <td>164573.372223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2483</td>\n",
       "      <td>173902.011270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2484</td>\n",
       "      <td>165625.127741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2485</td>\n",
       "      <td>179555.219571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2486</td>\n",
       "      <td>196899.720662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>2487</td>\n",
       "      <td>207566.124704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>2488</td>\n",
       "      <td>163899.981149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>2489</td>\n",
       "      <td>189179.428178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>2490</td>\n",
       "      <td>193892.880023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>2491</td>\n",
       "      <td>178980.874331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2492</td>\n",
       "      <td>179749.876244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>2493</td>\n",
       "      <td>197999.674976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>2494</td>\n",
       "      <td>203717.470296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2495</td>\n",
       "      <td>185249.261157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>2496</td>\n",
       "      <td>201691.208275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>2497</td>\n",
       "      <td>181956.548315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>2498</td>\n",
       "      <td>171895.936276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>2499</td>\n",
       "      <td>187245.168439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1039</th>\n",
       "      <td>2500</td>\n",
       "      <td>157816.774613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>2501</td>\n",
       "      <td>191702.912573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1041</th>\n",
       "      <td>2502</td>\n",
       "      <td>198599.420029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1042</th>\n",
       "      <td>2503</td>\n",
       "      <td>187193.313676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1043</th>\n",
       "      <td>2504</td>\n",
       "      <td>220514.994000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>2505</td>\n",
       "      <td>181814.527595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>2506</td>\n",
       "      <td>183750.755372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>2507</td>\n",
       "      <td>183000.431680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>2508</td>\n",
       "      <td>185830.971907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>2509</td>\n",
       "      <td>185497.872344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>2510</td>\n",
       "      <td>179613.437681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1050</th>\n",
       "      <td>2511</td>\n",
       "      <td>164454.967964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>2512</td>\n",
       "      <td>185127.237218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1052</th>\n",
       "      <td>2513</td>\n",
       "      <td>178750.613845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>2514</td>\n",
       "      <td>160927.610449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>2515</td>\n",
       "      <td>192562.808058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>2516</td>\n",
       "      <td>180990.241486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>2517</td>\n",
       "      <td>180064.941503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2518</td>\n",
       "      <td>196070.997394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>2519</td>\n",
       "      <td>180352.919019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>2520</td>\n",
       "      <td>183367.953769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>2521</td>\n",
       "      <td>176734.841494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>2522</td>\n",
       "      <td>180848.220766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>2523</td>\n",
       "      <td>187806.059369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>2524</td>\n",
       "      <td>180521.526400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2525</td>\n",
       "      <td>181502.754496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>2526</td>\n",
       "      <td>174525.879427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>2527</td>\n",
       "      <td>188927.984063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>2528</td>\n",
       "      <td>184728.870431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>2529</td>\n",
       "      <td>179857.975518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>2530</td>\n",
       "      <td>180962.868072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>2531</td>\n",
       "      <td>179194.066390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>2532</td>\n",
       "      <td>179591.789259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>2533</td>\n",
       "      <td>180638.463703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>2534</td>\n",
       "      <td>185846.215132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>2535</td>\n",
       "      <td>195174.031139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>2536</td>\n",
       "      <td>192474.568291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>2537</td>\n",
       "      <td>164200.595497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>2538</td>\n",
       "      <td>178403.094097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>2539</td>\n",
       "      <td>170774.840183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>2540</td>\n",
       "      <td>179879.945898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>2541</td>\n",
       "      <td>177668.192753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>2542</td>\n",
       "      <td>180174.328611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>2543</td>\n",
