diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..14e7942
Binary files /dev/null and b/.DS_Store differ
diff --git a/210637_Mudit_Bhanwar/.DS_Store b/210637_Mudit_Bhanwar/.DS_Store
new file mode 100644
index 0000000..98fa30a
Binary files /dev/null and b/210637_Mudit_Bhanwar/.DS_Store differ
diff --git a/210637_Mudit_Bhanwar/Assignment_3/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/210637_Mudit_Bhanwar/Assignment_3/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 0000000..be92ea3
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_3/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,857 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "fac2fe12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import  r2_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "68a6b91f",
+   "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>Pressure</th>\n",
+       "      <th>Property</th>\n",
+       "      <th>Liq_Sat</th>\n",
+       "      <th>Vap_Sat</th>\n",
+       "      <th>75</th>\n",
+       "      <th>100</th>\n",
+       "      <th>125</th>\n",
+       "      <th>150</th>\n",
+       "      <th>175</th>\n",
+       "      <th>200</th>\n",
+       "      <th>...</th>\n",
+       "      <th>425</th>\n",
+       "      <th>450</th>\n",
+       "      <th>475</th>\n",
+       "      <th>500</th>\n",
+       "      <th>525</th>\n",
+       "      <th>550</th>\n",
+       "      <th>575</th>\n",
+       "      <th>600</th>\n",
+       "      <th>625</th>\n",
+       "      <th>650</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>129200.0000</td>\n",
+       "      <td>160640.0000</td>\n",
+       "      <td>172180.0000</td>\n",
+       "      <td>183720.0000</td>\n",
+       "      <td>195270.0000</td>\n",
+       "      <td>206810.0000</td>\n",
+       "      <td>218350.0000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>333730.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>356810.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>379880.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>402960.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>426040.0000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>U</td>\n",
+       "      <td>29.3340</td>\n",
+       "      <td>2385.2000</td>\n",
+       "      <td>2480.8000</td>\n",
+       "      <td>2516.4000</td>\n",
+       "      <td>2552.3000</td>\n",
+       "      <td>2588.5000</td>\n",
+       "      <td>2624.9000</td>\n",
+       "      <td>2661.7000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3049.9000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3132.4000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3216.7000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3302.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3390.3000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>29.3350</td>\n",
+       "      <td>2514.4000</td>\n",
+       "      <td>2641.5000</td>\n",
+       "      <td>2688.6000</td>\n",
+       "      <td>2736.0000</td>\n",
+       "      <td>2783.7000</td>\n",
+       "      <td>2831.7000</td>\n",
+       "      <td>2880.1000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3383.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3489.2000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3596.5000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3705.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3816.4000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0.1060</td>\n",
+       "      <td>8.9767</td>\n",
+       "      <td>9.3828</td>\n",
+       "      <td>9.5136</td>\n",
+       "      <td>9.6365</td>\n",
+       "      <td>9.7527</td>\n",
+       "      <td>9.8629</td>\n",
+       "      <td>9.9679</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.8200</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.9612</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.0957</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.2243</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.3476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.0100</td>\n",
+       "      <td>14670.0000</td>\n",
+       "      <td>16030.0000</td>\n",
+       "      <td>17190.0000</td>\n",
+       "      <td>18350.0000</td>\n",
+       "      <td>19510.0000</td>\n",
+       "      <td>20660.0000</td>\n",
+       "      <td>21820.0000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>33370.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>35670.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>37980.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>40290.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>42600.0000</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>539</th>\n",
+       "      <td>11200.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>3.4440</td>\n",
+       "      <td>5.5476</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.2491</td>\n",
+       "      <td>6.3515</td>\n",
+       "      <td>6.4452</td>\n",
+       "      <td>6.5324</td>\n",
+       "      <td>6.6147</td>\n",
+       "      <td>6.6929</td>\n",
+       "      <td>6.7679</td>\n",
+       "      <td>6.8401</td>\n",
+       "      <td>6.9099</td>\n",
+       "      <td>6.9777</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>540</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.5040</td>\n",
+       "      <td>15.2840</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24.1040</td>\n",
+       "      <td>25.5990</td>\n",
+       "      <td>27.0100</td>\n",
+       "      <td>28.3590</td>\n",
+       "      <td>29.6610</td>\n",
+       "      <td>30.9250</td>\n",
+       "      <td>32.1600</td>\n",
+       "      <td>33.3700</td>\n",
+       "      <td>34.5600</td>\n",
+       "      <td>35.7330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>541</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>U</td>\n",
+       "      <td>1450.0000</td>\n",
+       "      <td>2527.2000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2873.1000</td>\n",
+       "      <td>2929.4000</td>\n",
+       "      <td>2982.6000</td>\n",
+       "      <td>3033.9000</td>\n",
+       "      <td>3083.9000</td>\n",
+       "      <td>3133.1000</td>\n",
+       "      <td>3181.9000</td>\n",
+       "      <td>3230.4000</td>\n",
+       "      <td>3278.8000</td>\n",
+       "      <td>3327.2000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>542</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>1467.2000</td>\n",
+       "      <td>2701.5000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3147.9000</td>\n",
+       "      <td>3221.2000</td>\n",
+       "      <td>3290.5000</td>\n",
+       "      <td>3357.2000</td>\n",
+       "      <td>3422.1000</td>\n",
+       "      <td>3485.7000</td>\n",
+       "      <td>3548.5000</td>\n",
+       "      <td>3610.8000</td>\n",
+       "      <td>3672.8000</td>\n",
+       "      <td>3734.6000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>3.4575</td>\n",
+       "      <td>5.5357</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.2367</td>\n",
+       "      <td>6.3399</td>\n",
+       "      <td>6.4341</td>\n",
+       "      <td>6.5218</td>\n",
+       "      <td>6.6043</td>\n",
+       "      <td>6.6828</td>\n",
+       "      <td>6.7580</td>\n",
+       "      <td>6.8304</td>\n",
+       "      <td>6.9004</td>\n",
+       "      <td>6.9683</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>544 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Pressure Property    Liq_Sat      Vap_Sat           75          100  \\\n",
+       "0         1.0        V     1.0000  129200.0000  160640.0000  172180.0000   \n",
+       "1         1.0        U    29.3340    2385.2000    2480.8000    2516.4000   \n",
+       "2         1.0        H    29.3350    2514.4000    2641.5000    2688.6000   \n",
+       "3         1.0        S     0.1060       8.9767       9.3828       9.5136   \n",
+       "4        10.0        V     1.0100   14670.0000   16030.0000   17190.0000   \n",
+       "..        ...      ...        ...          ...          ...          ...   \n",
+       "539   11200.0        S     3.4440       5.5476          NaN          NaN   \n",
+       "540   11400.0        V     1.5040      15.2840          NaN          NaN   \n",
+       "541   11400.0        U  1450.0000    2527.2000          NaN          NaN   \n",
+       "542   11400.0        H  1467.2000    2701.5000          NaN          NaN   \n",
+       "543   11400.0        S     3.4575       5.5357          NaN          NaN   \n",
+       "\n",
+       "             125          150          175          200  ...        425  \\\n",
+       "0    183720.0000  195270.0000  206810.0000  218350.0000  ...        NaN   \n",
+       "1      2552.3000    2588.5000    2624.9000    2661.7000  ...        NaN   \n",
+       "2      2736.0000    2783.7000    2831.7000    2880.1000  ...        NaN   \n",
+       "3         9.6365       9.7527       9.8629       9.9679  ...        NaN   \n",
+       "4     18350.0000   19510.0000   20660.0000   21820.0000  ...        NaN   \n",
+       "..           ...          ...          ...          ...  ...        ...   \n",
+       "539          NaN          NaN          NaN          NaN  ...     6.2491   \n",
+       "540          NaN          NaN          NaN          NaN  ...    24.1040   \n",
+       "541          NaN          NaN          NaN          NaN  ...  2873.1000   \n",
+       "542          NaN          NaN          NaN          NaN  ...  3147.9000   \n",
+       "543          NaN          NaN          NaN          NaN  ...     6.2367   \n",
+       "\n",
+       "             450        475          500        525          550        575  \\\n",
+       "0    333730.0000        NaN  356810.0000        NaN  379880.0000        NaN   \n",
+       "1      3049.9000        NaN    3132.4000        NaN    3216.7000        NaN   \n",
+       "2      3383.6000        NaN    3489.2000        NaN    3596.5000        NaN   \n",
+       "3        10.8200        NaN      10.9612        NaN      11.0957        NaN   \n",
+       "4     33370.0000        NaN   35670.0000        NaN   37980.0000        NaN   \n",
+       "..           ...        ...          ...        ...          ...        ...   \n",
+       "539       6.3515     6.4452       6.5324     6.6147       6.6929     6.7679   \n",
+       "540      25.5990    27.0100      28.3590    29.6610      30.9250    32.1600   \n",
+       "541    2929.4000  2982.6000    3033.9000  3083.9000    3133.1000  3181.9000   \n",
+       "542    3221.2000  3290.5000    3357.2000  3422.1000    3485.7000  3548.5000   \n",
+       "543       6.3399     6.4341       6.5218     6.6043       6.6828     6.7580   \n",
+       "\n",
+       "             600        625          650  \n",
+       "0    402960.0000        NaN  426040.0000  \n",
+       "1      3302.6000        NaN    3390.3000  \n",
+       "2      3705.6000        NaN    3816.4000  \n",
+       "3        11.2243        NaN      11.3476  \n",
+       "4     40290.0000        NaN   42600.0000  \n",
+       "..           ...        ...          ...  \n",
+       "539       6.8401     6.9099       6.9777  \n",
+       "540      33.3700    34.5600      35.7330  \n",
+       "541    3230.4000  3278.8000    3327.2000  \n",
+       "542    3610.8000  3672.8000    3734.6000  \n",
+       "543       6.8304     6.9004       6.9683  \n",
+       "\n",
+       "[544 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"superheated_vapor_properties.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "d093dd88",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "\n",
+    "df=df.loc[(df['Property']=='V')]\n",
+    "plt.scatter(df['Pressure'].values,df['Vap_Sat'].values )\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "39e316c6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "def loss(y_hat, y):\n",
+    "    l = abs((y_hat - y) ** 2 / 2)\n",
+    "    return l.mean()\n",
+    "\n",
+    "def forward_pass(x,m,c):\n",
+    "    return m*x+c\n",
+    "\n",
+    "def gradient_descent(x,y,m,c,learning_rate,N):\n",
+    "   y_hat=forward_pass(x,m,c)\n",
+    "   dm = (2.0/N) * -np.sum(np.multiply(x,(y - y_hat)))\n",
+    "   dc = (2.0/N) * -np.sum((y - y_hat))\n",
+    "   m = m -learning_rate * dm\n",
+    "   c = c - learning_rate * dc\n",
+    "   return m,c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "9bac60e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plotting pressure < 300 #\n",
+    "\n",
+    "df1 = df.loc[(df['Pressure'] < 300)]\n",
+    "x1 = df1['Pressure'].values\n",
+    "y1 = df1['Vap_Sat'].values\n",
+    "plt.scatter(x1,y1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "8190be03",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-145.33343846]\n",
+      "Intercept of the model is:  [27608.03471493]\n",
+      "r2 score of the model is:  0.16815590648253187\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Using sklearn#\n",
+    "\n",
+    "model1 = LinearRegression()\n",
+    "model1.fit(x1.reshape(x1.shape[0],1),y1.reshape(y1.shape[0],1))\n",
+    "print(\"Slope of the model is: \", model1.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model1.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y1,model1.coef_[0]*x1+model1.intercept_))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "ec2f671c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-128.21315573]\n",
+      "Intercept of the model is:  [24526.67980618]\n",
+      "r2 score of the model is:  0.16447859726433278\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Using scratch#\n",
+    "\n",
+    "m1 = np.random.randn(1)\n",
+    "c1 = np.random.randn(1)\n",
+    "learning_rate = 0.00001\n",
+    "num_epochs = 300000\n",
+    "for i in range(num_epochs):\n",
+    "    m1,c1 = gradient_descent(x1,y1,m1,c1,learning_rate,x1.shape[0])\n",
+    "print(\"Slope of the model is: \", m1)\n",
+    "print(\"Intercept of the model is: \", c1)\n",
+    "print(\"r2 score of the model is: \", r2_score(y1,m1*x1+c1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "5464c2bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Also note that the time taken for sklearn implementation was much less than scratch implementation.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Comparison#\n",
+    "\n",
+    "plt.plot(x1,y1,'go')\n",
+    "plt.plot(x1,model1.coef_[0]*x1+model1.intercept_,'r-')\n",
+    "plt.plot(x1,m1*x1+c1,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y1,model1.coef_[0]*x1+model1.intercept_),r2_score(y1,m1*x1+c1) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()\n",
+    "print(\"Also note that the time taken for sklearn implementation was much less than scratch implementation.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "3866da43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Repeatingfor pressure[300,1500]#\n",
+    "df2 = df.loc[(df['Pressure'] >= 300) & (df['Pressure'] < 1500)]\n",
+    "x2 = df2['Pressure'].values\n",
+    "y2 = df2['Vap_Sat'].values\n",
+    "plt.scatter(x2,y2)\n",
+    "plt.show()\n",
+    "x2 = x2.reshape(x2.shape[0],1)\n",
+    "y2 = y2.reshape(y2.shape[0],1)\n",
+    "x2_train, x2_test, y2_train, y2_test= train_test_split(x2,y2,test_size=0.2,random_state=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "377d00ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-0.33790614]\n",
+      "Intercept of the model is:  [554.81485668]\n",
+      "r2 score of the model is:  0.7905619304260574\n"
+     ]
+    }
+   ],
+   "source": [
+    "model2 = LinearRegression()\n",
+    "model2.fit(x2_train,y2_train)\n",
+    "y2_predicted = model2.predict(x2_test)\n",
+    "print(\"Slope of the model is: \", model2.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model2.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y2_test, y2_predicted))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "0d36fe66",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  -0.1848404716210462\n",
+      "Intercept of the model is:  411.1433207201005\n",
+      "r2 score of the model is:  0.5174191840234251\n"
+     ]
+    }
+   ],
+   "source": [
+    "m2 = 0\n",
+    "c2 = 300\n",
+    "learning_rate = 0.000001\n",
+    "num_epochs = 2000000\n",
+    "for i in range(num_epochs):\n",
+    "    m2,c2 = gradient_descent(x2_train.reshape(-1),y2_train.reshape(-1),m2,c2,learning_rate,x2_train.shape[0])\n",
+    "print(\"Slope of the model is: \", m2)\n",
+    "print(\"Intercept of the model is: \", c2)\n",
+    "print(\"r2 score of the model is: \", r2_score(y2_test,m2*x2_test+c2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "4831d52b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x2,y2,'go')\n",
+    "plt.plot(x2,model2.coef_[0]*x2+model2.intercept_,'r-')\n",
+    "plt.plot(x2,m2*x2+c2,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y2_test, y2_predicted),r2_score(y2_test,m2*x2_test+c2) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "6491b3ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Repeating for pressure>1500#\n",
+    "\n",
+    "df3 = df.loc[(df['Pressure'] >= 1500)]\n",
+    "x3 = df3['Pressure'].values\n",
+    "y3 = df3['Vap_Sat'].values\n",
+    "plt.scatter(x3,y3)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "d2d6c80b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-0.00983263]\n",
+      "Intercept of the model is:  [103.50437059]\n",
+      "r2 score of the model is:  0.7640960509847484\n"
+     ]
+    }
+   ],
+   "source": [
+    "model3 = LinearRegression()\n",
+    "model3.fit(x3.reshape(x3.shape[0],1),y3.reshape(y3.shape[0],1))\n",
+    "print(\"Slope of the model is: \", model3.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model3.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y3,model3.coef_[0]*x3+model3.intercept_))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "80057777",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  -0.006509314692809743\n",
+      "Intercept of the model is:  80.59516736947127\n",
+      "r2 score of the model is:  0.6530811637085214\n"
+     ]
+    }
+   ],
+   "source": [
+    "m3 = 0\n",
+    "c3 = 80\n",
+    "learning_rate = 0.00000002\n",
+    "num_epochs = 3000000\n",
+    "for i in range(num_epochs):\n",
+    "    m3,c3 = gradient_descent(x3,y3,m3,c3,learning_rate,x3.shape[0])\n",
+    "print(\"Slope of the model is: \", m3)\n",
+    "print(\"Intercept of the model is: \", c3)\n",
+    "print(\"r2 score of the model is: \", r2_score(y3,m3*x3+c3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "1b7ae807",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x3,y3,'go')\n",
+    "plt.plot(x3,model3.coef_[0]*x3+model3.intercept_,'r-')\n",
+    "plt.plot(x3,m3*x3+c3,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y3,model3.coef_[0]*x3+model3.intercept_),r2_score(y3,m3*x3+c3) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10ed33b0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/210637_Mudit_Bhanwar/Assignment_3/Untitled.ipynb b/210637_Mudit_Bhanwar/Assignment_3/Untitled.ipynb
new file mode 100644
index 0000000..be92ea3
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_3/Untitled.ipynb
@@ -0,0 +1,857 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "fac2fe12",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "%matplotlib inline\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.metrics import  r2_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "68a6b91f",
+   "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>Pressure</th>\n",
+       "      <th>Property</th>\n",
+       "      <th>Liq_Sat</th>\n",
+       "      <th>Vap_Sat</th>\n",
+       "      <th>75</th>\n",
+       "      <th>100</th>\n",
+       "      <th>125</th>\n",
+       "      <th>150</th>\n",
+       "      <th>175</th>\n",
+       "      <th>200</th>\n",
+       "      <th>...</th>\n",
+       "      <th>425</th>\n",
+       "      <th>450</th>\n",
+       "      <th>475</th>\n",
+       "      <th>500</th>\n",
+       "      <th>525</th>\n",
+       "      <th>550</th>\n",
+       "      <th>575</th>\n",
+       "      <th>600</th>\n",
+       "      <th>625</th>\n",
+       "      <th>650</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.0000</td>\n",
+       "      <td>129200.0000</td>\n",
+       "      <td>160640.0000</td>\n",
+       "      <td>172180.0000</td>\n",
+       "      <td>183720.0000</td>\n",
+       "      <td>195270.0000</td>\n",
+       "      <td>206810.0000</td>\n",
+       "      <td>218350.0000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>333730.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>356810.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>379880.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>402960.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>426040.0000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>U</td>\n",
+       "      <td>29.3340</td>\n",
+       "      <td>2385.2000</td>\n",
+       "      <td>2480.8000</td>\n",
+       "      <td>2516.4000</td>\n",
+       "      <td>2552.3000</td>\n",
+       "      <td>2588.5000</td>\n",
+       "      <td>2624.9000</td>\n",
+       "      <td>2661.7000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3049.9000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3132.4000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3216.7000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3302.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3390.3000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>29.3350</td>\n",
+       "      <td>2514.4000</td>\n",
+       "      <td>2641.5000</td>\n",
+       "      <td>2688.6000</td>\n",
+       "      <td>2736.0000</td>\n",
+       "      <td>2783.7000</td>\n",
+       "      <td>2831.7000</td>\n",
+       "      <td>2880.1000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3383.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3489.2000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3596.5000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3705.6000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3816.4000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>0.1060</td>\n",
+       "      <td>8.9767</td>\n",
+       "      <td>9.3828</td>\n",
+       "      <td>9.5136</td>\n",
+       "      <td>9.6365</td>\n",
+       "      <td>9.7527</td>\n",
+       "      <td>9.8629</td>\n",
+       "      <td>9.9679</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.8200</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.9612</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.0957</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.2243</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.3476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.0100</td>\n",
+       "      <td>14670.0000</td>\n",
+       "      <td>16030.0000</td>\n",
+       "      <td>17190.0000</td>\n",
+       "      <td>18350.0000</td>\n",
+       "      <td>19510.0000</td>\n",
+       "      <td>20660.0000</td>\n",
+       "      <td>21820.0000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>33370.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>35670.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>37980.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>40290.0000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>42600.0000</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>539</th>\n",
+       "      <td>11200.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>3.4440</td>\n",
+       "      <td>5.5476</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.2491</td>\n",
+       "      <td>6.3515</td>\n",
+       "      <td>6.4452</td>\n",
+       "      <td>6.5324</td>\n",
+       "      <td>6.6147</td>\n",
+       "      <td>6.6929</td>\n",
+       "      <td>6.7679</td>\n",
+       "      <td>6.8401</td>\n",
+       "      <td>6.9099</td>\n",
+       "      <td>6.9777</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>540</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>V</td>\n",
+       "      <td>1.5040</td>\n",
+       "      <td>15.2840</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24.1040</td>\n",
+       "      <td>25.5990</td>\n",
+       "      <td>27.0100</td>\n",
+       "      <td>28.3590</td>\n",
+       "      <td>29.6610</td>\n",
+       "      <td>30.9250</td>\n",
+       "      <td>32.1600</td>\n",
+       "      <td>33.3700</td>\n",
+       "      <td>34.5600</td>\n",
+       "      <td>35.7330</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>541</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>U</td>\n",
+       "      <td>1450.0000</td>\n",
+       "      <td>2527.2000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2873.1000</td>\n",
+       "      <td>2929.4000</td>\n",
+       "      <td>2982.6000</td>\n",
+       "      <td>3033.9000</td>\n",
+       "      <td>3083.9000</td>\n",
+       "      <td>3133.1000</td>\n",
+       "      <td>3181.9000</td>\n",
+       "      <td>3230.4000</td>\n",
+       "      <td>3278.8000</td>\n",
+       "      <td>3327.2000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>542</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>H</td>\n",
+       "      <td>1467.2000</td>\n",
+       "      <td>2701.5000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3147.9000</td>\n",
+       "      <td>3221.2000</td>\n",
+       "      <td>3290.5000</td>\n",
+       "      <td>3357.2000</td>\n",
+       "      <td>3422.1000</td>\n",
+       "      <td>3485.7000</td>\n",
+       "      <td>3548.5000</td>\n",
+       "      <td>3610.8000</td>\n",
+       "      <td>3672.8000</td>\n",
+       "      <td>3734.6000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>543</th>\n",
+       "      <td>11400.0</td>\n",
+       "      <td>S</td>\n",
+       "      <td>3.4575</td>\n",