       "      <td>170643.303572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1083</th>\n",
       "      <td>2544</td>\n",
       "      <td>165448.004290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1084</th>\n",
       "      <td>2545</td>\n",
       "      <td>195531.754886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1085</th>\n",
       "      <td>2546</td>\n",
       "      <td>165314.177682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1086</th>\n",
       "      <td>2547</td>\n",
       "      <td>172532.757661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1087</th>\n",
       "      <td>2548</td>\n",
       "      <td>203310.218070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>2549</td>\n",
       "      <td>175090.062516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1089</th>\n",
       "      <td>2550</td>\n",
       "      <td>230841.338626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1090</th>\n",
       "      <td>2551</td>\n",
       "      <td>155225.190066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1091</th>\n",
       "      <td>2552</td>\n",
       "      <td>168322.342442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>2553</td>\n",
       "      <td>165956.259265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1093</th>\n",
       "      <td>2554</td>\n",
       "      <td>193956.817564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1094</th>\n",
       "      <td>2555</td>\n",
       "      <td>171070.367894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>2556</td>\n",
       "      <td>166285.243628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1096</th>\n",
       "      <td>2557</td>\n",
       "      <td>182875.801347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>2558</td>\n",
       "      <td>218108.536770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1098</th>\n",
       "      <td>2559</td>\n",
       "      <td>174378.777632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1099</th>\n",
       "      <td>2560</td>\n",
       "      <td>164731.316372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1100</th>\n",
       "      <td>2561</td>\n",
       "      <td>156969.695083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101</th>\n",
       "      <td>2562</td>\n",
       "      <td>173388.854343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1102</th>\n",
       "      <td>2563</td>\n",
       "      <td>177559.628685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1103</th>\n",
       "      <td>2564</td>\n",
       "      <td>194297.789280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1104</th>\n",
       "      <td>2565</td>\n",
       "      <td>174894.588364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>2566</td>\n",
       "      <td>196544.144076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1106</th>\n",
       "      <td>2567</td>\n",
       "      <td>179036.158528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1107</th>\n",
       "      <td>2568</td>\n",
       "      <td>211423.986511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>2569</td>\n",
       "      <td>208156.398935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1109</th>\n",
       "      <td>2570</td>\n",
       "      <td>159233.941347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>2571</td>\n",
       "      <td>210820.115135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1111</th>\n",
       "      <td>2572</td>\n",
       "      <td>140196.109798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1112</th>\n",
       "      <td>2573</td>\n",
       "      <td>198678.469083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1113</th>\n",
       "      <td>2574</td>\n",
       "      <td>186818.610761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1114</th>\n",
       "      <td>2575</td>\n",
       "      <td>175044.797634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>2576</td>\n",
       "      <td>180031.162893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1116</th>\n",
       "      <td>2577</td>\n",
       "      <td>176889.171525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1117</th>\n",
       "      <td>2578</td>\n",
       "      <td>159638.856166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>2579</td>\n",
       "      <td>154287.264376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>2580</td>\n",
       "      <td>191885.618181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>2581</td>\n",
       "      <td>177503.378613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>2582</td>\n",
       "      <td>166548.316850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>2583</td>\n",
       "      <td>164475.149429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>2584</td>\n",
       "      <td>167484.744858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>2585</td>\n",
       "      <td>188683.160555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>2586</td>\n",
       "      <td>162243.399503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>2587</td>\n",
       "      <td>180807.213919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>2588</td>\n",
       "      <td>176279.079637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>2589</td>\n",
       "      <td>163438.959094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>2590</td>\n",
       "      <td>161495.539369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>2591</td>\n",
       "      <td>216032.303722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>2592</td>\n",
       "      <td>176632.181541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>2593</td>\n",
       "      <td>168743.001567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>2594</td>\n",
       "      <td>183810.118481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>2595</td>\n",
       "      <td>156794.360547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>2596</td>\n",
       "      <td>169136.430114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>2597</td>\n",
       "      <td>183203.318752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>2598</td>\n",
       "      <td>213252.926931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>2599</td>\n",
       "      <td>190550.327867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>2600</td>\n",
       "      <td>234707.209860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1140</th>\n",
       "      <td>2601</td>\n",
       "      <td>135751.318893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>2602</td>\n",
       "      <td>164228.458869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1142</th>\n",
       "      <td>2603</td>\n",
       "      <td>153219.437030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>2604</td>\n",
       "      <td>164210.746524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>2605</td>\n",
       "      <td>163883.229118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>2606</td>\n",
       "      <td>154892.776270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>2607</td>\n",
       "      <td>197092.087338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>2608</td>\n",
       "      <td>228148.376399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1148</th>\n",
       "      <td>2609</td>\n",
       "      <td>178680.587504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>2610</td>\n",
       "      <td>165643.341168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>2611</td>\n",
       "      <td>222406.642660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1151</th>\n",
       "      <td>2612</td>\n",
       "      <td>184021.843583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>2613</td>\n",
       "      <td>170871.094939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>2614</td>\n",
       "      <td>189562.873697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154</th>\n",
       "      <td>2615</td>\n",
       "      <td>170591.884966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>2616</td>\n",
       "      <td>172934.351683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1156</th>\n",
       "      <td>2617</td>\n",
       "      <td>186425.069879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>2618</td>\n",
       "      <td>218648.131133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>2619</td>\n",
       "      <td>183035.606761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>2620</td>\n",
       "      <td>178378.906069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>2621</td>\n",
       "      <td>184516.716598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>2622</td>\n",
       "      <td>181419.525318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>2623</td>\n",
       "      <td>196858.923438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>2624</td>\n",
       "      <td>189228.701486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>2625</td>\n",
       "      <td>208973.380761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>2626</td>\n",
       "      <td>180269.868964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>2627</td>\n",
       "      <td>159488.713684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>2628</td>\n",
       "      <td>191490.299508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>2629</td>\n",
       "      <td>228684.245138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>2630</td>\n",
       "      <td>201842.998700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>2631</td>\n",
       "      <td>209242.822892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>2632</td>\n",
       "      <td>202357.622585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>2633</td>\n",
       "      <td>168238.612183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>2634</td>\n",
       "      <td>202524.124654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>2635</td>\n",
       "      <td>170588.771930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>2636</td>\n",
       "      <td>198375.315130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>2637</td>\n",
       "      <td>170636.827890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>2638</td>\n",
       "      <td>181991.079479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>2639</td>\n",
       "      <td>183994.542518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>2640</td>\n",
       "      <td>182951.482194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>2641</td>\n",
       "      <td>174126.297156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>2642</td>\n",
       "      <td>170575.496743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>2643</td>\n",
       "      <td>175332.239870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>2644</td>\n",
       "      <td>167522.061539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>2645</td>\n",
       "      <td>168095.583739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>2646</td>\n",
       "      <td>154406.415627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>2647</td>\n",
       "      <td>170996.973346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>2648</td>\n",
       "      <td>159056.890246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>2649</td>\n",
       "      <td>181373.616519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1189</th>\n",
       "      <td>2650</td>\n",
       "      <td>152272.560976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>2651</td>\n",
       "      <td>168664.346821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>2652</td>\n",
       "      <td>211007.008292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>2653</td>\n",
       "      <td>182909.515033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>2654</td>\n",
       "      <td>203926.829353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1194</th>\n",
       "      <td>2655</td>\n",
       "      <td>179082.825443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1195</th>\n",
       "      <td>2656</td>\n",
       "      <td>206260.099795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>2657</td>\n",
       "      <td>181732.443416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1197</th>\n",