+       "      <td>5.5357</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.2367</td>\n",
+       "      <td>6.3399</td>\n",
+       "      <td>6.4341</td>\n",
+       "      <td>6.5218</td>\n",
+       "      <td>6.6043</td>\n",
+       "      <td>6.6828</td>\n",
+       "      <td>6.7580</td>\n",
+       "      <td>6.8304</td>\n",
+       "      <td>6.9004</td>\n",
+       "      <td>6.9683</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>544 rows × 37 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Pressure Property    Liq_Sat      Vap_Sat           75          100  \\\n",
+       "0         1.0        V     1.0000  129200.0000  160640.0000  172180.0000   \n",
+       "1         1.0        U    29.3340    2385.2000    2480.8000    2516.4000   \n",
+       "2         1.0        H    29.3350    2514.4000    2641.5000    2688.6000   \n",
+       "3         1.0        S     0.1060       8.9767       9.3828       9.5136   \n",
+       "4        10.0        V     1.0100   14670.0000   16030.0000   17190.0000   \n",
+       "..        ...      ...        ...          ...          ...          ...   \n",
+       "539   11200.0        S     3.4440       5.5476          NaN          NaN   \n",
+       "540   11400.0        V     1.5040      15.2840          NaN          NaN   \n",
+       "541   11400.0        U  1450.0000    2527.2000          NaN          NaN   \n",
+       "542   11400.0        H  1467.2000    2701.5000          NaN          NaN   \n",
+       "543   11400.0        S     3.4575       5.5357          NaN          NaN   \n",
+       "\n",
+       "             125          150          175          200  ...        425  \\\n",
+       "0    183720.0000  195270.0000  206810.0000  218350.0000  ...        NaN   \n",
+       "1      2552.3000    2588.5000    2624.9000    2661.7000  ...        NaN   \n",
+       "2      2736.0000    2783.7000    2831.7000    2880.1000  ...        NaN   \n",
+       "3         9.6365       9.7527       9.8629       9.9679  ...        NaN   \n",
+       "4     18350.0000   19510.0000   20660.0000   21820.0000  ...        NaN   \n",
+       "..           ...          ...          ...          ...  ...        ...   \n",
+       "539          NaN          NaN          NaN          NaN  ...     6.2491   \n",
+       "540          NaN          NaN          NaN          NaN  ...    24.1040   \n",
+       "541          NaN          NaN          NaN          NaN  ...  2873.1000   \n",
+       "542          NaN          NaN          NaN          NaN  ...  3147.9000   \n",
+       "543          NaN          NaN          NaN          NaN  ...     6.2367   \n",
+       "\n",
+       "             450        475          500        525          550        575  \\\n",
+       "0    333730.0000        NaN  356810.0000        NaN  379880.0000        NaN   \n",
+       "1      3049.9000        NaN    3132.4000        NaN    3216.7000        NaN   \n",
+       "2      3383.6000        NaN    3489.2000        NaN    3596.5000        NaN   \n",
+       "3        10.8200        NaN      10.9612        NaN      11.0957        NaN   \n",
+       "4     33370.0000        NaN   35670.0000        NaN   37980.0000        NaN   \n",
+       "..           ...        ...          ...        ...          ...        ...   \n",
+       "539       6.3515     6.4452       6.5324     6.6147       6.6929     6.7679   \n",
+       "540      25.5990    27.0100      28.3590    29.6610      30.9250    32.1600   \n",
+       "541    2929.4000  2982.6000    3033.9000  3083.9000    3133.1000  3181.9000   \n",
+       "542    3221.2000  3290.5000    3357.2000  3422.1000    3485.7000  3548.5000   \n",
+       "543       6.3399     6.4341       6.5218     6.6043       6.6828     6.7580   \n",
+       "\n",
+       "             600        625          650  \n",
+       "0    402960.0000        NaN  426040.0000  \n",
+       "1      3302.6000        NaN    3390.3000  \n",
+       "2      3705.6000        NaN    3816.4000  \n",
+       "3        11.2243        NaN      11.3476  \n",
+       "4     40290.0000        NaN   42600.0000  \n",
+       "..           ...        ...          ...  \n",
+       "539       6.8401     6.9099       6.9777  \n",
+       "540      33.3700    34.5600      35.7330  \n",
+       "541    3230.4000  3278.8000    3327.2000  \n",
+       "542    3610.8000  3672.8000    3734.6000  \n",
+       "543       6.8304     6.9004       6.9683  \n",
+       "\n",
+       "[544 rows x 37 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"superheated_vapor_properties.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "d093dd88",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "\n",
+    "df=df.loc[(df['Property']=='V')]\n",
+    "plt.scatter(df['Pressure'].values,df['Vap_Sat'].values )\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "39e316c6",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "def loss(y_hat, y):\n",
+    "    l = abs((y_hat - y) ** 2 / 2)\n",
+    "    return l.mean()\n",
+    "\n",
+    "def forward_pass(x,m,c):\n",
+    "    return m*x+c\n",
+    "\n",
+    "def gradient_descent(x,y,m,c,learning_rate,N):\n",
+    "   y_hat=forward_pass(x,m,c)\n",
+    "   dm = (2.0/N) * -np.sum(np.multiply(x,(y - y_hat)))\n",
+    "   dc = (2.0/N) * -np.sum((y - y_hat))\n",
+    "   m = m -learning_rate * dm\n",
+    "   c = c - learning_rate * dc\n",
+    "   return m,c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "9bac60e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Plotting pressure < 300 #\n",
+    "\n",
+    "df1 = df.loc[(df['Pressure'] < 300)]\n",
+    "x1 = df1['Pressure'].values\n",
+    "y1 = df1['Vap_Sat'].values\n",
+    "plt.scatter(x1,y1)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "8190be03",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-145.33343846]\n",
+      "Intercept of the model is:  [27608.03471493]\n",
+      "r2 score of the model is:  0.16815590648253187\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Using sklearn#\n",
+    "\n",
+    "model1 = LinearRegression()\n",
+    "model1.fit(x1.reshape(x1.shape[0],1),y1.reshape(y1.shape[0],1))\n",
+    "print(\"Slope of the model is: \", model1.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model1.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y1,model1.coef_[0]*x1+model1.intercept_))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "ec2f671c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-128.21315573]\n",
+      "Intercept of the model is:  [24526.67980618]\n",
+      "r2 score of the model is:  0.16447859726433278\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Using scratch#\n",
+    "\n",
+    "m1 = np.random.randn(1)\n",
+    "c1 = np.random.randn(1)\n",
+    "learning_rate = 0.00001\n",
+    "num_epochs = 300000\n",
+    "for i in range(num_epochs):\n",
+    "    m1,c1 = gradient_descent(x1,y1,m1,c1,learning_rate,x1.shape[0])\n",
+    "print(\"Slope of the model is: \", m1)\n",
+    "print(\"Intercept of the model is: \", c1)\n",
+    "print(\"r2 score of the model is: \", r2_score(y1,m1*x1+c1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "5464c2bc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Also note that the time taken for sklearn implementation was much less than scratch implementation.\n"
+     ]
+    }
+   ],
+   "source": [
+    "#Comparison#\n",
+    "\n",
+    "plt.plot(x1,y1,'go')\n",
+    "plt.plot(x1,model1.coef_[0]*x1+model1.intercept_,'r-')\n",
+    "plt.plot(x1,m1*x1+c1,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y1,model1.coef_[0]*x1+model1.intercept_),r2_score(y1,m1*x1+c1) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()\n",
+    "print(\"Also note that the time taken for sklearn implementation was much less than scratch implementation.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "3866da43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Repeatingfor pressure[300,1500]#\n",
+    "df2 = df.loc[(df['Pressure'] >= 300) & (df['Pressure'] < 1500)]\n",
+    "x2 = df2['Pressure'].values\n",
+    "y2 = df2['Vap_Sat'].values\n",
+    "plt.scatter(x2,y2)\n",
+    "plt.show()\n",
+    "x2 = x2.reshape(x2.shape[0],1)\n",
+    "y2 = y2.reshape(y2.shape[0],1)\n",
+    "x2_train, x2_test, y2_train, y2_test= train_test_split(x2,y2,test_size=0.2,random_state=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "377d00ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-0.33790614]\n",
+      "Intercept of the model is:  [554.81485668]\n",
+      "r2 score of the model is:  0.7905619304260574\n"
+     ]
+    }
+   ],
+   "source": [
+    "model2 = LinearRegression()\n",
+    "model2.fit(x2_train,y2_train)\n",
+    "y2_predicted = model2.predict(x2_test)\n",
+    "print(\"Slope of the model is: \", model2.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model2.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y2_test, y2_predicted))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "0d36fe66",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  -0.1848404716210462\n",
+      "Intercept of the model is:  411.1433207201005\n",
+      "r2 score of the model is:  0.5174191840234251\n"
+     ]
+    }
+   ],
+   "source": [
+    "m2 = 0\n",
+    "c2 = 300\n",
+    "learning_rate = 0.000001\n",
+    "num_epochs = 2000000\n",
+    "for i in range(num_epochs):\n",
+    "    m2,c2 = gradient_descent(x2_train.reshape(-1),y2_train.reshape(-1),m2,c2,learning_rate,x2_train.shape[0])\n",
+    "print(\"Slope of the model is: \", m2)\n",
+    "print(\"Intercept of the model is: \", c2)\n",
+    "print(\"r2 score of the model is: \", r2_score(y2_test,m2*x2_test+c2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "4831d52b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x2,y2,'go')\n",
+    "plt.plot(x2,model2.coef_[0]*x2+model2.intercept_,'r-')\n",
+    "plt.plot(x2,m2*x2+c2,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y2_test, y2_predicted),r2_score(y2_test,m2*x2_test+c2) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "6491b3ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Repeating for pressure>1500#\n",
+    "\n",
+    "df3 = df.loc[(df['Pressure'] >= 1500)]\n",
+    "x3 = df3['Pressure'].values\n",
+    "y3 = df3['Vap_Sat'].values\n",
+    "plt.scatter(x3,y3)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "d2d6c80b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  [-0.00983263]\n",
+      "Intercept of the model is:  [103.50437059]\n",
+      "r2 score of the model is:  0.7640960509847484\n"
+     ]
+    }
+   ],
+   "source": [
+    "model3 = LinearRegression()\n",
+    "model3.fit(x3.reshape(x3.shape[0],1),y3.reshape(y3.shape[0],1))\n",
+    "print(\"Slope of the model is: \", model3.coef_[0])\n",
+    "print(\"Intercept of the model is: \", model3.intercept_)\n",
+    "print(\"r2 score of the model is: \", r2_score(y3,model3.coef_[0]*x3+model3.intercept_))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "80057777",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Slope of the model is:  -0.006509314692809743\n",
+      "Intercept of the model is:  80.59516736947127\n",
+      "r2 score of the model is:  0.6530811637085214\n"
+     ]
+    }
+   ],
+   "source": [
+    "m3 = 0\n",
+    "c3 = 80\n",
+    "learning_rate = 0.00000002\n",
+    "num_epochs = 3000000\n",
+    "for i in range(num_epochs):\n",
+    "    m3,c3 = gradient_descent(x3,y3,m3,c3,learning_rate,x3.shape[0])\n",
+    "print(\"Slope of the model is: \", m3)\n",
+    "print(\"Intercept of the model is: \", c3)\n",
+    "print(\"r2 score of the model is: \", r2_score(y3,m3*x3+c3))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "1b7ae807",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGxCAYAAABIjE2TAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACJZUlEQVR4nO3dd3wUxfvA8c+l95B2CSGB0KRIkaIIiPQioCggXSl+FRtSVBClWkBQmmLBBvxEmhAQkSIgoQjSQZoI0iFwSQhppN7N749NjoSEFHLJJeF5+7rXy5ud3Z3dXHIPszPP6JRSCiGEEEKIEsTG2g0QQgghhLiTBChCCCGEKHEkQBFCCCFEiSMBihBCCCFKHAlQhBBCCFHiSIAihBBCiBJHAhQhhBBClDgSoAghhBCixJEARQghhBAljgQopczff//NCy+8QNWqVXF2dsbZ2Znq1aszdOhQ9u/fb9W2hYSE0LVr1yI7/oIFC9DpdFa/TgCdTsekSZOs3YxcTZo0CZ1OZ+1m3JN7vb9Xr15l0qRJHD582OJtKi4Zn/Pz589b5HgZn4PIyMg863755ZcsWLCgUOcLCQlh0KBBhTrGvcrvZ37QoEGEhIRkKbNmu0XO7KzdAJF/8+bN4/XXX6dGjRoMHz6cBx98EJ1Ox8mTJ1myZAkPP/wwZ86coWrVqtZuapm3e/dugoKCrN2MXP3vf/+jU6dO1m5Gsbp69SqTJ08mJCSEhx56yNrNKXW+/PJLfH19C/VFvWrVKjw8PCzXqGJSWttdlkmAUkr8+eefvPrqq3Tp0oUVK1bg4OBg3tamTRtee+01fv75Z5ydnXM9zq1bt3BxcSnq5pZ5jz76qLWbkKegoKASH0SJsqdBgwbWbsI9Ka3tLsvkEU8pMWXKFGxtbZk3b16W4CSzZ599lsDAQPP7QYMG4ebmxtGjR+nQoQPu7u60bdsWgE2bNtGtWzeCgoJwcnKiWrVqDB06NFs3cEaX6aFDh+jevTseHh54enoyYMAAIiIicmzHhg0baNiwIc7OztSsWZMffvghX9f41VdfUb9+fdzc3HB3d6dmzZq8++672erFxcXxyiuv4Ovri4+PD927d+fq1atZ6phMJqZPn07NmjVxdHREr9fz/PPPc/nyZXOdL774AhsbGwwGg7lsxowZ6HQ6XnvttSzH8vLy4s033zSX3fkIIqNbfuvWrXm2LTk5mTfffJOAgABcXFx4/PHHOXDgQL67mC9fvkzPnj1xd3enXLly9O/fn3379qHT6bJ0z9/Z3f30009TqVIlTCZTtmM2adKEhg0bmt8rpfjyyy956KGHcHZ2xsvLi549e3L27Nks+7Vq1Yo6deqwb98+WrRogYuLC1WqVOHjjz/O8Tx3io2N5cUXX8THxwc3Nzc6derEv//+m63emTNnGDx4MNWrV8fFxYUKFSrw5JNPcvToUXOdsLAwHn74YQAGDx6MTqfL8nPav38/ffr0ISQkBGdnZ0JCQujbty8XLlzIs50AkydPpkmTJnh7e+Ph4UHDhg35/vvvuXO91YxHnfn5Pfjrr79o3rw5Tk5OBAYGMnbsWFJTU/PVHoA1a9bQtGlTXFxccHd3p3379uzevTvHupcuXcr1dzgkJITjx4+zbds2873LeAySlJTEm2++yUMPPYSnpyfe3t40bdqUX375Jdt57vwch4WFodPpWLJkCe+99x6BgYF4eHjQrl07Tp06lW3/zZs307ZtWzw8PHBxcaF58+Zs2bIlW73ffvuNhx56CEdHRypXrsynn36a7/uWk+Jod0REBC+99BLBwcE4Ojri5+dH8+bN2bx5c6HaXmYpUeKlpaUpZ2dn1bRp0wLtN3DgQGVvb69CQkLU1KlT1ZYtW9TGjRuVUkp99dVXaurUqWrNmjVq27ZtauHChap+/fqqRo0aKiUlxXyMiRMnKkBVqlRJvf3222rjxo1q5syZytXVVTVo0CBL3UqVKqmgoCBVu3Zt9X//939q48aN6tlnn1WA2rZtW65tXbJkiQLUsGHD1O+//642b96svv76a/XGG2+Y68yfP18BqkqVKmrYsGFq48aN6rvvvlNeXl6qdevWWY730ksvKUC9/vrrasOGDerrr79Wfn5+Kjg4WEVERCillPrnn38UoBYvXmzer1OnTsrZ2VlVr17dXLZnzx4FqHXr1pnLADVx4sR7alvfvn2VjY2Neuedd9Tvv/+uZs+erYKDg5Wnp6caOHBgrvcpPj5eVatWTXl7e6svvvhCbdy4UY0cOVJVrlxZAWr+/Pnmuhk/uwy//PKLAtSmTZuyHPPkyZMKUJ999pm57MUXX1T29vbqzTffVBs2bFCLFy9WNWvWVP7+/uratWvmei1btlQ+Pj6qevXq6uuvv1abNm1Sr776qgLUwoULc70Wk8mkWrdurRwdHdVHH32kfv/9dzVx4kRVpUqVbPd327Zt6s0331QrVqxQ27ZtU6tWrVJPP/20cnZ2Vv/8849SSqmYmBjzz2HcuHFq9+7davfu3erSpUtKKaV+/vlnNWHCBLVq1Sq1bds2tXTpUtWyZUvl5+dn/kzkZtCgQer7779XmzZtUps2bVIffPCBcnZ2VpMnT85SL7+/B8ePH1cuLi6qdu3aasmSJeqXX35RHTt2VBUrVlSAOnfuXK7t+emnnxSgOnTooFavXq2WLVumGjVqpBwcHNSOHTvM9fL7O3zw4EFVpUoV1aBBA/O9O3jwoFJKqZs3b6pBgwapH3/8Uf3xxx9qw4YN6q233lI2NjbZfs6VKlXK8jneunWrAlRISIjq37+/+u2339SSJUtUxYoVVfXq1VVaWpq57o8//qh0Op16+umnVWhoqPr1119V165dla2trdq8ebO53ubNm5Wtra167LHHVGhoqPr555/Vww8/bL53eRk4cKCqVKlSsbe7Y8eOys/PT33zzTcqLCxMrV69Wk2YMEEtXbo0zzbfjyRAKQWuXbumANWnT59s29LS0lRqaqr5ZTKZzNsGDhyoAPXDDz/kenyTyaRSU1PVhQsXFKB++eUX87aMP24jR47Msk/GH8dFixaZyypVqqScnJzUhQsXzGWJiYnK29tbDR06NNc2vP7666pcuXK51sn48nn11VezlE+fPl0BKjw8XCl1+wv3znoZgca7775rLgsKClJDhgxRSimVnJysXF1d1ZgxYxRgvo6PPvpI2dvbq/j4ePN+dwtQ8mrb8ePHFaDGjBmTpV5GgJZXgPLFF18oQK1fvz5L+dChQ/MMUFJTU5W/v7/q169fln1Hjx6tHBwcVGRkpFJKqd27dytAzZgxI0u9S5cuKWdnZzV69GhzWcuWLRWg9uzZk6Vu7dq1VceOHXO9lvXr1ytAzZkzJ0v5Rx99lO3+3iktLU2lpKSo6tWrZ/ls7tu3L9t9yO0Y8fHxytXVNVsb8mI0GlVqaqp6//33lY+PT5bfu/z+HvTu3Vs5OztnCfjS0tJUzZo18wxQjEajCgwMVHXr1lVGo9FcHhcXp/R6vWrWrJm5rCC/ww8++KBq2bJlntef8XfnhRdeUA0aNMiy7W5f9J07d85Sb/ny5QpQu3fvVkoplZCQoLy9vdWTTz6Z7Vrr16+vHnnkEXNZkyZNVGBgoEpMTDSXxcbGKm9vb4sHKJZst5ubmxoxYkSe7RMaecRTyjVq1Ah7e3vza8aMGdnq9OjRI1uZwWDg5ZdfJjg4GDs7O+zt7alUqRIAJ0+ezFa/f//+Wd736tULOzs7tm7dmqX8oYceomLFiub3Tk5OPPDAA3l2oz/yyCPcvHmTvn378ssvv+Q64+Cpp57K8r5evXoA5nNktOnOxyWPPPIItWrVytLt2rZtW3P36q5du7h16xajRo3C19eXTZs2AVrXbdOmTXF1dc31GvLTtm3btgHa/cusZ8+e2NnlPSRs27ZtuLu7Zxv82rdv3zz3tbOzY8CAAYSGhhITEwOA0Wjkxx9/pFu3bvj4+ACwdu1adDodAwYMIC0tzfwKCAigfv36hIWFZTluQEAAjzzySLbrzutnnvFzuvOz1a9fv2x109LSmDJlCrVr18bBwQE7OzscHBw4ffp0jp/XnMTHxzNmzBiqVauGnZ0ddnZ2uLm5kZCQkK9j/PHHH7Rr1w5PT09sbW2xt7dnwoQJREVFZXlMCPn7Pdi6dStt27bF39/fXGZra0vv3r3zbMupU6e4evUqzz33HDY2t/+Mu7m50aNHD/766y9u3bqVZZ/8/g7fzc8//0zz5s1xc3Mz/834/vvv833/8/rd2LVrFzdu3GDgwIFZPncmk4lOnTqxb98+EhISSEhIYN++fXTv3h0nJyfz8dzd3XnyySfz1ZaCsFS7QfsbtGDBAj788EP++uuvAj3Oux9JgFIK+Pr64uzsnOMf/MWLF7Nv3z7WrFmT474uLi7ZRqabTCY6dOhAaGgoo0ePZsuWLezdu5e//voLgMTExGzHCQgIyPLezs4OHx8foqKispRnfMll5ujomOMxM3vuuef44YcfuHDhAj169ECv19OkSRNzkJDbORwdHbO0O6NN5cuXz7ZvYGBglja3a9eOixcvcvr0aTZv3kyDBg3Q6/W0adOGzZs3k5iYyK5du2jXrl2u7S9o2zJ/KcHt+5mXqKiobPvmdLy7GTJkCElJSSxduhSAjRs3Eh4ezuDBg811rl+/jlIKf3//LMGvvb09f/31V7bg8V5/5lFRUTle952fNYBRo0Yxfvx4nn76aX799Vf27NnDvn37qF+/fp7nydCvXz/mzp3L//73PzZu3MjevXvZt28ffn5+eR5j7969dOjQAYBvv/2WP//8k3379vHee+8B2X9n8nNPoqKicrzWnMrulNdn3GQyER0dnetx7/Y7nJPQ0FB69epFhQoVWLRoEbt372bfvn3mz1N+5PW7cf36dUAL1u/83E2bNg2lFDdu3CA6OhqTyXTP966gLNVugGXLljFw4EC+++47mjZtire3N88//zzXrl2zeLvLApnFUwrY2trSpk0bfv/9d8LDw7P8UapduzbAXXMm5JQT4NixYxw5coQFCxYwcOBAc/mZM2fu2oZr165RoUIF8/u0tDSioqLy9aWaX4MHD2bw4MEkJCSwfft2Jk6cSNeuXfn333/NvTv5kdGm8PDwbLNYrl69iq+vr/l9xqDhzZs3s2nTJtq3b28uHzduHNu3byc5OTnfAUp+23b9+vUc72d+9t+7d2+28vz+gatduzaPPPII8+fPZ+jQocyfP5/AwEDzly9oAbFOp2PHjh3mP8aZ5VR2L3x8fHL8HOV0LYsWLeL5559nypQpWcojIyMpV65cnueKiYlh7dq1TJw4kXfeecdcnpycbP7yyM3SpUuxt7dn7dq1Wf7Vvnr16jz3vRsfH58crzU/P8vMn/E7Xb16FRsbG7y8vLId915/hxctWkTlypVZtmxZlr8pycnJee6bXxm/l59//vldZ8n5+/uTmpqKTqe753tnafltd0bd2bNnM3v2bC5evMiaNWt45513MBgMbNiwodjaXFpID0opMXbsWIxGIy+//HKhuwUz/sDc+UUzb968u+7z008/ZXm/fPly0tLSaNWqVaHakhNXV1eeeOIJ3nvvPVJSUjh+/HiB9m/Tpg2g/VHNbN++fZw8edIclID2L9DatWuzcuVKDhw4YA5Q2rdvT0REBDNnzsTDw8M8O6SwHn/8cUD7l1RmK1asIC0tLc/9W7ZsSVxcHOvXr89SntEjkh+DBw9mz5497Ny5k19//ZWBAwdia2tr3t61a1eUUly5coXGjRtne9WtWzff58pN69atgeyfrcWLF2erq9Ppsn1ef/vtN65cuZKl7M5/3WbeXymV7RjfffcdRqMxz7bqdDrs7Oyy3KfExER+/PHHPPe9m9atW7Nlyxbzv8BBe+R252cjJzVq1KBChQosXrw4yyyihIQEVq5caZ7Zk1l+fofv1vOl0+lwcHDIEpxcu3Ytx1k896p58+aUK1eOEydO5Pi5a9y4MQ4ODri6uvLII48QGhqapfcmLi6OX3/91WLtsXS771SxYkVef/112rdvz8GDB4u93aWB9KCUEs2bN+eLL75g2LBhNGzYkJdeeokHH3wQGxsbwsPDWblyJUC+Eg3VrFmTqlWr8s4776CUwtvbm19//TXHxykZQkNDsbOzo3379hw/fpzx48dTv379bGMp7tWLL76Is7MzzZs3p3z58ly7do2pU6fi6elZ4OCgRo0avPTSS3z++efY2NjwxBNPcP78ecaPH09wcDAjR47MUr9t27Z8/vnn5vMDVK5cmcqVK/P777/z1FNP5Wt8SH48+OCD9O3blxkzZph7xo4fP86MGTPw9PTMMp4gJwMHDmTWrFkMGDCADz/8kGrVqrF+/Xo2btwIkOf+oI1XGTVqFH379iU5OTnbWJ3mzZvz0ksvMXjwYPbv38/jjz+Oq6sr4eHh7Ny5k7p16/LKK6/c8z3I0KFDBx5//HFGjx5NQkICjRs35s8//8zxS79r164sWLCAmjVrUq9ePQ4cOMAnn3ySrYcsI8PyTz/9RK1atXBzcyMwMJDAwEAef/xxPvnkE3x9fQkJCWHbtm18//33+eqB6dKlCzNnzqRfv3689NJLREVF8emnnxaqN2ncuHGsWbOGNm3aMGHCBFxcXPjiiy/M4xVyY2Njw/Tp0+nfvz9du3Zl6NChJCcn88knn3Dz5k0+/vjjbPvk53e4bt26LF26lGXLllGlShWcnJyoW7cuXbt2JTQ0lFdffZWePXty6dIlPvjgA8qXL8/p06fv+R5k5ubmxueff87AgQO5ceMGPXv2RK/XExERwZEjR4iIiOCrr74C4IMPPqBTp060b9+eN998E6PRyLRp03B1dc1Xj5gl5bfdMTExtG7dmn79+lGzZk3c3d3Zt28fGzZsoHv37sXa5lLDigN0xT04fPiwGjx4sKpcubJydHRUTk5Oqlq1aur5559XW7ZsyVJ34MCBytXVNcfjnDhxQrVv3165u7srLy8v9eyzz6qLFy9mmz2RMQPgwIED6sknn1Rubm7K3d1d9e3bV12/fj3LMStVqqS6dOmS7VwtW7bMc2bAwoULVevWrZW/v79ycHBQgYGBqlevXurvv/8218mYKbNv374s+2aMtt+6dau5zGg0qmnTpqkHHnhA2dvbK19fXzVgwADzlNPMMqbftm/fPkv5iy++mG36bYY771NB2paUlKRGjRql9Hq9cnJyUo8++qjavXu38vT0zDbTIicXL15U3bt3N/8sevToodatW3fXGVg56devnwJU8+bN73qeH374QTVp0kS5uroqZ2dnVbVqVfX888+r/fv3m+u0bNlSPfjgg9n2zWmWRE5u3ryphgwZosqVK6dcXFxU+/btzdO/M9/f6Oho9cILLyi9Xq9cXFzUY489pnbs2JHjZ2vJkiWqZs2ayt7ePstxLl++rHr06KG8vLyUu7u76tSpkzp27Fi22Ru53Y8aNWooR0dHVaVKFTV16lT1/fffZ5txU5Dfgz///FM9+uijytHRUQUEBKi3335bffPNN/maZqyUUqtXr1ZNmjRRTk5OytXVVbVt21b9+eefWeoU5Hf4/PnzqkOHDsrd3d08NTnDxx9/rEJCQpSjo6OqVauW+vbbb3P8jN1tNszPP/+cpd65c+dynHG1bds21aVLF+Xt7a3s7e1VhQoVVJcuXbLtv2bNGlWvXj3l4OCgKlasqD7++ONcP/OZFWQWj6XanZSUpF5++WVVr1495eHhoZydnVWNGjXUxIkTVUJCQp5tvh/plLojy5AQmUyaNInJkycTERGRZeyGsKxdu3bRvHlzfvrppxxnseRlypQpjBs3josXL0r2WCFEmSCPeIQoZps2bWL37t00atQIZ2dnjhw5wscff0z16tXz1dU7d+5cQHtUl5qayh9//MFnn33GgAEDJDgRQpQZEqAIUcw8PDz4/fffmT17NnFxcfj6+vLEE08wderULDNE7sbFxYVZs2Zx/vx5kpOTqVixImPGjGHcuHHF0HohhCge8ohHCCGEECWOTDMWQgghRIkjAYoQQgghShwJUIQQQghR4pTKQbImk4mrV6/i7u6eYyp3IYQQQpQ8Sini4uIIDAzMM7FkqQxQrl69SnBwsLWbIYQQQoh7cOnSpTzTIpTKAMXd3R3QLjA/qd2FEEIIYX2xsbEEBwebv8dzUyoDlIzHOh4eHhKgCCGEEKVMfoZnyCBZIYQQQpQ4EqAIIYQQosSRAEUIIYQQJU6pHIMihBCFpZQiLS0No9Fo7aYIUabY29tja2tb6ONIgCKEuO+kpKQQHh7OrVu3rN0UIcocnU5HUFAQbm5uhTqOBChCiPuKyWTi3Llz2NraEhgYiIODgyR8FMJClFJERERw+fJlqlevXqieFAlQhBD3lZSUFEwmE8HBwbi4uFi7OUKUOX5+fpw/f57U1NRCBSgySFYIcV/KK822EOLeWKpHUnpQMjGajOy4uIPwuHDKu5enRcUW2NoUfqCPEEIIIQpGApR0oSdDGb5hOJdjL5vLgjyCmNNpDt1rdbdiy4QQQoj7j/RxogUnPZf3zBKcAFyJvULP5T0JPRlqpZYJIUoyo8lI2PkwlhxdQtj5MIwmmbIshKXc9wGK0WRk+IbhKFS2bRllIzaMkD88QogsQk+GEjInhNYLW9MvtB+tF7YmZE5Ikf6DZtCgQeh0OnQ6Hfb29vj7+9O+fXt++OEHTCZTvo+zYMECypUrV2TtFMIS7vsAZcfFHdl6TjJTKC7FXmLHxR3F2CohRElmzV7XTp06ER4ezvnz51m/fj2tW7dm+PDhdO3albS0tCI7rxDF7b4PUMLjwi1aTwhRtlm719XR0ZGAgAAqVKhAw4YNeffdd/nll19Yv349CxYsAGDmzJnUrVsXV1dXgoODefXVV4mPjwcgLCyMwYMHExMTY+6NmTRpEgCLFi2icePGuLu7ExAQQL9+/TAYDEVyHULk5b4PUMq7l7doPSFE2VYSe13btGlD/fr1CQ3Vem5sbGz47LPPOHbsGAsXLuSPP/5g9OjRADRr1ozZs2fj4eFBeHg44eHhvPXWW4CWI+aDDz7gyJEjrF69mnPnzjFo0KBiuw4hMrvvZ/G0qNiCII8grsReyfFfRDp0BHkE0aJiCyu0TghR0pTUXteaNWvy999/AzBixAhzeeXKlfnggw945ZVX+PLLL3FwcMDT0xOdTkdAQECWYwwZMsT8/1WqVOGzzz7jkUceIT4+vtBpy4UoqPu+B8XWxpY5neYAWjCSWcb72Z1mSz4UIQRQcntdlVLmBFlbt26lffv2VKhQAXd3d55//nmioqJISEjI9RiHDh2iW7duVKpUCXd3d1q1agXAxYsXi7r5QmRz3wcoAN1rdWdFrxVU8KiQpTzII4gVvVZIHhQhhFlGr+ud/6DJoENHsEdwsfe6njx5ksqVK3PhwgU6d+5MnTp1WLlyJQcOHOCLL74AIDU19a77JyQk0KFDB9zc3Fi0aBH79u1j1apVgPboR4jidt8/4snQvVZ3utXoxo6LO7gSe4WIWxH4ufjh7eyN0WSUHhQhBHC717Xn8p7o0GV5NGytXtc//viDo0ePMnLkSPbv309aWhozZswwp/Nfvnx5lvoODg4YjVkH8f7zzz9ERkby8ccfExwcDMD+/fuL5wKEyIEEKJnY2thyI/EG72x5RzLKCiHuKqPXNafs07M7zS7SvxXJyclcu3YNo9HI9evX2bBhA1OnTqVr1648//zzHD16lLS0ND7//HOefPJJ/vzzT77++ussxwgJCSE+Pp4tW7ZQv359XFxcqFixIg4ODnz++ee8/PLLHDt2jA8++KDIrkOIPKlSKCYmRgEqJibGosddeWKl0k3SKSaR5aWbpFO6STq18sRKi55PCFH8EhMT1YkTJ1RiYmKhj5VmTFNbz21Vi/9erLae26rSjGkWaOHdDRw4UAEKUHZ2dsrPz0+1a9dO/fDDD8poNJrrzZw5U5UvX145Ozurjh07qv/7v/9TgIqOjjbXefnll5WPj48C1MSJE5VSSi1evFiFhIQoR0dH1bRpU7VmzRoFqEOHDhXpdYmyJbffsYJ8f+uUUtmnrpRwsbGxeHp6EhMTg4eHh0WOaTQZCZkTctfpgxmzec4NPyePe4QoxZKSkjh37hyVK1fGycnJ2s0RoszJ7XesIN/fMkg2XUnMbSCEEELcryRASVdScxsIIYQQ9yMJUNKV1NwGQgghxP1IApR0JTW3gRBCCHE/kgAlnWSUFUIIIUoOCVAykYyyQgghRMkgidruIBllhRBCCOuTACUHklFWCCGEsC55xJOD0JOh9FzeM1telCuxV+i5vCehJ0Ot1DIhhBDi/iAByh2MJiPDNwzPsgBYhoyyERtGYDQZs20XQghr0+l0rF69+q7bQ0JCmD17drG1pyDCwsLQ6XTcvHmzyM+V130qq4rzHheWBCh3kIyyQoiSymAwMHToUCpWrIijoyMBAQF07NiR3bt3W7tpFtGsWTPCw8Px9PS0dlNKlHsNKlu1asWIESOylJWmeyxjUO4gGWWFECVVjx49SE1NZeHChVSpUoXr16+zZcsWbty4Ye2mZZGSkoKDg0OB93NwcCAgIKAIWiQylKZ7LD0od5CMskLch5SChITifxVgrdabN2+yc+dOpk2bRuvWralUqRKPPPIIY8eOpUuXLnfd7/3338ff35/Dhw/nuD0mJoaXXnoJvV6Ph4cHbdq04ciRI+bt//33H926dcPf3x83NzcefvhhNm/enOUYISEhfPjhhwwaNAhPT09efPFFFixYQLly5di4cSO1atXCzc2NTp06ER5+93/c3fn4IeMYa9eupUaNGri4uNCzZ08SEhJYuHAhISEheHl5MWzYMIzG24/dQ0JC+OCDD+jXrx9ubm4EBgby+eef53p/r1y5Qu/evfHy8sLHx4du3bpx/vx58/ZBgwbx9NNPM2XKFPz9/SlXrhyTJ08mLS2Nt99+G29vb4KCgvjhhx/u6biffvop5cuXx8fHh9dee43U1FRA6wW5cOECI0eORKfTodNpebmioqLo27cvQUFBuLi4ULduXZYsWZLluNu2bWPOnDnm/c6fP5/jI56VK1fy4IMP4ujoSEhICDNmzMj2850yZQpDhgzB3d2dihUr8s033+R6Py1BApQ7SEZZIe5Dt26Bm1vxv27dyncT3dzccHNzY/Xq1SQnJ+dZXynF8OHD+f7779m5cycPPfRQjnW6dOnCtWvXWLduHQcOHKBhw4a0bdvW3CsTHx9P586d2bx5M4cOHaJjx448+eSTXLx4McuxPvnkE+rUqcOBAwcYP358+m29xaeffsqPP/7I9u3buXjxIm+99Va+rznjGJ999hlLly5lw4YNhIWF0b17d9atW8e6dev48ccf+eabb1ixYkW29tSrV4+DBw8yduxYRo4cyaZNm+56jtatW+Pm5sb27dvZuXOnOaBKSUkx1/vjjz+4evUq27dvZ+bMmUyaNImuXbvi5eXFnj17ePnll3n55Ze5dOlSgY67detW/vvvP7Zu3crChQtZsGABCxYsACA0NJSgoCDef/99wsPDzQFeUlISjRo1Yu3atRw7doyXXnqJ5557jj179gAwZ84cmjZtyosvvmjeLzg4ONu1HzhwgF69etGnTx+OHj3KpEmTGD9+vPn8GWbMmEHjxo05dOgQr776Kq+88gr//PNPgX6WBaZKoZiYGAWomJiYIjn+yhMrlW6STukm6RSTyPaaHDZZpRnTiuTcQoiilZiYqE6cOKESExNvF8bHK6X1ZxTvKz6+QG1fsWKF8vLyUk5OTqpZs2Zq7Nix6siRI1nqAOrnn39WAwYMUDVr1lSXLl3Ksr1SpUpq1qxZSimltmzZojw8PFRSUlKWOlWrVlXz5s27aztq166tPv/88yzHfPrpp7PUmT9/vgLUmTNnzGVffPGF8vf3v+txt27dqgAVHR1912MMHTpUubi4qLi4OHNZx44d1dChQ7O0p1OnTlmO3bt3b/XEE0+Y3wNq1apVSimlvv/+e1WjRg1lMpnM25OTk5Wzs7PauHGjUkqpgQMHqkqVKimj0WiuU6NGDdWiRQvz+7S0NOXq6qqWLFlS4OOmpd3+Tnn22WdV7969s1xPxs8sN507d1Zvvvmm+X3Lli3V8OHDs9S58x7369dPtW/fPkudt99+W9WuXTvL+QcMGGB+bzKZlF6vV1999VWO7cjxdyxdQb6/pQclB3fLKJthYthEQuaEyHRjIcoKFxeIjy/+l4tLgZrZo0cPrl69ypo1a+jYsSNhYWE0bNgw2792R44cye7du9mxYwdBQUF3Pd6BAweIj4/Hx8fH3EPj5ubGuXPn+O+//wBISEhg9OjR1K5dm3LlyuHm5sY///yTrQelcePGOdxWF6pWrWp+X758eQwGQ4Gu+c5j+Pv7ExISgpubW5ayO4/btGnTbO9PnjyZ4zkOHDjAmTNncHd3N98Db29vkpKSzPcB4MEHH8TG5vbXpr+/P3Xr1jW/t7W1xcfHx9yWghzX1vZ2EtD83Cej0chHH31EvXr1zD+/33//PdvPJS8nT56kefPmWcqaN2/O6dOnszw2q1evnvn/dTodAQEBBf5ZFlSBB8lu376dTz75hAMHDhAeHs6qVat4+umnAUhNTWXcuHGsW7eOs2fP4unpSbt27fj4448JDAw0HyM5OZm33nqLJUuWkJiYSNu2bfnyyy9z/UUqbhkZZT/a8RETwyZm256RE0VS4AtRBuh04Opq7Vbki5OTE+3bt6d9+/ZMmDCB//3vf0ycOJFBgwaZ67Rv354lS5awceNG+vfvf9djmUwmypcvT1hYWLZt5cqVA+Dtt99m48aNfPrpp1SrVg1nZ2d69uyZ5REFgGsO98/e3j7Le51OhyrAuJu7HSOnMpPJlOexMsZv3MlkMtGoUSN++umnbNv8/PzuuS2FOW5e1zNjxgxmzZrF7NmzqVu3Lq6urowYMSLbzyUvSqls9yWnn9G93vPCKHCAkpCQQP369Rk8eDA9evTIsu3WrVscPHiQ8ePHU79+faKjoxkxYgRPPfUU+/fvN9cbMWIEv/76K0uXLsXHx4c333yTrl27cuDAgSxRZEnw7cFvcyxXKHToGLFhBN1qdJMU+EIIq6hdu3a2fB5PPfUUTz75JP369cPW1pY+ffrkuG/Dhg25du0adnZ2hISE5Fhnx44dDBo0iGeeeQbQxqRkHuRZUv3111/Z3tesWTPHug0bNmTZsmXmgcKWYqnjOjg4ZOnNAO3n0q1bNwYMGABowdDp06epVatWrvvdqXbt2uzcuTNL2a5du3jggQes/n1c4Ec8TzzxBB9++CHdu2fvNfD09GTTpk306tWLGjVq8Oijj/L5559z4MABc7dTTEwM33//PTNmzKBdu3Y0aNCARYsWcfTo0WwjwzMkJycTGxub5VUcJCeKEKKkiIqKok2bNixatIi///6bc+fO8fPPPzN9+nS6deuWrf4zzzzDjz/+yODBg7MNIM3Qrl07mjZtytNPP83GjRs5f/48u3btYty4ceZ/VFarVo3Q0FAOHz7MkSNH6NevX5H/y9kS/vzzT6ZPn86///7LF198wc8//8zw4cNzrNu/f398fX3p1q0bO3bs4Ny5c2zbto3hw4dz+fLdvwPyYqnjhoSEsH37dq5cuUJkZCSg/Vw2bdrErl27OHnyJEOHDuXatWvZ9tuzZw/nz58nMjIyx5/bm2++yZYtW/jggw/4999/WbhwIXPnzi3wYOaiUORjUGJiYtDpdObuwgMHDpCamkqHDh3MdQIDA6lTpw67du3K8RhTp07F09PT/MppJHJRkJwoQoiSws3NjSZNmjBr1iwef/xx6tSpw/jx43nxxReZO3dujvv07NmThQsX8txzzxEamn3MnE6nY926dTz++OMMGTKEBx54gD59+nD+/Hn8/f0BmDVrFl5eXjRr1ownn3ySjh070rBhwyK9Vkt48803OXDgAA0aNOCDDz5gxowZdOzYMce6Li4ubN++nYoVK9K9e3dq1arFkCFDSExMLFTPh6WO+/7773P+/HmqVq1qfjQ0fvx4GjZsSMeOHWnVqhUBAQHm4RYZ3nrrLWxtbalduzZ+fn45jk9p2LAhy5cvZ+nSpdSpU4cJEybw/vvvZ3lkaC06VdAHgpl31umyjEG5U1JSEo899hg1a9Zk0aJFACxevJjBgwdnmybXoUMHKleuzLx587IdJzk5OUv92NhYgoODiYmJsWh33J3CzofRemHrPOttHbiVViGtiqwdQgjLSUpK4ty5c1SuXBknJydrN0cUgZCQEEaMGJEti6ooHrn9jsXGxuLp6Zmv7+8iyySbmppKnz59MJlMfPnll3nWz2mgTgZHR0ccHR0t3cQ8ZeREuRJ7Jce1eXToCPIIkpwoQgghhIUVySOe1NRUevXqxblz59i0aVOWKCkgIICUlBSio6Oz7GMwGMxdiiWFrY0tczrNAciWuC3j/exOs2WArBBCCGFhFg9QMoKT06dPs3nzZnx8fLJsb9SoEfb29lky+oWHh3Ps2DGaNWtm6eYU2t1yong5ezGp1SS61cg+OE0IIYT1nD9/Xh7vlAEFDlDi4+M5fPiweV2Hc+fOcfjwYS5evEhaWho9e/Zk//79/PTTTxiNRq5du8a1a9fMc7M9PT154YUXzCOHDx06xIABA6hbty7t2rWz6MVZSvda3Tk//DyTW03G29kbgBuJNyRhmxBCCFFECjwGZf/+/bRufXvg6KhRowAYOHAgkyZNYs2aNQDZ1n3YunUrrVq1ArRR4XZ2dvTq1cucqG3BggVWn3Odm19O/cKksEnZxqJIwjYhhBDC8go1i8daCjIK2BKMJiMhc0LumhMlY7DsueHnZDyKECWczOIRomhZahaPrMWTD5KwTQghhCheEqDkgyRsE0IIIYqXBCj5UN69vEXrCSGEECJ3EqDkQ0bCtjtzoWQW5C4J24QQIrOQkBBmz55t7WbkaMGCBeYlWO43gwYNumsG+JJEApR8yC1hW4bEtER+OfVLcTZLCHGfMRgMDB06lIoVK+Lo6EhAQAAdO3Zk9+7dRX5unU6XbdXkolBavjyLU1hYGDqdjps3bxZov/Pnz6PT6cxpQTLMmTOHBQsWWKx9RUUClHzKSNiWkQflTjcSb9BzeU/JiSKEKDI9evTgyJEjLFy4kH///Zc1a9bQqlUrbty4cU/HMxqNpWJlYmFZnp6epaL3SAKUAuhWoxvOds45bsvIjzJiwwiMJmNxNksIUUhKKYzGhGJ/FSTLw82bN9m5cyfTpk2jdevWVKpUiUceeYSxY8fSpUuXLPVeeukl/P39cXJyok6dOqxduxa4/Vhj7dq11K5dG0dHRy5cuMC+ffto3749vr6+eHp60rJlSw4ePGg+ZkhICADPPPMMOp3O/B5gzZo1NG7cGCcnJ3x9fenePWs+qFu3bjFkyBDc3d2pWLEi33zzTYF+Nq1atWLYsGGMGDECLy8v/P39+eabb0hISGDw4MG4u7tTtWpV1q9fb94no8fht99+o379+jg5OdGkSROOHj2a67l+/fVXGjVqhJOTE1WqVGHy5MmkpaWZt+t0OubNm0fXrl1xcXGhVq1a7N69mzNnztCqVStcXV1p2rQp//33X4GP+9133/HMM8/g4uJC9erVzTnFzp8/b8495uXlhU6nM680vGHDBh577DHKlSuHj48PXbt2zXLuypUrA9CgQQN0Op05F9mdvVTJycm88cYb6PV6nJyceOyxx9i3b1+2+7llyxYaN26Mi4sLzZo149SpU3n9+ApFApQC2HFxB5fjZLqxEGWNyXSLHTvciv1lMt3Kdxvd3Nxwc3Nj9erV2VaDv30dJp544gl27drFokWLOHHiBB9//HGWJJi3bt1i6tSpfPfddxw/fhy9Xk9cXBwDBw5kx44d/PXXX1SvXp3OnTsTFxcHYP6ymj9/PuHh4eb3v/32G927d6dLly4cOnTI/AWW2YwZM2jcuDGHDh3i1Vdf5ZVXXuGff/4p0M9n4cKF+Pr6snfvXoYNG8Yrr7zCs88+S7NmzTh48CAdO3bkueee49atrPfz7bff5tNPP2Xfvn3o9XqeeuopUlNTczzHxo0bGTBgAG+88QYnTpxg3rx5LFiwgI8++ihLvQ8++IDnn3+ew4cPU7NmTfr168fQoUMZO3Ys+/fvB+D1118v8HEnT55Mr169+Pvvv+ncuTP9+/fnxo0bBAcHs3LlSgBOnTpFeHg4c+ZoQw4SEhIYNWoU+/btY8uWLdjY2PDMM8+Ye8X27t0LwObNmwkPDyc0NOce/tGjR7Ny5UoWLlzIwYMHqVatGh07dszWM/fee+8xY8YM9u/fj52dHUOGDLn7D80SVCkUExOjABUTE1Os513892LFJPJ8Lf57cbG2SwiRf4mJierEiRMqMTHRXJaWFq+2bqXYX2lp8QVq+4oVK5SXl5dycnJSzZo1U2PHjlVHjhwxb9+4caOysbFRp06dynH/+fPnK0AdPnw41/OkpaUpd3d39euvv5rLALVq1aos9Zo2bar69+9/1+NUqlRJDRgwwPzeZDIpvV6vvvrqq7vuM3DgQNWtWzfz+5YtW6rHHnssS9tcXV3Vc889Zy4LDw9XgNq9e7dSSqmtW7cqQC1dutRcJyoqSjk7O6tly5YppbR74enpad7eokULNWXKlCxt+fHHH1X58uWz3INx48aZ3+/evVsB6vvvvzeXLVmyRDk5ORXquPHx8Uqn06n169dnuZ7o6Ogc7thtBoNBAero0aNKKaXOnTunAHXo0KEs9TLf4/j4eGVvb69++ukn8/aUlBQVGBiopk+fnuX8mzdvNtf57bffFJDl9yhDTr9jGQry/V3gVPf3M5luLETZZGPjQosW8VY5b0H06NGDLl26sGPHDnbv3s2GDRuYPn063333HYMGDeLw4cMEBQXxwAMP3PUYDg4O1KtXL0uZwWBgwoQJ/PHHH1y/fh2j0citW7e4ePFiru05fPgwL774Yq51Mp9Lp9MREBCAwWDIx9XmfAxbW1t8fHyoW7euuczf3998HZk1bdrU/P/e3t7UqFGDkydP5niOAwcOsG/fviw9G0ajkaSkJG7duoWLi0u2tmSc9862JCUlERsbi4eHxz0d19XVFXd39zzv03///cf48eP566+/iIyMNPecXLx4kTp16uS6b+ZjpKam0rx5c3OZvb09jzzySLZ7lbmN5ctr33MGg4GKFSvm61wFJQFKAWRMN74SeyXbmjxwO+W9TDcWonTR6XTY2rpauxn54uTkRPv27Wnfvj0TJkzgf//7HxMnTmTQoEE4O+c8Ri4zZ2dndLqssxEHDRpEREQEs2fPplKlSjg6OtK0aVPzIq+5HSsv9vb2Wd7rdLoCD8zN6RiZyzKuJz/HvfPaM5hMJiZPnpxtDA2QJV17TufNrS33ctyM4+R1PU8++STBwcF8++23BAYGYjKZqFOnTp4/t8xU+jioO++LUipb2b3e83slY1AKIK/pxgrF/xr+r7ibJYS4j9WuXZuEhARA+xfu5cuX+ffffwt0jB07dvDGG2/QuXNnHnzwQRwdHYmMjMxSx97eHqMx6wSAevXqsWXLlsJdQBH666+/zP8fHR3Nv//+S82aNXOs27BhQ06dOkW1atWyvWxs7v2r0hLHdXBwAMhy/6Oiojh58iTjxo2jbdu21KpVi+jo6Dz3u1O1atVwcHBg586d5rLU1FT2799PrVq18n2dRUF6UAooY7rx8A3Dc1yfZ2LYRL49+C1zOs2R1Y2FEBYTFRXFs88+y5AhQ6hXrx7u7u7s37+f6dOn061bNwBatmzJ448/To8ePZg5cybVqlXjn3/+QafT0alTp7seu1q1avz44480btyY2NhY3n777Wy9IyEhIWzZsoXmzZvj6OiIl5cXEydOpG3btlStWpU+ffqQlpbG+vXrGT16dJHei/x6//338fHxwd/fn/feew9fX9+75liZMGECXbt2JTg4mGeffRYbGxv+/vtvjh49yocffnjPbbDEcStVqoROp2Pt2rV07twZZ2dnvLy88PHx4ZtvvqF8+fJcvHiRd955J8t+er0eZ2dnNmzYQFBQEE5OTnh6emap4+rqyiuvvMLbb7+Nt7c3FStWZPr06dy6dYsXXnjhnq/bEqQH5R50r9Wd88PPM7nV5By3X4m9IjlRhBAW5ebmRpMmTZg1axaPP/44derUYfz48bz44ovMnTvXXG/lypU8/PDD9O3bl9q1azN69Ohc/wUN8MMPPxAdHU2DBg147rnnzFNOM5sxYwabNm0iODiYBg0aANoU4J9//pk1a9bw0EMP0aZNG/bs2WP5i79HH3/8McOHD6dRo0aEh4ezZs0ac6/CnTp27MjatWvZtGkTDz/8MI8++igzZ86kUqVKhWqDJY5boUIFJk+ezDvvvIO/vz+vv/46NjY2LF26lAMHDlCnTh1GjhzJJ598kmU/Ozs7PvvsM+bNm0dgYKA5kL3Txx9/TI8ePXjuuedo2LAhZ86cYePGjXh5eRXq2gtLp1QBJuKXEAVZrrmoGE1GQuaE3HWV44zxKOeGn8PWxjbHOkKI4pfbUvCibAgLC6N169ZER0eXioRkZU1uv2MF+f6WHpR7tOPijrsGJyA5UYQQQojCkADlHoXHhVu0nhBCCCFuk0Gy90hyogghRMnUqlWrAi0jIEom6UG5Rxk5Ue62ujFAkLvkRBFCCCHuhQQo9yivnCgAiWmJ/HLql+JslhAin+Rf2EIUDUv9bkmAUggZOVG8nb1z3H4j8YZMNxaihMnIhnnnwnJCCMvIyGSbeZHKeyFjUAqpW41uDF8/PMdtCoUOHSM2jKBbjW4y3ViIEsDW1pZy5cqZ1zlxcXG5a/pzIUTBmEwmIiIicHFxwc6ucCGGBCiFtOPiDi7H5W+6cauQVsXXMCHEXQUEBADZF5cTQhSejY0NFStWLHTgLwFKIcl0YyFKH51OR/ny5dHr9aSmplq7OUKUKQ4ODoVavyiDBCiFJNONhSi9bG1tC/2cXAhRNGSQbCHlZ7qxrc6WyITIu24XQgghRFYSoBRS5unGd2NURnqt6CWzeYQQQoh8kgDFArrX6s6ynsuw1eXeVTxiwwiMptxXFRVCCCGEBCgW4+fqh1HdPfiQxQOFEEKI/JMAxUJkNo8QQghhORKgWIjM5hFCCCEsRwIUC5HZPEIIIYTlSIBiITKbRwghhLAcCVAsSGbzCCGEEJYhAYqFyWweIYQQovAkQLEwmc0jhBBCFF6BA5Tt27fz5JNPEhgYiE6nY/Xq1Vm2K6WYNGkSgYGBODs706pVK44fP56lTnJyMsOGDcPX1xdXV1eeeuopLl+++4rApUl+Z+noXfVF3BIhhBCi9CpwgJKQkED9+vWZO3dujtunT5/OzJkzmTt3Lvv27SMgIID27dsTFxdnrjNixAhWrVrF0qVL2blzJ/Hx8XTt2hWjsfSPy8jPbB6AQasHyWBZIYQQ4i50Sil1zzvrdKxatYqnn34a0HpPAgMDGTFiBGPGjAG03hJ/f3+mTZvG0KFDiYmJwc/Pjx9//JHevXsDcPXqVYKDg1m3bh0dO3bM87yxsbF4enoSExODh4fHvTa/yISeDKXn8p6ANuYkJxkBzIpeK+heq3uxtU0IIYSwloJ8f1t0DMq5c+e4du0aHTp0MJc5OjrSsmVLdu3aBcCBAwdITU3NUicwMJA6deqY69wpOTmZ2NjYLK+SrHut7qzotYJA98C71skIXGRGjxBCCJGdRQOUa9euAeDv75+l3N/f37zt2rVrODg44OXlddc6d5o6dSqenp7mV3BwsCWbXSS61+rOwqcX5lpHZvQIIYQQOSuSWTw6XdbxF0qpbGV3yq3O2LFjiYmJMb8uXbpksbYWJUOCIV/1ZEaPEEIIkZVFA5SAgACAbD0hBoPB3KsSEBBASkoK0dHRd61zJ0dHRzw8PLK8SgNZn0cIIYS4NxYNUCpXrkxAQACbNm0yl6WkpLBt2zaaNWsGQKNGjbC3t89SJzw8nGPHjpnrlBV5zejRoSPYI5gWFVsUc8uEEEKIks2uoDvEx8dz5swZ8/tz585x+PBhvL29qVixIiNGjGDKlClUr16d6tWrM2XKFFxcXOjXrx8Anp6evPDCC7z55pv4+Pjg7e3NW2+9Rd26dWnXrp3lrqwEyFifp+fynujQZZnRkxG0zO40G1ub3FPjCyGEEPebAgco+/fvp3Xr1ub3o0aNAmDgwIEsWLCA0aNHk5iYyKuvvkp0dDRNmjTh999/x93d3bzPrFmzsLOzo1evXiQmJtK2bVsWLFiArW3Z+6LOmNEzfMNwLsfeTkYX5BHE7E6zZYqxEEIIkYNC5UGxlpKeByUnRpORHRd3EB4XTnn38rSo2EJ6ToQQQtxXCvL9XeAeFHFvbG1saRXSytrNEEIIIUoFCVCsRHpUhBBCiLuTAMUKQk+G5jgmZU6nOTImRQghhKCIErWJu8tYpydzcAJwJfYKPZf3lAUEhRBCCCRAKVZGk5HhG4bnuICgrM0jhBBC3CYBSjHacXFHtp6TzGRtHiGEEEIjAUoxyu+aO7I2jxBCiPudBCjFSNbmEUIIIfJHApRiJGvzCCGEEPkjAUoxylibB8gWpMjaPEIIIcRtEqAUs4y1eSp4VMhSHuQRxIpeKyQPihBCCIGsxWM1OWWSBSS7rBBCiDJL1uIpBe5cm0eyywohhBC3ySOeEkCyywohhBBZSYBiZZJdVgghhMhOAhQrk+yyQgghRHYSoFiZZJcVQgghspMAxcoku6wQQgiRnQQod0pJKdbTSXZZIYQQIjsJUDJLSYG6deHll+Hy3ceFWJJklxVCCCGykwAlsw0b4N9/Yd48qFYNRo6E69eL/LR3yy5bwb0Ck1pNIjktmbDzYTKTRwghxH1DMsneaft2GDcOdqTPmnFxgeHD4a23wNvbsue6Q+bssqdvnObbA99yOU4StwkhhCgbCvL9LT0od3r8cdi2DTZuhIcfhlu3YOpUqFwZPvgAYmOL7NQZ2WUd7RyZFDYpS3ACkrhNCCHE/UMClJzodNChA+zZA6tXQ716WmAyYQJUqQKffKIFLkVAErcJIYQQEqDkTqeDbt3g0CFYuhRq1ICoKBg9GqpWhblzITnZoqeUxG1CCCGEBCj5Y2MDvXvDsWMwfz6EhMC1azBsGDzwAHz/PaSlWeRUkrhNCCGEkAClYOzsYNAgOHUKvvwSAgPh4kX43/+gVi1YvBiMhXv0IonbhBBCCAlQ7o2DA7zyCpw5AzNmgJ+f9v/9+0P9+rBqFdzj5ChJ3CaEEEJIgFI4zs4wahScPQsffQTlysHx49C9uzYDaP36AgcqkrhNCCGEkADFMtzc4N134dw5LYeKmxscOACdO0OLFhAWVqDD3S1xW5BHEMt6LsPb2ZslR5dI8jYhhBBlliRqKwoRETBtGnzxBSQlaWXt2ml5VB59NN+HyZy4rbx7eSITIhn5+8gss3wkeZsQQojSoiDf3xKgFKWrV7VHP99+C6mpWlnXrlqg8tBDBTpU6MlQei7vmS0/SsZjnxW9VkiQIoQQokSTTLIlRWCg1ovy778wZAjY2sLatdCgAfTqBSdP5uswkrxNCCHE/UYClOIQEqLlSjlxAvr21RLA/fwz1KkDzz+vDbLNhSRvE0IIcb+RAKU4PfCAlivlyBF4+mkwmeDHH7UMtUOHwuWcgxBJ3iaEEOJ+IwGKNdStq+VK2bsXOnbUstB+8w1UqwYjRsD161mqS/I2IYQQ9xsJUKzp4YdhwwbYvl1bRTk5GebM0RYkHDsWbtwA8k7eBuDt7I3RZJRxKEIIIcoEiwcoaWlpjBs3jsqVK+Ps7EyVKlV4//33MZlM5jpKKSZNmkRgYCDOzs60atWK48ePW7oppUdGrpTff4dHHtFWSv74Y6hcGd5/H9v4hLsmb8twI/EG7X5sR8icEEJPhhZj44UQQgjLs3iAMm3aNL7++mvmzp3LyZMnmT59Op988gmff/65uc706dOZOXMmc+fOZd++fQQEBNC+fXvi4uIs3ZzSQ6eD9u3hr7/gl1+gXj2IjYWJE6FKFbqv/Y9VT/6ULXnbna7EXqHn8p4SpAghhCjVLJ4HpWvXrvj7+/P999+by3r06IGLiws//vgjSikCAwMZMWIEY8aMASA5ORl/f3+mTZvG0KFD8zxHqcmDUhgmkzbTZ8IEbZoyQEAApnfHEtauOs/+OoAbiTdy3FWHjiCPIM4NPycp8YUQQpQYVs2D8thjj7Flyxb+Tf9SPXLkCDt37qRz584AnDt3jmvXrtGhQwfzPo6OjrRs2ZJdu3bleMzk5GRiY2OzvMo8Gxvo3Vtb22fBAm2q8rVr2LwxnGbtBvHMzhvY3WW4iUw7FkIIUdpZPEAZM2YMffv2pWbNmtjb29OgQQNGjBhB3759Abh27RoA/v7+Wfbz9/c3b7vT1KlT8fT0NL+Cg4Mt3eySy84OBg6EU6fgq6+gQgWcrhr47lc48QX0+xtsTDnvKtOOhRBClFYWD1CWLVvGokWLWLx4MQcPHmThwoV8+umnLFy4MEs9nS7rYE+lVLayDGPHjiUmJsb8unTpkqWbXfI5OMDLL8Pp05wZ/xoGF6h+A34KhSNfwTMn4M5EszLtWAghRGllZ+kDvv3227zzzjv06dMHgLp163LhwgWmTp3KwIEDCQgIALSelPLlb3+BGgyGbL0qGRwdHXF0dLR0U0snZ2cqT5pDbZdV9Nx0lbd2QZ0ICF0OB8rDuDawsRoEeQbTomILa7dWCCGEuCcW70G5desWNjZZD2tra2ueZly5cmUCAgLYtGmTeXtKSgrbtm2jWbNmlm5OmWRrY8vUbp8z9XEdVYbDB49DnAM0Cof1P8H2H+ADXVuWH19O2PkwyY0ihBCi1LF4gPLkk0/y0Ucf8dtvv3H+/HlWrVrFzJkzeeaZZwDt0c6IESOYMmUKq1at4tixYwwaNAgXFxf69etn6eaUWd1rdWdFrxW4+QcxoQ1UGQ6fNoVEO3jsEgwcuQC/bv1458PWkhtFCCFEqWPxacZxcXGMHz+eVatWYTAYCAwMpG/fvkyYMAEHBwdAG28yefJk5s2bR3R0NE2aNOGLL76gTp06+TrHfTHNOJ+MJiM7Lu4gPC6c0zdOM2/NRN7dAS8eAIf0wbO/PgATWsP44SvpXqu7dRsshBDivlWQ72+LByjFQQKU7IwmIyFzQsyrHleKhvHbYdBhsE3/Ca+t78wTP+3F9sH8BYJCCCGEJVk1D4qwjh0Xd5iDE4ALXvC/blDrNVhSB0xA1yOJ2NSrr01bPnvWeo0VQggh8iABShlxt5wnp32hX0+o/wqsqgk6kwn+7/+gRg0YOhQuX85xPyGEEMKaJEApI/LKeXLMH7r3gQO/fA2dOkFaGnzzDVSrBiNGwPXrxdNQIYQQIh8kQCkjWlRsQZBH0F1XOwbwc/HjnxA3wr4agzFsKzz+OCQnw5w5UKUKjB0LN3Je30cIIYQoTjJItgwJPRlKz+U9AW09ntwEeQQxp+Nsul/1hPfeg717tQ0eHjBqFIwcqf2/EEIIYSEySPY+lZEbpYJHhTzrXom9Qs+fnyW0Qiz89Rf88gvUqwexsTBpElSuDNOnw61bRd9wIYQQ4g7Sg1IGZeRGuRJ7hZEbRxJxKyLHejp0BHkEcW74OWxtbMFkgp9/hokTtcUJAfz9tR6Wl14CWW5ACCFEIUgPyn3O1saWViGtqOBR4a7BCWiPgS7FXmLHxR1agY0N9O4Nx47BggUQEqINnn3jDaheHb77DlJTi+UahBBC3N8kQCnD7jb1OM96dnZarpRTp+DLLyEwEC5dghdfhNq14aefwCjr+wghhCg6EqCUYXlNPc5wPeF6zgsKOjjAK6/AmTMwcyb4+Wn/P2CANl5l5UoofU8IhRBClAISoJRh+Zl6DDBy48jcFxR0dtZm9Zw9C1OmQLlycOIE9OwJjRvDunUSqAghhLAoCVDKMFsbW+Z0mgOQZ5ByJfYKPZf3zH3VYzc3LVfKuXMwfrz2/uBB6NIFHnsMtm61ZPOFEELcxyRAKePyO/U4I2/KiA0jcn7ck1m5cvD++1qg8tZb4OQEu3ZBmzbQrp02bVkIIYQoBAlQ7mAypVi7CRbXvVZ3zg8/z6yOs3Ktl21WT158feGTT+C//+C118DeHrZsgaZNoWtXOHTIAq0XQghxP5IAJROTKZndu4M5evRprl9fitGYYO0mWYytjS3+rv75qpvf2T9mgYEwdy6cPg0vvAC2tvDbb9CwITz7LJw8eQ8tFkIIcT+TACWTmzfDSE01EBX1CydP9uXPP/UcP96biIhQjMZEazev0PI7q+dExAnCzofl/ajnTpUqablSTpyAvn1Bp4MVK6BOHXj+ea2nRQghhMgHySR7h/j4YxgMSzEYlpKUdPsL1dbWHV/fp9Hr++Dl1Q4bGweLnrc4GE1GQuaEcCX2Sp5r9UD6ej2d5tC9Vvd7O+HRo1pW2lWrtPd2djB4sDbANjj43o4phBCi1CrI97cEKHehlCI+/qA5WElOvmzeZmfnjZ9fd/T6Pnh6tsTGxq5I2lAUCrKgYMbMnxW9Vtx7kAKwf78WlGzYoL3PyK8ydqyWSl8IIcR9QQIUC1PKRGzs7vRg5WdSU6+bt9nb6/HzezY9WGmGTlfyn5qFngxl+IbhXI69nGfdbOv1FMbOnTBuHGzbpr13cYFhw2D0aPD2LtyxhRBClHgSoBQhpYzcvLkNg2EZERErSEu7Yd7m6BiEn18v9Po+uLs3RqfLPfeINWUsKLjl7BY+3PFhnvW3DtxKq5BWhT+xUtpMn/feg717tTIPDxg1SksGJ4s/CiFEmSWLBRYhnc4WL6821Kgxj2bNrlG37jr8/Qdia+tBcvJlLl+eycGDj7BnTzXOnn2X+Pi/KYkxYMaCgrX9auer/pazWwo+aDYnOt3tXClr1kD9+hAbC5MmQeXKMH063LpV+PMIIYQo1aQHxUKMxiSiozdy/foSoqJ+xWS6/SXr4lILvb43fn69cXWtacVWZhd2PozWC1vnq26hB83mxGTSZvpMmKAtTggQEKD1sLz4Ijg6Wu5cQgghrEoe8ViZ0ZhAVNRaDIZlREWtQ6lk8zZX1/ro9X3Q63vj7FzZiq3UFGRmj8UGzeYkLQ0WL9Z6Us6d08oqVtQCl+ef15LACSGEKNUkQClB0tJiiYxcjcGwjOjo31EqzbzN3b0Jen1v9PpeODrmnoq+KBV0Zo/FBs3mJCUF5s+HDz6AK1e0smrVtMClTx8tCZwQQohSSQKUEio1NYqIiFAMhmXcvLkVMKVv0eHp2SL9MVBPHBz0xd62gszsAQsOmr2bpCT4+mtt9eSICK3swQe1NYCeeUYbyyKEEKJUkQClFEhOvkZExAoiIpYRE7Mz0xYbvLzaoNf3wdf3Gezti2/6rdFkZFLYpHzN6nn94dfpUbsHLSq2KJqelAzx8fD559rg2Zs3tbKGDbUelieekEBFCCFKEQlQSpmkpEtERPyMwbCUuLh95nKdzh4vrw7pwcpT2NkV/bUWZNAsFNHA2ZzcvAkzZ8KsWVrQAtC8OXz4IbRqVbTnFkIIYRESoJRiiYn/YTAsx2BYSkLC3+Zync4RH58u6PW98fHpiq2tS5Gcv6Dp8It04GxOIiNh2jT44gtITF8fqW1bLVB59NGiP78QQoh7JgFKGZGQcNKcaj8x8V9zuY2NK76+T6HX98HbuyM2NpadiluQQbNQDANncxIero1PmTcPUlO1sq5dtUc/Dz1UPG0QQghRIBKglDHaukBHMBiWEhGxjKSk8+Zttrae+Pk9g17fh3Ll2mBjY5npuAUdNAvFMHA2JxcuaEHJggVgTE8k9+yzMHky1KpVvG0RQgiRKwlQyjClFHFxezEYlmEwLCMl5ap5m729L76+PdKDlRbodIXrzchIh7/yxErm7pubZ/1xLcYxqdWk4utFyez0aW0q8pIlWjp9Gxvo318rq1Kl+NsjhBAiGwlQ7hNKmYiJ2Znes7KC1NQI8zYHh/LmRQw9PB4t1LpAVs82WxDHjsHEiRAaqr23s4MhQ7RFCoODrdMmIYQQgAQo9yWTKY2bN7diMCwjMnIlaWk3zdscHSumJ4TrjZtbwwIHKyUm22xBHDigBSUbNmjvHRzglVdg7Fjw97deu4QQ4j4mAcp9zmRK4caN34mIWEZk5GqMxnjzNmfnaump9vvg6vpgvo9ZorLNFsTOnVqgsm2b9t7FBYYNg9Gjwbv4cswIIYSQAEVkYjQmcuPGuvR1gX7FZEoyb3NxedC8LpCLS/U8j1Xiss3ml1KwebMWqOzdq5V5eMCoUTBypPb/QgghipwEKCJHaWlxREX9isGwjBs31qNUqnmbm1tD82MgJ6dKdz1Gicw2m19Kwdq1WqDyd3qOGW9vGDMGXnsNXF2t2z4hhCjjJEAReUpNvUlk5Kr0RQw3A0bzNg+Ppuj1ffDzexZHx/LZ9i2x2Wbzy2SCFSu0lZJPndLK/P3hvffgpZfA0bJ5ZYQQQmgK8v1tUxQNuHLlCgMGDMDHxwcXFxceeughDhw4YN6ulGLSpEkEBgbi7OxMq1atOH78eFE0RdyFvX05ypcfTP36G2jWLJwHHviacuVaATpiY3dz5sxwdu+uwOHDrbl6dR4pKZHmfVtUbEGQR5B5QGxersReoefynoSeDC2aiykoGxvo1Uub8bNgAYSEwPXr8MYbUL06fPvt7eRvQgghrMLiAUp0dDTNmzfH3t6e9evXc+LECWbMmEG5cuXMdaZPn87MmTOZO3cu+/btIyAggPbt2xMXF2fp5oh8cHDwIzBwKA89tJWmTS9TrdocPDyaAoqbN8P499+X2bUrgCNHOhEevgCTMY45neYA5CtIyRhUO2LDCIwmYx61i5GdHQwcqPWifPUVBAbCpUtaL0qtWrBo0e3kb0IIIYqVxR/xvPPOO/z555/s2LEjx+1KKQIDAxkxYgRjxowBIDk5GX9/f6ZNm8bQoUPzPIc84ikeSUkX0tcFWkZ8/O0eMJ3OAW/vTlxIrcKIHcv57+bVXI6S1ayOsxj2yLCSMSblTomJWur8KVMgIj2nTO3a8P778MwzWs+LEEKIe2bVMSi1a9emY8eOXL58mW3btlGhQgVeffVVXnzxRQDOnj1L1apVOXjwIA0aNDDv161bN8qVK8fChQuzHTM5OZnk5GTz+9jYWIKDgyVAKUa3bp1Oz167lFu3bj+Os7FxxuT0CLujnZm0dwMppryPVeLGpNwpPh4+/xymT9dWUQZo0EBbkPCJJ6AQSe+EEOJ+ZtUxKGfPnuWrr76ievXqbNy4kZdffpk33niD//u//wPg2rVrAPjfkSzL39/fvO1OU6dOxdPT0/wKloygxc7FpTohIeN45JFjNG58lEqVxuHsXA2TKRFubaOp4wZWNYWxNeFRb7DL5Tu8xI1JuZObm5bQ7dw5GD9ee3/oEHTpAo89Blu3WruFQghR5lm8B8XBwYHGjRuza9cuc9kbb7zBvn372L17N7t27aJ58+ZcvXqV8uVvzxB58cUXuXTpEhsyMn9mIj0oJZO2iOEhDIYlGAzLSU6+aN4Wmwo7ImFrBByKhjs7VkpUMre8REbCtGkwdy4kpeeRadNG61Fp2tS6bRNCiFLEqj0o5cuXp3bt2lnKatWqxcWL2pdXQEAAQLbeEoPBkK1XJYOjoyMeHh5ZXsL6dDod7u4NqVr1Ex599ByxXh+x8jJEJYOHPXQpD5/WgxVNYXg1qOuJeUitQnEp9hKTwiYRdj6sZA2evZOvL3zyCZw9C6+/Dvb28Mcf0KwZdO2q9a4IIYSwKIsHKM2bN+dURm6JdP/++y+VKmnJvypXrkxAQACbNm0yb09JSWHbtm00a9bM0s0RxUSns+Gp+u/SutFKRp6owMgjsOYqxKSClwM8XQE+ewiWPQqvVoWa7tp+H+74kNYLWxMyJ6TkPvLJUL68Njbl9Gl44QWwtYXffoOGDeHZZ+HECWu3UAghygyLP+LZt28fzZo1Y/LkyfTq1Yu9e/fy4osv8s0339C/f38Apk2bxtSpU5k/fz7Vq1dnypQphIWFcerUKdzd3fM8h8ziKdmMJiOf7/2ckRtHYquDhuWgtR5a+IKb3e16VxO1R0BbDXA2AUBn/UUGC+Lff2HyZFiyRMtSq9NB//4waRJUrWrt1gkhRIlj9Uyya9euZezYsZw+fZrKlSszatQo8ywe0MYuTJ48mXnz5hEdHU2TJk344osvqFOnTr6OLwFKyZfTCsj2OnjYG9r4QTNfcM409OTiLS1QOXkrgD9fvlzyx6VkduyYlpV21Srtva0tDBmiDbCVAd1CCGFm9QClqEmAUjrktgKyo40226e1Hpr6gEOmh41xSo+715M0rj4aN9cHirPJhbN/vxaUZAz0dnCAl1/WZgSlj70SQoj7mQQoosTIzwrILrbQzAfa6OFhL7DLFKyk2VWjRqWX8fPrhZNTKemN2LlTW5Bw2zbtvYsLDBsGb78NPj7WbZsQQliRBCiiRDGajOy4uIMtZ7fkuQqyu502VqW1HhqUA9tM+VQ8PR/Dz683fn49cXQs4T0SSsGWLdoChHv3amXu7jBqlPaSz60Q4j4kAYookXIal5IbL3to6QcdyztS0y050xYbypVrlb7icnfs7Utwr4RSsHat9ujnyBGtzNsbRo/Wpiy7ulq3fUIIUYwkQBElVm7jUnIzt8NEnqzgTkTEcuLi9prLdTo7vLw6oNf3wde3G3Z2JfTzYDLBihXaYNqMafj+/vDuuzB0KDg6Wrd9QghRDCRAESVafsal5CRjDZ8nQh7CYFhORMQy4uMPm7frdI74+HRGr++Nj09XbG1LYO9EWhosXqxNRT53TisLDtZ6WAYN0pLACSFEGSUBiijxCjIuJYMuPQ9t5lwpCQn/EBGRsYjhP+a6NjYu+Po+hZ9fb7y9O2Fr62T5iyiMlBSYPx8++ACuXNHKqlbVApe+fbWpykIIUcZIgCJKjYKOSwHwc/FjVsdZVPCoQIuKLbC1sUUpRULCUQyGpRgMy0hKOmuub2vrga/v0+j1ffDyaoeNTQnqpUhKgq+/hilTICJCK6tdG95/H555BmwsnuxZCCGsRgIUUarc67gUuP3YJ3P2WaUUcXH7MRiWERGxjOTk24+S7Oy88fPrgV7fh3LlWqLTlZCeivh4LY3+J59AdLRW1qCB1sPSubOWpVYIIUo5CVBEqXOv41JyeuyTmVImYmJ2YTAsISJiBampBvM2e3t/9Ppn0ev74OHRFJ2uBPRW3LwJM2fCrFla0ALaiskffqitoCyEEKWYBCiiVMq8hk9B6NAR5BHEueHnck2RbzKlEROzDYNhKRERK0lLizZvc3QMRq/vjZ9fb9zdG6Gzdo9FZCRMnw5z50JiolbWpo0WqDRtat22CSHEPZIARZRa9zImJcOsjrMY9siwfK3jYzKlEB29CYNhGZGRqzEa48zbnJyqotf3Qa/vg5tb/taHKjLh4dr4lHnzIDVVK+vcWXv007ChddsmhBAFJAGKKNUsPSYlL0ZjEjdurMdgWEZU1BpMpkTzNheX2uj1vdHr++DiYsV1gS5c0IKSBQvAaNTKevTQBtPWrm29dgkhRAFIgCJKvaIak5KXtLR4oqLWEhGxjKiodSiVYt7m5tbA/BjI2TmkwMe2iNOntanIS5ZoWWp1OujfHyZOhGrVrNMmIYTIJwlQRJmQkSvlSuwVRm4cSeStyEJNRS6otLQYIiNXYzAsIzp6E0qlmbe5uzdJfwz0LI6OFQp87EI7dkwLSkJDtfe2tjBkiLZIYcWKxd8eIYTIBwlQRJlT3I997pSSEklkZCgGw1Ju3gwDcxt0eHq2SF8XqAcODvp7Psc9OXBAy0K7fr323sFBS53/7rsQUMIXVBRC3HckQBFlkrUe+9wpOTmciIgVGAxLiY3dlWmLLV5ebdLXBXoGe3uvQp8r3/78U+s9CQvT3js7w7Bh2qKEPiV4MUUhxH1FAhRRZt3rVGQAb2dvlvdcTquQVvf0yCcnSUkXzesCxcXtN5frdPZ4e3dKXxfoKezs3C1yvlwpBX/8Ae+9B3v2aGXu7jBqFIwcCZ6eRd8GIYTIhQQookwrzFRksMwjn5zcunXGvC5QQsIxc7mNjRM+Pl3R6/vg7d0ZW1tni543G6Xgt9+0HpUjR7Qyb2+tN+X118G1BC6iKIS4L0iAIsq8woxJsfQjn5wkJJzAYNCClcTEf83ltrZu+Ph0Sw9WOmBj41Ak5wfAZIKVK2HCBPgnfSFFf39tfMpLL4FTCVtAUQhR5kmAIu4L9zomJYMlZvrkRSlFfPxh8yKGyckXzNvs7Mrh69sdvb435cq1wcbGzuLnB7S8KT/9BJMnw9n0RRSDg7XBtYMGgX0JWjxRCFGmSYAi7huFmYqcWVE99slMKUVs7J70VPvLSUkJN2+zt/czL2Lo6flY0SximJoKP/ygJXy7ckUrq1pVy6vSt682VVkIIYqQBCjivlSYxz4ZRjw6gm41uhVZj0oGpYzcvLmDiIhl6YsYRpq3OTgE4ueXsYhhE8uvC5SUpKXOnzIFDOmLJ9aurWWl7d5dVk4WQhQZCVDEfauwj30yFEePSgaTKY2bN/9I71kJxWiMMW9zdKxkTrXv5vaQZYOV+HhtMcLp0yE6feHEhg21HpYnnpBARQhhcRKgiPua0WQk7HwYvVb04kbijXs6RnEMpM2JyZTMjRu/YzAsJTLyF0ymBPM2Z+cH0rPX9sbV1YLr79y8CbNmwcyZWtAC0KyZtnJy69aWO48Q4r4nAYoQWOaRT3EMpL0bo/EWUVHr0tcFWovJlGTe5upa1xysODtXtcwJIyO13pS5cyExfcHEtm21HpWmTS1zDiHEfU0CFCHSWeqRDxTvY587paXFERW1BoNhGTdubECpVPM2d/fG6an2e+HkFFz4k4WHa+NT5s3TBtYCdOmiBSoNGhT++EKI+5YEKEJkYqmZPjp0KBSTW02mund1yruXL/ZeFYDU1GgiI1elL2K4BTCat3l4NE8PVnri6FjItXguXNCCkgULtKnKAD17atOVa1vwEZMQ4r4hAYoQd2GJxz6ZWbNXBSAlJSJ9XaBlxMRs5/YihjaUK9cKvb43fn49sLcvxHo8p09rQcnixVqWWhsb6N9fW025qoUeLwkh7gsSoAiRC0s+9rHWYNqcJCdfJSLi5/RFDP8yl+t0dnh5tUtfxPBp7OzucU2e48e1rLShodp7OzsYMkRLqR9sgUdLQogyTwIUIfKQ8djnl39+Yfae2ebHN/eqKBYiLIzExHNERCzHYFhGfPwhc7lO54CPT2f0+j74+HTF1vYe1uU5cEDLQrt+vfbewQFefllLoe/vb6ErEEKURRKgCFEAZWUg7d3cunXKvC7QrVsnzeU2Ni74+DyZvi5QJ2xtC7g2z59/ar0nYWHaexcXGDZMW5TQ29tyFyCEKDMkQBGigMraQNqcKKVISDhmDlaSkv4zb7O19cDX92n0+t54ebXHxiaf6/MoBVu2aIHKnj1amYcHjBoFI0dq/y+EEOkkQBGiEMraQNqcKKWIiztARMSy9EUML5m32dl5p68L1Jty5Vrlb10gpWDtWu3Rz5EjWpm3N4wZA6+9Bq738ChJCFHmSIAiRCFZ8rFPhuJa56eglDIRG7s7fcXln0lNvW7eZm/vj59fz/RFDJuh09nkfjCTCVas0Gb4/POPVubvD++9By+9BI6ORXglQoiSTgIUISwg47FPeFw4p2+cZlLYJKDwvSolsUclg7aI4fb0dYFWkJZ2e6kAR8cg/Px6odf3wd29ce7rAqWladOSJ02Cc+e0suBgrYdl0CCwz+cjJCFEmSIBihBFwFK9KiV5nEpmJlMq0dGbMBiWERm5GqMx1rzNyamKeRFDV9e6dw9WUlJg/nwt4duVK1pZ1apa4NK3L9iWrGsWQhQtCVCEKCKWWIgwJyW5VwXAaEzixo0NGAxLiYr6FZPplnmbi0vN9HWB+uDiUiPnAyQlwddfayn0IyK0stq14f334ZlntORvQogyryDf30X+V2Hq1KnodDpGjBhhLlNKMWnSJAIDA3F2dqZVq1YcP368qJsiRKHZ2tjStkpbvn3yW3Tp/1nC5djL9Fjeg5EbRxJ2PgyjyZj3TsXI1tYJP7+nefDBpTRvbqB27aX4+j6DTufIrVv/cP78JPburcn+/Q24cOFjEhPPZT2AkxOMGAFnz2pBSrlycOKEljq/cWP47TdtoK0QQqQr0h6Uffv20atXLzw8PGjdujWzZ88GYNq0aXz00UcsWLCABx54gA8//JDt27dz6tQp3N3d8zyu9KCIkqAoBtJmKOk9KhnS0mKJjFydvi7Q7yiVZt7m7t4k/TFQLxwdK2Td8eZNmDkTZs2C+HitrGlT+PBDaNOm+C5ACFGsSsQjnvj4eBo2bMiXX37Jhx9+yEMPPcTs2bNRShEYGMiIESMYM2YMAMnJyfj7+zNt2jSGDh2a57ElQBElRVENpC0t41QyS02NIiJiFQbDUm7e3AqY0rfo8PRskb4uUE8cHPS3d4qMhOnTYe5cSEzUytq00QKVpk2L+xKEEEWsRAQoAwcOxNvbm1mzZtGqVStzgHL27FmqVq3KwYMHaZBp6fZu3bpRrlw5Fi5cmO1YycnJJCcnm9/HxsYSHBwsAYoocaRXRZOScj19EcOlxMTszLTFBi+vNunrAj2DvX16xtnwcPjoI/jmG0hN1co6d9YClUx/J4QQpZvVx6AsXbqUgwcPMnXq1Gzbrl27BoD/HWt2+Pv7m7fdaerUqXh6eppfwbIwmSihutfqzvnh59k6cCsjmowAuG/GqWTm4OBPhQqv0aDBDh599CJVq87A3f1hwER09GZOnfofu3YF8PffXbl2bRFpfm5aL8rp0/DCC9rsnnXroGFDbZyKjFET4r5j8QDl0qVLDB8+nEWLFuHkdPe1Pe6clqiUuutUxbFjxxITE2N+Xbp0Kcd6QpQEtja2tAppxaxOs1jZayUVPCrkvVMBzP5rNq0XtiZkTgihJ0Mteuyi4OQUTHDwKBo12kuTJmeoXHkKrq71UCqVGzd+459/nmPXLj3HjvXE4LwX47zP4ORJ6N8fdDpYuRLq1oXnnoMzZ6x9OUKIYmLxRzyrV6/mmWeewTZTfgOj0YhOp8PGxoZTp05RrVq1Aj3iuZOMQRGliYxTyVlCwsn0dYGWkJj4r7ncxsYVX9+ntEUMw4OwmfQRhKYHYra2MGSItvZPxYrWabgQ4p5ZdQxKXFwcFy5cyFI2ePBgatasyZgxY3jwwQcJDAxk5MiRjB49GoCUlBT0er0MkhX3BRmnkpVSivj4wxgMy4iIWEZS0nnzNltbT/z8uqOPaUi5D9Zi89tGbYODAwwdCu++CwEB1mm4EKLASsQg2cwyD5IFbZrx1KlTmT9/PtWrV2fKlCmEhYXJNGNx38joVfnln1+YvWe2uTeksEp7r4q2iOHe9HWBlpOSctW8zd7eF19jc/Q/nKfcj0fQmQBnZxg2DEaPBh8f6zVcCJEvJT5AUUoxefJk5s2bR3R0NE2aNOGLL76gTp06+TqeBCiiLCnKHhUonb0qoC1iGBOz07wuUGpqhHmbg/LBb5cd+sXX8TgBOnd3GDUKRo4ET08rtloIkZsSF6BYmgQooqwpqnEqmZXU1ZTzw2RK4+bNrRgMS4mMDCUt7aZ5m+MNe/S/p6LfCm6RXuhGj4HXXwdXV+s1WAiRIwlQhCjlinqcyswOM/Fz9SM8LrzUPQYymVK4ceP39HWBfsFojDdvc74M+j9A/7cPrs9PgJde0tLsCyFKBAlQhCgDimqcSk5K62MgozGRGzfWpwcrazGZEs3bXM6B/oAH+kZv4TLgHbC3t2JLhRAgAYoQZU5Rj1PJUJofA6WlxRMVtQbD9SXciFqP0t1OZOd23gF9uWfQt5+Ck2sVK7ZSiPubBChClEHFMU4lQ2l/DJSaepPI8J8xHJ5JtOs/kKnZHqk10Nd8BT99Lxwdy1uvkULchyRAEeI+UFy9KhlK62OglOhzRK4ahSFhLTcfTLudP1vpKOfVCr2+N76+PXBw8LVmM4W4L0iAIsR9ojh7VTKU2sdAN2+S/MX7RBz/AkOzFGKzZDWwxcurXfoihk9jb1/OSo0UomyTAEWI+1Rx9qqU2sdAkZEwfTpJyz/D8GgyhjYQ/8DtzTqdA97endDr++Dj8yR2dm7Wa6sQZYwEKELcx4pz9s+dStVjoPBwmDIF5s3jlj4VQ2swdHPjlu/tacs2Ns74+HTV1gXyfgJbW2crNliI0k8CFCEEUPzjVDKUqsdAFy7Ahx/C/PlgNBIfAoZXaxLx6C0SjRfN1Wxt3fH17YZe3wcvr/bY2DhYr81ClFISoAghzDKPUynvXp7IhEhG/j5SHgPd6fRpmDwZFi8GpVA6iB/WCcNzQRhSN5KcfMlc1c7OC1/f7uj1fShXrhU2NnZWbLgQpYcEKEKIXFn7MVCJDlqOHYOJEyE0VHtva4saPIjYtztj0G0jImI5KSnXzNXt7fX4+fVEr++Dp2dzdDqbuxxYCCEBihAi36z1GCizCu4VeKnRSyVrBeYDB2D8eFi/Xnvv4ABDh6LGjuGm078YDMuIiFhBWlqUeRcHhwro9b3Q6/vg7v4wOp3OSo0XomSSAEUIUSDWfAyUkxI12PbPP2HcOAgL0947O8OwYTB6NCYvD6KjtxARsYyIiFCMxljzbk5OldHre6PX98HVtZ4EK0IgAYoQwgKs+Rgo41yTW00uGb0qSsEff8B778GePVqZuzuMGgUjR4KnJyZTMjdubExfcfkXTKZb5t2dnWug1/dBr++Nq2st61yDECWABChCCIuSx0DplILfftN6VI4c0cq8vGD0aK1XxdUVAKMxgaio3zAYlhEV9RtKJZsP4epaL71npTfOzlWLt/1CWJkEKEIIiyuJj4GsNtjWZIKVK2HCBPjnH61Mr4d334WhQ8HJyVw1LS2WyMhfMBiWER29EaXSzNvc3R9Gr++Nn18vnJyCi77dQliZBChCiGJhzcdAOSn2XhajUZuWPGkSnD2rlQUFaYNrBw8Ge/ss1VNTbxAREUpExDKio/8ATOZtHh7N0x8DPYuDg3/RtVkIK5IARQhR7ErCY6A7Fdtg29RULdHbBx/A5fTrr1JFC1z69QPb7EFSSsp1IiJWYjAsJSZmR6YtNpQr1zq9Z6U79vY+Rdt2IYqRBChCCKsoaY+BdGgzZ1b0WmEOUu5so0V7WZKS4Jtv4KOPwGDQymrVgvffh+7dwSbnHClJSZeJiFiOwbCMuLi9t9uvs8PLq0P6istPY2cnf+9E6SYBihCixLB20KJDR5BHEOeGn+OXU79k6+Upkl6WhASYOxemTYPoaK2sQQOth6VzZ8hlynFi4lkMhuUYDEtJSDhy+zp0jvj4dE5fxLALtraulmuvEMVEAhQhRImWOWg5feM03x74lstxRRuwTG41mUlhk7KNkcmpl+XONt5zT0tMDMyaBTNnQlycVta0qbb2T5s2ee6ekPAPERHLuH59CYmJp8zlNjYu+Po+lb6IYSdsbBwL1i4hrEQCFCFEqXJnwDIpbBKARQfcejt7cyPxRo7bMvey2NrY5jieplA9LVFRMH06fP45JCZqZW3aaIFK06Z57q6UIiHhbwyGpRgMy0hKOmfeZmvrga/vM+j1vfHyaoeNjX0uRxLCuiRAEUKUatYacLt14FZuJN6g5/Ke+eppKXAvy7VrMGUKzJsHKSlaWefOWqDSoEG+2qiUIi5uHwbDMgyGZaSkXDFvs7Pzxs+vR/oihi3R6UrI+kZCpJMARQhR6lnqMZAOHV7OXnftPcls0TOLeGfLO3cNjCw2nuXiRS0o+eEHbaoyQI8e2mDa2rXzfW1KmYiJ+TN9XaCfSU01mLc5OATg5/csen1vPDyayiKGokSQAEUIUebcy2DbjF6PSa0mMTFsYp7nmNVxFiM3jsyzXkHGs+Tay3LmDEyeDD/9pGWp1emgf39tNeVq1fJsR2YmUxoxMdu4fn0JkZGhpKVFm7c5OganT1vujbt7I1kXSFiNBChCiPtCXr0swR7BzO40m241uhEyJ4QrsVdyHNeS0TMyte1UBqwakOd58zueJd+9LMePa0HJypXae1tbGDJES6lfsWI+78ZtJlMK0dGb09cFWo3RGGfe5uRUNT0hXB/c3OoU+NhCFIYEKEKI+1JuvRWhJ0PpubwnkHXwbeZeD29nb1ovbG2RttxLL0vSnl08PG8NPlvTFyR0cNBS57/7LgQE3FM7jMYkbtxYj8GwlKioXzGZEs3bXFxqmxcxdHF54J6OL0RBSIAihBA5yGnwbUYvS/da3TGajHn2tOR3PEthelm6RfnxzV5/9HuOaQXOztpihKNHg8+9Z5ZNS4snKmotBsNSbtxYj1Ip5m1ubg3Q6/vg59cLZ+eQez6HELmRAEUIIe4ir5k3efW05Hc8S37k1cuyreJEWnyzAf76C4A0NxdODujEzVcG06zOE4XKgJuWFkNk5Or0YGUTYDRv8/B4FD+/3uj1z+LoWOGezyHEnSRAEUKIQsitpyU/41ks2svyxln2fDsRjw8/oc6VVACinGFeGw8enPwV3Rr1M+9zr8nlUlIiiYwMxWBYys2bYWC+Lh2eno+nD7DtiYODX57HEiI3EqAIIUQhFWY8S1H0smBSdD8J72+F2pHatmuucP2NIdSf8AWh59ZZJLlccnI4ERErMBiWEhu7K9MWW7y82qavC/QM9vZeFrk+cX+RAEUIIYqYtXpZbEzQ7yhMCoOq6TOJb/n7MPLhKH5oAGmZOkwKm1wuKemieV2g+PgDt4+rs8fbu1P6ukBPYmfnnud1CAESoAghRLGwZi+LnREGH4Lx2yE4Viv7zwsmtYLFdcFkc/t8BZ32nNN1JSedIyJiWfoihsfMdW1snPDx6YqfX+/0RQyd7/maRNknAYoQQpQAxdHL4pgKQw/AuzvAP0ErO+ELE1pDaC1Q6YFKfqc952cdooSE41y7voRLVxdC2u16trZu+Ph0Q6/vjbd3B1nEUGQjAYoQQpQQxdXL4pICw/bA6D/BO0krOxgA49vAuurg7ZL3gNyZHWbSa0WvAgUx1d2gtR+087fFz/H2TCA7u3L4+nZHr+9NuXJtsLGxy9d1iLJNAhQhhCglCtvL4uviS8StCHOZRxKM3A2jdoNHepqTXUEwrg1srZJ7W/xc/LIc685z5R7EQC13mPFYFzzSDpKSEm7eZtR5YOvWirqVh+Pt1UrWBbqPSYAihBClSGF6WZb1XMao30dlC2J8EuDtXVqvikuaVvZHiBao7C549nyz/AQxZ984w7pj09j37zQaeSZQzuF2HZONNxUDn8fPrzceHk3Q6XT3PD1alD5WDVCmTp1KaGgo//zzD87OzjRr1oxp06ZRo0YNcx2lFJMnT+abb74hOjqaJk2a8MUXX/Dggw/m6xwSoAgh7id5ZcDNLYgJiFOsOteEh37ZQ8YTmN+qw/jWcCiwaNqbebyLDdDIS3sM1MIP3DI96XFyCiHa5iE+OriLP6/fXok5vwN3JYgpfawaoHTq1Ik+ffrw8MMPk5aWxnvvvcfRo0c5ceIErq6uAEybNo2PPvqIBQsW8MADD/Dhhx+yfft2Tp06hbt73tPVJEARQtxv8pMBN7dHRc0mBfHib9cYdAjs0v/qr6ylDaY9qc/+qKgw7paAzl4HD3tDl0AXHvPVYTIlmLddvAVbDbA1Ai7eKvjA3fzcI2F9JeoRT0REBHq9nm3btvH444+jlCIwMJARI0YwZswYAJKTk/H392fatGkMHTo0z2NKgCKEENnl51FR1SjFxDAtl4oNYEKbluw97TOG/jO9QONdCmNz/7V8seN56rvd4FFvcMwUR/wXD2ERcPJWAO+0+rzAA3cz3EuiOlG0SlSAcubMGapXr87Ro0epU6cOZ8+epWrVqhw8eJAGDRqY63Xr1o1y5cqxcOHCbMdITk4mOTnZ/D42Npbg4GAJUIQQogAyf4nXNsDkrdDzZPpGW1vOPdOaVkGbuVROV6DxLpnr5TcB3bgW4/hwx4cAONtCcx9o5QePeIN9pjG0ZxLs2HQtjbAIMCRnPUZBZx+B9LJYW0EClCKd96WUYtSoUTz22GPUqVMHgGvXrgHg7++fpa6/vz8XLlzI8ThTp05l8uTJRdlUIYQo87rX6k63Gt3MX9C+b5fHGOGC7aTJsG4dlVds5qy9Hf/XxJF3myRwLf2Je5BHkHm8i62NLT2X90RHzkHM8CbDC5yALtEImw3ay80OWvhqY1YaekE11zSqVYVXqsKxGPjDoPWuRKdq420uxV7i1XWv5hgwKRQ6dIzYMIJuNboVKlGdBDHFr0h7UF577TV+++03du7cSVBQEAC7du2iefPmXL16lfLly5vrvvjii1y6dIkNGzZkO470oAghRBH7808YNw7CwgAwOjnyb5/2RL3xP5rW71qg8S55TY0O8ghifrf5tPuxXa5NKmcPj/tCGz3U9QQbLQbCqODITW28yvYIiE3L+/IsmagOJIi5VyXiEc+wYcNYvXo127dvp3Llyubye3nEcycZgyKEEEXkjz/gvffgr7+09+7uMHIkjBoFnp7maoWZGr2i14oC53jxddAeAbXWQ+1Mf/bTTLA/WutV2RkJCcZshwLyt3L0vSSqyyBBTP5YNUBRSjFs2DBWrVpFWFgY1atXz7Y9MDCQkSNHMnr0aABSUlLQ6/UySFYIIUoCpeC332D8eDh8WCvz8oLRo2HYMEifkZmbvKZGZ9S5lxwvAU5asNLGD6pnmviZYoI9N7TZQLujIMlUsMsuXKI6CWLyw6oByquvvsrixYv55ZdfsuQ+8fT0xNlZW0Rq2rRpTJ06lfnz51O9enWmTJlCWFiYTDMWQoiSxGSC0FCYMAFOpo+m1evh3Xdh6FBwcsp19/x8+RYmxwvAiqdnsfXEBBp5xBKSKW5KNGpBSpgB/k304vqt6MLcCTMJYgrHqgGKTqfLsXz+/PkMGjQIuJ2obd68eVkStWUMpM2LBChCCFGMjEZYvBgmTYKzZ7WyChW0HpYhQ8DevnCHL0SOl9tBTA8qu2qDa1vroUKmRZXTcOSPa8n8EQEHoiGtiPOnWyOIgfwFMtYOdkrEGJSiJAGKEEJYQWoqzJ8PH3wAl9O/MKtUgYkToX9/sC26L7qCBjEPuEG3IHc6lnfE1hRprheTCjsitcdAh29qeWAsneMlPywZxEDOQdydgUxJ6LGRAEUIIUTRSUqCb76Bjz4CQ3qK+po14f33oUcPsLHOYoA5fbHa6HTExu5m9z8fcStmPd6Z1gW6kaLNAvrDAOPbL2XUpreKLVFdfuQniDk3/By/nPqFnst75hrIAHnWKY6EdxKgCCGEKHoJCTB3LkybBtHpYzweekjrYenSBe7yyN9aQk/8zLw/X6WuWyQtfMEz05MpR8cgbto2YNTOXzkVR5av8YIkqivuIGbzc5sZ9MugLAHFnW2q4F4BgMtxd69T0B6beyUBihBCiOITEwOzZsHMmRAXp5U9+ih8+CG0aVOiAhVzL0vsJcrbXUXPcaKiVmM0xpnrXE+2ZfN1I1sN8F9CwQbtFncQkzkjb2Hlt8emMI97CvL9bZ1+OCGEEGWHp6c2gPbcOW0qsrOzlkelXTstQPnzT2u30MzWxpZWIa3oW+85WtUeQ+3a/0ezZgYefHAVfn69sbFxwd/RSP+K8F1j2NquImFPD6ZjxdqAlo13Ra8VVPCokOW4QR5BrOi1gmcffJY5neYAt4OWDBnvv+j8BUEeQdm2Z67n5+Jn6UvPU25BU0bW3h0XdxRbe6QHRQghhGVduwZTpsC8eZCSopU98YT26KdRI+u2LQ9GYwJRUWsxGJYSFbUepW5nMXd1rY9e3we9vjcOjhUtMPOocD0x+c3Ia0mLuy+mb92+97y/POIRQghhfRcvao95fvhBm6oM0L07TJ4M+UwrYU1pabFERv6CwbCU6OjfUep2Tn1390fSg5VeODpWyHF/y0yfLnxG3owxKFfiCv/YaevArbQKaZVnvbuRAEUIIUTJceaMFpT89JOWpVang759tcdCd2QbL6lSU6OIiFiFwbCUmze3ok1QBtDh6fkYen0f/Px64uCgL9BxCxvEZNTJK5ABLNJjU5xjUCRAEUIIUTyOH9dypqxcqb23tYVBg7RMtRUrWrVpBZGScp2IiBUYDEuJidmZaYsNXl5t0Ov74Ov7DPb23hY5nyUy8uanTn4CHZnFkwcJUIQQohQ7eFDLQrtunfbewQFeeklLoZ9plfvSICnpEhERP2MwLCUubp+5XKezx8urQ3qw8hR2dkX/XWWJTLL5CXQKQwIUIYQQJd+uXTBuHGzdqr13dobXX9dmAvn6Wrdt9yAx8T8MhuUYDEtJSPjbXK7TOeLj0wW9vg8+Pl2wtXWxYivzJplkC0ECFCGEKEP++APee0+bmgzg7g4jR8KoUdoU5lIoIeEkBsMyDIYlJCb+ay63sXHF1/cp9Po+eHt3xMbG0YqtLH4SoAghhChdlNIe+YwbB4cPa2VeXvD22/DGG+DqmuvuJZVSivj4IxgMS4mIWEZS0nnzNltbT/z8nkGv70O5cm2wsSncooulgQQoQgghSieTCVat0saonDyplen1MHYsvPwyODlZt32FoJQiLm5ves/KMlJSrpq32dv74uvbIz1YaYFOV3wrDBcnCVCEEEKUbkYjLFmizfo5e1Yrq1BBC1wGD9YG1pZiSpmIidmJwbCMiIifSU29nYPEwaE8fn7Potf3wcPjUXQlaKmAwpIARQghRNmQmgoLFmgrJV9On1lSubKWQ6V/f22qcilnMqVx8+ZWDIZlREauJC3tpnmbo2NF9Pre6PW9cXNrWOqDFQlQhBBClC1JSfDNN1oK/evXtbKaNbXApUcPsCkbS8uZTClER2/CYFhKZORqjMZ48zZn52rp2Wv74Or6oBVbee8kQBFCCFE2JSTA3LkwbRpER2tlDz2krfPTpUuJWjm5sIzGRG7cWIfBsIyoqF8xmZLM21xcHjSvC+TiUjqy8YIEKEIIIcq6mBiYPRtmzIC4OK3s0Ue1tX/atrVq04pCWlocUVG/YjAs48aN9SiVat7m5tbQvC6Qk1MlK7YybxKgCCGEuD9ERcEnn8Bnn0FiolbWqhV89BE0a2bVphWV1NRoIiNXYzAsIzp6M2A0b/PwaJq+LtCzODqWvKy8EqAIIYS4v1y7BlOnwtdfQ0qKVvbEE1qPSsOG1m1bEUpJiSAyMjR9EcNtYF5DR0e5ci3TU+33wMGhZGTmlQBFCCHE/enSJS0o+eEHSEvTyrp31wbTPlg6B5bmV3Ly1fR1gZYRG7s70xZbvLzapQcrT2NvX85aTZQARQghxH3uv/9g8mRYtEjLUqvTQb9+2vTkatWs3boil5R0wbwuUHz8QXO5TueAt3en9HWBnsTOzq1Y2yUBihBCCAFw4oSW7G3FCu29ra2W6G38eKhY0bptKya3bp02rwt069YJc7mNjTM+Pl3T1wV6Altb5yJviwQoQgghRGaHDmlByW+/ae8dHOCll+Ddd6F8yRtMWlTi44+Z1wVKTDxjLre1dcPX92n0+j54ebXHxqZoMvVKgCKEEELkZPdubUHCP/7Q3js7w+uvw5gx4ONj3bYVI20Rw4PpPStLSU6+ZN5mZ+eFr2/39GCltUXXBZIARQghhMjN1q3w3ntawALg7g4jR8KoUeDpad22FTOlTMTG/pXes/IzKSnXAG0Bw6ZNr1p0lWUJUIQQQoi8KAXr12s9KocOaWVeXjB6NAwbBq6u1m2fFShl5ObN7RgMS7G396FKlSkWPb4EKEIIIUR+KQWrVmljVE6kDyLV62HsWHj5ZXBysm77ypCCfH+XjdWVhBBCiHul02m5Uv7+W5uWXLUqGAzaI59q1WDePG1VZVGsJEARQgghQJuC3L8/nDyprZwcHAxXrmi9KDVrwv/9HxiNeR9HWIQEKEIIIURm9vbw4ovw77/aGj/+/nD2LAwcCHXqwM8/g8lk7VaWeRKgCCGEEDlxctIGy/73H0ybBt7e8M8/0KsXNGoEa9dq41dEkZAARQghhMiNq6s2s+fsWS1Vvrs7HD4MTz4JTZvC5s0SqBQBCVCEEEKI/PD01NLmnzunJXZzdoY9e6B9e2jTBv7809otLFMkQBFCCCEKwscHPv5Y61F54w0tbX5YGDz2GHTuDAcOWLuFZYIEKEIIIcS9CAiAOXPgzBltUK2trZb4rXFj6NEDjh2zdgtLNQlQhBBCiMIIDtamJf/zDwwYoOVVCQ2FevW0acunT1u7haWSVQOUL7/8ksqVK+Pk5ESjRo3YsWOHNZsjhBBC3Ltq1eDHH7Wek549tYGzixdDrVrwv//BxYvWbmGpYrUAZdmyZYwYMYL33nuPQ4cO0aJFC5544gkuyg9QCCFEaVa7tpYr5cABbUyK0Qjffw/Vq2vTlsPDrd3CUsFqa/E0adKEhg0b8tVXX5nLatWqxdNPP83UqVNz3VfW4hFCCFFq7NqlrfPzxx/ae2dneP11beqyr69121bMSvxaPCkpKRw4cIAOHTpkKe/QoQO7du3KVj85OZnY2NgsLyGEEKJUaNYMtmzRXk2bQmIifPIJVK4MEybAzZvWbmGJZJUAJTIyEqPRiL+/f5Zyf39/rl27lq3+1KlT8fT0NL+Cg4OLq6lCCCGEZWTkSvntN2jQAOLj4YMPoEoVmDpVey/MrDpIVqfTZXmvlMpWBjB27FhiYmLMr0uXLhVXE4UQQgjL0em0cSn798OKFdp4lehoePddbRXl2bMhKcnarSwRrBKg+Pr6Ymtrm623xGAwZOtVAXB0dMTDwyPLSwghhCi1bGy0XCl//63N/KlaFQwGGDlSmw309deQkmLtVlqVVQIUBwcHGjVqxKZNm7KUb9q0iWbNmlmjSUIIIUTxs7XVcqecPKnlUgkKgitX4JVXoGZNWLhQmwV0H7LaI55Ro0bx3Xff8cMPP3Dy5ElGjhzJxYsXefnll63VJCGEEMI67O21bLSnT8Nnn4G/v7bmz6BBUKcOLF8OJpO1W1msrBag9O7dm9mzZ/P+++/z0EMPsX37dtatW0elSpWs1SQhhBDCupyctFwp//0H06aBt7eWobZ3b2jYEH799b5ZOdlqeVAKQ/KgCCGEuC/ExGgDZ2fMgLg4raxJE/jwQ2jbVht0W4qU+DwoQgghhMgHT0+YOFF73DNmjJbkbc8eaN8eWreGnTut3cIiIwGKEEIIUdL5+MDHH8PZs/DGG+DgANu2QYsW8MQT2rTlMkYCFCGEEKK0CAiAOXPgzBl46SWws4MNG+Dhh6F7d22hwjJCAhQhhBCitAkOhnnztAG0zz2njUVZtQrq1YN+/bTZQKWcBChCCCFEaVW1Kvzf/2k9Jz17ajN8liyBWrXghRfgwgVrt/CeSYAihBBClHa1a8PPP8PBg9Cli5bc7YcfoHp1beXkq1et3cICkwBFCCGEKCsaNIC1a2HXLm0acmoqfPGF1tPy9tsQGWntFuabBChCCCFEWdO0KWzeDH/8of1/UhJ8+ilUrgzjx8PNm9ZuYZ4kQBFCCCHKqtat4c8/4bfftN6V+HgtyVvlyjBliva+hJIARQghhCjLdDro3BkOHICVK7XxKjdvwnvvQZUqMGuW1sNSwkiAIoQQQtwPdDotV8rff8OiRdq4lIgIGDUKqlWDr7+GlBRrt9JMAhQhhBDifmJrC/37w8mT8O23Wk6VK1fglVegZk1YuFCbBWRlEqAIIYQQ9yN7e/jf/7Skbp99Bv7+2po/gwZBnTqwfDmYTFZrngQoQgghxP3M0RGGDdPW+Zk2Dby9tQy1r70Gt25ZrVl2VjuzEEIIIUoOFxcYPRpefhlmzwa9HtzcrNYcCVCEEEIIcZuHB0yYYO1WyCMeIYQQQpQ8EqAIIYQQosSRAEUIIYQQJY4EKEIIIYQocSRAEUIIIUSJIwGKEEIIIUocCVCEEEIIUeJIgCKEEEKIEkcCFCGEEEKUOBKgCCGEEKLEkQBFCCGEECWOBChCCCGEKHEkQBFCCCFEiVMqVzNWSgEQGxtr5ZYIIYQQIr8yvrczvsdzUyoDlLi4OACCg4Ot3BIhhBBCFFRcXByenp651tGp/IQxJYzJZOLq1au4u7uj0+ms3Zx8i42NJTg4mEuXLuHh4WHt5pRpcq+Lj9zr4iP3uvjIvS4aSini4uIIDAzExib3USalsgfFxsaGoKAgazfjnnl4eMgHvpjIvS4+cq+Lj9zr4iP32vLy6jnJIINkhRBCCFHiSIAihBBCiBJHApRi5OjoyMSJE3F0dLR2U8o8udfFR+518ZF7XXzkXltfqRwkK4QQQoiyTXpQhBBCCFHiSIAihBBCiBJHAhQhhBBClDgSoAghhBCixJEARQghhBAljgQoBTB16lQefvhh3N3d0ev1PP3005w6dSpLHaUUkyZNIjAwEGdnZ1q1asXx48ez1ElOTmbYsGH4+vri6urKU089xeXLl7PUiY6O5rnnnsPT0xNPT0+ee+45bt68WdSXWGJNnToVnU7HiBEjzGVyry3nypUrDBgwAB8fH1xcXHjooYc4cOCAebvca8tIS0tj3LhxVK5cGWdnZ6pUqcL777+PyWQy15F7fW+2b9/Ok08+SWBgIDqdjtWrV2fZXpz39eLFizz55JO4urri6+vLG2+8QUpKSlFcdtmmRL517NhRzZ8/Xx07dkwdPnxYdenSRVWsWFHFx8eb63z88cfK3d1drVy5Uh09elT17t1blS9fXsXGxprrvPzyy6pChQpq06ZN6uDBg6p169aqfv36Ki0tzVynU6dOqk6dOmrXrl1q165dqk6dOqpr167Fer0lxd69e1VISIiqV6+eGj58uLlc7rVl3LhxQ1WqVEkNGjRI7dmzR507d05t3rxZnTlzxlxH7rVlfPjhh8rHx0etXbtWnTt3Tv3888/Kzc1NzZ4921xH7vW9WbdunXrvvffUypUrFaBWrVqVZXtx3de0tDRVp04d1bp1a3Xw4EG1adMmFRgYqF5//fUivwdljQQohWAwGBSgtm3bppRSymQyqYCAAPXxxx+b6yQlJSlPT0/19ddfK6WUunnzprK3t1dLly4117ly5YqysbFRGzZsUEopdeLECQWov/76y1xn9+7dClD//PNPcVxaiREXF6eqV6+uNm3apFq2bGkOUOReW86YMWPUY489dtftcq8tp0uXLmrIkCFZyrp3764GDBiglJJ7bSl3BijFeV/XrVunbGxs1JUrV8x1lixZohwdHVVMTEyRXG9ZJY94CiEmJgYAb29vAM6dO8e1a9fo0KGDuY6joyMtW7Zk165dABw4cIDU1NQsdQIDA6lTp465zu7du/H09KRJkybmOo8++iienp7mOveL1157jS5dutCuXbss5XKvLWfNmjU0btyYZ599Fr1eT4MGDfj222/N2+VeW85jjz3Gli1b+PfffwE4cuQIO3fupHPnzoDc66JSnPd19+7d1KlTh8DAQHOdjh07kpycnOWxqchbqVzNuCRQSjFq1Cgee+wx6tSpA8C1a9cA8Pf3z1LX39+fCxcumOs4ODjg5eWVrU7G/teuXUOv12c7p16vN9e5HyxdupSDBw+yb9++bNvkXlvO2bNn+eqrrxg1ahTvvvsue/fu5Y033sDR0ZHnn39e7rUFjRkzhpiYGGrWrImtrS1Go5GPPvqIvn37AvK5LirFeV+vXbuW7TxeXl44ODjcl/e+MCRAuUevv/46f//9Nzt37sy2TafTZXmvlMpWdqc76+RUPz/HKSsuXbrE8OHD+f3333FycrprPbnXhWcymWjcuDFTpkwBoEGDBhw/fpyvvvqK559/3lxP7nXhLVu2jEWLFrF48WIefPBBDh8+zIgRIwgMDGTgwIHmenKvi0Zx3Ve595Yhj3juwbBhw1izZg1bt24lKCjIXB4QEACQLUo2GAzmiDogIICUlBSio6NzrXP9+vVs542IiMgWmZdVBw4cwGAw0KhRI+zs7LCzs2Pbtm189tln2NnZme+D3OvCK1++PLVr185SVqtWLS5evAjI59qS3n77bd555x369OlD3bp1ee655xg5ciRTp04F5F4XleK8rwEBAdnOEx0dTWpq6n157wtDApQCUErx+uuvExoayh9//EHlypWzbK9cuTIBAQFs2rTJXJaSksK2bdto1qwZAI0aNcLe3j5LnfDwcI4dO2au07RpU2JiYti7d6+5zp49e4iJiTHXKevatm3L0aNHOXz4sPnVuHFj+vfvz+HDh6lSpYrcawtp3rx5tuny//77L5UqVQLkc21Jt27dwsYm659dW1tb8zRjuddFozjva9OmTTl27Bjh4eHmOr///juOjo40atSoSK+zzCnuUbml2SuvvKI8PT1VWFiYCg8PN79u3bplrvPxxx8rT09PFRoaqo4ePar69u2b41S2oKAgtXnzZnXw4EHVpk2bHKey1atXT+3evVvt3r1b1a1bt0xPEcyPzLN4lJJ7bSl79+5VdnZ26qOPPlKnT59WP/30k3JxcVGLFi0y15F7bRkDBw5UFSpUME8zDg0NVb6+vmr06NHmOnKv701cXJw6dOiQOnTokALUzJkz1aFDh9SFCxeUUsV3XzOmGbdt21YdPHhQbd68WQUFBck043sgAUoBADm+5s+fb65jMpnUxIkTVUBAgHJ0dFSPP/64Onr0aJbjJCYmqtdff115e3srZ2dn1bVrV3Xx4sUsdaKiolT//v2Vu7u7cnd3V/3791fR0dHFcJUl150Bitxry/n1119VnTp1lKOjo6pZs6b65ptvsmyXe20ZsbGxavjw4apixYrKyclJValSRb333nsqOTnZXEfu9b3ZunVrjn+fBw4cqJQq3vt64cIF1aVLF+Xs7Ky8vb3V66+/rpKSkory8ssknVJKWafvRgghhBAiZzIGRQghhBAljgQoQgghhChxJEARQgghRIkjAYoQQgghShwJUIQQQghR4kiAIoQQQogSRwIUIYQQQpQ4EqAIIYQQosSRAEUIIYQQJY4EKEIIIYQocSRAEUIIIUSJ8//fC3gOYxs1GgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(x3,y3,'go')\n",
+    "plt.plot(x3,model3.coef_[0]*x3+model3.intercept_,'r-')\n",
+    "plt.plot(x3,m3*x3+c3,'y-')\n",
+    "plt.legend(['Data','Sklearn implementation','Scratch Implementation'])\n",
+    "plt.title(\"Graph showing given data and obtained lines\")\n",
+    "plt.show()\n",
+    "plt.bar(np.array([\"Sklearn Implementation\",\"Scratch Implementation\"]), np.array([r2_score(y3,model3.coef_[0]*x3+model3.intercept_),r2_score(y3,m3*x3+c3) ]))\n",
+    "plt.title(\"Bar Graph comparing r2 scores of both implementations\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "10ed33b0",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/210637_Mudit_Bhanwar/Assignment_3/superheated_vapor_properties.csv b/210637_Mudit_Bhanwar/Assignment_3/superheated_vapor_properties.csv
new file mode 100644
index 0000000..6d62e4b
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_3/superheated_vapor_properties.csv
@@ -0,0 +1,545 @@
+Pressure,Property,Liq_Sat,Vap_Sat,75,100,125,150,175,200,220,225,240,250,260,275,280,290,300,320,325,340,350,360,375,380,400,425,450,475,500,525,550,575,600,625,650
+1,V,1,129200,160640,172180,183720,195270,206810,218350,,229890,,241430,,,,,264500,,,,287580,,,,310660,,333730,,356810,,379880,,402960,,426040
+1,U,29.334,2385.2,2480.8,2516.4,2552.3,2588.5,2624.9,2661.7,,2698.8,,2736.3,,,,,2812.3,,,,2889.9,,,,2969.1,,3049.9,,3132.4,,3216.7,,3302.6,,3390.3
+1,H,29.335,2514.4,2641.5,2688.6,2736,2783.7,2831.7,2880.1,,2928.7,,2977.7,,,,,3076.8,,,,3177.5,,,,3279.7,,3383.6,,3489.2,,3596.5,,3705.6,,3816.4
+1,S,0.106,8.9767,9.3828,9.5136,9.6365,9.7527,9.8629,9.9679,,10.0681,,10.1641,,,,,10.345,,,,10.5133,,,,10.6711,,10.82,,10.9612,,11.0957,,11.2243,,11.3476
+10,V,1.01,14670,16030,17190,18350,19510,20660,21820,,22980,,24130,,,,,26440,,,,28750,,,,31060,,33370,,35670,,37980,,40290,,42600
+10,U,191.822,2438,2479.7,2515.6,2551.6,2588,2624.5,2661.4,,2698.6,,2736.1,,,,,2812.2,,,,2889.8,,,,2969,,3049.8,,3132.3,,3216.6,,3302.6,,3390.3
+10,H,191.832,2584.8,2640,2687.5,2735.2,2783.1,2831.2,2879.6,,2928.4,,2977.4,,,,,3076.6,,,,3177.3,,,,3279.6,,3383.5,,3489.1,,3596.5,,3705.5,,3816.3
+10,S,0.6493,8.1511,8.3168,8.4486,8.5722,8.6888,8.7994,8.9045,,9.0049,,9.101,,,,,9.282,,,,9.4504,,,,9.6083,,9.7572,,9.8984,,10.0329,,10.1616,,10.2849
+20,V,1.017,7649.8,8000,8584.7,9167.1,9748,10320,10900,,11480,,12060,,,,,13210,,,,14370,,,,15520,,16680,,17830,,18990,,20140,,21300
+20,U,251.432,2456.9,2478.4,2514.6,2550.9,2587.4,2624.1,2661,,2698.3,,2735.8,,,,,2812,,,,2889.6,,,,2968.9,,3049.7,,3132.3,,3216.5,,3302.5,,3390.2
+20,H,251.453,2609.9,2638.4,2686.3,2734.2,2782.3,2830.6,2879.2,,2928,,2977.1,,,,,3076.4,,,,3177.1,,,,3279.4,,3383.4,,3489,,3596.4,,3705.4,,3816.2
+20,S,0.8321,7.9094,7.9933,8.1261,8.2504,8.3676,8.4785,8.5839,,8.6844,,8.7806,,,,,8.9618,,,,9.1303,,,,9.2882,,9.4372,,9.5784,,9.713,,9.8416,,9.965
+30,V,1.022,5229.3,5322,5714.4,6104.6,6493.2,6880.8,7267.5,,7653.8,,8039.7,,,,,8810.8,,,,9581.2,,,,10350,,11120,,11890,,12660,,13430,,14190
+30,U,289.271,2468.6,2477.1,2513.6,2550.2,2586.8,2623.6,2660.7,,2698,,2735.6,,,,,2811.8,,,,2889.5,,,,2968.7,,3049.6,,3132.2,,3216.5,,3302.5,,3390.2
+30,H,289.302,2625.4,2636.8,2685.1,2733.3,2781.6,2830,2878.7,,2927.6,,2976.8,,,,,3076.1,,,,3176.9,,,,3279.3,,3383.3,,3488.9,,3596.3,,3705.4,,3816.2
+30,S,0.9441,7.7695,7.8024,7.9363,8.0614,8.1791,8.2903,8.396,,8.4967,,8.593,,,,,8.7744,,,,8.943,,,,9.101,,9.2499,,9.3912,,9.5257,,9.6544,,9.7778
+40,V,1.027,3993.4,,4279.2,4573.3,4865.8,5157.2,5447.8,,5738,,6027.7,,,,,6606.5,,,,7184.6,,,,7762.5,,8340.1,,8917.6,,9494.9,,10070,,10640
+40,U,317.609,2477.1,,2512.6,2549.4,2586.2,2623.2,2660.3,,2697.7,,2735.4,,,,,2811.6,,,,2889.4,,,,2968.6,,3049.5,,3132.1,,3216.4,,3302.4,,3390.1
+40,H,317.65,2636.9,,2683.8,2732.3,2780.9,2829.5,2878.2,,2927.2,,2976.5,,,,,3075.9,,,,3176.8,,,,3279.1,,3383.1,,3488.8,,3596.2,,3705.3,,3816.1
+40,S,1.0261,7.6709,,7.8009,7.9268,8.045,8.1566,8.2624,,8.3633,,8.4598,,,,,8.6413,,,,8.81,,,,8.968,,9.117,,9.2583,,9.3929,,9.5216,,9.645
+50,V,1.03,3240.2,,3418.1,3654.5,3889.3,4123,4356,,4588.5,,4820.5,,,,,5283.9,,,,5746.7,,,,6209.1,,6671.4,,7133.5,,7595.5,,8057.4,,8519.2
+50,U,340.513,2484,,2511.7,2548.6,2585.6,2622.7,2659.9,,2697.4,,2735.1,,,,,2811.5,,,,2889.2,,,,2968.5,,3049.4,,3132,,3216.3,,3302.3,,3390.1
+50,H,340.564,2646,,2682.6,2731.4,2780.1,2828.9,2877.7,,2926.8,,2976.1,,,,,3075.7,,,,3176.6,,,,3279,,3383,,3488.7,,3596.1,,3705.2,,3816
+50,S,1.0912,7.5947,,7.6953,7.8219,7.9406,8.0526,8.1587,,8.2598,,8.3564,,,,,8.538,,,,8.7068,,,,8.8649,,9.0139,,9.1552,,9.2898,,9.4185,,9.5419
+75,V,1.037,2216.9,,2269.8,2429.4,2587.3,2744.2,2900.2,,3055.8,,3210.9,,,,,3520.5,,,,3829.4,,,,4138,,4446.4,,4754.7,,5062.8,,5370.9,,5678.9
+75,U,384.374,2496.7,,2509.2,2546.7,2584.2,2621.6,2659,,2696.7,,2734.5,,,,,2811,,,,2888.9,,,,2968.2,,3049.2,,3131.8,,3216.1,,3302.2,,3389.9
+75,H,384.451,2663,,2679.4,2728.9,2778.2,2827.4,2876.6,,2925.8,,2975.3,,,,,3075.1,,,,3176.1,,,,3278.6,,3382.7,,3488.4,,3595.8,,3705,,3815.9
+75,S,1.2131,7.457,,7.5014,7.63,7.75,7.8629,7.9697,,8.0712,,8.1681,,,,,8.3502,,,,8.5191,,,,8.6773,,8.8265,,8.9678,,9.1025,,9.2312,,9.3546
+100,V,1.043,1693.7,,1695.5,1816.7,1936.3,2054.7,2172.3,,2289.4,,2406.1,,,,,2638.7,,,,2870.8,,,,3102.5,,3334,,3565.3,,3796.5,,4027.7,,4258.8
+100,U,417.406,2506.1,,2506.6,2544.8,2582.7,2620.4,2658.1,,2695.9,,2733.9,,,,,2810.6,,,,2888.6,,,,2968,,3049,,3131.6,,3216,,3302,,3389.8
+100,H,417.511,2675.4,,2676.2,2726.5,2776.3,2825.9,2875.4,,2924.9,,2974.5,,,,,3074.5,,,,3175.6,,,,3278.2,,3382.4,,3488.1,,3595.6,,3704.8,,3815.7
+100,S,1.3027,7.3598,,7.3618,7.4923,7.6137,7.7275,7.8349,,7.9369,,8.0342,,,,,8.2166,,,,8.3858,,,,8.5442,,8.6934,,8.8348,,8.9695,,9.0982,,9.2217
+101.325,V,1.044,1673,,1673,1792.7,1910.7,2027.7,2143.8,,2259.3,,2374.5,,,,,2604.2,,,,2833.2,,,,3061.9,,3290.3,,3518.7,,3746.9,,3975,,4203.1
+101.325,U,418.959,2506.5,,2506.5,2544.7,2582.6,2620.4,2658.1,,2695.9,,2733.9,,,,,2810.6,,,,2888.5,,,,2968,,3048.9,,3131.6,,3215.9,,3302,,3389.8
+101.325,H,419.064,2676,,2676,2726.4,2776.2,2825.8,2875.3,,2924.8,,2974.5,,,,,3074.4,,,,3175.6,,,,3278.2,,3382.3,,3488.1,,3595.6,,3704.8,,3815.7
+101.325,S,1.3069,7.3554,,7.3554,7.486,7.6075,7.7213,7.8288,,7.9308,,8.028,,,,,8.2105,,,,8.3797,,,,8.5381,,8.6873,,8.8287,,8.9634,,9.0922,,9.2156
+125,V,1.049,1374.6,,,1449.1,1545.6,1641,1735.6,,1829.6,,1923.2,,,,,2109.7,,,,2295.6,,,,2481.2,,2666.5,,2851.7,,3036.8,,3221.8,,3406.7
+125,U,444.224,2513.4,,,2542.9,2581.2,2619.3,2657.2,,2695.2,,2733.3,,,,,2810.2,,,,2888.2,,,,2967.7,,3048.7,,3131.4,,3215.8,,3301.9,,3389.7
+125,H,444.356,2685.2,,,2724,2774.4,2824.4,2874.2,,2923.9,,2973.7,,,,,3073.9,,,,3175.2,,,,3277.8,,3382,,3487.9,,3595.4,,3704.6,,3815.5
+125,S,1.374,7.2847,,,7.3844,7.5072,7.6219,7.73,,7.8324,,7.93,,,,,8.1129,,,,8.2823,,,,8.4408,,8.5901,,8.7316,,8.8663,,8.9951,,9.1186
+150,V,1.053,1159,,,1204,1285.2,1365.2,1444.4,,1523,,1601.3,,,,,1757,,,,1912.2,,,,2066.9,,2221.5,,2375.9,,2530.2,,2684.5,,2838.6
+150,U,466.968,2519.5,,,2540.9,2579.7,2618.1,2656.3,,2694.4,,2732.7,,,,,2809.7,,,,2887.9,,,,2967.4,,3048.5,,3131.2,,3215.6,,3301.7,,3389.5
+150,H,467.126,2693.4,,,2721.5,2772.5,2822.9,2872.9,,2922.9,,2972.9,,,,,3073.3,,,,3174.7,,,,3277.5,,3381.7,,3487.6,,3595.1,,3704.4,,3815.3
+150,S,1.4336,7.2234,,,7.2953,7.4194,7.5352,7.6439,,7.7468,,7.8447,,,,,8.028,,,,8.1976,,,,8.3562,,8.5056,,8.6472,,8.7819,,8.9108,,9.0343
+175,V,1.057,1003.34,,,1028.8,1099.1,1168.2,1236.4,,1304.1,,1371.3,,,,,1505.1,,,,1638.3,,,,1771.1,,1903.7,,2036.1,,2168.4,,2300.7,,2432.9
+175,U,486.815,2524.7,,,2538.9,2578.2,2616.9,2655.3,,2693.7,,2732.1,,,,,2809.3,,,,2887.5,,,,2967.1,,3048.3,,3131,,3215.4,,3301.6,,3389.4
+175,H,487,2700.3,,,2719,2770.5,2821.3,2871.7,,2921.9,,2972,,,,,3072.7,,,,3174.2,,,,3277.1,,3381.4,,3487.3,,3594.9,,3704.2,,3815.1
+175,S,1.4849,7.1716,,,7.2191,7.3447,7.4614,7.5708,,7.6741,,7.7724,,,,,7.9561,,,,8.1259,,,,8.2847,,8.4341,,8.5758,,8.7106,,8.8394,,8.963
+200,V,1.061,885.44,,,897.47,959.54,1020.4,1080.4,,1139.8,,1198.9,,,,,1316.2,,,,1432.8,,,,1549.2,,1665.3,,1781.2,,1897.1,,2012.9,,2128.6
+200,U,504.489,2529.2,,,2536.9,2576.6,2615.7,2654.4,,2692.9,,2731.4,,,,,2808.8,,,,2887.2,,,,2966.9,,3048,,3130.8,,3215.3,,3301.4,,3389.2
+200,H,504.701,2706.3,,,2716.4,2768.5,2819.8,2870.5,,2920.9,,2971.2,,,,,3072.1,,,,3173.8,,,,3276.7,,3381.1,,3487,,3594.7,,3704,,3815
+200,S,1.5301,7.1268,,,7.1523,7.2794,7.3971,7.5072,,7.611,,7.7096,,,,,7.8937,,,,8.0638,,,,8.2226,,8.3722,,8.5139,,8.6487,,8.7776,,8.9012
+225,V,1.064,792.97,,,795.25,850.97,905.44,959.06,,1012.1,,1064.7,,,,,1169.2,,,,1273.1,,,,1376.6,,1479.9,,1583,,1686,,1789,,1891.9
+225,U,520.465,2533.2,,,2534.8,2575.1,2614.5,2653.5,,2692.2,,2730.8,,,,,2808.4,,,,2886.9,,,,2966.6,,3047.8,,3130.6,,3215.1,,3301.2,,3389.1
+225,H,520.705,2711.6,,,2713.8,2766.5,2818.2,2869.3,,2919.9,,2970.4,,,,,3071.5,,,,3173.3,,,,3276.3,,3380.8,,3486.8,,3594.4,,3703.8,,3814.8
+225,S,1.5705,7.0873,,,7.0928,7.2213,7.34,7.4508,,7.5551,,7.654,,,,,7.8385,,,,8.0088,,,,8.1679,,8.3175,,8.4593,,8.5942,,8.7231,,8.8467
+250,V,1.068,718.44,,,,764.09,813.47,861.98,,909.91,,957.41,,,,,1051.6,,,,1145.2,,,,1238.5,,1331.5,,1424.4,,1517.2,,1609.9,,1702.5
+250,U,535.077,2536.8,,,,2573.5,2613.3,2652.5,,2691.4,,2730.2,,,,,2808,,,,2886.5,,,,2966.3,,3047.6,,3130.4,,3214.9,,3301.1,,3389
+250,H,535.343,2716.4,,,,2764.5,2816.7,2868,,2918.9,,2969.6,,,,,3070.9,,,,3172.8,,,,3275.9,,3380.4,,3486.5,,3594.2,,3703.6,,3814.6
+250,S,1.6071,7.052,,,,7.1689,7.2886,7.4001,,7.505,,7.6042,,,,,7.7891,,,,7.9597,,,,8.1188,,8.2686,,8.4104,,8.5453,,8.6743,,8.798
+275,V,1.071,657.04,,,,693,738.21,782.55,,826.29,,869.61,,,,,955.45,,,,1040.7,,,,1125.5,,1210.2,,1294.7,,1379,,1463.3,,1547.6
+275,U,548.564,2540,,,,2571.9,2612.1,2651.6,,2690.7,,2729.6,,,,,2807.5,,,,2886.2,,,,2966,,3047.3,,3130.2,,3214.7,,3300.9,,3388.8
+275,H,548.858,2720.7,,,,2762.5,2815.1,2866.8,,2917.9,,2968.7,,,,,3070.3,,,,3172.4,,,,3275.5,,3380.1,,3486.2,,3594,,3703.4,,3814.4
+275,S,1.6407,7.0201,,,,7.1211,7.2419,7.3541,,7.4594,,7.559,,,,,7.7444,,,,7.9151,,,,8.0744,,8.2243,,8.3661,,8.5011,,8.6301,,8.7538
+300,V,1.073,605.56,,,,633.74,675.49,716.35,,756.6,,796.44,,,,,875.29,,,,953.52,,,,1031.4,,1109,,1186.5,,1263.9,,1341.2,,1418.5
+300,U,561.107,2543,,,,2570.3,2610.8,2650.6,,2689.9,,2729,,,,,2807.1,,,,2885.8,,,,2965.8,,3047.1,,3130,,3214.5,,3300.8,,3388.7
+300,H,561.429,2724.7,,,,2760.4,2813.5,2865.5,,2916.9,,2967.9,,,,,3069.7,,,,3171.9,,,,3275.2,,3379.8,,3486,,3593.7,,3703.2,,3814.2
+300,S,1.6716,6.9909,,,,7.0771,7.199,7.3119,,7.4177,,7.5176,,,,,7.7034,,,,7.8744,,,,8.0338,,8.1838,,8.3257,,8.4608,,8.5898,,8.7135
+325,V,1.076,561.75,,,,583.58,622.41,660.33,690.22,,719.81,,749.18,,778.39,,807.47,,843.68,,879.78,,,,951.73,,1023.5,,1095,,1166.5,,1237.9,,1309.2
+325,U,572.847,2545.7,,,,2568.7,2609.6,2649.6,2681.2,,2712.7,,2744,,2775.3,,2806.6,,2845.9,,2885.5,,,,2965.5,,3046.9,,3129.8,,3214.4,,3300.6,,3388.6
+325,H,573.197,2728.3,,,,2758.4,2811.9,2864.2,2905.6,,2946.6,,2987.5,,3028.2,,3069,,3120.1,,3171.4,,,,3274.8,,3379.5,,3485.7,,3593.5,,3702.9,,3814.1
+325,S,1.7004,6.964,,,,7.0363,7.1592,7.2729,7.3585,,7.44,,7.5181,,7.5933,,7.6657,,7.753,,7.8369,,,,7.9965,,8.1465,,8.2885,,8.4236,,8.5527,,8.6764
+350,V,1.079,524,,,,540.58,576.9,612.31,640.18,,667.75,,695.09,,722.27,,749.33,,783.01,,816.57,,,,883.45,,950.11,,1016.6,,1083,,1149.3,,1215.6
+350,U,583.892,2548.2,,,,2567.1,2608.3,2648.6,2680.4,,2712,,2743.4,,2774.8,,2806.2,,2845.6,,2885.1,,,,2965.2,,3046.6,,3129.6,,3214.2,,3300.5,,3388.4
+350,H,584.27,2731.6,,,,2756.3,2810.3,2863,2904.5,,2945.7,,2986.7,,3027.6,,3068.4,,3119.6,,3170.9,,,,3274.4,,3379.2,,3485.4,,3593.3,,3702.7,,3813.9
+350,S,1.7273,6.9392,,,,6.9982,7.1222,7.2366,7.3226,,7.4045,,7.4828,,7.5581,,7.6307,,7.7181,,7.8022,,,,7.9619,,8.112,,8.254,,8.3892,,8.5183,,8.6421
+375,V,1.081,491.13,,,,503.29,537.46,570.69,596.81,,622.62,,648.22,,673.64,,698.94,,730.42,,761.79,,,,824.28,,886.54,,948.66,,1010.7,,1072.6,,1134.5
+375,U,594.332,2550.6,,,,2565.4,2607.1,2647.7,2679.6,,2711.3,,2742.8,,2774.3,,2805.7,,2845.2,,2884.8,,,,2964.9,,3046.4,,3129.4,,3214,,3300.3,,3388.3
+375,H,594.737,2734.7,,,,2754.1,2808.6,2861.7,2903.4,,2944.8,,2985.9,,3026.9,,3067.8,,3119.1,,3170.5,,,,3274,,3378.8,,3485.1,,3593,,3702.5,,3813.7
+375,S,1.7526,6.916,,,,6.9624,7.0875,7.2027,7.2891,,7.3713,,7.4499,,7.5254,,7.5981,,7.6856,,7.7698,,,,7.9296,,8.0798,,8.2219,,8.3571,,8.4863,,8.6101
+400,V,1.084,462.22,,,,470.66,502.93,534.26,558.85,,583.14,,607.2,,631.09,,654.85,,684.41,,713.85,,,,772.5,,830.92,,889.19,,947.35,,1005.4,,1063.4
+400,U,604.237,2552.7,,,,2563.7,2605.8,2646.7,2678.8,,2710.6,,2742.2,,2773.7,,2805.3,,2844.8,,2884.5,,,,2964.6,,3046.2,,3129.2,,3213.8,,3300.2,,3388.2
+400,H,604.67,2737.6,,,,2752,2807,2860.4,2902.3,,2943.9,,2985.1,,3026.2,,3067.2,,3118.5,,3170,,,,3273.6,,3378.5,,3484.9,,3592.8,,3702.3,,3813.5
+400,S,1.7764,6.8943,,,,6.9285,7.0548,7.1708,7.2576,,7.3402,,7.419,,7.4947,,7.5675,,7.6552,,7.7395,,,,7.8994,,8.0497,,8.1919,,8.3271,,8.4563,,8.5802
+425,V,1.086,436.61,,,,441.85,472.47,502.12,525.36,,548.3,,571.01,,593.54,,615.95,,643.81,,671.56,,,,726.81,,781.84,,836.72,,891.49,,946.17,,1000.8
+425,U,613.667,2554.8,,,,2562,2604.5,2645.7,2678,,2709.9,,2741.6,,2773.2,,2804.8,,2844.4,,2884.1,,,,2964.4,,3045.9,,3129,,3213.7,,3300,,3388
+425,H,614.128,2740.3,,,,2749.8,2805.3,2859.1,2901.2,,2942.9,,2984.3,,3025.5,,3066.6,,3118,,3169.5,,,,3273.3,,3378.2,,3484.6,,3592.5,,3702.1,,3813.4
+425,S,1.799,6.8739,,,,6.8965,7.0239,7.1407,7.228,,7.3108,,7.3899,,7.4657,,7.5388,,7.6265,,7.7109,,,,7.871,,8.0214,,8.1636,,8.2989,,8.4282,,8.552
+450,V,1.088,413.75,,,,416.24,445.38,473.55,495.59,,517.33,,538.83,,560.17,,581.37,,607.73,,633.97,,,,686.2,,738.21,,790.07,,841.83,,893.5,,945.1
+450,U,622.672,2556.7,,,,2560.3,2603.2,2644.7,2677.1,,2709.2,,2741,,2772.7,,2804.4,,2844,,2883.8,,,,2964.1,,3045.7,,3128.8,,3213.5,,3299.8,,3387.9
+450,H,623.162,2742.9,,,,2747.7,2803.7,2857.8,2900.2,,2942,,2983.5,,3024.8,,3066,,3117.5,,3169.1,,,,3272.9,,3377.9,,3484.3,,3592.3,,3701.9,,3813.2
+450,S,1.8204,6.8547,,,,6.866,6.9946,7.1121,7.1999,,7.2831,,7.3624,,7.4384,,7.5116,,7.5995,,7.684,,,,7.8442,,7.9947,,8.137,,8.2723,,8.4016,,8.5255
+475,V,1.091,393.22,,,,393.31,421.14,447.97,468.95,,489.62,,510.05,,530.3,,550.43,,575.44,,600.33,,,,649.87,,699.18,,748.34,,797.4,,846.37,,895.27
+475,U,631.294,2558.5,,,,2558.6,2601.9,2643.7,2676.3,,2708.5,,2740.4,,2772.2,,2803.9,,2843.6,,2883.4,,,,2963.8,,3045.4,,3128.6,,3213.3,,3299.7,,3387.7
+475,H,631.812,2745.3,,,,2745.5,2802,2856.5,2899.1,,2941.1,,2982.7,,3024.1,,3065.4,,3116.9,,3168.6,,,,3272.5,,3377.6,,3484,,3592.1,,3701.7,,3813
+475,S,1.8408,6.8365,,,,6.8369,6.9667,7.085,7.1732,,7.2567,,7.3363,,7.4125,,7.4858,,7.5739,,7.6585,,,,7.8189,,7.9694,,8.1118,,8.2472,,8.3765,,8.5004
+500,V,1.093,374.68,,,,,399.31,424.96,444.97,,464.67,,484.14,,503.43,,522.58,,546.38,,570.05,,,,617.16,,664.05,,710.78,,757.41,,803.95,,850.42
+500,U,639.569,2560.2,,,,,2600.6,2642.7,2675.5,,2707.8,,2739.8,,2771.7,,2803.5,,2843.2,,2883.1,,,,2963.5,,3045.2,,3128.4,,3213.1,,3299.5,,3387.6
+500,H,640.116,2747.5,,,,,2800.3,2855.1,2898,,2940.1,,2981.9,,3023.4,,3064.8,,3116.4,,3168.1,,,,3272.1,,3377.2,,3483.8,,3591.8,,3701.5,,3812.8
+500,S,1.8604,6.8192,,,,,6.94,7.0592,7.1478,,7.2317,,7.3115,,7.3879,,7.4614,,7.5496,,7.6343,,,,7.7948,,7.9454,,8.0879,,8.2233,,8.3526,,8.4766
+525,V,1.095,357.84,,,,,379.56,404.13,423.28,,442.11,,460.7,,479.11,,497.38,,520.08,,542.66,,,,587.58,,632.26,,676.8,,721.23,,765.57,,809.85
+525,U,647.528,2561.8,,,,,2599.3,2641.6,2674.6,,2707.1,,2739.2,,2771.2,,2803,,2842.8,,2882.7,,,,2963.2,,3045,,3128.2,,3213,,3299.4,,3387.5
+525,H,648.103,2749.7,,,,,2798.6,2853.8,2896.8,,2939.2,,2981.1,,3022.7,,3064.1,,3115.9,,3167.6,,,,3271.7,,3376.9,,3483.5,,3591.6,,3701.3,,3812.6
+525,S,1.879,6.8027,,,,,6.9145,7.0345,7.1236,,7.2078,,7.2879,,7.3645,,7.4381,,7.5264,,7.6112,,,,7.7719,,7.9226,,8.0651,,8.2006,,8.3299,,8.4539
+550,V,1.097,342.48,,,,,361.6,385.19,403.55,,421.59,,439.38,,457,,474.48,,496.18,,517.76,,,,560.68,,603.37,,645.91,,688.34,,730.68,,772.96
+550,U,655.199,2563.3,,,,,2598,2640.6,2673.8,,2706.4,,2738.6,,2770.6,,2802.6,,2842.4,,2882.4,,,,2963,,3044.7,,3128,,3212.8,,3299.2,,3387.3
+550,H,655.802,2751.7,,,,,2796.8,2852.5,2895.7,,2938.3,,2980.3,,3022,,3063.5,,3115.3,,3167.2,,,,3271.3,,3376.6,,3483.2,,3591.4,,3701.1,,3812.5
+550,S,1.897,6.787,,,,,6.89,7.0108,7.1004,,7.1849,,7.2653,,7.3421,,7.4158,,7.5043,,7.5892,,,,7.75,,7.9008,,8.0433,,8.1789,,8.3083,,8.4323
+575,V,1.099,328.41,,,,,345.2,367.9,385.54,,402.85,,419.92,,436.81,,453.56,,474.36,,495.03,,,,536.12,,576.98,,617.7,,658.3,,698.83,,739.28
+575,U,662.603,2564.8,,,,,2596.6,2639.6,2672.9,,2705.7,,2738,,2770.1,,2802.1,,2842,,2882.1,,,,2962.7,,3044.5,,3127.8,,3212.6,,3299.1,,3387.2
+575,H,663.235,2753.6,,,,,2795.1,2851.1,2894.6,,2937.3,,2979.5,,3021.3,,3062.9,,3114.8,,3166.7,,,,3271,,3376.3,,3482.9,,3591.1,,3700.9,,3812.3
+575,S,1.9142,6.772,,,,,6.8664,6.988,7.0781,,7.163,,7.2436,,7.3206,,7.3945,,7.4831,,7.5681,,,,7.729,,7.8799,,8.0226,,8.1581,,8.2876,,8.4116
+600,V,1.101,315.47,,,,,330.16,352.04,369.03,,385.68,,402.08,,418.31,,434.39,,454.35,,474.19,,,,513.61,,552.8,,591.84,,630.78,,669.63,,708.41
+600,U,669.762,2566.2,,,,,2595.3,2638.5,2672.1,,2705,,2737.4,,2769.6,,2801.6,,2841.6,,2881.7,,,,2962.4,,3044.3,,3127.6,,3212.4,,3298.9,,3387.1
+600,H,670.423,2755.5,,,,,2793.3,2849.7,2893.5,,2936.4,,2978.7,,3020.6,,3062.3,,3114.3,,3166.2,,,,3270.6,,3376,,3482.7,,3590.9,,3700.7,,3812.1
+600,S,1.9308,6.7575,,,,,6.8437,6.9662,7.0567,,7.1419,,7.2228,,7.3,,7.374,,7.4628,,7.5479,,,,7.709,,7.86,,8.0027,,8.1383,,8.2678,,8.3919
+625,V,1.103,303.54,,,,,316.31,337.45,353.83,,369.87,,385.67,,401.28,,416.75,,435.94,,455.01,,,,492.89,,530.55,,568.05,,605.45,,642.76,,680.01
+625,U,676.695,2567.5,,,,,2593.9,2637.5,2671.2,,2704.2,,2736.8,,2769.1,,2801.2,,2841.2,,2881.4,,,,2962.1,,3044,,3127.4,,3212.2,,3298.8,,3386.9
+625,H,677.384,2757.2,,,,,2791.6,2848.4,2892.3,,2935.4,,2977.8,,3019.9,,3061.7,,3113.7,,3165.7,,,,3270.2,,3375.6,,3482.4,,3590.7,,3700.5,,3811.9
+625,S,1.9469,6.7437,,,,,6.8217,6.9451,7.0361,,7.1217,,7.2028,,7.2802,,7.3544,,7.4433,,7.5285,,,,7.6897,,7.8408,,7.9836,,8.1192,,8.2488,,8.3729
+650,V,1.105,292.49,,,,,303.53,323.98,339.8,,355.29,,370.52,,385.56,,400.47,,418.95,,437.31,,,,473.78,,510.01,,546.1,,582.07,,617.96,,653.79
+650,U,683.417,2568.7,,,,,2592.5,2636.4,2670.3,,2703.5,,2736.2,,2768.5,,2800.7,,2840.9,,2881,,,,2961.8,,3043.8,,3127.2,,3212.1,,3298.6,,3386.8
+650,H,684.135,2758.9,,,,,2789.8,2847,2891.2,,2934.4,,2977,,3019.2,,3061,,3113.2,,3165.3,,,,3269.8,,3375.3,,3482.1,,3590.4,,3700.3,,3811.8
+650,S,1.9623,6.7304,,,,,6.8004,6.9247,7.0162,,7.1021,,7.1835,,7.2611,,7.3355,,7.4245,,7.5099,,,,7.6712,,7.8224,,7.9652,,8.1009,,8.2305,,8.3546
+675,V,1.106,282.23,,,,,291.69,311.51,326.81,,341.78,,356.49,,371.01,,385.39,,403.22,,420.92,,,,456.07,,491,,525.77,,560.43,,595,,629.51
+675,U,689.943,2570,,,,,2591.1,2635.4,2669.5,,2702.8,,2735.6,,2768,,2800.3,,2840.5,,2880.7,,,,2961.6,,3043.6,,3127,,3211.9,,3298.5,,3386.7
+675,H,690.689,2760.5,,,,,2788,2845.6,2890.1,,2933.5,,2976.2,,3018.5,,3060.4,,3112.6,,3164.8,,,,3269.4,,3375,,3481.8,,3590.2,,3700.1,,3811.6
+675,S,1.9773,6.7176,,,,,6.7798,6.905,6.997,,7.0833,,7.165,,7.2428,,7.3173,,7.4064,,7.4919,,,,7.6534,,7.8046,,7.9475,,8.0833,,8.2129,,8.3371