       "      <td>2658</td>\n",
       "      <td>189698.740693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1198</th>\n",
       "      <td>2659</td>\n",
       "      <td>203074.346790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1199</th>\n",
       "      <td>2660</td>\n",
       "      <td>201670.634366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1200</th>\n",
       "      <td>2661</td>\n",
       "      <td>173756.812590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>2662</td>\n",
       "      <td>181387.076391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>2663</td>\n",
       "      <td>184859.155271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>2664</td>\n",
       "      <td>158313.615667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>2665</td>\n",
       "      <td>151951.955410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>2666</td>\n",
       "      <td>162537.527045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1206</th>\n",
       "      <td>2667</td>\n",
       "      <td>178998.337068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1207</th>\n",
       "      <td>2668</td>\n",
       "      <td>186732.584943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1208</th>\n",
       "      <td>2669</td>\n",
       "      <td>187323.318406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>2670</td>\n",
       "      <td>199437.232798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1210</th>\n",
       "      <td>2671</td>\n",
       "      <td>185546.680859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1211</th>\n",
       "      <td>2672</td>\n",
       "      <td>161595.015799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>2673</td>\n",
       "      <td>154672.422763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1213</th>\n",
       "      <td>2674</td>\n",
       "      <td>159355.710116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1214</th>\n",
       "      <td>2675</td>\n",
       "      <td>155919.014078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1215</th>\n",
       "      <td>2676</td>\n",
       "      <td>182424.870956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>2677</td>\n",
       "      <td>178100.589622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>2678</td>\n",
       "      <td>202577.900044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>2679</td>\n",
       "      <td>177862.778941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1219</th>\n",
       "      <td>2680</td>\n",
       "      <td>182056.024745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1220</th>\n",
       "      <td>2681</td>\n",
       "      <td>191403.199177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>2682</td>\n",
       "      <td>196264.754980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1222</th>\n",
       "      <td>2683</td>\n",
       "      <td>209375.003420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1223</th>\n",
       "      <td>2684</td>\n",
       "      <td>196691.819302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1224</th>\n",
       "      <td>2685</td>\n",
       "      <td>192458.431540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1225</th>\n",
       "      <td>2686</td>\n",
       "      <td>182242.809265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1226</th>\n",
       "      <td>2687</td>\n",
       "      <td>183259.503901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1227</th>\n",
       "      <td>2688</td>\n",
       "      <td>188108.243749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>2689</td>\n",
       "      <td>171418.640196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>2690</td>\n",
       "      <td>194698.882220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1230</th>\n",
       "      <td>2691</td>\n",
       "      <td>174841.840075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1231</th>\n",
       "      <td>2692</td>\n",
       "      <td>172965.476489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1232</th>\n",
       "      <td>2693</td>\n",
       "      <td>189386.323677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>2694</td>\n",
       "      <td>185682.618340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1234</th>\n",
       "      <td>2695</td>\n",
       "      <td>176412.012719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1235</th>\n",
       "      <td>2696</td>\n",
       "      <td>174976.489723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>2697</td>\n",
       "      <td>180718.581708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1237</th>\n",
       "      <td>2698</td>\n",
       "      <td>186131.188248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1238</th>\n",
       "      <td>2699</td>\n",
       "      <td>165220.786354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1239</th>\n",
       "      <td>2700</td>\n",
       "      <td>164115.893800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1240</th>\n",
       "      <td>2701</td>\n",
       "      <td>182125.729127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1241</th>\n",
       "      <td>2702</td>\n",
       "      <td>182285.140233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1242</th>\n",
       "      <td>2703</td>\n",
       "      <td>196325.442210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1243</th>\n",
       "      <td>2704</td>\n",
       "      <td>164865.215330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1244</th>\n",
       "      <td>2705</td>\n",
       "      <td>182694.492210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1245</th>\n",
       "      <td>2706</td>\n",
       "      <td>185425.485521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1246</th>\n",
       "      <td>2707</td>\n",
       "      <td>171414.704119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1247</th>\n",
       "      <td>2708</td>\n",
       "      <td>183433.472466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1248</th>\n",
       "      <td>2709</td>\n",