+700,V,1.108,272.68,,,,,280.69,299.92,314.75,,329.23,,343.46,,357.5,,371.39,,388.61,,405.71,,,,439.64,,473.34,,506.89,,540.33,,573.68,,606.97
+700,U,696.285,2571.1,,,,,2589.7,2634.3,2668.6,,2702.1,,2735,,2767.5,,2799.8,,2840.1,,2880.3,,,,2961.3,,3043.3,,3126.8,,3211.7,,3298.3,,3386.5
+700,H,697.061,2762,,,,,2786.2,2844.2,2888.9,,2932.5,,2975.4,,3017.7,,3059.8,,3112.1,,3164.3,,,,3269,,3374.7,,3481.6,,3589.9,,3699.9,,3811.4
+700,S,1.9918,6.7052,,,,,6.7598,6.8859,6.9784,,7.0651,,7.147,,7.225,,7.2997,,7.389,,7.4745,,,,7.6362,,7.7875,,7.9305,,8.0663,,8.1959,,8.3201
+725,V,1.11,263.77,,,,,270.45,289.13,303.51,,317.55,,331.33,,344.92,,358.36,,375.01,,391.54,,,,424.33,,456.9,,489.31,,521.61,,553.83,,585.99
+725,U,702.457,2572.2,,,,,2588.3,2633.2,2667.7,,2701.3,,2734.3,,2767,,2799.3,,2839.7,,2880,,,,2961,,3043.1,,3126.6,,3211.5,,3298.1,,3386.4
+725,H,703.261,2763.4,,,,,2784.4,2842.8,2887.7,,2931.5,,2974.6,,3017,,3059.1,,3111.5,,3163.8,,,,3268.7,,3374.3,,3481.3,,3589.7,,3699.7,,3811.2
+725,S,2.0059,6.6932,,,,,6.7404,6.8673,6.9604,,7.0474,,7.1296,,7.2078,,7.2827,,7.3721,,7.4578,,,,7.6196,,7.771,,7.914,,8.0499,,8.1796,,8.3038
+750,V,1.112,255.43,,,,,260.88,279.05,293.03,,306.65,,320.01,,333.17,,346.19,,362.32,,378.31,,394.22,,410.05,,441.55,,472.9,,504.15,,535.3,,566.4
+750,U,708.467,2573.3,,,,,2586.9,2632.1,2666.8,,2700.6,,2733.7,,2766.4,,2798.9,,2839.3,,2879.6,,2920.1,,2960.7,,3042.9,,3126.3,,3211.4,,3298,,3386.2
+750,H,709.301,2764.8,,,,,2782.5,2841.4,2886.6,,2930.6,,2973.7,,3016.3,,3058.5,,3111,,3163.4,,3215.7,,3268.3,,3374,,3481,,3589.5,,3699.5,,3811
+750,S,2.0195,6.6817,,,,,6.7215,6.8494,6.9429,,7.0303,,7.1128,,7.1912,,7.2662,,7.3558,,7.4416,,7.524,,7.6035,,7.755,,7.8981,,8.034,,8.1637,,8.288
+775,V,1.113,247.61,,,,,251.93,269.63,283.22,,296.45,,309.41,,322.19,,334.81,,350.44,,365.94,,381.35,,396.69,,427.2,,457.56,,487.81,,517.97,,548.07
+775,U,714.326,2574.3,,,,,2585.4,2631,2665.9,,2699.8,,2733.1,,2765.9,,2798.4,,2838.9,,2879.3,,2919.8,,2960.4,,3042.6,,3126.1,,3211.2,,3297.8,,3386.1
+775,H,715.189,2766.2,,,,,2780.7,2840,2885.4,,2929.6,,2972.9,,3015.6,,3057.9,,3110.5,,3162.9,,3215.3,,3267.9,,3373.7,,3480.8,,3589.2,,3699.3,,3810.9
+775,S,2.0328,6.6705,,,,,6.7031,6.8319,6.9259,,7.0137,,7.0965,,7.1751,,7.2502,,7.34,,7.4259,,7.5084,,7.588,,7.7396,,7.8827,,8.0187,,8.1484,,8.2727
+800,V,1.115,240.26,,,,,243.53,260.79,274.02,,286.88,,299.48,,311.89,,324.14,,339.31,,354.34,,369.29,,384.16,,413.74,,443.17,,472.49,,501.72,,530.89
+800,U,720.043,2575.3,,,,,2584,2629.9,2665,,2699.1,,2732.5,,2765.4,,2797.9,,2838.5,,2878.9,,2919.5,,2960.2,,3042.4,,3125.9,,3211,,3297.7,,3386
+800,H,720.935,2767.5,,,,,2778.8,2838.6,2884.2,,2928.6,,2972.1,,3014.9,,3057.3,,3109.9,,3162.4,,3214.9,,3267.5,,3373.4,,3480.5,,3589,,3699.1,,3810.7
+800,S,2.0457,6.6596,,,,,6.6851,6.8148,6.9094,,6.9976,,7.0807,,7.1595,,7.2348,,7.3247,,7.4107,,7.4932,,7.5729,,7.7246,,7.8678,,8.0038,,8.1336,,8.2579
+825,V,1.117,233.34,,,,,235.64,252.48,265.37,,277.9,,290.15,,302.21,,314.12,,328.85,,343.45,,357.96,,372.39,,401.1,,429.65,,458.1,,486.46,,514.76
+825,U,725.625,2576.2,,,,,2582.5,2628.8,2664.1,,2698.4,,2731.8,,2764.8,,2797.5,,2838.1,,2878.6,,2919.1,,2959.9,,3042.2,,3125.7,,3210.8,,3297.5,,3385.8
+825,H,726.547,2768.7,,,,,2776.9,2837.1,2883.1,,2927.6,,2971.2,,3014.1,,3056.6,,3109.4,,3161.9,,3214.5,,3267.1,,3373.1,,3480.2,,3588.8,,3698.8,,3810.5
+825,S,2.0583,6.6491,,,,,6.6675,6.7982,6.8933,,6.9819,,7.0653,,7.1443,,7.2197,,7.3098,,7.3959,,7.4786,,7.5583,,7.7101,,7.8533,,7.9894,,8.1192,,8.2436
+850,V,1.118,226.81,,,,,228.21,244.66,257.24,,269.44,,281.37,,293.1,,304.68,,319,,333.2,,347.29,,361.31,,389.2,,416.93,,444.56,,472.09,,499.57
+850,U,731.08,2577.1,,,,,2581.1,2627.7,2663.2,,2697.6,,2731.2,,2764.3,,2797,,2837.7,,2878.2,,2918.8,,2959.6,,3041.9,,3125.5,,3210.7,,3297.4,,3385.7
+850,H,732.031,2769.9,,,,,2775.1,2835.7,2881.9,,2926.6,,2970.4,,3013.4,,3056,,3108.8,,3161.4,,3214,,3266.7,,3372.7,,3479.9,,3588.5,,3698.6,,3810.3
+850,S,2.0705,6.6388,,,,,6.6504,6.782,6.8777,,6.9666,,7.0503,,7.1295,,7.2051,,7.2954,,7.3815,,7.4643,,7.5441,,7.696,,7.8393,,7.9754,,8.1053,,8.2296
+875,V,1.12,220.65,,,,,221.2,237.29,249.56,,261.46,,273.09,,284.51,,295.79,,309.72,,323.53,,337.24,,350.87,,377.98,,404.94,,431.79,,458.55,,485.25
+875,U,736.415,2578,,,,,2579.6,2626.6,2662.3,,2696.8,,2730.6,,2763.7,,2796.5,,2837.3,,2877.9,,2918.5,,2959.3,,3041.7,,3125.3,,3210.5,,3297.2,,3385.6
+875,H,737.394,2771,,,,,2773.1,2834.2,2880.7,,2925.6,,2969.5,,3012.7,,3055.3,,3108.3,,3161,,3213.6,,3266.3,,3372.4,,3479.7,,3588.3,,3698.4,,3810.2
+875,S,2.0825,6.6289,,,,,6.6336,6.7662,6.8624,,6.9518,,7.0357,,7.1152,,7.1909,,7.2813,,7.3676,,7.4504,,7.5303,,7.6823,,7.8257,,7.9618,,8.0917,,8.2161
+900,V,1.121,214.81,,,,,,230.32,242.31,,253.93,,265.27,,276.4,,287.39,,300.96,,314.4,,327.74,,341.01,,367.39,,393.61,,419.73,,445.76,,471.72
+900,U,741.635,2578.8,,,,,,2625.5,2661.4,,2696.1,,2729.9,,2763.2,,2796.1,,2836.9,,2877.5,,2918.2,,2959,,3041.4,,3125.1,,3210.3,,3297.1,,3385.4
+900,H,742.644,2772.1,,,,,,2832.7,2879.5,,2924.6,,2968.7,,3012,,3054.7,,3107.7,,3160.5,,3213.2,,3266,,3372.1,,3479.4,,3588.1,,3698.2,,3810
+900,S,2.0941,6.6192,,,,,,6.7508,6.8475,,6.9373,,7.0215,,7.1012,,7.1771,,7.2676,,7.354,,7.437,,7.5169,,7.6689,,7.8124,,7.9486,,8.0785,,8.203
+925,V,1.123,209.28,,,,,,223.73,235.46,,246.8,,257.87,,268.73,,279.44,,292.66,,305.76,,318.75,,331.68,,357.36,,382.9,,408.32,,433.66,,458.93
+925,U,746.746,2579.6,,,,,,2624.3,2660.5,,2695.3,,2729.3,,2762.6,,2795.6,,2836.5,,2877.2,,2917.9,,2958.8,,3041.2,,3124.9,,3210.1,,3296.9,,3385.3
+925,H,747.784,2773.2,,,,,,2831.3,2878.3,,2923.6,,2967.8,,3011.2,,3054.1,,3107.2,,3160,,3212.7,,3265.6,,3371.8,,3479.1,,3587.8,,3698,,3809.8
+925,S,2.1055,6.6097,,,,,,6.7357,6.8329,,6.9231,,7.0076,,7.0875,,7.1636,,7.2543,,7.3408,,7.4238,,7.5038,,7.656,,7.7995,,7.9357,,8.0657,,8.1902
+950,V,1.124,204.03,,,,,,217.48,228.96,,240.05,,250.86,,261.46,,271.91,,284.81,,297.57,,310.24,,322.84,,347.87,,372.74,,397.51,,422.19,,446.81
+950,U,751.754,2580.4,,,,,,2623.2,2659.5,,2694.6,,2728.7,,2762.1,,2795.1,,2836,,2876.8,,2917.6,,2958.5,,3041,,3124.7,,3209.9,,3296.7,,3385.1
+950,H,752.822,2774.2,,,,,,2829.8,2877,,2922.6,,2967,,3010.5,,3053.4,,3106.6,,3159.5,,3212.3,,3265.2,,3371.5,,3478.8,,3587.6,,3697.8,,3809.6
+950,S,2.1166,6.6005,,,,,,6.7209,6.8187,,6.9093,,6.9941,,7.0742,,7.1505,,7.2413,,7.3279,,7.411,,7.4911,,7.6433,,7.7869,,7.9232,,8.0532,,8.1777
+975,V,1.126,199.04,,,,,,211.55,222.79,,233.64,,244.2,,254.56,,264.76,,277.35,,289.81,,302.17,,314.45,,338.86,,363.11,,387.26,,411.32,,435.31
+975,U,756.663,2581.1,,,,,,2622,2658.6,,2693.8,,2728,,2761.5,,2794.6,,2835.6,,2876.5,,2917.3,,2958.2,,3040.7,,3124.5,,3209.8,,3296.6,,3385
+975,H,757.761,2775.2,,,,,,2828.3,2875.8,,2921.6,,2966.1,,3009.7,,3052.8,,3106.1,,3159,,3211.9,,3264.8,,3371.1,,3478.6,,3587.3,,3697.6,,3809.4
+975,S,2.1275,6.5916,,,,,,6.7064,6.8048,,6.8958,,6.9809,,7.0612,,7.1377,,7.2286,,7.3154,,7.3986,,7.4787,,7.631,,7.7747,,7.911,,8.041,,8.1656
+1000,V,1.127,194.29,,,,,,205.92,216.93,,227.55,,237.89,,248.01,,257.98,,270.27,,282.43,,294.5,,306.49,,330.3,,353.96,,377.52,,400.98,,424.38
+1000,U,761.478,2581.9,,,,,,2620.9,2657.7,,2693,,2727.4,,2761,,2794.2,,2835.2,,2876.1,,2917,,2957.9,,3040.5,,3124.3,,3209.6,,3296.4,,3384.9
+1000,H,762.605,2776.2,,,,,,2826.8,2874.6,,2920.6,,2965.2,,3009,,3052.1,,3105.5,,3158.5,,3211.5,,3264.4,,3370.8,,3478.3,,3587.1,,3697.4,,3809.3
+1000,S,2.1382,6.5828,,,,,,6.6922,6.7911,,6.8825,,6.968,,7.0485,,7.1251,,7.2163,,7.3031,,7.3864,,7.4665,,7.619,,7.7627,,7.8991,,8.0292,,8.1537
+1050,V,1.13,185.45,,,,,,195.45,206.04,,216.24,,226.15,,235.84,,245.37,,257.12,,268.74,,280.25,,291.69,,314.41,,336.97,,359.43,,381.79,,404.1
+1050,U,770.843,2583.3,,,,,,2618.5,2655.8,,2691.5,,2726.1,,2759.9,,2793.2,,2834.4,,2875.4,,2916.3,,2957.4,,3040,,3123.9,,3209.2,,3296.1,,3384.6
+1050,H,772.029,2778,,,,,,2823.8,2872.1,,2918.5,,2963.5,,3007.5,,3050.8,,3104.4,,3157.6,,3210.6,,3263.6,,3370.2,,3477.7,,3586.6,,3697,,3808.9
+1050,S,2.1588,6.5659,,,,,,6.6645,6.7647,,6.8569,,6.943,,7.024,,7.1009,,7.1924,,7.2795,,7.3629,,7.4432,,7.5958,,7.7397,,7.8762,,8.0063,,8.1309
+1100,V,1.133,177.38,,,,,,185.92,196.14,,205.96,,215.47,,224.77,,233.91,,245.16,,256.28,,267.3,,278.24,,299.96,,321.53,,342.98,,364.35,,385.65
+1100,U,779.878,2584.5,,,,,,2616.2,2653.9,,2689.9,,2724.7,,2758.8,,2792.2,,2833.6,,2874.7,,2915.7,,2956.8,,3039.6,,3123.5,,3208.9,,3295.8,,3384.3
+1100,H,781.124,2779.7,,,,,,2820.7,2869.6,,2916.4,,2961.8,,3006,,3049.6,,3103.3,,3156.6,,3209.7,,3262.9,,3369.5,,3477.2,,3586.2,,3696.6,,3808.5
+1100,S,2.1786,6.5497,,,,,,6.6379,6.7392,,6.8323,,6.919,,7.0005,,7.0778,,7.1695,,7.2569,,7.3405,,7.4209,,7.5737,,7.7177,,7.8543,,7.9845,,8.1092
+1150,V,1.136,169.99,,,,,,177.22,187.1,,196.56,,205.73,,214.67,,223.44,,234.25,,244.91,,255.47,,265.96,,286.77,,307.42,,327.97,,348.42,,368.81
+1150,U,788.611,2585.8,,,,,,2613.8,2651.9,,2688.3,,2723.4,,2757.7,,2791.3,,2832.8,,2874,,2915.1,,2956.2,,3039.1,,3123.1,,3208.5,,3295.5,,3384.1
+1150,H,789.917,2781.3,,,,,,2817.6,2867.1,,2914.4,,2960,,3004.5,,3048.2,,3102.2,,3155.6,,3208.9,,3262.1,,3368.9,,3476.6,,3585.7,,3696.2,,3808.2
+1150,S,2.1977,6.5342,,,,,,6.6122,6.7147,,6.8086,,6.8959,,6.9779,,7.0556,,7.1476,,7.2352,,7.319,,7.3995,,7.5525,,7.6966,,7.8333,,7.9636,,8.0883
+1200,V,1.139,163.2,,,,,,169.23,178.8,,187.95,,196.79,,205.4,,213.85,,224.24,,234.49,,244.63,,254.7,,274.68,,294.5,,314.2,,333.82,,353.38
+1200,U,797.064,2586.9,,,,,,2611.3,2650,,2686.7,,2722.1,,2756.5,,2790.3,,2832,,2873.3,,2914.4,,2955.7,,3038.6,,3122.7,,3208.2,,3295.2,,3383.8
+1200,H,798.43,2782.7,,,,,,2814.4,2864.5,,2912.2,,2958.2,,3003,,3046.9,,3101,,3154.6,,3208,,3261.3,,3368.2,,3476.1,,3585.2,,3695.8,,3807.8
+1200,S,2.2161,6.5194,,,,,,6.5872,6.6909,,6.7858,,6.8738,,6.9562,,7.0342,,7.1266,,7.2144,,7.2983,,7.379,,7.5323,,7.6765,,7.8132,,7.9436,,8.0684
+1250,V,1.141,156.93,,,,,,161.88,171.17,,180.02,,188.56,,196.88,,205.02,,215.03,,224.9,,234.66,,244.35,,263.55,,282.6,,301.54,,320.39,,339.18
+1250,U,805.259,2588,,,,,,2608.9,2648,,2685.1,,2720.8,,2755.4,,2789.3,,2831.1,,2872.5,,2913.8,,2955.1,,3038.1,,3122.3,,3207.8,,3294.9,,3383.5
+1250,H,806.685,2784.1,,,,,,2811.2,2861.9,,2910.1,,2956.5,,3001.5,,3045.6,,3099.9,,3153.7,,3207.1,,3260.5,,3367.6,,3475.5,,3584.7,,3695.4,,3807.5
+1250,S,2.2338,6.505,,,,,,6.563,6.668,,6.7637,,6.8523,,6.9353,,7.0136,,7.1064,,7.1944,,7.2785,,7.3593,,7.5128,,7.6571,,7.794,,7.9244,,8.0493
+1300,V,1.144,151.13,,,,,,155.09,164.11,,172.7,,180.97,,189.01,,196.87,,206.53,,216.05,,225.46,,234.79,,253.28,,271.62,,289.85,,307.99,,326.07
+1300,U,813.213,2589,,,,,,2606.4,2646,,2683.5,,2719.4,,2754.3,,2788.4,,2830.3,,2871.8,,2913.2,,2954.5,,3037.7,,3121.9,,3207.5,,3294.6,,3383.2
+1300,H,814.7,2785.4,,,,,,2808,2859.3,,2908,,2954.7,,3000,,3044.3,,3098.8,,3152.7,,3206.3,,3259.7,,3366.9,,3475,,3584.3,,3695,,3807.1
+1300,S,2.251,6.4913,,,,,,6.5394,6.6457,,6.7424,,6.8316,,6.9151,,6.9938,,7.0869,,7.1751,,7.2594,,7.3404,,7.494,,7.6385,,7.7754,,7.906,,8.0309
+1350,V,1.146,145.74,,,,,,148.79,,159.7,,169.96,,179.79,,,189.33,,198.66,,207.85,,216.93,,225.94,234.88,243.78,252.63,261.46,,279.03,,296.51,,313.93
+1350,U,820.944,2589.9,,,,,,2603.9,,2653.6,,2700.1,,2744.4,,,2787.4,,2829.5,,2871.1,,2912.5,,2953.9,2995.5,3037.2,3079.2,3121.5,,3207.1,,3294.3,,3383
+1350,H,822.491,2786.6,,,,,,2804.7,,2869.2,,2929.5,,2987.1,,,3043,,3097.7,,3151.7,,3205.4,,3259,3312.6,3366.3,3420.2,3474.4,,3583.8,,3694.5,,3806.8
+1350,S,2.2676,6.478,,,,,,6.5165,,6.6493,,6.7675,,6.875,,,6.9746,,7.0681,,7.1566,,7.241,,7.3221,7.4003,7.4759,7.5493,7.6205,,7.7576,,7.8882,,8.0132
+1400,V,1.149,140.72,,,,,,142.94,,153.57,,163.55,,173.08,,,182.32,,191.35,,200.24,,209.02,,217.72,226.35,234.95,243.5,252.02,,268.98,,285.85,,302.66
+1400,U,828.465,2590.8,,,,,,2601.3,,2651.7,,2698.6,,2743.2,,,2786.4,,2828.6,,2870.4,,2911.9,,2953.4,2994.9,3036.7,3078.7,3121.1,,3206.8,,3293.9,,3382.7
+1400,H,830.074,2787.8,,,,,,2801.4,,2866.7,,2927.6,,2985.5,,,3041.6,,3096.5,,3150.7,,3204.5,,3258.2,3311.8,3365.6,3419.6,3473.9,,3583.3,,3694.1,,3806.4
+1400,S,2.2837,6.4651,,,,,,6.4941,,6.6285,,6.7477,,6.856,,,6.9561,,7.0499,,7.1386,,7.2233,,7.3045,7.3828,7.4585,7.5319,7.6032,,7.7404,,7.871,,7.9961
+1450,V,1.151,136.04,,,,,,137.48,,147.86,,157.57,,166.83,,,175.79,,184.54,,193.15,,201.65,,210.06,218.42,226.72,234.99,243.23,,259.62,,275.93,,292.16
+1450,U,835.791,2591.6,,,,,,2598.7,,2649.7,,2697.1,,2742,,,2785.4,,2827.8,,2869.7,,2911.3,,2952.8,2994.4,3036.2,3078.3,3120.7,,3206.4,,3293.6,,3382.4
+1450,H,837.46,2788.9,,,,,,2798.1,,2864.1,,2925.5,,2983.9,,,3040.3,,3095.4,,3149.7,,3203.6,,3257.4,3311.1,3365,3419,3473.3,,3582.9,,3693.7,,3806.1
+1450,S,2.2993,6.4526,,,,,,6.4722,,6.6082,,6.7286,,6.8376,,,6.9381,,7.0322,,7.1212,,7.2061,,7.2874,7.3658,7.4416,7.5151,7.5865,,7.7237,,7.8545,,7.9796
+1500,V,1.154,131.66,,,,,,132.38,,142.53,,151.99,,161,,,169.7,,178.19,,186.53,,194.77,,202.92,211.01,219.05,227.06,235.03,,250.89,,266.66,,282.37
+1500,U,842.933,2592.4,,,,,,2596.1,,2647.7,,2695.5,,2740.8,,,2784.4,,2826.9,,2868.9,,2910.6,,2952.2,2993.9,3035.8,3077.9,3120.3,,3206,,3293.3,,3382.1
+1500,H,844.663,2789.9,,,,,,2794.7,,2861.5,,2923.5,,2982.3,,,3038.9,,3094.2,,3148.7,,3202.8,,3256.6,3310.4,3364.3,3418.4,3472.8,,3582.4,,3693.3,,3805.7
+1500,S,2.3145,6.4406,,,,,,6.4508,,6.5885,,6.7099,,6.8196,,,6.9207,,7.0152,,7.1044,,7.1894,,7.2709,7.3494,7.4253,7.4989,7.5703,,7.7077,,7.8385,,7.9636
+1550,V,1.156,127.55,,,,,,127.61,,137.54,,146.77,,155.54,,,164,,172.25,,180.34,,188.33,,196.24,204.08,211.87,219.63,227.35,,242.72,,258,,273.21
+1550,U,849.901,2593.2,,,,,,2593.5,,2645.8,,2694,,2739.5,,,2783.4,,2826.1,,2868.2,,2910,,2951.7,2993.4,3035.3,3077.4,3119.8,,3205.7,,3293,,3381.9
+1550,H,851.694,2790.8,,,,,,2791.3,,2858.9,,2921.5,,2980.6,,,3037.6,,3093.1,,3147.7,,3201.9,,3255.8,3309.7,3363.7,3417.8,3472.2,,3581.9,,3692.9,,3805.3
+1550,S,2.3292,6.4289,,,,,,6.4298,,6.5692,,6.6917,,6.8022,,,6.9038,,6.9986,,7.0881,,7.1733,,7.255,7.3336,7.4095,7.4832,7.5547,,7.6921,,7.823,,7.9482
+1600,V,1.159,123.69,,,,,,,,132.85,,141.87,,150.42,,,158.66,,166.68,,174.54,,182.3,,189.97,197.58,205.15,212.67,220.16,,235.06,,249.87,,264.62
+1600,U,856.707,2593.8,,,,,,,,2643.7,,2692.4,,2738.3,,,2782.4,,2825.2,,2867.5,,2909.3,,2951.1,2992.9,3034.8,3077,3119.4,,3205.3,,3292.7,,3381.6
+1600,H,858.561,2791.7,,,,,,,,2856.3,,2919.4,,2979,,,3036.2,,3091.9,,3146.7,,3201,,3255,3309,3363,3417.2,3471.7,,3581.4,,3692.5,,3805
+1600,S,2.3436,6.4175,,,,,,,,6.5503,,6.674,,6.7852,,,6.8873,,6.9825,,7.0723,,7.1577,,7.2394,7.3182,7.3942,7.4679,7.5395,,7.677,,7.808,,7.9333
+1650,V,1.161,120.05,,,,,,,,128.45,,137.27,,145.61,,,153.64,,161.44,,169.09,,176.63,,184.09,191.48,198.82,206.13,213.4,,227.86,,242.24,,256.55
+1650,U,863.359,2594.5,,,,,,,,2641.7,,2690.9,,2737.1,,,2781.3,,2824.4,,2866.7,,2908.7,,2950.5,2992.3,3034.3,3076.5,3119,,3205,,3292.4,,3381.3
+1650,H,865.275,2792.6,,,,,,,,2853.6,,2917.4,,2977.3,,,3034.8,,3090.8,,3145.7,,3200.1,,3254.2,3308.3,3362.4,3416.7,3471.1,,3581,,3692.1,,3804.6
+1650,S,2.3576,6.4065,,,,,,,,6.5319,,6.6567,,6.7687,,,6.8713,,6.9669,,7.0569,,7.1425,,7.2244,7.3032,7.3794,7.4531,7.5248,,7.6624,,7.7934,,7.9188
+1700,V,1.163,116.62,,,,,,,,124.31,,132.94,,141.09,,,148.91,,156.51,,163.96,,171.3,,178.55,185.74,192.87,199.97,207.04,,221.09,,235.06,,248.96
+1700,U,869.866,2595.1,,,,,,,,2639.6,,2689.3,,2735.8,,,2780.3,,2823.5,,2866,,2908,,2949.9,2991.8,3033.9,3076.1,3118.6,,3204.6,,3292.1,,3381
+1700,H,871.843,2793.4,,,,,,,,2851,,2915.3,,2975.6,,,3033.5,,3089.6,,3144.7,,3199.2,,3253.5,3307.6,3361.7,3416.1,3470.6,,3580.5,,3691.7,,3804.3
+1700,S,2.3713,6.3957,,,,,,,,6.5138,,6.6398,,6.7526,,,6.8557,,6.9516,,7.0419,,7.1277,,7.2098,7.2887,7.3649,7.4388,7.5105,,7.6482,,7.7793,,7.9047
+1750,V,1.166,113.38,,,,,,,,120.39,,128.85,,136.82,,,144.45,,151.87,,159.12,,166.27,,173.32,180.32,187.26,194.17,201.04,,214.71,,228.28,,241.8
+1750,U,876.234,2595.7,,,,,,,,2637.6,,2687.7,,2734.5,,,2779.3,,2822.7,,2865.3,,2907.4,,2949.3,2991.3,3033.4,3075.7,3118.2,,3204.3,,3291.8,,3380.8
+1750,H,878.274,2794.1,,,,,,,,2848.2,,2913.2,,2974,,,3032.1,,3088.4,,3143.7,,3198.4,,3252.7,3306.9,3361.1,3415.5,3470,,3580,,3691.3,,3803.9
+1750,S,2.3846,6.3853,,,,,,,,6.4961,,6.6233,,6.7368,,,6.8405,,6.9368,,7.0273,,7.1133,,7.1955,7.2746,7.3509,7.4248,7.4965,,7.6344,,7.7656,,7.891
+1800,V,1.168,110.32,,,,,,,,116.69,,124.99,,132.78,,,140.24,,147.48,,154.55,,161.51,,168.39,175.2,181.97,188.69,195.38,,208.68,,221.89,,235.03
+1800,U,882.472,2596.3,,,,,,,,2635.5,,2686.1,,2733.3,,,2778.2,,2821.8,,2864.5,,2906.7,,2948.8,2990.8,3032.9,3075.2,3117.8,,3203.9,,3291.5,,3380.5
+1800,H,884.574,2794.8,,,,,,,,2845.5,,2911,,2972.3,,,3030.7,,3087.3,,3142.7,,3197.5,,3251.9,3306.1,3360.4,3414.9,3469.5,,3579.5,,3690.9,,3803.6
+1800,S,2.3976,6.3751,,,,,,,,6.4787,,6.6071,,6.7214,,,6.8257,,6.9223,,7.0131,,7.0993,,7.1816,7.2608,7.3372,7.4112,7.483,,7.6209,,7.7522,,7.8777
+1850,V,1.17,107.41,,,,,,,,113.19,,121.33,,128.96,,,136.26,,143.33,,150.23,,157.02,,163.73,170.37,176.96,183.5,190.02,,202.97,,215.84,,228.64
+1850,U,888.585,2596.8,,,,,,,,2633.3,,2684.4,,2732,,,2777.2,,2820.9,,2863.8,,2906.1,,2948.2,2990.3,3032.4,3074.8,3117.4,,3203.6,,3291.1,,3380.2
+1850,H,890.75,2795.5,,,,,,,,2842.8,,2908.9,,2970.6,,,3029.3,,3086.1,,3141.7,,3196.6,,3251.1,3305.4,3359.8,3414.3,3468.9,,3579.1,,3690.4,,3803.2
+1850,S,2.4103,6.3651,,,,,,,,6.4616,,6.5912,,6.7064,,,6.8112,,6.9082,,6.9993,,7.0856,,7.1681,7.2474,7.3239,7.398,7.4698,,7.6079,,7.7392,,7.8648
+1900,V,1.172,104.65,,,,,,,,109.87,,117.87,,125.35,,,132.49,,139.39,,146.14,,152.76,,159.3,165.78,172.21,178.59,184.94,,197.57,,210.11,,222.58
+1900,U,894.58,2597.3,,,,,,,,2631.2,,2682.8,,2730.7,,,2776.2,,2820.1,,2863,,2905.4,,2947.6,2989.7,3031.9,3074.3,3117,,3203.2,,3290.8,,3380
+1900,H,896.807,2796.1,,,,,,,,2840,,2906.7,,2968.8,,,3027.9,,3084.9,,3140.7,,3195.7,,3250.3,3304.7,3359.1,3413.7,3468.4,,3578.6,,3690,,3802.8
+1900,S,2.4228,6.3554,,,,,,,,6.4448,,6.5757,,6.6917,,,6.797,,6.8944,,6.9857,,7.0723,,7.155,7.2344,7.3109,7.3851,7.457,,7.5951,,7.7265,,7.8522
+1950,V,1.174,102.031,,,,,,,,106.72,,114.58,,121.91,,,128.9,,135.66,,142.25,,148.72,,155.11,161.43,167.7,173.93,180.13,,192.44,,204.67,,216.83
+1950,U,900.461,2597.7,,,,,,,,2629,,2681.1,,2729.4,,,2775.1,,2819.2,,2862.3,,2904.8,,2947,2989.2,3031.5,3073.9,3116.6,,3202.9,,3290.5,,3379.7
+1950,H,902.752,2796.7,,,,,,,,2837.1,,2904.6,,2967.1,,,3026.5,,3083.7,,3139.7,,3194.8,,3249.5,3304,3358.5,3413.1,3467.8,,3578.1,,3689.6,,3802.5
+1950,S,2.4349,6.3459,,,,,,,,6.4283,,6.5604,,6.6772,,,6.7831,,6.8809,,6.9725,,7.0593,,7.1421,7.2216,7.2983,7.3725,7.4445,,7.5827,,7.7142,,7.8399
+2000,V,1.177,99.536,,,,,,,,103.72,,111.45,,118.65,,,125.5,,132.11,,138.56,,144.89,,151.13,157.3,163.42,169.51,175.55,,187.57,,199.5,,211.36
+2000,U,906.236,2598.2,,,,,,,,2626.9,,2679.5,,2728.1,,,2774,,2818.3,,2861.5,,2904.1,,2946.4,2988.7,3031,3073.5,3116.2,,3202.5,,3290.2,,3379.4
+2000,H,908.589,2797.2,,,,,,,,2834.3,,2902.4,,2965.4,,,3025,,3082.5,,3138.6,,3193.9,,3248.7,3303.3,3357.8,3412.5,3467.3,,3577.6,,3689.2,,3802.1
+2000,S,2.4469,6.3366,,,,,,,,6.412,,6.5454,,6.6631,,,6.7696,,6.8677,,6.9596,,7.0466,,7.1296,7.2092,7.2859,7.3602,7.4323,,7.5706,,7.7022,,7.8279
+2100,V,1.181,94.89,,,,,,,,98.147,,105.64,,112.59,,,119.18,,125.53,,131.7,,137.76,,143.73,149.63,155.48,161.28,167.06,,178.53,,189.91,,201.22
+2100,U,917.479,2598.9,,,,,,,,2622.4,,2676.1,,2725.4,,,2771.9,,2816.5,,2860,,2902.8,,2945.3,2987.6,3030,3072.6,3115.3,,3201.8,,3289.6,,3378.9
+2100,H,919.959,2798.2,,,,,,,,2828.5,,2897.9,,2961.9,,,3022.2,,3080.1,,3136.6,,3192.1,,3247.1,3301.8,3356.5,3411.3,3466.2,,3576.7,,3688.4,,3801.4
+2100,S,2.47,6.3187,,,,,,,,6.3802,,6.5162,,6.6356,,,6.7432,,6.8422,,6.9347,,7.022,,7.1053,7.1851,7.2621,7.3365,7.4087,,7.5472,,7.6789,,7.8048
+2200,V,1.185,90.652,,,,,,,,93.067,,100.35,,107.07,,,113.43,,119.53,,125.47,,131.28,,137,142.65,148.25,153.81,159.34,,170.3,,181.19,,192
+2200,U,928.346,2599.6,,,,,,,,2617.9,,2672.7,,2722.7,,,2769.7,,2814.7,,2858.5,,2901.5,,2944.1,2986.6,3029.1,3071.7,3114.5,,3201.1,,3289,,3378.3
+2200,H,930.953,2799.1,,,,,,,,2822.7,,2893.4,,2958.3,,,3019.3,,3077.7,,3134.5,,3190.3,,3245.5,3300.4,3355.2,3410.1,3465.1,,3575.7,,3687.6,,3800.7
+2200,S,2.4922,6.3015,,,,,,,,6.3492,,6.4879,,6.6091,,,6.7179,,6.8177,,6.9107,,6.9985,,7.0821,7.1621,7.2393,7.3139,7.3862,,7.5249,,7.6568,,7.7827
+2300,V,1.189,86.769,,,,,,,,88.42,,95.513,,102.03,,,108.18,,114.06,,119.77,,125.36,,130.85,136.28,141.65,146.99,152.28,,162.8,,173.22,,183.58
+2300,U,938.866,2600.2,,,,,,,,2613.3,,2669.2,,2720,,,2767.6,,2812.9,,2857,,2900.2,,2942.9,2985.5,3028.1,3070.8,3113.7,,3200.4,,3288.3,,3377.8
+2300,H,941.601,2799.8,,,,,,,,2816.7,,2888.9,,2954.7,,,3016.4,,3075.3,,3132.4,,3188.5,,3243.9,3299,3353.9,3408.9,3464,,3574.8,,3686.7,,3800
+2300,S,2.5136,6.2849,,,,,,,,6.319,,6.4605,,6.5835,,,6.6935,,6.7941,,6.8877,,6.9759,,7.0598,7.1401,7.2174,7.2922,7.3646,,7.5035,,7.6355,,7.7616
+2400,V,1.193,83.199,,,,,,,,84.149,,91.075,,97.411,,,103.36,,109.05,,114.55,,119.93,,125.22,130.44,135.61,140.73,145.82,150.88,155.91,,165.92,,175.86
+2400,U,949.066,2600.7,,,,,,,,2608.6,,2665.6,,2717.3,,,2765.4,,2811.1,,2855.4,,2898.8,,2941.7,2984.5,3027.1,3069.9,3112.9,3156.1,3199.6,,3287.7,,3377.2
+2400,H,951.929,2800.4,,,,,,,,2810.6,,2884.2,,2951.1,,,3013.4,,3072.8,,3130.4,,3186.7,,3242.3,3297.5,3352.6,3407.7,3462.9,3518.2,3573.8,,3685.9,,3799.3
+2400,S,2.5343,6.269,,,,,,,,6.2894,,6.4338,,6.5586,,,6.6699,,6.7714,,6.8656,,6.9542,,7.0384,7.1189,7.1964,7.2713,7.3439,7.4144,7.483,,7.6152,,7.7414
+2500,V,1.197,79.905,,,,,,,,80.21,,86.985,,93.154,,,98.925,,104.43,,109.75,,114.94,,120.04,125.07,130.04,134.97,139.87,144.74,149.58,,159.21,,168.76
+2500,U,958.969,2601.2,,,,,,,,2603.8,,2662,,2714.5,,,2763.1,,2809.3,,2853.9,,2897.5,,2940.6,2983.4,3026.2,3069,3112.1,3155.4,3198.9,,3287.1,,3376.7
+2500,H,961.962,2800.9,,,,,,,,2804.3,,2879.5,,2947.4,,,3010.4,,3070.4,,3128.2,,3184.8,,3240.7,3296.1,3351.3,3406.5,3461.7,3517.2,3572.9,,3685.1,,3798.6
+2500,S,2.5543,6.2536,,,,,,,,6.2604,,6.4077,,6.5345,,,6.647,,6.7494,,6.8442,,6.9333,,7.0178,7.0986,7.1763,7.2513,7.324,7.3946,7.4633,,7.5956,,7.722
+2600,V,1.201,76.856,,,,,,,,,,83.205,,89.22,,,94.83,,100.17,,105.32,,110.33,,115.26,120.11,124.91,129.66,134.38,139.07,143.74,,153.01,,162.21
+2600,U,968.597,2601.5,,,,,,,,,,2658.4,,2711.7,,,2760.9,,2807.4,,2852.3,,2896.1,,2939.4,2982.3,3025.2,3068.1,3111.2,3154.6,3198.2,,3286.5,,3376.1
+2600,H,971.72,2801.4,,,,,,,,,,2874.7,,2943.6,,,3007.4,,3067.9,,3126.1,,3183,,3239,3294.6,3349.9,3405.3,3460.6,3516.2,3571.9,,3684.3,,3797.9
+2600,S,2.5736,6.2387,,,,,,,,,,6.3823,,6.511,,,6.6249,,6.7281,,6.8236,,6.9131,,6.9979,7.0789,7.1568,7.232,7.3048,7.3755,7.4443,,7.5768,,7.7033
+2700,V,1.205,74.025,,,,,,,,,,79.698,,85.575,,,91.036,,96.218,,101.21,,106.07,,110.83,115.52,120.15,124.74,129.3,133.82,138.33,,147.27,,156.14
+2700,U,977.968,2601.8,,,,,,,,,,2654.7,,2708.8,,,2758.6,,2805.6,,2850.7,,2894.8,,2938.2,2981.2,3024.2,3067.2,3110.4,3153.8,3197.5,,3285.8,,3375.6
+2700,H,981.222,2801.7,,,,,,,,,,2869.9,,2939.8,,,3004.4,,3065.4,,3124,,3181.2,,3237.4,3293.1,3348.6,3404,3459.5,3515.2,3571,,3683.5,,3797.1
+2700,S,2.5924,6.2244,,,,,,,,,,6.3575,,6.4882,,,6.6034,,6.7075,,6.8036,,6.8935,,6.9787,7.06,7.1381,7.2134,7.2863,7.3571,7.426,,7.5587,,7.6853
+2800,V,1.209,71.389,,,,,,,,,,76.437,,82.187,,,87.51,,92.55,,97.395,,102.1,,106.71,111.25,115.74,120.17,124.58,128.95,133.3,,141.94,,150.5
+2800,U,987.1,2602.1,,,,,,,,,,2650.9,,2705.9,,,2756.3,,2803.7,,2849.2,,2893.4,,2937,2980.2,3023.2,3066.3,3109.6,3153.1,3196.8,,3285.2,,3375
+2800,H,990.485,2802,,,,,,,,,,2864.9,,2936,,,3001.3,,3062.8,,3121.9,,3179.3,,3235.8,3291.7,3347.3,3402.8,3458.4,3514.1,3570,,3682.6,,3796.4
+2800,S,2.6106,6.2104,,,,,,,,,,6.3331,,6.4659,,,6.5824,,6.6875,,6.7842,,6.8746,,6.9601,7.0416,7.1199,7.1954,7.2685,7.3394,7.4084,,7.5412,,7.6679
+2900,V,1.213,68.928,,,,,,,,,,73.395,,79.029,,,84.226,,89.133,,93.843,,98.414,,102.88,107.28,111.62,115.92,120.18,124.42,128.62,,136.97,,145.26
+2900,U,996.008,2602.3,,,,,,,,,,2647.1,,2702.9,,,2754,,2801.8,,2847.6,,2892,,2935.8,2979.1,3022.3,3065.5,3108.8,3152.3,3196.1,,3284.6,,3374.5
+2900,H,999.524,2802.2,,,,,,,,,,2859.9,,2932.1,,,2998.2,,3060.3,,3119.7,,3177.4,,3234.1,3290.2,3346,3401.6,3457.3,3513.1,3569.1,,3681.8,,3795.7
+2900,S,2.6283,6.1969,,,,,,,,,,6.3092,,6.4441,,,6.5621,,6.6681,,6.7654,,6.8563,,6.9421,7.0239,7.1024,7.178,7.2512,7.3222,7.3913,,7.5243,,7.6511
+3000,V,1.216,66.626,,,,,,,,,,70.551,,76.078,,,81.159,,85.943,,90.526,,94.969,,99.31,103.58,107.79,111.95,116.08,120.18,124.26,,132.34,,140.36
+3000,U,1004.7,2602.4,,,,,,,,,,2643.2,,2700,,,2751.6,,2799.9,,2846,,2890.7,,2934.6,2978,3021.3,3064.6,3107.9,3151.5,3195.4,,3284,,3373.9
+3000,H,1008.4,2802.3,,,,,,,,,,2854.8,,2928.2,,,2995.1,,3057.7,,3117.5,,3175.6,,3232.5,3288.7,3344.6,3400.4,3456.2,3512.1,3568.1,,3681,,3795
+3000,S,2.6455,6.1837,,,,,,,,,,6.2857,,6.4228,,,6.5422,,6.6491,,6.7471,,6.8385,,6.9246,7.0067,7.0854,7.1612,7.2345,7.3056,7.3748,,7.5079,,7.6349
+3100,V,1.22,64.467,,,,,,,,,,67.885,,73.315,,,78.287,,82.958,,87.423,,91.745,,95.965,100.11,104.2,108.24,112.24,116.22,120.17,,128.01,,135.78
+3100,U,1013.2,2602.5,,,,,,,,,,2639.2,,2697,,,2749.2,,2797.9,,2844.3,,2889.3,,2933.4,2976.9,3020.3,3063.7,3107.1,3150.8,3194.7,,3283.3,,3373.4
+3100,H,1017,2802.3,,,,,,,,,,2849.6,,2924.2,,,2991.9,,3055.1,,3115.4,,3173.7,,3230.8,3287.3,3343.3,3399.2,3455.1,3511,3567.2,,3680.2,,3794.3
+3100,S,2.6623,6.1709,,,,,,,,,,6.2626,,6.4019,,,6.5227,,6.6307,,6.7294,,6.8212,,6.9077,6.99,7.0689,7.1448,7.2183,7.2895,7.3588,,7.492,,7.6191
+3200,V,1.224,62.439,,,,,,,,,,65.38,,70.721,,,75.593,,80.158,,84.513,,88.723,,92.829,96.859,100.83,104.76,108.65,112.51,116.34,,123.95,,131.48
+3200,U,1021.5,2602.5,,,,,,,,,,2635.2,,2693.9,,,2746.8,,2796,,2842.7,,2887.9,,2932.1,2975.9,3019.3,3062.8,3106.3,3150,3193.9,,3282.7,,3372.8
+3200,H,1025.4,2802.3,,,,,,,,,,2844.4,,2920.2,,,2988.7,,3052.5,,3113.2,,3171.8,,3229.2,3285.8,3342,3398,3454,3510,3566.2,,3679.3,,3793.6
+3200,S,2.6786,6.1585,,,,,,,,,,6.2398,,6.3815,,,6.5037,,6.6127,,6.712,,6.8043,,6.8912,6.9738,7.0528,7.129,7.2026,7.2739,7.3433,,7.4767,,7.6039