       "      <td>176844.981156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>2710</td>\n",
       "      <td>180568.187753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2711</td>\n",
       "      <td>185948.625476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1251</th>\n",
       "      <td>2712</td>\n",
       "      <td>189388.291715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1252</th>\n",
       "      <td>2713</td>\n",
       "      <td>142754.489166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1253</th>\n",
       "      <td>2714</td>\n",
       "      <td>156106.800761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>2715</td>\n",
       "      <td>155895.397618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1255</th>\n",
       "      <td>2716</td>\n",
       "      <td>159851.977739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1256</th>\n",
       "      <td>2717</td>\n",
       "      <td>185157.832306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>2718</td>\n",
       "      <td>180716.291711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1258</th>\n",
       "      <td>2719</td>\n",
       "      <td>176901.093954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1259</th>\n",
       "      <td>2720</td>\n",
       "      <td>181017.222455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1260</th>\n",
       "      <td>2721</td>\n",
       "      <td>183269.159408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>2722</td>\n",
       "      <td>193550.830097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1262</th>\n",
       "      <td>2723</td>\n",
       "      <td>170625.842700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>2724</td>\n",
       "      <td>182012.405943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1264</th>\n",
       "      <td>2725</td>\n",
       "      <td>179162.507291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>2726</td>\n",
       "      <td>183269.159408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>2727</td>\n",
       "      <td>180589.836175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1267</th>\n",
       "      <td>2728</td>\n",
       "      <td>181465.935199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1268</th>\n",
       "      <td>2729</td>\n",
       "      <td>196053.029878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1269</th>\n",
       "      <td>2730</td>\n",
       "      <td>183421.020319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>2731</td>\n",
       "      <td>167926.839084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>2732</td>\n",
       "      <td>168027.530998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>2733</td>\n",
       "      <td>182164.266854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1273</th>\n",
       "      <td>2734</td>\n",
       "      <td>172469.071593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1274</th>\n",
       "      <td>2735</td>\n",
       "      <td>181059.374300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1275</th>\n",
       "      <td>2736</td>\n",
       "      <td>182997.570116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1276</th>\n",
       "      <td>2737</td>\n",
       "      <td>166140.504180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1277</th>\n",
       "      <td>2738</td>\n",
       "      <td>198515.546934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>2739</td>\n",
       "      <td>193789.648503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>2740</td>\n",
       "      <td>173550.025728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>2741</td>\n",
       "      <td>176487.943175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>2742</td>\n",
       "      <td>188813.302559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>2743</td>\n",
       "      <td>178531.911979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1283</th>\n",
       "      <td>2744</td>\n",
       "      <td>182145.731469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1284</th>\n",
       "      <td>2745</td>\n",
       "      <td>179196.465024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1285</th>\n",
       "      <td>2746</td>\n",
       "      <td>169618.349901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1286</th>\n",
       "      <td>2747</td>\n",
       "      <td>170010.168655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1287</th>\n",
       "      <td>2748</td>\n",
       "      <td>181739.671652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>2749</td>\n",
       "      <td>172846.934956</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1289</th>\n",
       "      <td>2750</td>\n",
       "      <td>195560.883017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1290</th>\n",
       "      <td>2751</td>\n",
       "      <td>180358.114293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>2752</td>\n",
       "      <td>211817.702818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>2753</td>\n",
       "      <td>176170.128687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>2754</td>\n",
       "      <td>234492.248264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>2755</td>\n",
       "      <td>182450.956536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>2756</td>\n",
       "      <td>174902.068073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1296</th>\n",
       "      <td>2757</td>\n",
       "      <td>173684.174294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1297</th>\n",
       "      <td>2758</td>\n",
       "      <td>147196.673678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1298</th>\n",
       "      <td>2759</td>\n",
       "      <td>175231.189710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1299</th>\n",
       "      <td>2760</td>\n",
       "      <td>193417.647406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>2761</td>\n",
       "      <td>183313.601250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1301</th>\n",
       "      <td>2762</td>\n",
       "      <td>180882.250849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1302</th>\n",
       "      <td>2763</td>\n",
       "      <td>186735.697980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>2764</td>\n",
       "      <td>172922.865411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1304</th>\n",
       "      <td>2765</td>\n",
       "      <td>202551.677191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1305</th>\n",
       "      <td>2766</td>\n",
       "      <td>190485.634074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1306</th>\n",
       "      <td>2767</td>\n",
       "      <td>173439.493622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1307</th>\n",
       "      <td>2768</td>\n",
       "      <td>196613.598849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1308</th>\n",
       "      <td>2769</td>\n",
       "      <td>178152.259701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1309</th>\n",
       "      <td>2770</td>\n",
       "      <td>174519.904826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1310</th>\n",
       "      <td>2771</td>\n",
       "      <td>172627.796933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>2772</td>\n",
       "      <td>173732.689486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1312</th>\n",
       "      <td>2773</td>\n",
       "      <td>209219.844787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>2774</td>\n",
       "      <td>181059.374300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>2775</td>\n",
       "      <td>188515.443002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>2776</td>\n",
       "      <td>182164.266854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>2777</td>\n",
       "      <td>188137.901598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>2778</td>\n",
       "      <td>158893.543063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1318</th>\n",
       "      <td>2779</td>\n",
       "      <td>189579.650668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>2780</td>\n",
       "      <td>165229.803506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1320</th>\n",
       "      <td>2781</td>\n",
       "      <td>162186.071220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1321</th>\n",
       "      <td>2782</td>\n",
       "      <td>166374.879866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1322</th>\n",
       "      <td>2783</td>\n",
       "      <td>161665.184975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1323</th>\n",
       "      <td>2784</td>\n",
       "      <td>175079.328798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1324</th>\n",
       "      <td>2785</td>\n",
       "      <td>203840.874021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>2786</td>\n",
       "      <td>152129.078861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>2787</td>\n",
       "      <td>181012.141380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1327</th>\n",
       "      <td>2788</td>\n",
       "      <td>161305.535038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1328</th>\n",
       "      <td>2789</td>\n",
       "      <td>203326.392972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1329</th>\n",
       "      <td>2790</td>\n",
       "      <td>168385.571142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1330</th>\n",
       "      <td>2791</td>\n",
       "      <td>183564.365160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1331</th>\n",
       "      <td>2792</td>\n",
       "      <td>163784.619441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1332</th>\n",
       "      <td>2793</td>\n",
       "      <td>171989.192194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1333</th>\n",
       "      <td>2794</td>\n",
       "      <td>180839.956168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>2795</td>\n",
       "      <td>170895.923186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1335</th>\n",
       "      <td>2796</td>\n",
       "      <td>174071.054809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336</th>\n",
       "      <td>2797</td>\n",
       "      <td>259423.859148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>2798</td>\n",
       "      <td>188000.824680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1338</th>\n",
       "      <td>2799</td>\n",
       "      <td>179171.703565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1339</th>\n",
       "      <td>2800</td>\n",
       "      <td>171022.241448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1340</th>\n",
       "      <td>2801</td>\n",
       "      <td>174126.297156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1341</th>\n",
       "      <td>2802</td>\n",
       "      <td>187625.573272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1342</th>\n",
       "      <td>2803</td>\n",
       "      <td>199567.946369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1343</th>\n",
       "      <td>2804</td>\n",
       "      <td>205328.078219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1344</th>\n",
       "      <td>2805</td>\n",
       "      <td>166231.535025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1345</th>\n",
       "      <td>2806</td>\n",
       "      <td>154743.916061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1346</th>\n",
       "      <td>2807</td>\n",
       "      <td>159714.537013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1347</th>\n",
       "      <td>2808</td>\n",
       "      <td>185563.069082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1348</th>\n",
       "      <td>2809</td>\n",
       "      <td>171500.796725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349</th>\n",
       "      <td>2810</td>\n",
       "      <td>180983.443845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1350</th>\n",
       "      <td>2811</td>\n",
       "      <td>183141.236915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>2812</td>\n",
       "      <td>178498.634450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1352</th>\n",
       "      <td>2813</td>\n",
       "      <td>224323.710512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1353</th>\n",