+3300,V,1.227,60.529,,,,,,,,,,63.021,,68.282,,,73.061,,77.526,,81.778,,85.883,,89.883,93.805,97.668,101.49,105.27,109.02,112.74,,120.13,,127.45
+3300,U,1029.7,2602.5,,,,,,,,,,2631.1,,2690.8,,,2744.4,,2794,,2841.1,,2886.5,,2930.9,2974.8,3018.3,3061.9,3105.5,3149.2,3193.2,,3282.1,,3372.3
+3300,H,1033.7,2802.3,,,,,,,,,,2839,,2916.1,,,2985.5,,3049.9,,3110.9,,3169.9,,3227.5,3284.3,3340.6,3396.8,3452.8,3509,3565.3,,3678.5,,3792.9
+3300,S,2.6945,6.1463,,,,,,,,,,6.2173,,6.3614,,,6.4851,,6.5951,,6.6952,,6.7879,,6.8752,6.958,7.0373,7.1136,7.1873,7.2588,7.3282,,7.4618,,7.5891
+3400,V,1.231,58.728,,,,,,,,,,60.796,,65.982,,,70.675,,75.048,,79.204,,83.21,,87.11,90.93,94.692,98.408,102.09,105.74,109.36,,116.54,,123.65
+3400,U,1037.6,2602.5,,,,,,,,,,2626.9,,2687.7,,,2741.9,,2792,,2839.4,,2885.1,,2929.7,2973.7,3017.4,3061,3104.6,3148.4,3192.5,,3281.5,,3371.7
+3400,H,1041.8,2802.1,,,,,,,,,,2833.6,,2912,,,2982.2,,3047.2,,3108.7,,3168,,3225.9,3282.8,3339.3,3395.5,3451.7,3507.9,3564.3,,3677.7,,3792.1
+3400,S,2.7101,6.1344,,,,,,,,,,6.1951,,6.3416,,,6.4669,,6.5779,,6.6787,,6.7719,,6.8595,6.9426,7.0221,7.0986,7.1724,7.244,7.3136,,7.4473,,7.5747
+3500,V,1.235,57.025,,,,,,,,,,58.693,,63.812,,,68.424,,72.71,,76.776,,80.689,,84.494,88.22,91.886,95.505,99.088,102.64,106.17,,113.15,,120.07
+3500,U,1045.4,2602.4,,,,,,,,,,2622.7,,2684.5,,,2739.5,,2790,,2837.8,,2883.7,,2928.4,2972.6,3016.4,3060.1,3103.8,3147.7,3191.8,,3280.8,,3371.2
+3500,H,1049.8,2802,,,,,,,,,,2828.1,,2907.8,,,2979,,3044.5,,3106.5,,3166.1,,3224.2,3281.3,3338,3394.3,3450.6,3506.9,3563.4,,3676.9,,3791.4
+3500,S,2.7253,6.1228,,,,,,,,,,6.1732,,6.3221,,,6.4491,,6.5611,,6.6626,,6.7563,,6.8443,6.9277,7.0074,7.084,7.158,7.2297,7.2993,,7.4332,,7.5607
+3600,V,1.238,55.415,,,,,,,,,,56.702,,61.759,,,66.297,,70.501,,74.482,,78.308,,82.024,85.66,89.236,92.764,96.255,99.716,103.15,,109.96,,116.69
+3600,U,1053.1,2602.2,,,,,,,,,,2618.4,,2681.3,,,2737,,2788,,2836.1,,2882.3,,2927.2,2971.5,3015.4,3059.2,3103,3146.9,3191.1,,3280.2,,3370.6
+3600,H,1057.6,2801.7,,,,,,,,,,2822.5,,2903.6,,,2975.6,,3041.8,,3104.2,,3164.2,,3222.5,3279.8,3336.6,3393.1,3449.5,3505.9,3562.4,,3676.1,,3790.7
+3600,S,2.7401,6.1115,,,,,,,,,,6.1514,,6.303,,,6.4315,,6.5446,,6.6468,,6.7411,,6.8294,6.9131,6.993,7.0698,7.1439,7.2157,7.2854,,7.4195,,7.5471
+3700,V,1.242,53.888,,,,,,,,,,54.812,,59.814,,,64.282,,68.41,,72.311,,76.055,,79.687,83.238,86.728,90.171,93.576,96.95,100.3,,106.93,,113.49
+3700,U,1060.6,2602.1,,,,,,,,,,2614,,2678,,,2734.4,,2786,,2834.4,,2880.8,,2926,2970.4,3014.4,3058.2,3102.1,3146.1,3190.4,,3279.6,,3370.1
+3700,H,1065.2,2801.4,,,,,,,,,,2816.8,,2899.3,,,2972.3,,3039.1,,3102,,3162.2,,3220.8,3278.4,3335.3,3391.9,3448.4,3504.9,3561.5,,3675.2,,3790
+3700,S,2.7547,6.1004,,,,,,,,,,6.1299,,6.2841,,,6.4143,,6.5284,,6.6314,,6.7262,,6.8149,6.8989,6.979,7.0559,7.1302,7.2021,7.2719,,7.4061,,7.5339
+3800,V,1.245,52.438,,,,,,,,,,53.017,,57.968,,,62.372,,66.429,,70.254,,73.92,,77.473,80.944,84.353,87.714,91.038,94.33,97.596,,104.06,,110.46
+3800,U,1068,2601.9,,,,,,,,,,2609.5,,2674.7,,,2731.9,,2783.9,,2832.7,,2879.4,,2924.7,2969.3,3013.4,3057.3,3101.3,3145.4,3189.6,,3279,,3369.5
+3800,H,1072.7,2801.1,,,,,,,,,,2811,,2895,,,2968.9,,3036.4,,3099.7,,3160.3,,3219.1,3276.8,3333.9,3390.7,3447.2,3503.8,3560.5,,3674.4,,3789.3
+3800,S,2.7689,6.0896,,,,,,,,,,6.1085,,6.2654,,,6.3973,,6.5126,,6.6163,,6.7117,,6.8007,6.8849,6.9653,7.0424,7.1168,7.1888,7.2587,,7.3931,,7.521
+3900,V,1.249,51.061,,,,,,,,,,51.308,,56.215,,,60.558,,64.547,,68.302,,71.894,,75.372,78.767,82.099,85.383,88.629,91.844,95.033,,101.35,,107.59
+3900,U,1075.3,2601.6,,,,,,,,,,2605,,2671.4,,,2729.3,,2781.9,,2831,,2877.9,,2923.5,2968.2,3012.4,3056.4,3100.5,3144.6,3188.9,,3278.3,,3369
+3900,H,1080.1,2800.8,,,,,,,,,,2805.1,,2890.6,,,2965.5,,3033.6,,3097.4,,3158.3,,3217.4,3275.3,3332.6,3389.4,3446.1,3502.8,3559.5,,3673.6,,3788.6
+3900,S,2.7828,6.0789,,,,,,,,,,6.0872,,6.247,,,6.3806,,6.497,,6.6015,,6.6974,,6.7868,6.8713,6.9519,7.0292,7.1037,7.1759,7.2459,,7.3804,,7.5084
+4000,V,1.252,49.749,,,,,,,,,,,,54.546,,,58.833,,62.759,,66.446,,69.969,,73.376,76.698,79.958,83.169,86.341,89.483,92.598,,98.763,,104.86
+4000,U,1082.4,2601.3,,,,,,,,,,,,2668,,,2726.7,,2779.8,,2829.3,,2876.5,,2922.2,2967,3011.4,3055.5,3099.6,3143.8,3188.2,,3277.7,,3368.4
+4000,H,1087.4,2800.3,,,,,,,,,,,,2886.1,,,2962,,3030.8,,3095.1,,3156.4,,3215.7,3273.8,3331.2,3388.2,3445,3501.7,3558.6,,3672.8,,3787.9
+4000,S,2.7965,6.0685,,,,,,,,,,,,6.2288,,,6.3642,,6.4817,,6.587,,6.6834,,6.7733,6.8581,6.9388,7.0163,7.0909,7.1632,7.2333,,7.368,,7.4961
+4100,V,1.256,48.5,,,,,,,,,,,50.15,52.955,,,57.191,,61.057,,64.68,,68.137,,71.476,74.73,77.921,81.062,84.165,87.236,90.281,93.303,96.306,,102.26
+4100,U,1089.4,2601,,,,,,,,,,,2624.6,2664.5,,,2724,,2777.7,,2827.6,,2875,,2920.9,2965.9,3010.4,3054.6,3098.8,3143,3187.5,3232.1,3277.1,,3367.9
+4100,H,1094.6,2799.9,,,,,,,,,,,2830.3,2881.6,,,2958.5,,3028,,3092.8,,3154.4,,3214,3272.3,3329.9,3387,3443.9,3500.7,3557.6,3614.7,3671.9,,3787.1
+4100,S,2.8099,6.0583,,,,,,,,,,,6.1157,6.2107,,,6.348,,6.4667,,6.5727,,6.6697,,6.76,6.845,6.926,7.0037,7.0785,7.1508,7.221,7.2893,7.3558,,7.4842
+4200,V,1.259,47.307,,,,,,,,,,,48.654,51.438,,,55.625,,59.435,,62.998,,66.392,,69.667,72.856,75.981,79.056,82.092,85.097,88.075,91.03,93.966,,99.787
+4200,U,1096.3,2600.7,,,,,,,,,,,2620.4,2661,,,2721.4,,2775.6,,2825.8,,2873.6,,2919.7,2964.8,3009.4,3053.7,3097.9,3142.3,3186.8,3231.5,3276.5,,3367.3
+4200,H,1101.6,2799.4,,,,,,,,,,,2824.8,2877.1,,,2955,,3025.2,,3090.4,,3152.4,,3212.3,3270.8,3328.5,3385.7,3442.7,3499.7,3556.7,3613.8,3671.1,,3786.4
+4200,S,2.8231,6.0482,,,,,,,,,,,6.0962,6.1929,,,6.332,,6.4519,,6.5587,,6.6563,,6.7469,6.8323,6.9135,6.9913,7.0662,7.1387,7.209,7.2774,7.344,,7.4724
+4300,V,1.262,46.168,,,,,,,,,,,47.223,49.988,,,54.13,,57.887,,61.393,,64.728,,67.942,71.069,74.131,77.143,80.116,83.057,85.971,88.863,91.735,,97.428
+4300,U,1103.1,2600.3,,,,,,,,,,,2616.2,2657.5,,,2718.7,,2773.4,,2824.1,,2872.1,,2918.4,2963.7,3008.4,3052.8,3097.1,3141.5,3186,3230.8,3275.8,,3366.8
+4300,H,1108.5,2798.9,,,,,,,,,,,2819.2,2872.4,,,2951.4,,3022.3,,3088.1,,3150.4,,3210.5,3269.3,3327.1,3384.5,3441.6,3498.6,3555.7,3612.9,3670.3,,3785.7
+4300,S,2.836,6.0383,,,,,,,,,,,6.0768,6.1752,,,6.3162,,6.4373,,6.545,,6.6431,,6.7341,6.8198,6.9012,6.9792,7.0543,7.1269,7.1973,7.2658,7.3324,,7.461
+4400,V,1.266,45.079,,,,,,,,,,,45.853,48.601,,,52.702,,56.409,,59.861,,63.139,,66.295,69.363,72.365,75.317,78.229,81.11,83.963,86.794,89.605,,95.177
+4400,U,1109.8,2599.9,,,,,,,,,,,2611.8,2653.9,,,2716,,2771.3,,2822.3,,2870.6,,2917.1,2962.5,3007.4,3051.9,3096.3,3140.7,3185.3,3230.1,3275.2,,3366.2
+4400,H,1115.4,2798.3,,,,,,,,,,,2813.6,2867.8,,,2947.8,,3019.5,,3085.7,,3148.4,,3208.8,3267.7,3325.8,3383.3,3440.5,3497.6,3554.7,3612,3669.5,,3785
+4400,S,2.8487,6.0286,,,,,,,,,,,6.0575,6.1577,,,6.3006,,6.423,,6.5315,,6.6301,,6.7216,6.8076,6.8892,6.9674,7.0426,7.1153,7.1858,7.2544,7.3211,,7.4498
+4500,V,1.269,44.037,,,,,,,,,,,44.54,47.273,,,51.336,,54.996,,58.396,,61.62,,64.721,67.732,70.677,73.572,76.427,79.249,82.044,84.817,87.57,,93.025
+4500,U,1116.4,2599.5,,,,,,,,,,,2607.4,2650.3,,,2713.2,,2769.1,,2820.5,,2869.1,,2915.8,2961.4,3006.3,3050.9,3095.4,3139.9,3184.6,3229.5,3274.6,,3365.7
+4500,H,1122.1,2797.7,,,,,,,,,,,2807.9,2863,,,2944.2,,3016.6,,3083.3,,3146.4,,3207.1,3266.2,3324.4,3382,3439.3,3496.6,3553.8,3611.1,3668.6,,3784.3
+4500,S,2.8612,6.0191,,,,,,,,,,,6.0382,6.1403,,,6.2852,,6.4088,,6.5182,,6.6174,,6.7093,6.7955,6.8774,6.9558,7.0311,7.104,7.1746,7.2432,7.31,,7.4388
+4600,V,1.272,43.038,,,,,,,,,,,43.278,46,,,50.027,,53.643,,56.994,,60.167,,63.215,66.172,69.063,71.903,74.702,77.469,80.209,82.926,85.623,,90.967
+4600,U,1122.9,2599.1,,,,,,,,,,,2602.9,2646.6,,,2710.4,,2766.9,,2818.7,,2867.6,,2914.5,2960.3,3005.3,3050,3094.6,3139.2,3183.9,3228.8,3273.9,,3365.1
+4600,H,1128.8,2797,,,,,,,,,,,2802,2858.2,,,2940.5,,3013.7,,3080.9,,3144.4,,3205.3,3264.7,3323,3380.8,3438.2,3495.5,3552.8,3610.2,3667.8,,3783.6
+4600,S,2.8735,6.0097,,,,,,,,,,,6.019,6.123,,,6.27,,6.3949,,6.505,,6.6049,,6.6972,6.7838,6.8659,6.9444,7.0199,7.0928,7.1636,7.2323,7.2991,,7.4281
+4700,V,1.276,42.081,,,,,,,,,,,,44.778,,,48.772,,52.346,,55.651,,58.775,,61.773,64.679,67.517,70.304,73.051,75.765,78.452,81.116,83.76,,88.997
+4700,U,1129.3,2598.6,,,,,,,,,,,,2642.9,,,2707.6,,2764.7,,2816.9,,2866.1,,2913.2,2959.1,3004.3,3049.1,3093.7,3138.4,3183.1,3228.1,3273.3,,3364.6
+4700,H,1135.3,2796.4,,,,,,,,,,,,2853.3,,,2936.8,,3010.7,,3078.5,,3142.3,,3203.6,3263.1,3321.6,3379.5,3437.1,3494.5,3551.9,3609.3,3667,,3782.9
+4700,S,2.8855,6.0004,,,,,,,,,,,,6.1058,,,6.2549,,6.3811,,6.4921,,6.5926,,6.6853,6.7722,6.8545,6.9332,7.0089,7.0819,7.1527,7.2215,7.2885,,7.4176
+4800,V,1.279,41.161,,,,,,,,,,,,43.604,,,47.569,,51.103,,54.364,,57.441,,60.39,63.247,66.036,68.773,71.469,74.132,76.768,79.381,81.973,,87.109
+4800,U,1135.6,2598.1,,,,,,,,,,,,2639.1,,,2704.8,,2762.5,,2815.1,,2864.6,,2911.9,2958,3003.3,3048.2,3092.9,3137.6,3182.4,3227.4,3272.7,,3364
+4800,H,1141.8,2795.7,,,,,,,,,,,,2848.4,,,2933.1,,3007.8,,3076.1,,3140.3,,3201.8,3261.6,3320.3,3378.3,3435.9,3493.4,3550.9,3608.5,3666.2,,3782.1
+4800,S,2.8974,5.9913,,,,,,,,,,,,6.0887,,,6.2399,,6.3675,,6.4794,,6.5805,,6.6736,6.7608,6.8434,6.9223,6.9981,7.0712,7.1422,7.211,7.2781,,7.4072
+4900,V,1.282,40.278,,,,,,,,,,,,42.475,,,46.412,,49.909,,53.128,,56.161,,59.064,61.874,64.615,67.303,69.951,72.565,75.152,77.716,80.26,,85.298
+4900,U,1141.9,2597.6,,,,,,,,,,,,2635.2,,,2701.9,,2760.2,,2813.3,,2863,,2910.6,2956.9,3002.3,3047.2,3092,3136.8,3181.7,3226.8,3272,,3363.5
+4900,H,1148.2,2794.9,,,,,,,,,,,,2843.3,,,2929.3,,3004.8,,3073.6,,3138.2,,3200,3260,3318.9,3377,3434.8,3492.4,3549.9,3607.6,3665.3,,3781.4
+4900,S,2.9091,5.9823,,,,,,,,,,,,6.0717,,,6.2252,,6.3541,,6.4669,,6.5685,,6.6621,6.7496,6.8324,6.9115,6.9874,7.0607,7.1318,7.2007,7.2678,,7.3971
+5000,V,1.286,39.429,,,,,,,,,,,,41.388,,,45.301,,48.762,,51.941,,54.932,,57.791,60.555,63.25,65.893,68.494,71.061,73.602,76.119,78.616,,83.559
+5000,U,1148,2597,,,,,,,,,,,,2631.3,,,2699,,2758,,2811.5,,2861.5,,2909.3,2955.7,3001.2,3046.3,3091.2,3136,3181,3226.1,3271.4,,3362.9
+5000,H,1154.5,2794.2,,,,,,,,,,,,2838.2,,,2925.5,,3001.8,,3071.2,,3136.2,,3198.3,3258.5,3317.5,3375.8,3433.7,3491.3,3549,3606.7,3664.5,,3780.7
+5000,S,2.9206,5.9735,,,,,,,,,,,,6.0547,,,6.2105,,6.3408,,6.4545,,6.5568,,6.6508,6.7386,6.8217,6.9009,6.977,7.0504,7.1215,7.1906,7.2578,,7.3872
+5100,V,1.289,38.611,,,,,,,,,,,,40.34,,,44.231,,47.66,,50.801,,53.75,,56.567,59.288,61.94,64.537,67.094,69.616,72.112,74.584,77.035,,81.888
+5100,U,1154.1,2596.5,,,,,,,,,,,,2627.3,,,2696.1,,2755.7,,2809.6,,2860,,2908,2954.5,3000.2,3045.4,3090.3,3135.3,3180.2,3225.4,3270.8,,3362.4
+5100,H,1160.7,2793.4,,,,,,,,,,,,2833.1,,,2921.7,,2998.7,,3068.7,,3134.1,,3196.5,3256.9,3316.1,3374.5,3432.5,3490.3,3548,3605.8,3663.7,,3780
+5100,S,2.9319,5.9648,,,,,,,,,,,,6.0378,,,6.196,,6.3277,,6.4423,,6.5452,,6.6396,6.7278,6.8111,6.8905,6.9668,7.0403,7.1115,7.1807,7.2479,,7.3775
+5200,V,1.292,37.824,,,,,,,,,,,,39.33,,,43.201,,46.599,,49.703,,52.614,,55.39,58.07,60.679,63.234,65.747,68.227,70.679,73.108,75.516,,80.282
+5200,U,1160.1,2595.9,,,,,,,,,,,,2623.3,,,2693.1,,2753.4,,2807.8,,2858.4,,2906.7,2953.4,2999.2,3044.5,3089.5,3134.5,3179.5,3224.7,3270.2,,3361.8
+5200,H,1166.8,2792.6,,,,,,,,,,,,2827.8,,,2917.8,,2995.7,,3066.2,,3132,,3194.7,3255.4,3314.7,3373.3,3431.4,3489.3,3547.1,3604.9,3662.8,,3779.3
+5200,S,2.9431,5.9561,,,,,,,,,,,,6.021,,,6.1815,,6.3147,,6.4302,,6.5338,,6.6287,6.7172,6.8007,6.8803,6.9567,7.0304,7.1017,7.1709,7.2382,,7.3679
+5300,V,1.296,37.066,,,,,,,,,,,,38.354,,,42.209,,45.577,,48.647,,51.52,,54.257,56.897,59.466,61.98,64.452,66.89,69.3,71.687,74.054,,78.736
+5300,U,1166.1,2595.3,,,,,,,,,,,,2619.2,,,2690.1,,2751,,2805.9,,2856.9,,2905.3,2952.2,2998.2,3043.5,3088.6,3133.7,3178.8,3224.1,3269.5,,3361.3
+5300,H,1172.9,2791.7,,,,,,,,,,,,2822.5,,,2913.8,,2992.6,,3063.7,,3129.9,,3192.9,3253.8,3313.3,3372,3430.2,3488.2,3546.1,3604,3662,,3778.6
+5300,S,2.9541,5.9476,,,,,,,,,,,,6.0041,,,6.1672,,6.3018,,6.4183,,6.5225,,6.6179,6.7067,6.7905,6.8703,6.9468,7.0206,7.092,7.1613,7.2287,,7.3585
+5400,V,1.299,36.334,,,,,,,,,,,,37.411,,,41.251,,44.591,,47.628,,50.466,,53.166,55.768,58.297,60.772,63.204,65.603,67.973,70.32,72.646,,77.248
+5400,U,1171.9,2594.6,,,,,,,,,,,,2615,,,2687.1,,2748.7,,2804,,2855.3,,2904,2951.1,2997.1,3042.6,3087.8,3132.9,3178.1,3223.4,3268.9,,3360.7
+5400,H,1178.9,2790.8,,,,,,,,,,,,2817,,,2909.8,,2989.5,,3061.2,,3127.8,,3191.1,3252.2,3311.9,3370.8,3429.1,3487.2,3545.1,3603.1,3661.2,,3777.8
+5400,S,2.965,5.9392,,,,,,,,,,,,5.9873,,,6.153,,6.2891,,6.4066,,6.5114,,6.6072,6.6963,6.7804,6.8604,6.9371,7.011,7.0825,7.1519,7.2194,,7.3493
+5500,V,1.302,35.628,,,,,,,,,,,,36.499,,,40.327,,43.641,,46.647,,49.45,,52.115,54.679,57.171,59.608,62.002,64.362,66.694,69.002,71.289,,75.814
+5500,U,1177.7,2594,,,,,,,,,,,,2610.8,,,2684,,2746.3,,2802.1,,2853.7,,2902.7,2949.9,2996.1,3041.7,3086.9,3132.1,3177.3,3222.7,3268.3,,3360.2
+5500,H,1184.9,2789.9,,,,,,,,,,,,2811.5,,,2905.8,,2986.4,,3058.7,,3125.7,,3189.3,3250.6,3310.5,3369.5,3427.9,3486.1,3544.2,3602.2,3660.4,,3777.1
+5500,S,2.9757,5.9309,,,,,,,,,,,,5.9705,,,6.1388,,6.2765,,6.3949,,6.5004,,6.5967,6.6862,6.7705,6.8507,6.9275,7.0015,7.0731,7.1426,7.2102,,7.3402
+5600,V,1.306,34.946,,,,,,,,,,,,35.617,,,39.434,,42.724,,45.7,,48.47,,51.1,53.63,56.085,58.486,60.843,63.165,65.46,67.731,69.981,,74.431
+5600,U,1183.5,2593.3,,,,,,,,,,,,2606.5,,,2680.9,,2744,,2800.2,,2852.1,,2901.3,2948.7,2995,3040.7,3086.1,3131.3,3176.6,3222,3267.6,,3359.6
+5600,H,1190.8,2789,,,,,,,,,,,,2805.9,,,2901.7,,2983.2,,3056.1,,3123.6,,3187.5,3249,3309.1,3368.2,3426.8,3485.1,3543.2,3601.3,3659.5,,3776.4
+5600,S,2.9863,5.9227,,,,,,,,,,,,5.9537,,,6.1248,,6.264,,6.3834,,6.4896,,6.5863,6.6761,6.7607,6.8411,6.9181,6.9922,7.0639,7.1335,7.2011,,7.3313
+5700,V,1.309,34.288,,,,,,,,,,,,34.761,,,38.571,,41.838,,44.785,,47.525,,50.121,52.617,55.038,57.403,59.724,62.011,64.27,66.504,68.719,,73.096
+5700,U,1189.1,2592.6,,,,,,,,,,,,2602.1,,,2677.8,,2741.6,,2798.3,,2850.5,,2899.9,2947.5,2994,3039.8,3085.2,3130.5,3175.9,3221.3,3267,,3359.1
+5700,H,1196.6,2788,,,,,,,,,,,,2800.2,,,2897.6,,2980,,3053.5,,3121.4,,3185.6,3247.5,3307.7,3367,3425.6,3484,3542.2,3600.4,3658.7,,3775.7
+5700,S,2.9968,5.9146,,,,,,,,,,,,5.9369,,,6.1108,,6.2516,,6.372,,6.4789,,6.5761,6.6663,6.7511,6.8316,6.9088,6.9831,7.0549,7.1245,7.1923,,7.3226
+5800,V,1.312,33.651,,,,,,,,,,,,,34.756,36.301,37.736,,40.982,,43.902,,46.611,,49.176,51.638,54.026,56.357,58.644,60.896,63.12,65.32,67.5,,71.807
+5800,U,1194.7,2591.9,,,,,,,,,,,,,2614.4,2645.7,2674.6,,2739.1,,2796.3,,2848.9,,2898.6,2946.4,2992.9,3038.8,3084.4,3129.8,3175.2,3220.7,3266.4,,3358.5
+5800,H,1202.3,2787,,,,,,,,,,,,,2816,2856.3,2893.5,,2976.8,,3051,,3119.3,,3183.8,3245.9,3306.3,3365.7,3424.5,3483,3541.2,3599.5,3657.9,,3775
+5800,S,3.0071,5.9066,,,,,,,,,,,,,5.9592,6.0314,6.0969,,6.2393,,6.3608,,6.4683,,6.566,6.6565,6.7416,6.8223,6.8996,6.974,7.046,7.1157,7.1835,,7.3139
+5900,V,1.315,33.034,,,,,,,,,,,,,33.953,35.497,36.928,,40.154,,43.048,,45.728,,48.262,50.693,53.048,55.346,57.6,59.819,62.01,64.176,66.322,,70.563
+5900,U,1200.3,2591.1,,,,,,,,,,,,,2610.2,2642.1,2671.4,,2736.7,,2794.4,,2847.3,,2897.2,2945.2,2991.9,3037.9,3083.5,3129,3174.4,3220,3265.7,,3357.9
+5900,H,1208,2786,,,,,,,,,,,,,2810.5,2851.5,2889.3,,2973.6,,3048.4,,3117.1,,3182,3244.3,3304.9,3364.4,3423.3,3481.9,3540.3,3598.6,3657,,3774.3
+5900,S,3.0172,5.8986,,,,,,,,,,,,,5.9431,6.0166,6.083,,6.2272,,6.3496,,6.4578,,6.556,6.6469,6.7322,6.8132,6.8906,6.9652,7.0372,7.107,7.1749,,7.3054
+6000,V,1.319,32.438,,,,,,,,,,,,,33.173,34.718,36.145,,39.353,,42.222,,44.874,,47.379,49.779,52.103,54.369,56.592,58.778,60.937,63.071,65.184,,69.359
+6000,U,1205.8,2590.4,,,,,,,,,,,,,2605.9,2638.4,2668.1,,2734.2,,2792.4,,2845.7,,2895.8,2944,2990.8,3036.9,3082.6,3128.2,3173.7,3219.3,3265.1,,3357.4
+6000,H,1213.7,2785,,,,,,,,,,,,,2804.9,2846.7,2885,,2970.4,,3045.8,,3115,,3180.1,3242.6,3303.5,3363.2,3422.2,3480.8,3539.3,3597.7,3656.2,,3773.5
+6000,S,3.0273,5.8908,,,,,,,,,,,,,5.927,6.0017,6.0692,,6.2151,,6.3386,,6.4475,,6.5462,6.6374,6.723,6.8041,6.8818,6.9564,7.0285,7.0985,7.1664,,7.2971
+6100,V,1.322,31.86,,,,,,,,,,,,,32.415,33.962,35.386,,38.577,,41.422,,44.048,,46.524,48.895,51.189,53.424,55.616,57.771,59.898,62.001,64.083,,68.196
+6100,U,1211.2,2589.6,,,,,,,,,,,,,2601.5,2634.6,2664.8,,2731.7,,2790.4,,2844.1,,2894.5,2942.8,2989.8,3036,3081.8,3127.4,3173,3218.6,3264.5,,3356.8
+6100,H,1219.3,2783.9,,,,,,,,,,,,,2799.3,2841.8,2880.7,,2967.1,,3043.1,,3112.8,,3178.3,3241,3302,3361.9,3421,3479.8,3538.3,3596.8,3655.4,,3772.8
+6100,S,3.0372,5.883,,,,,,,,,,,,,5.9108,5.9869,6.0555,,6.2031,,6.3277,,6.4373,,6.5364,6.628,6.7139,6.7952,6.873,6.9478,7.02,7.09,7.1581,,7.2889
+6200,V,1.325,31.3,,,,,,,,,,,,,31.679,33.227,34.65,,37.825,,40.648,,43.248,,45.697,48.039,50.304,52.51,54.671,56.797,58.894,60.966,63.018,,67.069
+6200,U,1216.6,2588.8,,,,,,,,,,,,,2597.1,2630.8,2661.5,,2729.2,,2788.5,,2842.4,,2893.1,2941.6,2988.7,3035,3080.9,3126.6,3172.2,3218,3263.8,,3356.3
+6200,H,1224.8,2782.9,,,,,,,,,,,,,2793.5,2836.8,2876.3,,2963.8,,3040.5,,3110.6,,3176.4,3239.4,3300.6,3360.6,3419.9,3478.7,3537.4,3595.9,3654.5,,3772.1
+6200,S,3.0471,5.8753,,,,,,,,,,,,,5.8946,5.9721,6.0418,,6.1911,,6.3168,,6.4272,,6.5268,6.6188,6.7049,6.7864,6.8644,6.9393,7.0116,7.0817,7.1498,,7.2808
+6300,V,1.328,30.757,,,,,,,,,,,,,30.962,32.514,33.935,,37.097,,39.898,,42.473,,44.895,47.21,49.447,51.624,53.757,55.853,57.921,59.964,61.986,,65.979
+6300,U,1221.9,2588,,,,,,,,,,,,,2592.6,2626.9,2658.1,,2726.7,,2786.5,,2840.8,,2891.7,2940.4,2987.7,3034.1,3080.1,3125.8,3171.5,3217.3,3263.2,,3355.7
+6300,H,1230.3,2781.8,,,,,,,,,,,,,2787.6,2831.7,2871.9,,2960.4,,3037.8,,3108.4,,3174.5,3237.8,3299.2,3359.3,3418.7,3477.7,3536.4,3595,3653.7,,3771.4
+6300,S,3.0568,5.8677,,,,,,,,,,,,,5.8783,5.9573,6.0281,,6.1793,,6.3061,,6.4172,,6.5173,6.6096,6.696,6.7778,6.8559,6.9309,7.0034,7.0735,7.1417,,7.2728
+6400,V,1.332,30.23,,,,,,,,,,,,,30.265,31.821,33.241,,36.39,,39.17,,41.722,,44.119,46.407,48.617,50.767,52.871,54.939,56.978,58.993,60.987,,64.922
+6400,U,1227.2,2587.2,,,,,,,,,,,,,2587.9,2623,2654.7,,2724.2,,2784.4,,2839.1,,2890.3,2939.2,2986.6,3033.1,3079.2,3125,3170.8,3216.6,3262.6,,3355.2
+6400,H,1235.7,2780.6,,,,,,,,,,,,,2781.6,2826.6,2867.5,,2957.1,,3035.1,,3106.2,,3172.7,3236.2,3297.7,3358,3417.6,3476.6,3535.4,3594.1,3652.9,,3770.7
+6400,S,3.0664,5.8601,,,,,,,,,,,,,5.8619,5.9425,6.0144,,6.1675,,6.2955,,6.4072,,6.5079,6.6006,6.6872,6.7692,6.8475,6.9226,6.9952,7.0655,7.1337,,7.2649
+6500,V,1.335,29.719,,,,,,,,,,,,,,31.146,32.567,,35.704,,38.465,,40.994,,43.366,45.629,47.812,49.935,52.012,54.053,56.065,58.052,60.018,,63.898
+6500,U,1232.5,2586.3,,,,,,,,,,,,,,2619,2651.2,,2721.6,,2782.4,,2837.5,,2888.9,2938,2985.5,3032.2,3078.3,3124.2,3170,3215.9,3261.9,,3354.6
+6500,H,1241.1,2779.5,,,,,,,,,,,,,,2821.4,2862.9,,2953.7,,3032.4,,3103.9,,3170.8,3234.5,3296.3,3356.8,3416.4,3475.6,3534.4,3593.2,3652.1,,3770
+6500,S,3.0759,5.8527,,,,,,,,,,,,,,5.9277,6.0008,,6.1558,,6.2849,,6.3974,,6.4986,6.5917,6.6786,6.7608,6.8392,6.9145,6.9871,7.0575,7.1258,,7.2572
+6600,V,1.338,29.223,,,,,,,,,,,,,,30.49,31.911,,35.038,,37.781,,40.287,,42.636,44.874,47.031,49.129,51.18,53.194,55.179,57.139,59.079,,62.905
+6600,U,1237.6,2585.5,,,,,,,,,,,,,,2614.9,2647.7,,2719,,2780.4,,2835.8,,2887.5,2936.7,2984.5,3031.2,3077.4,3123.4,3169.3,3215.2,3261.3,,3354.1
+6600,H,1246.5,2778.3,,,,,,,,,,,,,,2816.1,2858.4,,2950.2,,3029.7,,3101.7,,3168.9,3232.9,3294.9,3355.5,3415.2,3474.5,3533.5,3592.3,3651.2,,3769.2
+6600,S,3.0853,5.8452,,,,,,,,,,,,,,5.9129,5.9872,,6.1442,,6.2744,,6.3877,,6.4894,6.5828,6.67,6.7524,6.831,6.9064,6.9792,7.0497,7.1181,,7.2495
+6700,V,1.342,28.741,,,,,,,,,,,,,,29.85,31.273,,34.391,,37.116,,39.601,,41.927,44.141,46.274,48.346,50.372,52.361,54.32,56.254,58.168,,61.942
+6700,U,1242.8,2584.6,,,,,,,,,,,,,,2610.8,2644.2,,2716.4,,2778.3,,2834.1,,2886.1,2935.5,2983.4,3030.3,3076.6,3122.6,3168.6,3214.5,3260.7,,3353.5
+6700,H,1251.8,2777.1,,,,,,,,,,,,,,2810.8,2853.7,,2946.8,,3027,,3099.5,,3167,3231.3,3293.4,3354.2,3414.1,3473.4,3532.5,3591.4,3650.4,,3768.5
+6700,S,3.0946,5.8379,,,,,,,,,,,,,,5.898,5.9736,,6.1326,,6.264,,6.3781,,6.4803,6.5741,6.6616,6.7442,6.8229,6.8985,6.9714,7.0419,7.1104,,7.242
+6800,V,1.345,28.272,,,,,,,,,,,,,,29.226,30.652,,33.762,,36.47,,38.935,,41.239,43.43,45.539,47.587,49.588,51.552,53.486,55.395,57.283,,61.007
+6800,U,1247.9,2583.7,,,,,,,,,,,,,,2606.6,2640.6,,2713.7,,2776.2,,2832.4,,2884.7,2934.3,2982.3,3029.3,3075.7,3121.8,3167.8,3213.9,3260,,3353
+6800,H,1257,2775.9,,,,,,,,,,,,,,2805.3,2849,,2943.3,,3024.2,,3097.2,,3165.1,3229.6,3292,3352.9,3412.9,3472.4,3531.5,3590.5,3649.6,,3767.8
+6800,S,3.1038,5.8306,,,,,,,,,,,,,,5.883,5.9599,,6.1211,,6.2537,,6.3686,,6.4713,6.5655,6.6532,6.7361,6.815,6.8907,6.9636,7.0343,7.1028,,7.2345
+7000,V,1.351,27.373,,,,,,,,,,,,,,28.024,29.457,,32.556,,35.233,,37.66,,39.922,42.068,44.131,46.133,48.086,50.003,51.889,53.75,55.59,,59.217
+7000,U,1258,2581.8,,,,,,,,,,,,,,2597.9,2633.2,,2708.4,,2772.1,,2829,,2881.8,2931.8,2980.1,3027.4,3074,3120.2,3166.3,3212.5,3258.8,,3351.9
+7000,H,1267.4,2773.5,,,,,,,,,,,,,,2794.1,2839.4,,2936.3,,3018.7,,3092.7,,3161.2,3226.3,3289.1,3350.3,3410.6,3470.2,3529.6,3588.7,3647.9,,3766.4
+7000,S,3.1219,5.8162,,,,,,,,,,,,,,5.853,5.9327,,6.0982,,6.2333,,6.3497,,6.4536,6.5485,6.6368,6.7201,6.7993,6.8753,6.9485,7.0193,7.088,,7.22
+7200,V,1.358,26.522,,,,,,,,,,,,,,26.878,28.321,,31.413,,34.063,,36.454,,38.676,40.781,42.802,44.759,46.668,48.54,50.381,52.197,53.991,,57.527
+7200,U,1267.9,2579.9,,,,,,,,,,,,,,2589,2625.6,,2702.9,,2767.8,,2825.6,,2878.9,2929.4,2978,3025.4,3072.2,3118.6,3164.9,3211.1,3257.5,,3350.7
+7200,H,1277.6,2770.9,,,,,,,,,,,,,,2782.5,2829.5,,2929.1,,3013.1,,3088.1,,3157.4,3223,3286.1,3347.7,3408.2,3468.1,3527.6,3586.9,3646.2,,3764.9
+7200,S,3.1397,5.802,,,,,,,,,,,,,,5.8226,5.9054,,6.0755,,6.2132,,6.3312,,6.4362,6.5319,6.6208,6.7044,6.784,6.8602,6.9337,7.0047,7.0735,,7.2058
+7400,V,1.364,25.715,,,,,,,,,,,,,,25.781,27.238,,30.328,,32.954,,35.312,,37.497,39.564,41.544,43.46,45.327,47.156,48.954,50.727,52.478,,55.928
+7400,U,1277.6,2578,,,,,,,,,,,,,,2579.7,2617.8,,2697.3,,2763.5,,2822.1,,2876,2926.9,2975.8,3023.5,3070.4,3117,3163.4,3209.8,3256.2,,3349.6
+7400,H,1287.7,2768.3,,,,,,,,,,,,,,2770.5,2819.3,,2921.8,,3007.4,,3083.4,,3153.5,3219.6,3283.2,3345.1,3405.9,3466,3525.7,3585.1,3644.5,,3763.5
+7400,S,3.1571,5.788,,,,,,,,,,,,,,5.7919,5.8779,,6.053,,6.1933,,6.313,,6.419,6.5156,6.605,6.6892,6.7691,6.8456,6.9192,6.9904,7.0594,,7.1919
+7600,V,1.371,24.949,,,,,,,,,,,,,,,26.204,,29.297,,31.901,,34.229,,36.38,38.409,40.351,42.228,44.056,45.845,47.603,49.335,51.045,,54.413
+7600,U,1287.2,2575.9,,,,,,,,,,,,,,,2609.7,,2691.7,,2759.2,,2818.6,,2873.1,2924.3,2973.6,3021.5,3068.7,3115.4,3161.9,3208.4,3254.9,,3348.5
+7600,H,1297.6,2765.5,,,,,,,,,,,,,,,2808.8,,2914.3,,3001.6,,3078.7,,3149.6,3216.3,3280.3,3342.5,3403.5,3463.8,3523.7,3583.3,3642.9,,3762.1
+7600,S,3.1742,5.7742,,,,,,,,,,,,,,,5.8503,,6.0306,,6.1737,,6.295,,6.4022,6.4996,6.5896,6.6742,6.7545,6.8312,6.9051,6.9765,7.0457,,7.1784
+7800,V,1.378,24.22,,,,,,,,,,,,,,,25.214,,28.315,,30.9,,33.2,,35.319,37.314,39.22,41.06,42.85,44.601,46.32,48.014,49.686,,52.976
+7800,U,1296.7,2573.8,,,,,,,,,,,,,,,2601.3,,2685.9,,2754.8,,2815.1,,2870.1,2921.8,2971.4,3019.6,3066.9,3113.8,3160.4,3207,3253.7,,3347.4
+7800,H,1307.4,2762.8,,,,,,,,,,,,,,,2798,,2906.7,,2995.8,,3074,,3145.6,3212.9,3277.3,3339.8,3401.1,3461.7,3521.7,3581.5,3641.2,,3760.6
+7800,S,3.1911,5.7605,,,,,,,,,,,,,,,5.8224,,6.0082,,6.1542,,6.2773,,6.3857,6.4839,6.5745,6.6596,6.7402,6.8172,6.8913,6.9629,7.0322,,7.1652
+8000,V,1.384,23.525,,,,,,,,,,,,,,,24.264,,27.378,,29.948,,32.222,,34.31,36.273,38.145,39.95,41.704,43.419,45.102,46.759,48.394,,51.611
+8000,U,1306,2571.7,,,,,,,,,,,,,,,2592.7,,2679.9,,2750.3,,2811.5,,2867.1,2919.3,2969.2,3017.6,3065.1,3112.2,3158.9,3205.6,3252.4,,3346.3
+8000,H,1317.1,2759.9,,,,,,,,,,,,,,,2786.8,,2899,,2989.9,,3069.2,,3141.6,3209.5,3274.3,3337.2,3398.8,3459.5,3519.7,3579.7,3639.5,,3759.2
+8000,S,3.2076,5.7471,,,,,,,,,,,,,,,5.7942,,5.986,,6.1349,,6.2599,,6.3694,6.4684,6.5597,6.6452,6.7262,6.8035,6.8778,6.9496,7.0191,,7.1523
+8200,V,1.391,22.863,,,,,,,,,,,,,,,23.35,25.916,,28.064,,29.968,,31.715,33.35,35.282,37.121,38.893,40.614,42.295,43.943,45.566,47.166,48.747,50.313
+8200,U,1315.2,2569.5,,,,,,,,,,,,,,,2583.7,2657.7,,2718.5,,2771.5,,2819.5,2864.1,2916.7,2966.9,3015.6,3063.3,3110.5,3157.4,3204.3,3251.1,3298.1,3345.2
+8200,H,1326.6,2757,,,,,,,,,,,,,,,2775.2,2870.2,,2948.6,,3017.2,,3079.5,3137.6,3206,3271.3,3334.5,3396.4,3457.3,3517.8,3577.9,3637.9,3697.8,3757.7
+8200,S,3.2239,5.7338,,,,,,,,,,,,,,,5.7656,5.9288,,6.0588,,6.1689,,6.2659,6.3534,6.4532,6.5452,6.6311,6.7124,6.79,6.8646,6.9365,7.0062,7.0739,7.1397
+8400,V,1.398,22.231,,,,,,,,,,,,,,,22.469,25.058,,27.203,,29.094,,30.821,32.435,34.337,36.147,37.887,39.576,41.224,42.839,44.429,45.996,47.544,49.076
+8400,U,1324.3,2567.2,,,,,,,,,,,,,,,2574.4,2651.1,,2713.4,,2767.3,,2816,2861.1,2914.1,2964.7,3013.6,3061.6,3108.9,3155.9,3202.9,3249.8,3296.9,3344.1
+8400,H,1336.1,2754,,,,,,,,,,,,,,,2763.1,2861.6,,2941.9,,3011.7,,3074.8,3133.5,3202.6,3268.3,3331.9,3394,3455.2,3515.8,3576.1,3636.2,3696.2,3756.3
+8400,S,3.2399,5.7207,,,,,,,,,,,,,,,5.7366,5.9056,,6.0388,,6.1509,,6.2491,6.3376,6.4383,6.5309,6.6173,6.699,6.7769,6.8516,6.9238,6.9936,7.0614,7.1274
+8600,V,1.404,21.627,,,,,,,,,,,,,,,,24.236,,26.38,,28.258,,29.968,31.561,33.437,35.217,36.928,38.586,40.202,41.787,43.345,44.88,46.397,47.897
+8600,U,1333.3,2564.9,,,,,,,,,,,,,,,,2644.3,,2708.1,,2763.1,,2812.4,2858,2911.5,2962.4,3011.6,3059.8,3107.3,3154.4,3201.5,3248.5,3295.7,3342.9
+8600,H,1345.4,2750.9,,,,,,,,,,,,,,,,2852.7,,2935,,3006.1,,3070.1,3129.4,3199.1,3265.3,3329.2,3391.6,3453,3513.8,3574.3,3634.5,3694.7,3754.9
+8600,S,3.2557,5.7076,,,,,,,,,,,,,,,,5.8823,,6.0189,,6.133,,6.2326,6.322,6.4236,6.5168,6.6037,6.6858,6.7639,6.839,6.9113,6.9813,7.0492,7.1153
+8800,V,1.411,21.049,,,,,,,,,,,,,,,,23.446,,25.592,,27.459,,29.153,30.727,32.576,34.329,36.011,37.64,39.228,40.782,42.31,43.815,45.301,46.771
+8800,U,1342.2,2562.6,,,,,,,,,,,,,,,,2637.3,,2702.8,,2758.8,,2808.8,2854.9,2908.9,2960.1,3009.6,3058,3105.6,3152.9,3200.1,3247.2,3294.5,3341.8
+8800,H,1354.6,2747.8,,,,,,,,,,,,,,,,2843.6,,2928,,3000.4,,3065.3,3125.3,3195.6,3262.2,3326.5,3389.2,3450.8,3511.8,3572.4,3632.8,3693.1,3753.4
+8800,S,3.2713,5.6948,,,,,,,,,,,,,,,,5.859,,5.999,,6.1152,,6.2162,6.3067,6.4092,6.503,6.5904,6.6728,6.7513,6.8265,6.899,6.9692,7.0373,7.1035
+9000,V,1.418,20.495,,,,,,,,,,,,,,,,22.685,,24.836,,26.694,,28.372,29.929,31.754,33.48,35.136,36.737,38.296,39.822,41.321,42.798,44.255,45.695
+9000,U,1351,2560.1,,,,,,,,,,,,,,,,2630.1,,2697.4,,2754.4,,2805.2,2851.8,2906.3,2957.8,3007.6,3056.1,3104,3151.4,3198.7,3246,3293.3,3340.7
+9000,H,1363.7,2744.6,,,,,,,,,,,,,,,,2834.3,,2920.9,,2994.7,,3060.5,3121.2,3192,3259.2,3323.8,3386.8,3448.7,3509.8,3570.6,3631.1,3691.6,3752
+9000,S,3.2867,5.682,,,,,,,,,,,,,,,,5.8355,,5.9792,,6.0976,,6.2,6.2915,6.3949,6.4894,6.5773,6.66,6.7388,6.8143,6.887,6.9574,7.0256,7.0919
+9200,V,1.425,19.964,,,,,,,,,,,,,,,,21.952,,24.11,,25.961,,27.625,29.165,30.966,32.668,34.298,35.872,37.405,38.904,40.375,41.824,43.254,44.667
+9200,U,1359.7,2557.7,,,,,,,,,,,,,,,,2622.7,,2691.9,,2750,,2801.5,2848.7,2903.6,2955.5,3005.6,3054.3,3102.3,3149.9,3197.3,3244.7,3292.1,3339.6
+9200,H,1372.8,2741.3,,,,,,,,,,,,,,,,2824.7,,2913.7,,2988.9,,3055.7,3117,3188.5,3256.1,3321.1,3384.4,3446.5,3507.8,3568.8,3629.5,3690,3750.5
+9200,S,3.3018,5.6694,,,,,,,,,,,,,,,,5.8118,,5.9594,,6.0801,,6.184,6.2765,6.3808,6.476,6.5644,6.6475,6.7266,6.8023,6.8752,6.9457,7.0141,7.0806
+9400,V,1.432,19.455,,,,,,,,,,,,,,,,21.245,,23.412,,25.257,,26.909,28.433,30.212,31.891,33.495,35.045,36.552,38.024,39.47,40.892,42.295,43.682
+9400,U,1368.2,2555.2,,,,,,,,,,,,,,,,2615.1,,2686.3,,2745.6,,2797.8,2845.5,2900.9,2953.2,3003.5,3052.5,3100.7,3148.4,3195.9,3243.4,3290.9,3338.5
+9400,H,1381.7,2738,,,,,,,,,,,,,,,,2814.8,,2906.3,,2983,,3050.7,3112.8,3184.9,3253,3318.4,3381.9,3444.3,3505.9,3566.9,3627.8,3688.4,3749.1
+9400,S,3.3168,5.6568,,,,,,,,,,,,,,,,5.7879,,5.9397,,6.0627,,6.1681,6.2617,6.3669,6.4628,6.5517,6.6352,6.7146,6.7906,6.8637,6.9343,7.0029,7.0695
+9600,V,1.439,18.965,,,,,,,,,,,,,,,,20.561,,22.74,,24.581,,26.221,27.731,29.489,31.145,32.726,34.252,35.734,37.182,38.602,39.999,41.377,42.738
+9600,U,1376.7,2552.6,,,,,,,,,,,,,,,,2607.3,,2680.5,,2741,,2794.1,2842.3,2898.2,2950.9,3001.5,3050.7,3099,3146.9,3194.5,3242.1,3289.7,3337.4
+9600,H,1390.6,2734.7,,,,,,,,,,,,,,,,2804.7,,2898.8,,2977,,3045.8,3108.5,3181.3,3249.9,3315.6,3379.5,3442.1,3503.9,3565.1,3626.1,3686.9,3747.6
+9600,S,3.3315,5.6444,,,,,,,,,,,,,,,,5.7637,,5.9199,,6.0454,,6.1524,6.247,6.3532,6.4498,6.5392,6.6231,6.7028,6.779,6.8523,6.9231,6.9918,7.0585
+9800,V,1.446,18.494,,,,,,,,,,,,,,,,19.899,,22.093,,23.931,,25.561,27.056,28.795,30.429,31.988,33.491,34.949,36.373,37.769,39.142,40.496,41.832
+9800,U,1385.2,2550,,,,,,,,,,,,,,,,2599.2,,2674.7,,2736.4,,2790.3,2839.1,2895.5,2948.6,2999.4,3048.8,3097.4,3145.4,3193.1,3240.8,3288.5,3336.2
+9800,H,1399.3,2731.2,,,,,,,,,,,,,,,,2794.3,,2891.2,,2971,,3040.8,3104.2,3177.7,3246.8,3312.9,3377,3439.9,3501.9,3563.3,3624.4,3685.3,3746.2
+9800,S,3.3461,5.6321,,,,,,,,,,,,,,,,5.7393,,5.9001,,6.0282,,6.1368,6.2325,6.3397,6.4369,6.5268,6.6112,6.6912,6.7676,6.8411,6.9121,6.981,7.0478
+10000,V,1.453,18.041,,,,,,,,,,,,,,,,19.256,,21.468,,23.305,,24.926,26.408,28.128,29.742,31.28,32.76,34.196,35.597,36.97,38.32,39.65,40.963
+10000,U,1393.5,2547.3,,,,,,,,,,,,,,,,2590.9,,2668.7,,2731.8,,2786.4,2835.8,2892.8,2946.2,2997.4,3047,3095.7,3143.9,3191.7,3239.5,3287.3,3335.1
+10000,H,1408,2727.7,,,,,,,,,,,,,,,,2783.5,,2883.4,,2964.8,,3035.7,3099.9,3174.1,3243.6,3310.1,3374.6,3437.7,3499.8,3561.4,3622.7,3683.8,3744.7
+10000,S,3.3605,5.6198,,,,,,,,,,,,,,,,5.7145,,5.8803,,6.011,,6.1213,6.2182,6.3264,6.4243,6.5147,6.5994,6.6797,6.7564,6.8302,6.9013,6.9703,7.0373
+10200,V,1.46,17.605,,,,,,,,,,,,,,,,18.632,,20.865,,22.702,,24.315,25.785,27.487,29.081,30.599,32.058,33.472,34.851,36.202,37.53,38.837,40.128
+10200,U,1401.8,2544.6,,,,,,,,,,,,,,,,2582.3,,2662.6,,2727,,2782.6,2832.6,2890,2943.9,2995.3,3045.2,3094,3142.3,3190.3,3238.2,3286.1,3334
+10200,H,1416.7,2724.2,,,,,,,,,,,,,,,,2772.3,,2875.4,,2958.6,,3030.6,3095.6,3170.4,3240.5,3307.4,3372.1,3435.5,3497.8,3559.6,3621,3682.2,3743.3
+10200,S,3.3748,5.6076,,,,,,,,,,,,,,,,5.6894,,5.8604,,5.994,,6.1059,6.204,6.3131,6.4118,6.5027,6.5879,6.6685,6.7454,6.8194,6.8907,6.9598,7.0269
+10400,V,1.467,17.184,,,,,,,,,,,,,,,,18.024,,20.282,,22.121,,23.726,25.185,26.87,28.446,29.943,31.382,32.776,34.134,35.464,36.77,38.056,39.325
+10400,U,1410,2541.8,,,,,,,,,,,,,,,,2573.4,,2656.3,,2722.2,,2778.7,2829.3,2887.3,2941.5,2993.2,3043.3,3092.4,3140.8,3188.9,3236.9,3284.8,3332.9
+10400,H,1425.2,2720.6,,,,,,,,,,,,,,,,2760.8,,2867.2,,2952.3,,3025.4,3091.2,3166.7,3237.3,3304.6,3369.7,3433.2,3495.8,3557.8,3619.3,3680.6,3741.8
+10400,S,3.3889,5.5955,,,,,,,,,,,,,,,,5.6638,,5.8404,,5.9769,,6.0907,6.1899,6.3001,6.3994,6.4909,6.5765,6.6574,6.7346,6.8087,6.8803,6.9495,7.0167
+10600,V,1.474,16.778,,,,,,,,,,,,,,,,17.432,,19.717,,21.56,,23.159,24.607,26.276,27.834,29.313,30.732,32.106,33.444,34.753,36.039,37.304,38.552
+10600,U,1418.1,2539,,,,,,,,,,,,,,,,2564.1,,2649.9,,2717.4,,2774.7,2825.9,2884.5,2939.1,2991.1,3041.4,3090.7,3139.3,3187.5,3235.6,3283.6,3331.7
+10600,H,1433.7,2716.9,,,,,,,,,,,,,,,,2748.9,,2858.9,,2945.9,,3020.2,3086.8,3163,3234.1,3301.8,3367.2,3431,3493.8,3555.9,3617.6,3679.1,3740.4
+10600,S,3.4029,5.5835,,,,,,,,,,,,,,,,5.6376,,5.8203,,5.9599,,6.0755,6.1759,6.2872,6.3872,6.4793,6.5652,6.6465,6.7239,6.7983,6.87,6.9394,7.0067
+10800,V,1.481,16.385,,,,,,,,,,,,,,,,16.852,,19.17,,21.018,,22.612,24.05,25.703,27.245,28.706,30.106,31.461,32.779,34.069,35.335,36.58,37.808
+10800,U,1426.2,2536.2,,,,,,,,,,,,,,,,2554.5,,2643.4,,2712.4,,2770.7,2822.6,2881.7,2936.7,2989,3039.6,3089,3137.8,3186.1,3234.3,3282.4,3330.6
+10800,H,1442.2,2713.1,,,,,,,,,,,,,,,,2736.5,,2850.4,,2939.4,,3014.9,3082.3,3159.3,3230.9,3299,3364.7,3428.8,3491.8,3554.1,3615.9,3677.5,3738.9
+10800,S,3.4167,5.5715,,,,,,,,,,,,,,,,5.6109,,5.8,,5.9429,,6.0604,6.1621,6.2744,6.3752,6.4678,6.5542,6.6357,6.7134,6.788,6.8599,6.9294,6.9969
+11000,V,1.489,16.006,,,,,,,,,,,,,,,,16.285,,18.639,,20.494,,22.083,23.512,25.151,26.676,28.12,29.503,30.839,32.139,33.41,34.656,35.882,37.091
+11000,U,1434.2,2533.2,,,,,,,,,,,,,,,,2544.4,,2636.7,,2707.4,,2766.7,2819.2,2878.9,2934.3,2986.9,3037.7,3087.3,3136.2,3184.7,3233,3281.2,3329.5
+11000,H,1450.6,2709.3,,,,,,,,,,,,,,,,2723.5,,2841.7,,2932.8,,3009.6,3077.8,3155.5,3227.7,3296.2,3362.2,3426.5,3489.7,3552.2,3614.2,3675.9,3737.5
+11000,S,3.4304,5.5595,,,,,,,,,,,,,,,,5.5835,,5.7797,,5.9259,,6.0454,6.1483,6.2617,6.3633,6.4564,6.5432,6.6251,6.7031,6.7779,6.8499,6.9196,6.9872
+11200,V,1.496,15.639,,,,,,,,,,,,,,,,15.726,,18.124,,19.987,,21.573,22.993,24.619,26.128,27.555,28.921,30.24,31.521,32.774,34.002,35.21,36.4
+11200,U,1442.1,2530.3,,,,,,,,,,,,,,,,2533.8,,2629.8,,2702.2,,2762.6,2815.8,2876,2931.8,2984.8,3035.8,3085.6,3134.7,3183.3,3231.7,3280,3328.4
+11200,H,1458.9,2705.4,,,,,,,,,,,,,,,,2710,,2832.8,,2926.1,,3004.2,3073.3,3151.7,3224.5,3293.4,3359.7,3424.3,3487.7,3550.4,3612.5,3674.4,3736
+11200,S,3.444,5.5476,,,,,,,,,,,,,,,,5.5553,,5.7591,,5.909,,6.0305,6.1347,6.2491,6.3515,6.4452,6.5324,6.6147,6.6929,6.7679,6.8401,6.9099,6.9777
+11400,V,1.504,15.284,,,,,,,,,,,,,,,,,,17.622,,19.495,,21.079,22.492,24.104,25.599,27.01,28.359,29.661,30.925,32.16,33.37,34.56,35.733
+11400,U,1450,2527.2,,,,,,,,,,,,,,,,,,2622.7,,2697,,2758.4,2812.3,2873.1,2929.4,2982.6,3033.9,3083.9,3133.1,3181.9,3230.4,3278.8,3327.2
+11400,H,1467.2,2701.5,,,,,,,,,,,,,,,,,,2823.6,,2919.3,,2998.7,3068.7,3147.9,3221.2,3290.5,3357.2,3422.1,3485.7,3548.5,3610.8,3672.8,3734.6
+11400,S,3.4575,5.5357,,,,,,,,,,,,,,,,,,5.7383,,5.892,,6.0156,6.1211,6.2367,6.3399,6.4341,6.5218,6.6043,6.6828,6.758,6.8304,6.9004,6.9683
\ No newline at end of file
diff --git a/210637_Mudit_Bhanwar/Assignment_4/.DS_Store b/210637_Mudit_Bhanwar/Assignment_4/.DS_Store
new file mode 100644
index 0000000..47deb1b
Binary files /dev/null and b/210637_Mudit_Bhanwar/Assignment_4/.DS_Store differ
diff --git a/210637_Mudit_Bhanwar/Assignment_4/.ipynb_checkpoints/Assignment_4-checkpoint.ipynb b/210637_Mudit_Bhanwar/Assignment_4/.ipynb_checkpoints/Assignment_4-checkpoint.ipynb
new file mode 100644
index 0000000..5a319b7
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_4/.ipynb_checkpoints/Assignment_4-checkpoint.ipynb
@@ -0,0 +1,962 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a55e0636",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6f88b309",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=pd.read_csv('data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "8528b392",
+   "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>AT</th>\n",
+       "      <th>V</th>\n",
+       "      <th>AP</th>\n",
+       "      <th>RH</th>\n",
+       "      <th>PE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>14.96</td>\n",
+       "      <td>41.76</td>\n",
+       "      <td>1024.07</td>\n",
+       "      <td>73.17</td>\n",
+       "      <td>463.26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>25.18</td>\n",
+       "      <td>62.96</td>\n",
+       "      <td>1020.04</td>\n",
+       "      <td>59.08</td>\n",
+       "      <td>444.37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.11</td>\n",
+       "      <td>39.40</td>\n",
+       "      <td>1012.16</td>\n",
+       "      <td>92.14</td>\n",
+       "      <td>488.56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20.86</td>\n",
+       "      <td>57.32</td>\n",
+       "      <td>1010.24</td>\n",
+       "      <td>76.64</td>\n",
+       "      <td>446.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10.82</td>\n",
+       "      <td>37.50</td>\n",
+       "      <td>1009.23</td>\n",
+       "      <td>96.62</td>\n",
+       "      <td>473.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9563</th>\n",
+       "      <td>16.65</td>\n",
+       "      <td>49.69</td>\n",
+       "      <td>1014.01</td>\n",
+       "      <td>91.00</td>\n",
+       "      <td>460.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9564</th>\n",
+       "      <td>13.19</td>\n",
+       "      <td>39.18</td>\n",
+       "      <td>1023.67</td>\n",
+       "      <td>66.78</td>\n",
+       "      <td>469.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9565</th>\n",
+       "      <td>31.32</td>\n",
+       "      <td>74.33</td>\n",
+       "      <td>1012.92</td>\n",
+       "      <td>36.48</td>\n",
+       "      <td>429.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9566</th>\n",
+       "      <td>24.48</td>\n",
+       "      <td>69.45</td>\n",
+       "      <td>1013.86</td>\n",
+       "      <td>62.39</td>\n",
+       "      <td>435.74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9567</th>\n",
+       "      <td>21.60</td>\n",
+       "      <td>62.52</td>\n",
+       "      <td>1017.23</td>\n",
+       "      <td>67.87</td>\n",
+       "      <td>453.28</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9568 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         AT      V       AP     RH      PE\n",
+       "0     14.96  41.76  1024.07  73.17  463.26\n",
+       "1     25.18  62.96  1020.04  59.08  444.37\n",
+       "2      5.11  39.40  1012.16  92.14  488.56\n",
+       "3     20.86  57.32  1010.24  76.64  446.48\n",
+       "4     10.82  37.50  1009.23  96.62  473.90\n",
+       "...     ...    ...      ...    ...     ...\n",
+       "9563  16.65  49.69  1014.01  91.00  460.03\n",
+       "9564  13.19  39.18  1023.67  66.78  469.62\n",
+       "9565  31.32  74.33  1012.92  36.48  429.57\n",
+       "9566  24.48  69.45  1013.86  62.39  435.74\n",
+       "9567  21.60  62.52  1017.23  67.87  453.28\n",
+       "\n",
+       "[9568 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "538f3ed6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.columns\n",
+    "values=data.values\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "287aadb7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[  14.96,   41.76, 1024.07,   73.17,  463.26],\n",
+       "       [  25.18,   62.96, 1020.04,   59.08,  444.37],\n",
+       "       [   5.11,   39.4 , 1012.16,   92.14,  488.56],\n",
+       "       ...,\n",
+       "       [  31.32,   74.33, 1012.92,   36.48,  429.57],\n",
+       "       [  24.48,   69.45, 1013.86,   62.39,  435.74],\n",
+       "       [  21.6 ,   62.52, 1017.23,   67.87,  453.28]])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#splitting data\n",
+    "# 70 percent for traning and 15% for test and validation \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "64fa5da4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "training_data=int(0.7*values.shape[0])\n",
+    "remaining_data=values.shape[0]-training_data\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7ec2f792",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6697"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "8319d3aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2871"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "remaining_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "4b8d9469",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x=values[:,0:4]\n",
+    "y=values[:,4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "25ddc92d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697, 4)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x_train=x[:training_data,:4]\n",
+    "x_test=x[remaining_data:,:4]\n",
+    "x_train.shape\n",
+    "print(x_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "ad642309",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2871,)"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train=y[:remaining_data]\n",
+    "y_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "5b5e5bae",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_test=y[remaining_data:]\n",
+    "print(y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "0666e547",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697, 1) (2871, 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_test=y_test.reshape((y_test.shape[0],1))\n",
+    "y_train=y_train.reshape((y_train.shape[0],1))\n",
+    "print(y_test.shape,y_train.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b641263d",
+   "metadata": {},
+   "source": [
+    "# NEURAL NETWORK\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "94f6ba3e",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAG2CAYAAACH2XdzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACLWElEQVR4nOzdd3hUZdoG8Ht6Te8JIQmEjkEk0jV0QRRcKxYU19VFBSzrrrgWYO19V3btKLqK+Clil6YQagy9hZ5eSEidTG/n+wPmbIa0GUghw/27rlyXc+aUZ14C8/iW55UIgiCAiIiIqIuTdnYARERERG2BSQ0REREFBCY1REREFBCY1BAREVFAYFJDREREAYFJDREREQUEJjVEREQUEJjUEBERUUBgUkNEREQBgUkNERERBYQuk9QsXLgQEonE6yc2NrazwyIiIqILhLyzA/DHgAEDsG7dOvG1TCbrxGiIiIjoQtKlkhq5XM7eGSIiImpSl0pqjh07hvj4eKhUKgwbNgwvvPACevTo0ez5NpsNNptNfO12u1FdXY2IiAhIJJKOCJmIiIjOkyAIqK+vR3x8PKTS5mfOSARBEDowrnP2yy+/wGw2o3fv3igvL8dzzz2Hw4cP4+DBg4iIiGjymoULF2LRokUdHCkRERG1h6KiInTr1q3Z97tMUnM2k8mEnj174m9/+xseffTRJs85u6emrq4O3bt3R15eHoKCgtosFofDgfXr12Ps2LFQKBRtdl9qjG3dsdjeHYvt3XHY1h3rfNu7vr4eKSkpqK2tRUhISLPndanhp4Z0Oh0uueQSHDt2rNlzVCoVVCpVo+Ph4eEIDg5us1gcDge0Wi0iIiL4l6Odsa07Ftu7Y7G9Ow7bumOdb3t7rmlt6kiXWdJ9NpvNhkOHDiEuLq6zQyEiIqILQJdJah577DFkZmYiLy8Pv//+O2688UYYDAbcddddnR0aERERXQC6zPBTcXExbr31VlRWViIqKgrDhw9HVlYWkpKSOjs0IiIiugB0maRm+fLlnR0CEVG7cbvdsNlskMvlsFqtcLlcnR1SQHM4HGzrDtRaeysUijYpqNtlkhoiokBlt9uRl5cHl8uF2NhYFBUVsZZWOxMEgW3dgXxp79DQUMTGxp7XnweTGiKiTiQIAsrKyiCTyZCQkACz2Qy9Xt9igTE6f263G0ajkW3dQVpqb0EQYDabUVFRAQDntQCISQ0RUSdyOp0wm82Ij4+HVquF0+mEWq3mF207c7vdsNvtbOsO0lp7azQaAEBFRQWio6PPeSiKf5JERJ3IM79AqVR2ciREnUur1QI4Pf/mXDGpISK6AHBeB13s2uLvAJMaIiIiCghMaoiIiCggMKkhIiK/VVRU4M9//jO6d+8OlUqF2NhYXHXVVdi2bZt4zu7du3HNNdcgOjoaarUaycnJuOWWW1BZWQkAyM/Ph0QiafInKyurTeLcsGEDpk+fjri4OOh0Olx66aX4/PPPW73u+eefx8iRI6HVahEaGtriuVVVVejWrRskEglqa2vbJG46N1z9REREfrvhhhvgcDjwySefoEePHigvL8evv/6K6upqAKeTngkTJuDaa6/F6tWrERoairy8PHz//fcwm81e91q3bh0GDBjgdSwiIqJN4ty6dSvS0tLw+OOPIyYmBj/99BPuvPNO6PV6ZGRkNHud3W7HTTfdhBEjRmDJkiUtPuOee+5BWloaSkpK2iRmOndMaoiIyC+1tbXYvHkzNmzYICYGSUlJGDp0qHjO1q1bYTAY8OGHH0IuP/1Vk5KSgnHjxjW6X0REBGJjY9sl1r///e9er+fNm4fVq1fj22+/bTGpWbRoEQBg6dKlLd7/nXfeQW1tLZ555hn88ssv5x0vnR8OPxERkV/0ej30ej2+/fZb2Gy2Js+JjY2F0+nEypUrIQjCOT9r06ZN4vOa+3nhhRf8umddXR3Cw8PPOSaPnJwc/OMf/8Cnn37KWjcXCPbUEBGRX+RyOZYuXYp7770X7777Li677DJkZGRgxowZSEtLAwAMHz4cf//733Hbbbdh9uzZGDp0KMaNG4c777wTMTExXvcbOXJko6Sgrq4OMpkM6enp2LNnT4vx+JOgfP3119i+fTveeecdn69pis1mw6233opXX30V3bt3R25u7nndj9oGkxoiIvLbDTfcgKlTp2LTpk3Ytm0bVq1ahVdeeQUffvghZs2aBeD0ZNtHH30Uv/32G7KysvDuu+/ihRdewMaNG3HJJZeI9/ryyy/Rr18/r/t7KspqNBqkpqa2ScwbNmzArFmz8MEHH2DAgAEwGAznfK8nnngC/fr1wx133NEmsVHbYH8ZERGdE7VajYkTJ+KZZ57B1q1bMWvWLCxYsMDrnIiICNx00014/fXXcejQIcTHx+O1117zOicxMRGpqalePx5tNfyUmZmJa6+9Fm+88QbuvPPO8/7sv/32G7766ivI5XLI5XKMHz8eABAZGdmoDajjsKeGiIjaRP/+/fHtt982+75SqUTPnj1hMpl8vmdbDD9t2LAB11xzDV5++WXcd999Pj+7JStWrIDFYhFfb9++HX/84x+xadMm9OzZs02eQf5jUkNERH6pqqrCTTfdhD/+8Y9IS0tDUFAQduzYgVdeeQXTp08HAPz4449Yvnw5ZsyYgd69e0MQBPzwww/4+eef8fHHHze638mTJ72OhYaGQq1Wn/fw04YNGzB16lQ89NBDuOGGG8TneHpYACA7Oxt33nknfv31VyQkJAAACgsLUV1djcLCQrhcLjGxSk1NhV6vb5S4eGrv9OvXr9W6NtR+mNQQEZFf9Ho9hg0bhjfffBMnTpyAw+FAYmIi7r33XnEJdf/+/aHVavGXv/wFRUVFUKlU6NWrFz788EPMnDnT634TJkxo9IwvvvgCM2bMOO9Yly5dCrPZjBdffBEvvviieDwjI0PsVTKbzThy5IjXRorPPPMMPvnkE/H14MGDAQDr16/HmDFjzjsuah8S4XzW2nUxBoMBISEhqKurQ3BwcJvd1+Fw4Oeff8bVV18NhULRZvelxtjWHYvt3f6sVivy8vKQkpICpVIJg8GA4OBgLhFuZ263m23dgXxp74Z/F9Rqtdd7vn5/80+SiIiIAgKHn4iILiCCIMDkckHaCZ3oWqkUEomkw59L1FaY1BARXUDMbje6bdnSKc82XnEFdGfqwxB1RRx+IiIiooDAnhoioguIViqFYdSoTpm8qu2CE2YlEglWrlyJ6667rrND8dmGDRswduxY1NTUcPl3G+t6v8FERAFMIpFAJ5N1yo8/82lmzZoFiUTS6Gfy5Mnt2DptY8yYMZDJZFixYoXX8X/+859ITk7unKAuIO+//z7GjBmD4OBgSCQS1NbWNjrn6NGjmD59OiIjIxEcHIxRo0Zh/fr1XucUFhbi2muvhU6nQ3R0NB5//HHY7fZ2jZ1JDRERnZPJkyejrKzM6+eLL77o7LB8olar8fzzz3vVpunq2iphMJvNmDx5slhzqClTp06F0+nEb7/9hp07d+LSSy/FNddcIxY3dLlcmDp1KkwmEzZv3oxly5bhhx9+wGOPPdYmMTaHSQ0REZ0TlUqF2NhYr5+wsDDxfYlEgnfeeQdTpkyBRqNBSkoKvvrqK6977N+/H+PGjYNGo0FERATuu+8+GI1Gr3M++ugjDBgwACqVCnFxcZgzZ47X+5WVlfjDH/4ArVaLXr164fvvv2819hkzZsBgMODDDz9s9pxZs2Y1GtZ6+OGHvYrvjRkzBnPnzsXDDz+MsLAwxMTE4P3334fJZMLdd9+NoKAg9OzZE7/88kuj+2/ZsgWDBg2CWq3GsGHDsH//fq/3t27diiuvvBIajQaJiYmYN2+e1xYTycnJeO655zBr1iyEhITg3nvvbfVz++Lhhx/G/PnzMXz48Cbfr6ysxPHjxzF//nykpaWhV69eeOmll2A2m3Hw4EEAwJo1a5CTk4PPPvsMgwcPxoQJE/Dss8/iww8/PK+NRFvDpIaIiNrN008/jRtuuAF79+7FHXfcgVtvvRWHDh0C8L8egbCwMGzfvh1fffUV1q1b55W0vPPOO3jwwQdx3333Yf/+/fj+++8bbZuwaNEi3Hzzzdi3bx+uvvpq3H777aiurm4xruDgYDz66KN49tln/dqLqimffPIJIiMjkZ2djblz5+L+++/HTTfdhJEjR2LXrl246qqrMHPmTJjNZq/r/vrXv+K1117D9u3bER0djWnTpok9R/v378dVV12F66+/Hvv27cOXX36JzZs3N0roXn31VQwcOBA7d+7E008/DQAYMGBAixuADhgw4Lw+b0REBPr164dPP/0UJpMJTqcT7733HmJiYjBkyBAAwLZt2zBw4EDEx8eL140fPx42mw07d+48r+e3SLiI1NXVCQCEurq6Nr2v3W4Xvv32W8Fut7fpfakxtnXHYnu3P4vFIuTk5AgWi0VwuVxCTU2N4HK5OjusVt11112CTCYTdDqd188//vEP8RwAwuzZs72uGzZsmHD//fcLgiAI77//vhAWFiYYjUbx/Z9++kmQSqXCyZMnBUEQhPj4eOHJJ59sNg4AwlNPPSW+NhqNgkQiEX755Zdmr8nIyBDmzZsnnDx5UkhKShJjfvPNN4WkpCSvzzh9+nSvax966CEhIyPD616jR48WXzudTkGn0wkzZ84Uj5WVlQkAhG3btgmCIAjr168XAAjLly8Xz6mqqhI0Go3w5ZdfCoIgCDNnzhTuu+8+r2dv2rRJkEqlgsViEQRBEJKSkoTrrruu0efLz88Xjh071uxPfn5+s23TkCfOmpqaRu8VFxcLQ4YMESQSiSCTyYT4+Hhh9+7d4vv33nuvMHHiRPG153dbqVQKy5Yta/J5Df8unM3X72+ufiIionMyduxYvPPOO17Hzt4xe8SIEY1eezaHPHToEAYNGgSdTie+P2rUKLjdbhw5cgQSiQSlpaUYP358i3GkpaWJ/63T6RAUFISKiopW41epVFi4cCHmzZuH+++/v9XzfXm+TCZDREQELrnkEvFYTEwMADSKqWHbhIeHo0+fPmIv1s6dO3H8+HF8/vnn4jmCIMDtdiMvLw/9+vUDcHoX87MlJSWd82fxhSAIeOCBBxAdHY1NmzZBo9Hgww8/xDXXXIPt27cjLi4OAJqceC4IQrsWeGRSQ0RE50Sn053TDtqeL7WWvuAkEgk0Go1P9zt7XzKJRAK32+3TtXfccQfeeOMNPPfcc41WPkmlUghnVXZuamJxU89veMzzGX2JqeG5f/7znzFv3rxG53Tv3l3874YJoceAAQNQUFDQ7DOSkpLEuS/n4rfffsOPP/6ImpoacR+mt99+G2vXrsUnn3yC+fPnIzY2Fr///rvXdbW1tXA4HGKS1x6Y1BARUbvJysrCnXfe6fXas+N1//798cknn8BkMolfzlu2bIFUKkXv3r0RFBSE5ORk/Prrrxg7dmy7xCeVSvHiiy/i+uuvb9RbExUVhQMHDngd27NnT5tt7pqVlSUmKDU1NTh69Cj69u0LALjssstw8ODBc0oaf/755xZXdZ1v/J65QWfXUpJKpWLiNmLECDz//PMoKysTe25+++03qFQqcd5Ne2BSQ0RE58Rms4lLeD3kcjkiIyPF11999RXS09MxevRofP7558jOzsaSJUsAALfffjsWLFiAu+66CwsXLsSpU6cwd+5czJw5U/y/+YULF2L27NmIjo7GlClTUF9fjy1btmDu3Llt9jmmTp2KYcOGiZNdPcaNG4dXX30Vn376KUaMGIHPPvsMBw4cEJOy8/WPf/wDERERiImJwZNPPonIyEhxtdXjjz+O4cOH48EHH8S9994LnU6HQ4cOYe3atVi8eHGL9z3f4aeTJ0/i5MmTOH78OIDTk5aDgoLQvXt3hIeHY8SIEQgLC8Ndd92FZ555BhqNBh988AHy8vIwdepUAMCkSZPQv39/zJw5E6+++ioqKyvx9NNP409/+lOLu2yfL65+IiKic7Jq1SrExcV5/YwePdrrnEWLFmH58uVIS0vDJ598gs8//xz9+/cHAGi1WqxevRrV1dW4/PLLceONN2L8+PH497//LV5/11134Z///CfefvttDBgwANdccw2OHTvW5p/l5ZdfhtVq9Tp21VVX4emnn8bf/vY3XH755aivr/fqdTpfL730Eh566CEMGTIEZWVl+P7776FUKgGcnqeTmZmJY8eO4YorrsDgwYPx9NNPi70e7endd9/F4MGDxSXiV155JQYPHiwulY+MjMSqVatgNBoxbtw4pKenY/Pmzfjuu+8waNAgAKfnFv30009Qq9UYNWoUZsyYgalTp+LVV19t19glwtkDhgHMYDAgJCQEdXV1bZopOhwO/Pzzz7j66qvbrFuSmsa27lhs7/ZntVqRl5eHlJQUKJVKGAwGBAcHd8o2CW3tQt7CwO12B1RbX+h8ae+GfxfUarXXe75+f/NPkoiIiAJCl01qXnzxRUgkEjz88MOdHQoRERFdALrkROHt27fj/fff96oNQEREF5aLaHYDXSC6XE+N0WjE7bffjg8++MBrjxEiIiK6uHW5npoHH3wQU6dOxYQJE/Dcc8+1eK7NZoPNZhNfezbRcjgcbbozq+degbTb64WKbd2x2N7tz+FwiJViPT0bntfUftjWHcuX9vb8HXA4HJDJZF7v+fpvUJdKapYvX45du3Zh+/btPp3/4osvYtGiRY2Or1mzBlqttq3Dw9q1a9v8ntQ0tnXHYnu3H7lcjtjYWNTX18NutwMA6uvrOzmqiwfbumO11N42mw0WiwWZmZlwuVxe7529GWhzusyS7qKiIqSnp2PNmjXiOvgxY8bg0ksvxT//+c8mr2mqpyYxMRGVlZVtvqR77dq1mDhxIpe9tjO2dcdie7c/l8uFvLw86HQ6hIeHw2w2Q6fTtev+OHS6x8BTyZht3f5aam9P78ypU6fgcrmQkpLSaNm3wWBAZGRkq0u6u0xPzc6dO1FRUeFVXtnlcmHjxo3497//DZvN1qi7SqVSQaVSNbqXQqFol3+g2+u+1BjbumOxvduPQqFAYmIiiouLYTQaYbFYoNFo+EXbzgRBYFt3IF/aW6vVIi4uTixA2JCv//50maRm/Pjx2L9/v9exu+++G3379sXjjz/eKKEhIuoq9Ho9evXqJXa9X3nllUwi25nD4cDGjRvZ1h2ktfaWyWSQy+XnnWB2maQmKCgIAwcO9Dqm0+kQERHR6DgRUVcjk8mgUqngdDqhVqv5RdvOZDIZ27oDdVR7d7kl3URERERN6TI9NU3ZsGFDZ4dAREREFwj21BAREVFAYFJDREREAYFJDREREQUEJjVEREQUEJjUEBERUUBgUkNEREQBgUkNERERBQQmNURERBQQmNQQERFRQGBSQ0RERAGBSQ0REREFBCY1REREFBCY1BAREVFAYFJDREREAYFJDREREQUEJjVEREQUEJjUEBERUUBgUkNEREQBgUkNERERBQQmNURERBQQmNQQERFRQGBSQ0RERAGBSQ0REREFBCY1REREFBCY1BAREVFAYFJDREREAYFJDREREQUEJjVEREQUEJjUEBERUUBgUkNEREQBgUkNERERBQQmNURERBQQmNQQERFRQGBSQ0RERAGBSQ0REREFhC6T1LzzzjtIS0tDcHAwgoODMWLECPzyyy+dHRYRERFdILpMUtOtWze89NJL2LFjB3bs2IFx48Zh+vTpOHjwYGeHRkRERBcAeWcH4Ktrr73W6/Xzzz+Pd955B1lZWRgwYEAnRUVEREQXii7TU9OQy+XC8uXLYTKZMGLEiM4Oh4iI6ILkcrlgNpvhcrk65fqO1mV6agBg//79GDFiBKxWK/R6PVauXIn+/fs3e77NZoPNZhNfGwwGAIDD4YDD4WizuDz3ast7UtPY1h2L7d2x2N4dJ9Db2mQyYfPmzdiyZQvq6+sRFBSEUaNGYfTo0dDpdK1ebzAYsGHDBmRnZ8NkMvl9/dnOt719vU4iCIJwTk/oBHa7HYWFhaitrcWKFSvw4YcfIjMzs9nEZuHChVi0aFGj48uWLYNWq23vcImIiKgNmM1m3Hbbbairq0NwcHCz53WppOZsEyZMQM+ePfHee+81+X5TPTWJiYmorKxssVH85XA4sHbtWkycOBEKhaLN7kuNsa07Ftu7Y7G9O04gt/Xq1avx3//+F6mpqVCpVOJxm82G48ePY+bMmbjqqqsaXWcymfD+++/j559/RmlpKcLDw+F2u2G32xEXF4eBAweisLCw2etbcr7tbTAYEBkZ2WpS06WGn84mCIJX0nI2lUrl9QfqoVAo2uWXuL3uS42xrTsW27tjsb07TqC1tcvlwsaNG6FWq6FQKOB2u8X3FAoF1Go1Nm7ciClTpkAmk3ldu2XLFmzbtg0WiwUajQZqtRoAoFQqkZ+fj7CwsGavd7lcsNlsUKlUje7b0Lm2t6/XdJmk5u9//zumTJmCxMRE1NfXY/ny5diwYQNWrVrV2aERERFdEGw2GwwGA/R6fZPv6/V6GAwG2Gw2r2kYLpcL69evh0qlgtPphFKpFN+Ty+VQKpUoKChAWlqa1/VGoxGZmZnIzMyEwWBAcHAwMjIykJGR0WwM7anLJDXl5eWYOXMmysrKEBISgrS0NKxatQoTJ07s7NCIiIjala89ISqVCsHBwSgvL0dUVFSj941GI2JiYrxGMYxGI1avXo21a9fC4XCgrq4OSqUSarVafJZSqRQTpoSEBKhUKhiNRvz73/9GdnY2goKCoNfrUV5ejiVLlmD//v2YM2dOhyc2XSapWbJkSWeHQERE1KGa6wkZPXo0FApFoyRHJpMhIyMDS5YsgdVqFYeQAMBqtaK+vh4333yzeI0nMfn999/hdDrhcrmgVCpRWVkJt9uN7t27QyaTwW63Q61Ww2w2IyMjAzKZDJmZmcjOzkbv3r3F50RFRcFqtSI7OxuZmZmYOnVqh7ZXl0lqiIiILiZGoxGLFy9GVlYWQkJCEBQUhJKSEjz//PNQKBRITU1FREREo+GejIwM7N+/H7///ju0Wi2Cg4NhNptRX1+PYcOGISMjQ3yGJzHp06cPNBoNdu/ejdjYWAiCgKqqKkilUoSGhqK2thYJCQkYPnw4MjIy4HK5kJmZiaCgIK/ECQDUajWCgoKQmZmJyZMnt9iz1NaY1BAREV1gjEYjXnvtNbEEiU6nQ0JCAioqKlBZWQmbzQa9Xg+n0ykO99x///1QKBRwuVxITU3F9u3bceDAAUgkEvTs2RO33XYbJk+eLCY/ZycmycnJqKioQElJCYKCguBwOFBfXw8ASE5Oxty5c8XrzWZzo7k7brcbLpcLMpms2bk77e28khrP+B4RERG1DaPRiLfeegvLli2Dy+WCQqGA0WjEtm3bYLVakZqaCrPZjNraWgwZMgRGoxHff/89tm/fjtDQUBw/fhwOhwMpKSkYOXIkDAYDzGYzjh8/7vWcsycVK5VKDB06FPn5+SgoKIDb7YZcLsfjjz+OqVOnIiQkRLy24dydkJAQ8RpPXqBSqZCWltbhOYJf2ySsXr0as2bNQs+ePaFQKKDVahEUFISMjAw8//zzKC0tba84iYiIAkpzWxBkZmYiKysLWq0W4eHh0Ol0CAkJgcvlgt1uh9FoFCfuWiwW7Nu3D8XFxTh8+DDKysqQn5+PyspKlJeXIywsDL169UKfPn3EeS4ensTEaDSKx5RKJXr37o3x48fj0ksvxcSJE3HLLbd4JTTA/+bu1NbWYsuWLdi9e/fp+0gkqKurw+HDh1FbWwuLxdK+jXgWn3pqvv32Wzz++OOoq6vD1Vdfjb/+9a9ISEiARqNBdXU1Dhw4gHXr1uHZZ5/FrFmz8OyzzzY565qIiKir8XXlka/Onvyr1+sxcuRIjB8/Hnq9HpmZmQgJCYFOp4PBYIDVakVNTQ1qa2shCALKysoQGxuLkJAQFBUVoaSkBJGRkZBIJKiurkZoaKg4/yY/P1+cyHv2PJeWJhXb7XZYLBaMHTu22c+ckZGBj375BdmXXw7r6NHi8eTnn0fvyEhUV1d3+GRhn5KaF154Aa+99hqmTp0KqbRx587NN98MACgpKcG//vUvfPrpp/jLX/7StpESERF1oPaowdJwtZFSqUR9fT0KCwuxYsUKdO/eHffeey+qqqoQHByMhIQEHD16VByCkkql4jwXiUSCfv36oaioCEqlEi6XCxqNBg6HA0ql0qu2TGpqKqRSaZPzXDyTihsuyzYajU1OKgaAWocDrxQV4cXCwtMHbryx0Wfs07cvLjuTVHmSqI7iU1KTnZ3t080SEhLwyiuvnFdAREREna29arCsWrUK33//Pex2O8rKymC1WhEcHIzg4GDk5+fjP//5D5RKJbp16wbPLkYSiQTA/2rFeHpOXC4XrFYrgNPzYzxJjtFohE6nE893uVyQSqVN1qjR6/WYM2eOV/IWExODm2++GRkZGVBptXi3pARP5OWh1uls8bMNKilBRn4+wiIixHt7kqiOqtp83qufXC4X9u/fj6SkJISFhbVFTERERJ3Knxosvg5P1dXVYfHixSguLoZMJoPZbIZCoRB7XoKDg8W9lnJzc+FyuRAVFQWpVIq6ujoAp6v76nQ6aLVa7NmzB3V1dbDZbIiIiIDT6URMTAyqqqrgdDpht9uh1+shk8marFHjodfrMXXqVEyePBlWqxXrzWY8mZ+PvTt2tNhGE0JDEffTT5AcPYqUlJRG7zdMohpu19Ce/E5qHn74YVxyySW455574HK5kJGRga1bt0Kr1eLHH3/EmDFj2iFMIiKijuHZMkCj0XhtFwB412AZPXo0Nm/e7PPw1Lp161BYWIiIiAhUVlZCqVRCo9HA7XbDYDBAJpNBpVIhPj4eR44cQUlJCQCI+zAFBwejX79+CA8PR1ZWljh/RiaTwe12i9scyGQyMVHq1q0bCgoKYDAYcNlll2F0g7kvHvuNRjyZl4cfqqpabJc+Gg1e6tED08/M3wGAn0pKsGTnzlYL/V2wSc3XX3+NO+64AwDwww8/IC8vD4cPH8ann36KJ598Elu2bGnzIImIiDqC0WjEmjVrsG7dOjgcDuTn5yMpKQnJycligqPX61FVVYW33noLu3fvFoenysrK8N5772Hv3r2YN2+eV2Ljcrmwbds2aLVasXKvp8dEKpVCJpOhtrYW4eHhKC0thclkQnBwMEwmExwOB+x2OxITE5Geno7S0lLIZDL07dsXo0aNwo8//ojy8nLIZDIYjUZoNBo4nU5xWMtoNEIqlSI/Px/PP/880saMwaakJLx/6lSLbaGRSvFSjx74c3w8VE3MpwX8n5PT3vxOaiorKxEbGwsA+Pnnn3HTTTehd+/euOeee/DWW2+1eYBEREQd4ewtA5xOJ4xGI3bv3o2KigoMHToUSqUSRqMRRqMRu3btQp8+fcSEoaCgACaTCYcPH4bdbsdjjz0mJjY2mw1GoxHJyck4ceIEJBIJnA3mqHheK5VKFBYWIjY2FomJicjKyoLL5YLb7UZxcTG2b98Ok8kEqVSKXr16oaKiAjKZTNzs2Ww2Qy6XY/To