       "      <td>2814</td>\n",
       "      <td>218200.642128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1354</th>\n",
       "      <td>2815</td>\n",
       "      <td>182283.177757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1355</th>\n",
       "      <td>2816</td>\n",
       "      <td>190054.639237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356</th>\n",
       "      <td>2817</td>\n",
       "      <td>160192.453935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1357</th>\n",
       "      <td>2818</td>\n",
       "      <td>171289.393582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1358</th>\n",
       "      <td>2819</td>\n",
       "      <td>151131.098734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1359</th>\n",
       "      <td>2820</td>\n",
       "      <td>181721.458226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>2821</td>\n",
       "      <td>172725.053852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>2822</td>\n",
       "      <td>222438.699143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1362</th>\n",
       "      <td>2823</td>\n",
       "      <td>235419.373449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1363</th>\n",
       "      <td>2824</td>\n",
       "      <td>185150.926028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1364</th>\n",
       "      <td>2825</td>\n",
       "      <td>184772.239625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1365</th>\n",
       "      <td>2826</td>\n",
       "      <td>180658.216436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1366</th>\n",
       "      <td>2827</td>\n",
       "      <td>209673.316647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1367</th>\n",
       "      <td>2828</td>\n",
       "      <td>205939.810626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>2829</td>\n",
       "      <td>165633.573326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>2830</td>\n",
       "      <td>186030.317211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>2831</td>\n",
       "      <td>160312.319589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>2832</td>\n",
       "      <td>190702.440251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>2833</td>\n",
       "      <td>175122.810327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>2834</td>\n",
       "      <td>183783.139375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>2835</td>\n",
       "      <td>178290.666302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1375</th>\n",
       "      <td>2836</td>\n",
       "      <td>181605.343963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1376</th>\n",
       "      <td>2837</td>\n",
       "      <td>187992.451445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>2838</td>\n",
       "      <td>188885.117815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>2839</td>\n",
       "      <td>189959.344795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>2840</td>\n",
       "      <td>179258.619211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>2841</td>\n",
       "      <td>181518.750276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1381</th>\n",
       "      <td>2842</td>\n",
       "      <td>193008.659237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1382</th>\n",
       "      <td>2843</td>\n",
       "      <td>186313.893856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1383</th>\n",
       "      <td>2844</td>\n",
       "      <td>181499.391851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>2845</td>\n",
       "      <td>174126.297156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>2846</td>\n",
       "      <td>183918.612063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>2847</td>\n",
       "      <td>184114.270899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>2848</td>\n",
       "      <td>158540.947801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>2849</td>\n",
       "      <td>197034.759056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>2850</td>\n",
       "      <td>185170.284453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>2851</td>\n",
       "      <td>221134.533635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>2852</td>\n",
       "      <td>184306.637576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>2853</td>\n",
       "      <td>199792.302741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>2854</td>\n",
       "      <td>143237.803560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1394</th>\n",
       "      <td>2855</td>\n",
       "      <td>177294.838898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>2856</td>\n",
       "      <td>182368.620884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396</th>\n",
       "      <td>2857</td>\n",
       "      <td>176487.943175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>2858</td>\n",
       "      <td>183849.408762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>2859</td>\n",
       "      <td>184964.141507</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>2860</td>\n",
       "      <td>196395.969632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>2861</td>\n",
       "      <td>188374.936650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>2862</td>\n",
       "      <td>176261.296806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>2863</td>\n",
       "      <td>163628.142248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>2864</td>\n",
       "      <td>180618.032629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>2865</td>\n",
       "      <td>161647.329794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>2866</td>\n",
       "      <td>167129.598868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>2867</td>\n",
       "      <td>174750.988353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>2868</td>\n",
       "      <td>177560.202116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>2869</td>\n",
       "      <td>192577.796113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1409</th>\n",
       "      <td>2870</td>\n",
       "      <td>199202.898961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1410</th>\n",
       "      <td>2871</td>\n",
       "      <td>182818.156667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411</th>\n",
       "      <td>2872</td>\n",
       "      <td>148217.262541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>2873</td>\n",
       "      <td>188997.797082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413</th>\n",
       "      <td>2874</td>\n",
       "      <td>185807.928878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1414</th>\n",
       "      <td>2875</td>\n",
       "      <td>177030.477842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1415</th>\n",
       "      <td>2876</td>\n",
       "      <td>175942.474594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>2877</td>\n",
       "      <td>172912.518576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1417</th>\n",
       "      <td>2878</td>\n",
       "      <td>198359.248865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1418</th>\n",
       "      <td>2879</td>\n",
       "      <td>184379.133036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>2880</td>\n",
       "      <td>194255.566949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>2881</td>\n",
       "      <td>209449.651603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>2882</td>\n",
       "      <td>169979.323958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1422</th>\n",
       "      <td>2883</td>\n",
       "      <td>188206.281859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>2884</td>\n",
       "      <td>186412.438609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>2885</td>\n",
       "      <td>196761.386410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>2886</td>\n",
       "      <td>208353.269558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>2887</td>\n",
       "      <td>166548.067241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>2888</td>\n",
       "      <td>175942.474594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>2889</td>\n",
       "      <td>166790.457916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>2890</td>\n",
       "      <td>160515.850579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>2891</td>\n",
       "      <td>192167.621096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>2892</td>\n",
       "      <td>178751.551083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>2893</td>\n",
       "      <td>198678.894117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>2894</td>\n",
       "      <td>164553.120272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>2895</td>\n",
       "      <td>156887.932862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>2896</td>\n",
       "      <td>164185.777306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>2897</td>\n",
       "      <td>212992.120631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>2898</td>\n",
       "      <td>197468.550533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>2899</td>\n",
       "      <td>180106.843740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>2900</td>\n",
       "      <td>183972.071057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>2901</td>\n",
       "      <td>245283.198338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>2902</td>\n",
       "      <td>170351.963411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>2903</td>\n",
       "      <td>195596.307707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>2904</td>\n",
       "      <td>189369.756330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>2905</td>\n",
       "      <td>223667.404552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>2906</td>\n",
       "      <td>169335.310624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>2907</td>\n",
       "      <td>167411.028352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>2908</td>\n",
       "      <td>187709.555004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>2909</td>\n",
       "      <td>196526.002999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>2910</td>\n",
       "      <td>137402.569856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>2911</td>\n",
       "      <td>165086.775062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>2912</td>\n",
       "      <td>188506.431412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>2913</td>\n",
       "      <td>172917.456816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>2914</td>\n",
       "      <td>166274.325226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>2915</td>\n",
       "      <td>167081.220949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>2916</td>\n",
       "      <td>164788.778231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2917</td>\n",
       "      <td>219222.423400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2918</td>\n",
       "      <td>184924.279659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "      <td>187741.866657</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id      SalePrice\n",
       "0     1461  169277.052498\n",
       "1     1462  187758.393989\n",
       "2     1463  183583.683570\n",
       "3     1464  179317.477511\n",
       "4     1465  150730.079977\n",
       "5     1466  177150.989247\n",
       "6     1467  172070.659229\n",
       "7     1468  175110.956520\n",
       "8     1469  162011.698832\n",
       "9     1470  160726.247831\n",
       "10    1471  157933.279456\n",
       "11    1472  145291.245020\n",
       "12    1473  159672.017632\n",
       "13    1474  164167.518302\n",
       "14    1475  150891.638244\n",
       "15    1476  179460.965187\n",
       "16    1477  185034.628914\n",
       "17    1478  182352.192645\n",
       "18    1479  183053.458214\n",
       "19    1480  187823.339254\n",
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      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_sample_submission = pd.read_csv('sample_submission.csv')\n",
    "df_sample_submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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