0bBYLJDJZHBIJCgZNgy709MhnOlhQTMJzSPduuGJ7t0RdVYPVXNam5Nzwe/9FBMTg5ycHMTFxWHVqlV4++23AQBms7lDSyETERG1paa2DAgKCgIAcXl09+7dYTAYIJVKERwcDKlUiuzsbJSUlECpVIorkZYtWwaVSoW5c+dCr9eLNWFCQkLQrVs3HDlyBFarFVKpFG63G1arFSEhITAajRAEAUlJSaioqIDNZoPdbodcLofD4cCuXbsgl8vRu3dvdO/eHZs2bYJarUZYWBiioqJOXy+RwJWRgfWJibC2Mtf1hshIPJuSgn463Tm3W8M5OW259P1c+J3U3H333bj55psRFxcHiUQi7pL9+++/o2/fvm0eIBERUXtracsApVIJt9uNvXv3wmKx4LLLLkN+fj7UajXy8/NRUlKCiIgIyOX/+0p1OBzIyspCWloapk6d6lUTJi0tDeHh4fj9999RV1cHmUwGqVQKp9OJ48ePIygoCGVlZaioqEBqaiqMRiNqa2thtVohkUggk8nEHbRtNhuUSiXqunVD3oQJqEtOBgDsbuZzxhsMGJ+bC8nu3YiJicGLL77YZgmITCbr0C0RmuJ3UrNw4UIMHDgQRUVFuOmmm8SlYTKZDPPnz2/zAImIiNpba1sGOJ1OyOVy3HHHHZgwYQKef/55lJWVoaCgQKwL4+FZdRQcHOxV7O7s+ScTJ07E4cOHcejQIQBASEgI1Go1BEFATk4OlEoloqOjERERgfDwcFRXVyMoKAgqlQr5Viu+7dcPOWc6FpojNxhwdXExBp06BemZJeIAcKqT9mZqb34nNZ9++iluueWWRvs53HrrrVi+fHmbBUZERNSatqr223AvI09FfM+WAampqThx4gTi4uJw3XXXiQnKe++9B5PJ5LVCyrOUOikpCcHBwV6JQ3PzT1wuF9LT0xEWFobjx49j586d4jLs2tpaREREwKJW4/gjj8Dao0ern2X08eO4LDcXv3z9NRITEzH4iisandNUzZpAcE7DT5MnT0Z0dLTX8fr6etx9992488472yw4IiKiprR1tV9/twzIyMjA3r17cfjwYXHvJrvdDrvdjoSEBCQnJ6OkpKTJYnee+SdmsxmLFi2CXq9HxJmCdcnJySgvL8ep2loY77sPB6ZMaTX2yO3boV+xAilaLVJTU2Gz2VBUX49Ro0ahqqqq1eXWgcTvpEYQBHF9ekPFxcWNNrwiIiJqa+1V7TcjIwP79u1DVlaW13LoppYn6/V6zJs3D3a7HcuWLYPD4YBerxeXf7vd7hYTB8/eS0ajEXq9HgKA7QkJ+KVXL2DSpBbjjCosxPyoKDw6ZQpcLheq+vdHVp8+2Lx5s9fqoyFDhmDp0qUXzHLrjuBzUjN48GBIJBJIJBKMHz/ea/zQ5XIhLy+vQ/d3ICKii5M/1X595en5KS8vh91ux5EjRxAREYE+ffo0uzxZr9fjscceg0ql8kqESkpKfEoctloseG/GDJ/iG7p/P/rs2AHjmfved/31AE4nR9HR0Zg2bRqmTp3aaCjuQlpu3RF8Tmquu+46AMCePXtw1VVXeTWGUqlEcnIybrjhhjYPkIiIyDN3Ri6Xe61Saqipnah9cXbPT48ePRAZGYm6ujpER0e3mADo9XrMnTsXaWlprSYOuRYLJu3dixNn9mtqSZ+yMvRcsQKXDxwIs9l8eogtJgYZLSQkTa0+upCWW3cEn5OaBQsWADg93nfLLbc0+mUiIiJqa2fPndFoNDh8+DASExObPL+pnahb01LPz44dO/Dbb79hwoQJzSYEzSUO9U4n/nDgAL6trGw1Bn11NSb++iviznxmT0/Pgw8+CI1Gc94JyYWw3Loj+D2n5q677mqPOIiI6CLW1Cqmhj0oOp0OGo0GFRUVOHHiBMrLyzF58uRGezP5u6rn7Po0DUmlUtTW1uK5557Djz/+iNDQ0BYnI0ukUrxcXo5/FBT49OwNl16KjNDQ/yVuOl2zPT0XQ0LSFvxOaqRSaZMThT08s8CJiIha09IqpszMTGzduhUqlQq5ubli0hMdHY0TJ07g6NGjGDhwoHgvf1b1eL6rLBaLV30aD7vdjuzsbOTn54tzSJuajLzi1CncePCgT5/1vd69cV98fKPjF9sQUXvyO6n55ptvvJIah8OB3bt345NPPsGiRYvaNDgiIgo8nl4Zh8OBd955p8lVTPv27UNRURGKi4thsVjELQiMRqNYWXfXrl1Qq9Xi9gK+TM71JFGbN2/G8OHD8dJLL+HUqVNQq9VifRoAYqVgrVaLkJAQxMbGQiqVokChwNODB+OJHTta/ZxzEhLwes+eUDazGeTZLpYhovbkd1LjmTDc0I033ogBAwbgyy+/xD333NMWcRERUYA5u1fm1KlTKCsrw/DhwxEcHAzgf3NZsrKyUFxcjNraWsTHx4u9JWq1Gg6HAyaTCXa7HYcPH0ZUVFSLq5QaPt8znBV2Zk+kyspKlJWVicM+wcHBcLvdKCgoOL0NgVaLo3PnYuuZjZxbckVICL4eMADRPm4GSW3P76SmOcOGDcO9997bVrcjIqIAcvYKI61Wi0OHDomTf4cNGybOj/GsYiotLYVGoxETGpfLhZKSEhgMBrhcLqhUKvTu3RtGo7HVVUqA94RgT49IUlISQkJCsHr1amRlZaFHnz7YNWIEDj3/fKufKUQmw4ZLL8WlZza9pM7XJkmNxWLB4sWL0a1bt7a4HRERBZiGCYVUKsWJEydQXV0Np9OJPXv2wOl0YtSoUWJio9VqIZfLxaEqpVKJ2tpaGAwGqNVqOJ1OBAcHIyUlBS6XCzt27GixPk1zE4IFAEf69kXOtGkAgG2tfI6bDhyAZvv2Nt8MktqG30lNWFiY15waQRBQX18PrVaLzz77rE2DIyKirq9hQiGVSpGdnY3i4mK4XC4IggC3240DBw5ALpeLPTb19fVQqVQwGAw4dOgQFAoFnE4nBEGA1WqFRqNBZGQkZDIZFApFq/VpGm5YmR8Sgk8GDz79xpVXthj76GPHMK6kBJ5vPavViqMBusVAIPA7qfnnP//p9VoqlSIqKgrDhg0TxyiJiIg8GiYUeXl5KCoqQmRkJBQKBcrKysTl18XFxYiJiUFsbCz2798PhUIBlUol1p4xmUxQqVSIjY2FIAjo0aMHpGcm4bZUnybPYsHk/ftx1IfqvddHRGBpv36QWK3icFn+RbLFQCBgnRoiImpTZ9ecUalUUKvV2LdvH44cOQKr1Qqz2SyueKqpqYFKpYIgCNi7dy/y8vIAAOPHj8fhw4dRUlKC+Ph4SCQSmM1mmEwm9OnTB8nJyeIzG9anMTqdmHX4MFb4UPQuwmzGjdu3o2LvXtxzzz2YOmbM6Tea2VE7kLcYCATnNKempqYGS5YswaFDhyCRSNCvXz/cfffdCA8Pb+v4iIjoAtBUcbyzeVY3rV+/HjU1NQgLC8PYsWMxZMgQ1NbW4tChQ7BarZDL5bDb7aioqIBWq0VQUJA4NCWXyxEdHY2UlBRERkZi6NChyM/PR0FBAcxms9gTk56eLs6/sVit2N6vHw4NH45XN21q9bOM/uYb9DaZMG3aNHz//feoqKlpsveF9WO6Hr+TmszMTEybNg0hISFIT08HALz11lv4xz/+ge+//55dckREAaSp4nijR4/G8OHDERER4VX99/XXX8fq1atRV1cnXr9161akpKSgtrYWvXv3xoEDB+B0OqHRaCAIAmpqatCzZ09MnjwZRUVFiIqKgtFohEwmg9vthlKpRO/evZGamgqLxYLMzExUVFRgs1SKLZ5elVa83asXZp/p6TEajcg0mbB582YAQHR0NK6//voWe19YP6br8DupefDBB3HLLbfgnXfeEX+ZXS4XHnjgATz44IM4cOBAmwdJRBQIfOnt6GgtxXT2MmyVSoWdO3fi22+/RVhYGEaMGIGJEyciIyMDq1atwv/93//B6XRCrVZDqVTCbrejsrISR48exYABAzBq1CgAwIEDB+B2u6FSqaDT6aBWq+F2u2E0GtGzZ09s3boVdXV1iIyMRFJSEpKTk1Gh1+PTUaPgOLO6qaWNCO6Pj8c/U1ObLHrn6X0ZP348Vq9ejQULFnAvwwDid1Jz4sQJrFixwuuXXyaT4dFHH8Wnn37apsEREQWClrYC6Ky5Gb7EdPYy7OzsbJSWlkKpVOLUqVPYu3cvcnNzsWfPHmRnZ8NoNCIxMVGsK6PT6aDValFaWoqioiLI5XKMGjUKcrkcxcXFUKlUcLvdqK6uxsGDB+F2u7Fnzx4EBQWh3GbDnlmzsLVXr1Y/y3C9Ht+mpSHGj6J3nu+wCyW5pLbhd1Jz2WWX4dChQ+jTp4/X8UOHDuHSSy9tq7iIiALC2b0dDbcCaLiH0IUWk0aj8arrcvToUZSUlCAiIgISiQQmkwlHjx5FZGQkDh48CKPRiJCQEDGh8fBsb1BbWwuHwwGVSoVhw4YhJiYGBQUFOHXqFEJDQ3FpejqWhYUh34fvEaXTiVl79iDsTC/QPffc41dCQ4HL76Rm3rx5eOihh3D8+HEMHz4cAJCVlYX//Oc/eOmll7Bv3z7x3LS0tLaLlIioC2rY2+EZ5vBsBZCdnd1iwbjOjGns2LHiMmzPtgFKpRISiQQlJSWoqamBTCaDTCaDy+VCTU0NXC4XYmJivHo/JBIJNBqNuGeTSqUS58lUjRiBrZdcAgDY3krM+tdfxzV6PVJSUv63M/eZysMt1aehi4vfSc2tt94KAPjb3/7W5HsSiQSCIEAikXDHbiK6qDVXxRb431YAHf2F7GtMEydORHBwMMrLyxEaGtqoqq9SqYRKpRJXLdXU1MBkMqGqqgrR0dHiPZ1OJ6RSKRITE7HDbsdmHyf3XpmfjzH5+bDbbPj2228hkUjQ4w9/gEKh8Dqvpfo0dPHxO6nx1A/oaC+++CK++eYbHD58GBqNBiNHjsTLL7/caBiMiOhC0bDoXFM64gv57InAZrMZVVVVzT7PE5PT6URGRgaWLFkiDhsZDAbU1NRAIpHA7XYjNDQUEokEDocDsbGxKC8vR1lZGeRy+el6MTodch94APb4eBS3EmfqyZNIX7cOfc7abkehUEAqlUIikTSZ+DWsT0Pkd1JTUFCAkSNHNho3dTqd2Lp1K65speT0ucrMzMSDDz6Iyy+/HE6nE08++SQmTZqEnJwc6HS6dnkmEdH5UKlUYm9HVFRUo/fb8wv57InAarUaoaGhqKmpwY4dO+B0OjFo0CAkJyf/bzjnrJgyMjKwf/9+bNu2DUajEYWFhbBYLJBIJAgLC0NQUBCcTifsdjvS0tKQW1qKg1OnYv/Ika3G10Otxuq0NKSeSa5++uknLKmuhjUy0qsHyW63IyQkRPzvhu9ZrVbUc8sCasDvpGbs2LEoKyvz6l4EgLq6OowdO7bdhpxWrVrl9frjjz9GdHQ0du7c2W6JFBHR+ZDJZGJvh9VqPa8vZH+Wgze1FHvjxo04efIkYmNjERcXh5ycHOzcuRMVFRUYOnQolEplo5j0ej1mzZqFw4cP4+DBg5DL5ZBIJJBIJLBarcjNz4fz5ptRdd11OOxDe6xNS8OEZoq0ehKohpOXPdsSTJ48Waw2fPZ73LKAGvI7qfHMlzlbVVVVh/aYeIo7tVTF2GazwWazia8NBgMAwOFwwOFwtFksnnu15T2paWzrjsX2Ps3lcsFut0OpVPrdIzBq1CgcPHgQO3fuhF6vh06ng8lkgtFoxIgRIzBq1KhG7dywvU1nCsVt2bIF9fX1CAoKwqhRozB69Ohm/83dsGEDdu/ejX79+kGhUODo0aNwuVxITU2FwWBAeHg4BgwYgOLiYhQVFUGv1yMiIqLJmHbs2AGLxYKbbroJgiDgF4MB+26+GTYAdU0+/X/eSE7Gg2eK3nk097ukUqkwe/ZsDBw4UPys8fHx4mcF4NUODd9TqVR+/47yd7tjnW97+3qdRBAEwZcTr7/+egDAd999h8mTJ3t1l7pcLuzbtw99+vRp1KPSHgRBwPTp01FTU4NNLZTEXrhwIRYtWtTo+LJlyzihjIjIBwVSKZ7W6WBoopDd2Sba7bjPYoGi1TOJ/GM2m3Hbbbehrq4OwcHBzZ7nc0+NZ0xTEAQEBQVBo9GI7ymVSgwfPhz33nvveYTsuzlz5mDfvn1imevmPPHEE3j00UfF1waDAYmJiZg0aVKLjeIvh8OBtWvXYuLEiY1m5lPbYlt3rIu5vU0mE95///0me1iGDBmC++67z+/e6dZ6fDztPWrUKGRlZeGzzz7Dnj17EBUVhZSUFCQlJUGhUMBms+H48eOYOXMmrrrqKq97WCwW/PWvf8WhQ4dgMBggl8tRXl4Ot9sNiUQCtVqNyMhI8c+0oqICDocDL730EvR6PaocDtx65Ag21LXWDwMojh5F1OLFuHHcOEycOLHF3qMLzcX8u90Zzre9PSMtrfE5qfn4448BAMnJyXjsscc67Rd37ty5+P7777Fx40Z0O2uW/NlUKlWTE/AUCkW7/BK3132pMbZ1x7oY23vLli3IysryquUSHh4Oq9WKrKwsDBgwwO/6MgqFwqeS/B999BG2bduGo0ePQhAEGAwGbN++HaWlpeL8F7VajY0bN2LKlCleCZJUKkVlZSXy8/ORkJAg/rk5HA4olUpUVFRAoVCIK5jqjEbkZGQgfO/eVuOS2u249OOPEVRWBgA4deoUbDYbxowZg2uuucavtrhQXIy/253pXNvb12v8nlOzYMECv4NpC4IgYO7cuVi5ciU2bNiAlJSUTomDiAJfZ9eX2blzJ3r06IGioiKxd8XtdqO4uBjh4eHo27dvs8vBjUYjysrKUFtbC7vdLu6IbTAYIJPJ4HQ6UT5kCJ4dN86nWP5iNuP7hx+GUqlEZGSkeNzpdMLtdiMpKQnbtm3DtGnTuAKJOp3fSU1KSkqTE4U9cnNzzyug5jz44INYtmwZvvvuOwQFBeHkyZMATg+LNRwKIyI6X51VX8azelSv10OhUMBkMqGyslJMRhwOB6qrq1FcXAy1Wo20tDSv3mij0Yi33noLpaWlUKlUsFqtsNlscPTpA9f//Z94nr2FGJ7s3h2LUlIgO/PvfEVFBTaFheHUqVOoqakRN6q02+1ISEhAjx49WPyOLhh+JzUPP/yw12uHw4Hdu3dj1apV+Otf/9pWcTXyzjvvAADGnFWN8uOPP8asWbPa7blEdPHprPoydrtdfP6OHTtgNBphs9kgCALsdjsEQYDT6UR1dTUMBgO6d+8Oi8XitQHlrl27ENqnD07edRds8fGtPvPq0FAsGzgQIfKmvw4iIiIwYsQI7N+/X0yS9Hq9uHt2SUkJi9/RBcPvpOahhx5q8vh//vMf7Nix47wDao6Pi7SIiM5bS/VlzGYzamtrccMNN7TpcIvL5RJ7avLy8lBSUoJu3bqJvTMKhQJutxsOhwNGoxG9e/dGdXX16X2aJk/GPYcPY7lOBzTzb7SHvLISE9esQYTFgri4OLz44ostfg6ZTIaJEyeisLAQQ4YMgUKhgEwmg1QqZfE7uuD4ndQ0Z8qUKXjiiSfECcVERF3Z2cXgVCoVjh8/jqKiIoSGhmLdunWQyWQYPXo0FAqFT0XxmtKw8q/ZbMbEiRNx9OhRKJVKcYsArVYLt9sNl8sFjUYDfVAQcOut+KFPH/wAAC2UtgAAyd/+BuzYAaVSiaFDh+LS0aNRV1fn87BRS4XxWPyOLiRtltR8/fXXLRbCIyLqSvR6PebMmYPMzEysXbsWmzdvFvc1MhqNWLt2LdauXStO3I2IiEBGRgYyMjKg0Wh8qv5rNBqxePFiZGVlISQkBKGhoQBOLyc/efIkKioqYDKZAACSkSNhe+YZ2AAYABxpIXbtRx8h9LffUFNdDYfDcXqD4TOVgGNiYqBUKhsNobVUsbhhW3i2XYiJicHNN9+MjIyMZuceEXU0v5OawYMHe00UFgQBJ0+exKlTp/D222+3aXBERJ1Jr9dj6tSpMBqNWLNmDbRaLbRaLWQyGcrKylBfX4+ysjLodDpYrVa8++67+OqrrxAaGgqr1Yrg4GAx0Tn7i99oNOK1114Ti4F6VlWNHz8eTqcTlpgYmF9/HQgLazXOu2NisDg1FTNvuQXr1q2DSqWCQqcTe1RkMplYH6ekpAQpKSnisJHFYvFKVpqL2dMWkydP9nm7BqKO5ndSc91113m9lkqliIqKwpgxY9C3b9+2iouIyIs/ex+15TPNZjO+/PJLGI1GdO/eHXK5HFVVVXA4HAgODkZtbS127tyJxMREVFVVwWw2Y+DAgRg4cCDKy8uxZMkS7N+/H3PmzBGTBM8qpWXLlsHlckEqlSKvshI1t92GdSEhwNdftxhXeEUFZhw8iLL9+3HPPfdgar9+MJvN0Ov10Gg0sNvtsFgs4twXm80m7ttUUVGBI0eOYOTIkRgyZIjXHlF6vb7ZmD1kMhlXOdEFq8vUqSGii9PZu0231PvRHs+srKzE5s2bxYJ1giCgtrYWUqkUZrMZTqcTJpMJ9fX1MBgMEAQB+fn5GDFiBKKiomC1WpGdnY3MzEyxWF9mZia2/v47am+9FafGjm09IJsNur//HcLhwwgJCUFGRgbKbDav+SwqlQrR0dFigUCn0wmXy4XQ0FBxyMzlciEsLAz33HMPxo0bh8zMTGRnZ3sVGGwuZqKuwO+kpqSkBCtWrMDRo0chkUjQu3dvXH/99UhISGiP+IjoInb2btO+9CS09TOVSiWcTifMZjNKSkoQGxsLh8MBi8UCi8UCQRDERMfTi1RXV4fc3Fz079/fq1hf+eDBuOfoUUCnAx55pMU4gt56C8qNG8VdsSMiImA7Mx8mNjYWEyZM8ErsZDIZxo4di61bt6KyshLx8fGQSqWQSqVwuVyoqKhAWFgYnnzySUybNq3TCwwStQe/kpq3334bjz76KOx2O0JCQsTy3X/961/xxhtv4IEHHmivOInoItFwmKkzehLOfqbb7UZMTAxKSkrExMViscBsNovXSKVSmEwmcfsChUKB4uJi6IcOxcfp6YCnvtbRo80+V//994j7+We8+vLLmDVrFqRSKeLi46FSqeB2u3HVVVehuLgYkZGRePnll6FUKhvdIyMjAzt27MBXX32FoqIisTCp1WpFUFAQpk6dinFnKgl3VoFBovbkc1Lz008/Yd68eXj44Yfxl7/8BXFxcQCAsrIyvPrqq3jooYeQnJyMq6++ut2CJaLAdfYwk16vR15eHtRqtc89Cecz78Yzf2b9+vVevRdSqRQDBw4U9zkqKSmB0+kEcHqhhEwmQ3BwMKxWKyx6PUzPPw93SgoqAWxr4XkJRUW4+dgx7N2yBXv27IHb7YbzzKRgt9uN4OBghIaGim3hcrlgMpkwY8aMJhMa4HQi8pe//AUDBgzAF198gePHj0MikWDgwIG49dZbMXnyZDGJ6awCg0Ttyeek5pVXXsH8+fPx3HPPeR2Pi4vDG2+8Aa1Wi5dffplJDRH5ralhprKyMuzatQsxMTFITk5u9EXesCfB7Xbjt99+w/r162EymRAaGorRo0dj+PDhiIiIaHVZtSeZqqqqws6dO5GQkICEhARxSwCJRAKNRgOTyQSHwyFOuhWUSgh//SsqfdhHKcrtxqbhw9FHq8VPP/2EJStXQtm7N4YNGwan04kDBw6IyVJ8fDzcbjdqampgNpsRGRmJ48eP+1QTRq/X48Ybb8Qf/vAHsTfJs2KroZYKDLKoHnVVPic1u3fvxvvvv9/s+zNnzsS//vWvNgmKiC4uTQ0zRURE4Pjx4ygrK0N+fj569+7tdY3RaERUVBRKS0vxj3/8A1lZWQAgDrl88803Yon/iRMnNrusumEypdVqxQTDZrPh0ksvxZ49e1BSUoLQ0FA4XS6cGjcOtj/9SbyHq4XPNX7NGgQfPoxhw4bhwQcfhP7MMM7Zxez69OkDg8GA2tpaAMDo0aNx4sQJFBcXIyoqCpdcckmzn6E5MpkMQUFBLZ7DonoUaHxOatxud4tbfysUCm5lQER+a27CqlQqRc+ePVFWVoYTJ04gNTUVUqkUAGAwGHDs2DHU1tbi6quvRmlpKSIiIhAWFoby8nIYjUYxQdm/fz8KCwubnFjcVDKVlpaGHTt2oKioCA6HA7lRUSh+6imfPkvYF19A9cMP6JWail69ep0uyHfPPU3WfDm7mF1GRoZYwFSlUiE9PR0PP/ywT71N54pF9SjQ+JzUDBgwAN999x0eaWbG/rfffosBAwa0WWBE1PX5MselpQmrycnJyM3NRXl5OU6cOIHg4GBUV1fjwIEDkEgkUCgUqKiogEwmg8lkEpcyh4SEwGq1QiKRwGq1YsiQIY0mFjeXTOkHDEDBrbfCHhSE5qf1nha5YwfG7NmD0rw8mEwmmM1m3HbffXjkkUda3TqhqWJ2brcbP//8M1544QXodLoOGfphUT0KJD4nNQ888ADuv/9+qFQq3HfffZCf2dHV6XTivffew1NPPcWKwkQEwL/aMi1NWFUqlejRowdiYmJgsVhw4MABGAwG2O12XH755SgtLYVMJhO/iCsrK6FSqSCXyyGTyWCxWGC1WqFQKBpNLPYkU/KwMHyWloYTPmzzEmsw4Mbdu3Fo0ybk5uZCLpcjbMwYqHv0QF1dHUaMGIG5c+f61cPRsJid2+0GcHoIraMTCxbVo0Dgc1Jz1113id23TzzxBHr27AkAOHHiBIxGI+bNm4dZs2a1V5xE1EX4W1umtR2x6+rqEBERgfr6egwYMAA5OTmor6/HoUOHxC0AnE6nmAQ4nU5xVZLNZhN3lfZMLDZZrXj25Em8VlQEzJjR4meRuFyY8MMPGB4cLA59AcDQoUPhdrthNBoBnF4wMWPGDA7ZEHUyv+rUvPbaa7jxxhvxxRdf4NixYwCAK6+8EjNmzMDw4cPbJUAi6loazlNRKpVwuVyIiIiA3W5vsraMy+XC5Zdfjj179uD3339HSEgINBoNTpw4gaKiIkgkEhw5cgSDBw9GQkICjh49ivDwcMhkMpSWlsLlcolz/gRBEJMaz0qi5ORk7I+Lw7dnVii9t317i/Ffd+gQ+hQU4OjRo0hLS8O+wkLYG8y5AU73qISGhuLhhx/GhAkTOGRDdIHwu6Lw8OHDmcAQUZM881Q0Gg0KCwtRUFAgztNISkqCWq0Wh4A8GymuXbsWR44cQUVFBSQSCQoLC2E2m+F2u9G9e3dUVVXBaDTiwIEDqK6uFkv+e85xOp1QKpWw2WxwuU6vRaqNi0P9Cy8AMhm+bCXmK0tLEbZiBUL0enH1z9Ezq3/uuusuLF26tNnVQePGjeOQDdEFxO+khoioOTabDVVVVcjNzUVtbS2USiUUCgUMBgN27dqF0NBQaDQaVFVV4aOPPsLWrVtRXFyM2tpacV8liUQCk8mE3r17Y8iQIVi/fj3Cw8OhUqlQWlqK6OholJSUiBs4ms1muMPD4XzqKQi9egEA6luI8aqwMHzRvz/CzqzmNBqNyAwJaXb1z/33349evXph27ZtYkE6rg4iujAxqSGiNqNSqVBbW4uSkhLEx8ejvr4e1dXVcLlckEgkqKqqQkxMDLKyspCdnS1uORAfHw+5XA6Hw4HDhw9Dr9fj1KlTKC4uhkqlgtFohE6ng1KphNVqhaBUon7WLDjGj281Jr3Vilfdbtxx5ZVNJiHNrf4xGo346aefvCocT5o0CePHj0dISEh7NB8RnScmNUTUpjybP+bk5MBms0Emk0GtVou7Wp84cQLr1q2DTqdDbm4ulEqluJrSMxnXZrMhJCQEeXl5SEpKwt59+1AwdCjyfaxYnvLeexhoMmHWrFmYPn26T/NdGq7+aWqy86lTp/DZZ5/h6NGjXpOdz2drBiJqW0xqiKjNVFVVoaioCEajUdxewOVyweFwQKFQIDg4GAaDAYcPH0ZycjJsNpvX9gdSqRRyuRwmkwmFsbGo+/vf8bsPz01ZswaJW7dCAqCmpgZ6vR4hPXogKysL06dP9/tz+LKRZkZGhs/L1omoY/id1Hz22We44447mnzvr3/9K1599dXzDoqIOp/L5YLFYvHrmlWrVuH48eOw2+3iMU+lcbfbDaVSiaCgINTU1CAqKspraMkcEYG9d94Juw9DO90PH0bUZ5/BbjBApVJBp9MBON1LZLfbkZSUJCZQ/u4y3VxRPuB/G2muXbsWe/fuxY4dO3xatk5EHcPvpGbOnDkIDQ3FNddc43X8kUcewfLly5nUEHVxDQvnmc1mTJw4EatXr8aYMWNa/KKuq6vDK6+8AqvVCgDiUIynZozL5UJ1dTV69+4NmUyGarsduffdh5NJSa3GpC4uRvBLL2HykCF49dVXoRo8GP+prsbSpUthMpkAnB6ystls6NatG5KTk1FSUnJOu0y3VOEYOD0H58iRI8jNzUX//v2b7clpuGydiDqG30nN8uXLMWPGDHz//fe48sorAQBz587FN998g/Xr17d5gETUcc6eS+KZEPvf//4XBw4caLEHYs2aNSgqKoJWq4XFYoHT6YRUKoVEIoHD4YAglcJ5++349dZbWw/E7UbqW28h4uRJOJ1OqFQqqGNiEBYWJu6DNG/ePNjtdnz22WeorKyE3W4Xd9I+evQoHA7HOe0y3VKFY+D0vlNVVVXo06dPsz05DSsXE1HH8TupmTx5Mt59911cd911WLNmDT766CN89913WL9+faNddImoa/BMdv3tt9+85pJ4Ju6mpqa22APhcrmwZcsWyGQySCQSBAUFwWAwwD1uHFzz5/sUQ9Ly5XD99BPCw8MxYMAAJPfvD3laGlwuF2QyGaqqqmC1WsXhJL1ej9mzZyMrKwt79+6FVquFWq3GqVOnUFhYiEGDBmHIkCF+t0VLFY6tVisMBgMiIiIQHBzc5PWeysX+DnsR0fk7p4nCM2bMQE1NDUaPHo2oqChkZmYiNTW1rWMjonbWcKiptrYWe/bsQVBQEKRSKdxut1jMzjNvZd26dZg4caI4udeTDLlcLtTV1QF9+6J64UKgweTf5sRu2gS89x7u/eMfMX/+fEiGDcPfNRpUVlaK27AA/1sR5akR03A4aefOnVAqlRg9ejRKS0vFVVPx8fGw2WzYuXPnOQ0DZWRkYP/+/U0W3Rs+fDjKy8vFeUFNtem5DHsR0fnzKal59NFHmzweHR2NwYMHe21k+cYbb7RNZETUrs4ealKr1airq0NFRQWqqqrEnpr09HRs2rQJ5eXl4tYDo0aNAgD8tncvvho8GJXh4cBdd7X8wB07EP/hh+gRFSUOyxSpVFi1ahWeeuopKJVKTJgwodkekvr6eq/hJM+E3rCwMKSkpKBfv35ir45UKkVeXt45DwPp9XrMmTPHa3VTw6J7mZmZPsdJRB3Hp6Rm9+7dTR7v2bMnDAaD+L5EImm7yIio3bhcLqxZswa///67ODfE5XIhODgYhYWFqKqqQmRkJGJjYwEAe/bsgcvlQnxyMr7r0wf/jIw8faOWit9VVwN/+QuQnw8ACA4ORo+0NK8ve41GA6PRCIPBgMjIyBZ7SIYNG4aMjAzx2rMn9EqlUq9NJ893GKi5onxAyz05Z8dJRB3Hp6SGE4CJAoNnuOnXX3/F2rVrxY0gAaCkpATFxcWoqamBWq0+veVBdTV+UCpR+dVXAICa1h7w5JOQZmUBOL2EuyGdTueVdACAxWLxmp/SWg9Jw0nKrU3obathoIZF+Tz8iZOIOo5fc2qcTifUajX27NmDgQMHtldMRNQOjEYjXn/9daxevRq1tbUoKyuDIAgoLi6GUqlETEzM6UQkPR31L7wg7p90rIV7dl+9Gre43fj4o49QU1Nz+nqJRFz1BJxe0i0IAux2O9xut9jbYbVaYbFYcPXVV3sV4Guph6Sh1ib0tvcwkK9xElHH8SupkcvlSEpKEicPElHXsWrVKnz11VewWq1ikTqbzQZXXBzw2muojIlp9R6qzZuhfOstxISEIDQ0FIIgwD1mzOkl24IgDgGp1Wpxg0qLxQK32w2LxYKSkhJxybfFYsGgQYMwe/bsJp/VVA/J2S6EYSBf4iSijuH36qennnoKTzzxBD777DOEh4e3R0xE5ANf9hzynCOXy7Fs2TLU1NRAGhSE8vvvh8OH5c7S/Hy8Fx6Op//8Z7hcrtMbULrdqKurg0ajQVBQkNfzPbtse348VCoVrrnmGuTl5cFoNCIiIgJXX301Zs+eLc7bORccBiKihvxOat566y0cP34c8fHxSEpKEsuTe+zatavNgiO62PiSqDRcht3cnkMNzzlVXY0tvXrh2Lx5PsUge/hhSHNyIJfLoVarEfXxx7BarXC5XIiJiYFarUZFRQUsFos4DB0aGgqj0Qin0wm32y1uk+DZnTshIQGLFy9GaGioGLPSh2XfvuAwEBF5+J3UXHfdde0QBtHFzZdExXPe2btHn73nkMvlwr1ffIGv+vYFfNjVWvLaa5D88ou4N1NoaCgMMplYERg4nZy4XC7I5XI4nU4oFAoxKamuroZSqYRGoxEnB3uSG5VKhaioKEycOFGsBBzpWTnVxjgMRER+JzULFixojziILlq+JCqexObs3aPdbjdCQ0NRpNHgySFD8MSOHadv2rdvs8+TrFgB6QcfQHA4xD2ZPPNh9Ho9evbsiaKiIpSXl4sroyIjI2E0GuFyuaBQKHDvvfdiyJAhyM7OhsFgQP/+/REcHIz4+HiUl5fDYrFAqVSiW7ducDgcmDp1KntPiKjdnVNFYeB0Jc9Dhw5BIpGgf//+GDx4cFvGRXTRODtRAU5vjmg2m7Ft2zb0798f06ZN89o92qxW48P+/VEVHd3q/ZUHDmDw99+jrqgIR44cOb1r9pntDDzJjGfyv91uh9FohFarRWJiIjQaDYDTQzxqtRpJSUkYOXIk5s6dC71ejz/84Q+w2WxwOBx45513kJ2djZ49e0Kj0cBiscBkMmHUqFGs20JEHcLvpKaiogIzZszAhg0bxNUPdXV1GDt2LJYvX95kvYi2snHjRrz66qvYuXMnysrKsHLlSg6HUZfWMFHxJDR2ux35+fkoKCjAqVOn8Nxzz8EB4Nvu3fGZD8NJMqMRfd99F2F1dTh27BhsNhtM3bohIiICSqUSNptNPFcQBGg0GqjVarEnRq1WY+DAgYiPj0dFRYUY04ABA/DHP/7Ra0is4ZDP2RN24+LimhxCIyJqL34nNXPnzoXBYMDBgwfRr18/AEBOTg7uuusuzJs3D1988UWbB+lhMpkwaNAg3H333bjhhhva7TlEHeXsqrh2ux3Z2dkoLimBYfx4lN14IwDgRgCorW32PhFvvgnHhg2Qy+WIjo6GTKmENDQUCoUCNpsNtbW1CAkJEXtegNPF8eRyOSIjI6FUKpGcnCxOBlYoFLBYLOLw08yZMzFnzhxx1+6mcMIuEXU2v5OaVatWYd26dWJCAwD9+/fHf/7zH0yaNKlNgzvblClTMGXKlHZ9BpGvfFmp1JqGVXHre/XCfy+9FPDh71Hkd9+h/549kAgCXC4Xjh07BpdUKlbm9Wwy6VmV5HA4xIm/sbGx0Gg0KC8vR3h4OGJiYpCUlATg9H5u48aNw+bNm2EwGBB9ZnjrwQcfbDGhaYgTdomos/id1DQsq96QQqFoVBa9s9lsNq+udoPBAABwOBxwOBxt9hzPvdryntS0C6GtTSYTNm/ejC1btqC+vh5BQUEYNWoURo8e3ajEQUtOWCy4+uBB5PkwpKTauhXhS5YgXKNBVVUVJBIJjHFxUKvVsNvtkMlkCA0NRWxsLARBQEhICMrLy6FSqaDX62Gz2VBdXY1u3brBbDZDLpdj2LBhGDRoENRqNRwOB44fP44JEybgqquuwqRJk2C32yGVSvHrr79CqVTy97sDXAi/3xcLtnXHOt/29vU6iSAIgj83nj59Ompra/HFF18gPj4ewOk9Y26//XaEhYVh5cqV/kd7DiQSSatzahYuXIhFixY1Or5s2TL+nyR1ODOAf2q1yG7ifwrO1s3lwtMmE2L8++tJRBSQzGYzbrvtNtTV1Yk90k3xO6kpKirC9OnTceDAASQmJkIikaCwsBCXXHIJvvvuO3Tr1u28g/eFL0lNUz01iYmJqKysbLFR/OVwOLB27VpMnDixyV4sajud3darV6/Gf//7X6SmpnptlGiz2XD8+HHcdtttGDt27OkaLlIpFhUW4qXiYp/uPWblSuz973/hcrkQFBQEAGJlXqvVCpvNBqVSiUGDBqGgoAAxMTEYM2YM5HI5XC4XsrKycOLECfTp0we9evWCyWRCfX29uBWBTqeD3W6Hw+HAtm3bfOpp6uz2vtiwvTsO27pjnW97GwwGREZGtprU+D38lJiYiF27dmHt2rU4fPgwBEFA//79MWHCBL+DbG8qlarJHXoVCkW7/BK3132psc5oa5fLhY0bN0KtVovDrW63WyxMV1lZib98/z1O+Dj3ZPiWLYj6/XfY7XZxmOiEXo+qqiqYzWaxu9VTldfhcMDtdqOgoAA2mw3FxcXIy8sT581otVpkZGQgJCQEVqsVERERuP76671WH3lWWF1zzTWYMmWKz3OC+LvdsdjeHYdt3bHOtb19vcbvpMZsNkOr1WLixImYOHGi34ERdVWeVUQqlQpWqxWFhYU4aLfjwJ/+BLdaDUye3OL1Ib/+iu4//4ygM/VekpOTcUylwvbt2zFs2DCkpKTgxIkTcDgcsNlssFgsAAClUilW+w0JCUF0dDQKCwuRkJCAuLg4GI1Gr/2ONBqNT8kKJ/QSUaDxO6kJDQ1Feno6xowZgzFjxmDUqFF+TY48H0ajEcePHxdf5+XlYc+ePQgPD0f37t07JAa6ONXV1WHNmjXYfugQ8ocNQ20rCQwAJFZXo9+XXyJGpUJWVtbpDSHDw2E0GrF7926UlpairKwMFosFWVlZqKioEHtsGu6l5Fm15NmmwO12i6uYXnjhBTidzkYJDJMVIroY+Z3UeIprbdiwAf/+979htVpx2WWXYcyYMcjIyGjXJdc7duzA2LFjxdePPvooAOCuu+7C0qVL2+251PWd6/LrGoMBj2/YgI/lcjijooBnn23+ZIMBwQsX4qrUVPTv3x8AsKmyElsLCqDT6aBUKqHT6aDT6WCz2XDw4EFYLBZxTkx9fT3sdjsEQYDdbhd3uRYEQawpU11dDZPJhB49eiA0NBROp5MJDBHRGX4nNSNGjMCIESMwf/58uFwubN++He+++y5ef/11vPrqq2K59fYwZswY+DmvmS5yvm4U6SEIAtbU1OCJ3FzsNhpPH2xpUvmCBcDGjZBIJJBKpbDKZMiqrESPHj2gVCpRXV0NqVQqbhvg6dU0Go3iTtbA6bku4eHhcLlcOHXqFBQKBQRBgEKhECcNy+VyyOVySCQSqNVqRERENDlnjIjoYnVOez8dPnwYGzZsEHtsHA4Hrr32Wu7vQhcUXzeKPGgy4cncXHxXVdXi/WSlpdB89hnsv/0GZ8OaCVIp5HI5VCoV7HY7qqqqkJeXh9TUVJhMJuh0OqSkpGDPnj1wOp2QyWSora2FXC6HVCqFw+FAUFAQJBKJeJ9Tp06JWyckJyd7DTtVVVWhrKwMo0ePZsVeIqIG/E5qYmNj4XA4MG7cOIwZMwZ///vfcckll7RHbETnpbmNIqvcbnygVv9vR+tmSBwORH33HaQ//ACJwwGlUgmXy4Uyp1McDvJM4gXgNVxUWFiIxMREAEB4eDhSUlJw6tQplJSUQC6Xw2q1wuFwQC6XIyYmBi6XCzU1NVAqlbBYLDAajejduzeCgoJQXl4OpVIJpVIJu90Os9mMqKgoDB8+vB1bj4io6zmnpObQoUMoLCxEYWEhiouLkZKSwg3rqM2dzzYEDTeKlGm12JqQgHU9ekA4k3g056GEBDzerRte+fvf8dNPPyEkJAQn3W7YzwyreoaZXC6XOBSqUCgglUpht9vFZOfUqVM4duwYRo0aherqarjdbgwdOhT5+fnIz89HeXk5AOCSSy7B5ZdfjtLSUnGptlKpRFxcHHr37o2UlBRxc0ubzQa9Xo+IiAikpaUhIiLiHFqViChw+Z3U7NmzB7W1tdi4cSMyMzPx9NNP4+DBg0hLS8PYsWPx0ksvtUecdBFpaR6ML3NI3IKAL8rK8N4VV8BwZj5Kc6aFheHF1FT0b7CCz2w2i8NGdrsdoaGhKCsrg9vthkQigUKhgMPhgCAIcDgcYtLleV8ulyMsLAz33HMPhg4diqVLl4pDYGFhYeK59fX1GDJkCPR6PXr37i0OV+Xm5mLQoEHYt28f3G63+J7L5RK3M5g4cSKHnoiIznJOc2pCQ0Mxbdo0jB49GqNGjcJ3332HZcuWYceOHUxqSHQuPS2tzYOZPXt2k9f9bjDgidxcrG+4k3UTCU1cfT0m5OZCsmsXYmJi8OKLLzaKTaVSITQ0FOHh4SgtLUVoaCiCg4NhMBggk8nE3hqpVAq1Wg2lUgmFQoGoqCjY7XZERETgySefxLRp0wAAc+bM8UrS4uLiMH36dBw8eBB79+4VP6fRaER9fT2GDx8uruhr2A6e94cNG8b5a0RETfA7qVm5ciU2bNiADRs24ODBg4iIiMAVV1yBN99802u5NV28/F1x1FBz82CsViuys7PF3eFzzWa8WFqKT84M4zRHaTZj3IkTuLy6GtIzw0VWqxVH6+tx8803N5lsyWQyZGRk4PDhw4iJiUF5eTl0Oh1kMhlqamrgdrvFlUdutxtarRYSiQQmkwlBQUGYOnUqxo0bJ95Pr9dj6tSpmDx5sleSN3nyZK92alhAT6/XN0qGzn6fiIi8+Z3U/PnPf8aVV16Je++9F2PGjMHAgQPbIy7qonxdcdSUhvNgPAmNh0OhwO5LL8VKzxYEu3c3G0N6Tg5Sd+2CqaICdrsdSpUKBaGhfvV2ZGRkYP/+/di6dStkMhmqq6shkUgQFhaGyZMn45lnnsG+ffvwxRdf4Pjx45BIJLjkkktw6623YvLkyU1+xrMr+DaX7Pj6PhERefM7qamoqGiPOChAtNbTkpmZialTpzZ5rc1mg8FggF6vh1siwZ7YWPyakgKzUtniMweWlKB+8WIEm83Q6/VITk5GcnIynOHh2L9/P/r37w+Hw9FoO4GWejs8PSWXXHIJMjMzUVtbC51Oh7Fjx2LcuHHiPJg//OEPMJvNAE5X8T2XpKO17Qq4nQERkW/8TmpkMhnKysoQHR3tdbyqqgrR0dHtWnyPLmwt9bSo1WoEBQUhMzMTkydPbvTlLwgCNprN+HbKFJS3siHkJU4nhu3fj6CiIvzyyy8oraiAy+WC6cyGZwUFBdi7dy+cTicqKiqwc+dOjBo1CjfeeCOuueYahPi44aQvPSUymUwsjkdERJ3L76SmuYq+nqWodHFoahJww56Wpuj1ehgMBthsNmi1WuSYTHgqLw8rKyv/d1ITCYeqshJBy5fDtWED4mJi8OwLL2DF7t2oMhpRVlYGs9mMoKAgKBQKOJ1OVFdX4+TJk1CpVFAqlbDZbNixYweOHj2K48eP4y9/+Ytfc1LYU0JE1DX4nNS89dZbAE7X6fjwww+9vhRcLhc2btyIvn37tn2EdEFpaRKwRqNBcHAwysvLERUV1ejaU04ncocPhy47u8VnyNxu9NuyBWl5eVAB+P7772G2WBAcHIzgM1sW7N27F2VlZWIBO5lMBrlcDrPZLNaLsdvt4jYD3bt3R2VlJVavXo309PRmh8CIiKjr8jmpefPNNwGc7ql59913vbrhlUolkpOT8e6777Z9hNRhWluC7csk4IyMDCxZsgRWqxVyrRbb4+OxrkcPuKXSFp89NyEBTyYlIUapPJ04WSzIrK/Hvn374HK5EBkZie7du0Oj0QA43etTU1MDQRAgl8thMBjE/ZQ8FX5dLhfMZjPUarW4/Lqurg7r169vcgiMiIi6Np+Tmry8PADA2LFj8c033yAsLKzdgqKO5esS7NYmAW/IzERdWho23nsvVp5JPpozLSICT8XF4bIzxega8sxlmThxIh5//HHYbDacPHnSa+izsrJSnL+l0WhgtVphsVgaPUetVsPhcKC2thZqtRpOpxM1NTXiEBgREQUOv+fUrF+/HgBgt9uRl5eHnj17Qi4/pxp+dAHwdQl2c5OAS4KC8OugQcibPBkrAeDECaCJhKany4XX+/bFuODg09Wof/4ZSwwGfNVCDRun0wmLxYJevXpBJpOhpKRE3Nm6pqZGrMyrUqlgs9kglUrFXhrg9FCpIAiwWq0oKytDTEwMACAsLIy7WxMRBSC/sxGLxYI5c+bgk08+AQAcPXoUPXr0wLx58xAfH4/58+e3eZDUfnxdgu2ZBCxEReG7Pn2wJy6uxfuqbTZcun07InfswMhhwzB37lwA8DmBstlskMvl4hwdz75JpaWlAP5X9ddoNIqTj8/WcIPJ+vp6CIKA1NRUjB07lkNPREQByO+kZv78+di7dy82bNiAyZMni8cnTJiABQsWMKnpQnxZgr1myxb83q8fni0sBGbMaPF+4T/+iNuVSoQ3WAVn7dsX27dvR2ZmJgC0mECtWrUKGo3GaxhMq9WipqZG3OCxR48eAICEhATU1NRAp9OJm0MC/+udAU4nM3a7XTzmcDjQq1cvbjFARBSg/E5qvv32W3z55ZcYPny4+H/CANC/f3+cOHGiTYOj9tXUEmy3RIK9MTH4tUcPmMaMOX2wsLDJ65OPHsWU8nLo6+uxcuVKJCQkIPTKK73O8SRHnmHL5hIotVqNxYsXIzw8HMHBwWIvTm1tLex2O3JychAWFibWhKmurkZiYiIMBgMkEgnq6+tRX18Pl8sl1o6pr68Xh6NiYmLQs2dPREZGipONiYgosPid1Jw6dapR4T0AMJlMXkkOXfjkcjk0Gg32KxRYOXgwylopShdRVITwlSvh3LNH7P3YEhQEpVIJk8mE8vJy/Prrr0hKSkJycrJYt8izUsnz302pq6tDYWEh0tPTxcTF04tz6NAhDB48GGazWazeGx8fj/79+2Pbtm2IjIxEQkIC8vPzUV5eDqVSCaVSCb1eD6fTibS0NIwaNQr19fWwWq2cJExEFKD8Tmouv/xy/PTTT+IcCU8i88EHH2DEiBFtGx21i52nTmHe3r3YKpcD06c3e562rg5zVSoMt9vx8ZIl6NOnD+R9+yJfrUZBQQHq6+tRUlKCyMhIhISEwO12w2g0Yvfu3aioqMDQoUOhPLNE21O35tSpU41q2LjdbhQUFECr1UKn03m9p1arERoaCrPZjOeeew5WqxXr16/H1VdfjW3btsFiscDpdEKtVkOn0yEsLEzsnZFKpYiPj8eoUaOgVqvFycKcJExEFJj8TmpefPFFTJ48GTk5OXA6nfjXv/6FgwcPYtu2beK8Cep8DWvO1LhceKGwEG8WF//vhKZWrLlcCP36ayTt2oWk2FgMGTIEffr0wQuvv466ujpUVlaKvTA9evRATk4OampqEBISgh49emDPnj1iL0tJSQny8/PRvXt31J/ZERsAPvzwQ9TX10On00F6pnaNyWSCyWRC//79xWMNeSoRO51Ocejovvvuw4ABA/DRRx9h165dCA0NxYABA+B0OrFv3z5x+Gnw4MFQq9WwWq1iHJwkTEQUmPxOakaOHIktW7bgtddeQ8+ePbFmzRpcdtll2LZtGy655JL2iPGi1lpBvLMZjUasy8zEWwUF2Ni7N1ytLLePzcpC98xM1BcUoLy8HCEhITDL5eg/bhwEQcDnn3+O2tpascdl586dyMnJgUqlQkFBAex2O6qrqzF8+HAkJCSgpKQESqUSbrcbe/fuhcViwfDhwzFkyBBs3rwZ1dXV2LNnD3Q6HZKSkhASEgKLxYLu3bs3uyeTZyNKlUol9sLodDpMnToVo0ePxltvvYVdu3ZBoVBAr9dDq9WipKQEcXFx0Ov1yMvL82lnbiIi6trOqcDMJZdcIi7ppvbha0E84PQqn5WVlXj8+HEct9kAnQ7o37/J+/YsL0efzZtRtX07zGYzwsPDAQCa6GjI5XJotVr07NkTR48ehdvtRt++fVFVVQWj0Yjg4GDU1dWhtLQUERERcLlc4l5LBw4cwODBgxEdHY2CggI4nU7I5XLccccdGDVqFJYuXYrs7GwkJCRAr9cjPz8fOTk56N69uziUuWzZMlitVq+JxGf3sDSsQwMAISEheOSRR7za6sorr0RoaChqa2thtVp93pmbiIi6NlbNuwD5UhDvsNuNv+flYe2ZCbjNiTEaceXhw3Bs3Yobb7gBn332GUrKylBSUgKZTAZBEBAaGgqZTAaVSiUO8Rw8eBADBgyAVqtFUlISdu/eLSY3arUaLpcLSqUSdrsdMTExKC0tRUxMDHr37o3U1FScOHECcXFxuO6667Bq1apGS7mHDBkCk8mE3NxcaDQaZGRk4Pjx416f2Wg0+tTD0txu2v72chERUdfmc1IjlUpbXd0kkUjgdDrPO6iLXVMF8ZTdumFPt25YmZiIJ3bsaPZapc2Gifn5GHzyJGQNthU4qlbjvffeQ1lZGdxuN2QyGWw2G8rKymAymZCQkAC73Q69Xi8ujfb0aiQnJ6O8vBx79uyB2+2GQqGA2WyGRqOBSqU6PWRlNqOgoACpqamw2+2wWCwYO3as+HnOXsotlUoRFBSE4OBgZGZmYvLkyZgzZ45Xj4u/PSxn76bN3bWJiC4uPic1K1eubPa9rVu3YvHixV5789C58RTEU4eF4fc+fbAhJaXVa+YnJuL+8HAseuwxKJVKcTuAhurq6lBUVIRBgwbhyJEjUKlUqKiogFqthsFgEHtfgoKCsGvXLjidTmzevBkDBw5ESkoKLrvsMhQUFIibRqrVagwfPhyVlZUoLy+H2+2G0+nEiRMnYLFYxN6VpmrhNOSZBGyz2ZrtcSEiIvKFz0nN9CaW/h4+fBhPPPEEfvjhB9x+++149tln2zS4i4lLEPDfkyfxeG4uKq6+usVze+bm4tHwcORv3Yqqqiocra3Fw4KAo0ePwuVyYdCgQUhOToZMJhOTgvz8fGg0GnTv3h0GgwHFxcWQy+UwGo1wOp0oKSkRE4yYmBhIpVIcP34cJSUlCAkJwWWXXQaZTAan0wmXy4WQkBAolUqkp6ejtLQU+/btg1wuR1xcHMaOHSv2rrhcLnGrg7OXcgPek4A92MNCRETn4pzm1JSWlmLBggX45JNPcNVVV2HPnj0YOHBgW8cWcFwul1g8TqvVYqPBgCdyc/F7fX2L13WvrcX43Fx0Nxhw9OhRlJSUYG14ODQaDXJzc1FSUgKr1SrOISkqKoJWq0VsbKw4xFNcXAyJRILPP/8cgiB4LZ2WyWSQy+VQqVRIS0tDbW0tysrKoNPpYDabUVlZiXXr1sHtdsPtdiMsLAxyuVysR5OWlgaLxYKZM2di+vTpXr0rMpkMGRkZWLJkSauTgImIiM6HX0lNXV0dXnjhBSxevBiXXnopfv31V1xxxRXtFVvAMBqNWLVqFd7/5RdkDxyIusGDWzw/2u1G0urVGCuRQHNWEpCfnw8A6NOnDwoLC712q3Y4HBAEATabDRaLBXa7HUFBQaioqBAL1DkcDnGna41Gg4SEBBiNRgiCgKFDh0IqleLIkSOIiopCdHQ0amtrUVhYCKvVCo1Gg7CwMCiVSkilUmg0Ghw9ehRmsxnTp0/HpEmTmkxOMjIysH///nOaBExEROQrn5OaV155BS+//DJiY2PxxRdfNDkcRd6qHA4sOn4ci8vLgchIYObMJs+TAHghORl/iohAmFYLi8WCt7KykJWVhZCQEAQHB4u7USsUCnTr1g1KpVKsE2M0GqHVasUl1p4KvBaLBXK5XExA3G43BEGAVquFIAiwWq0wGo1QqVSor6+HwWBAXV0dlEol5Gfq24SHh+PUqVOQyWSIj4+HXq9HSkoKCgsLYbPZEBQUhLi4OMyePbvFeTPnOwmYiIioNT4nNfPnz4dGo0Fqaio++eSTZuvUfPPNN20WXFdjc7uxuKAAT+Xnw9LKpOmwzEwEf/89YuRyTJkyBdVmM546M2E3NDQUp06dgsPhwJEjRxAREYE+ffpg2rRp+Pnnn8VJvVarFWazGU6nE7W1teLQll6vF4vaWSwWqNVqKBQK1NXVAQCcTqc4/HTq1CmMGDECJ0+eRF5eHrRarbhnEwCxB0ipVEKtVsPpdKJHjx7o1asXXC4XqqurIQgCFApFi5+Xk4CJiKi9+ZzU3HnnndywshkbamtxXUgIsG1bs+dIsrKg+PRTKAoLIZfLIZHJYJHLket24/PPP0d6ejp0Oh0yMzNx8uRJxMXFIT09HVFRUairq0NMTAwmTJiA33//HeXl5YiIiIBUKkVdXR1cLheA0wmIRCKBwWAQJ9tarVbI5XLIZDKxx8bpdEIQBMjlcsjlcgwaNAharRY5OTnQ6XSw2+3iHkyeYncajQYOhwN6vV68l1Qqhdls9ms/JU4CJiKi9uJzUrN06dJ2DKNr+0NOTqNj0vx8KD7+GK5t2+A+U6hOLpfDLQiw2+1QKBTiZowAkJOTg+rqatTW1kJ9ZsPI4OBgjBw5EvHx8di+fTs2b94sTro1Go0wGo2w2WwA4JVwOp1O2O12MXmxWCzQarWQy+VQKBQICgqCIAior6+HVqsVe3a6d+8Ou92OiooKsXid3W5HYmIijEYjrFYrBgwYIPbycKIvERFdSFhRuA38eds2/DpkCEq//BKuH36AHKeLyxmNRtgcDkgkEkilUrGHw+FwwGQyiT0sVqsVFRUVqK6uFntbpFIp9u/fD5lMhmHDhiEoKAiZmZl48sknsWPHDvzf//0f8vPzIZFIIAiCWCPo7P/W6XTisu3o6GiYzWYIgiDWlUlNTYXT6YTVahW3K1i8eDEKCwuh1WrRo0cPaLVaHDp0SPy8p06d4kRfIiK64PiU1MyePRtPPvkkEhMTWz33yy+/hNPpxO23337ewXUFdrsdv//4Ixb164cHfvkFbpcLFrsdbrdbXGUkCAIcDgekUqm49LphoUKn04m6urrTw1JnqjJ75sEUFxcjJiYGYWFh4kThAQMGQKfTQSKRQC6Xi0lKw4TG03MTHR0Nu90Ou90Oq9UKmUyGqqoqCIKAyMhIREdH4+jRoxg2bBgmT54MvV6PiRMnYt26ddi2bZu459Mtt9wCAMjOzuZEXyIiuiD5lNRERUVh4MCBGDlyJKZNm4b09HTEx8dDrVajpqYGOTk52Lx5M5YvX46EhAS8//777R33BcNgMMBoNAI4neCYzWZIJBJIJBKvzRfdbjfMZnOjDRk910mlUigUCvFaq9UKnU4HlUqF3NxcpKamIj4+HnK5HNnZ2ejZsycKCgrEeS4Wi0WcX9OwZygsLAwDBgzAsWPHUFVVheDgYISEhCAyMhKpqamIjY1ttFFmSEgIbrjhBlx33XWNJvX+4Q9/4ERfIiK6IPmU1Dz77LOYO3culixZgnfffRcHDhzwej8oKAgTJkzAhx9+iEmTJrVLoB5vv/02Xn31VZSVlWHAgAH45z//2am1coKDg6HRaAAADodD7G0BIM5LAU4PRzW3L5anl0Uul4vDT57kpKKiAg6HA5WVlbjjjjtQW1sLg8GA0NBQhIeHo7S0FMDpibwWi0W83rMEe+LEiZDL5YiPj4fNZsMzzzyD2NhYce+nlpKTpib1cqIvERFdqHyeUxMdHY0nnngCTzzxBGpra1FQUACLxYLIyEj07NmzQ1ZGffnll3j44Yfx9ttvY9SoUXjvvfcwZcoU5OTkoHv37u3+/KYolUqMGTMGwP8m6HqGhTy9Lmf32jRFODOBWK1Ww2azQSqVwmAwwOl0Qi6Xi3syLVmyROwhu+SSS1BZWQmj0SguqfYs19ZqtUhLSxPrzXi2I0hISBCTGCYnREQUSKStn9JYaGgoBg0ahOHDhyM1NbXDlnq/8cYbuOeee/CnP/0J/fr1wz//+U8kJibinXfe6ZDnN8Uz9ARAnHzrmXjrcDigUCjECrwNtybwDA953vNcr1QqxVoxSqUSKpUKgwYNwpQpU9C/f39s374doaGhqK+vR7du3cT5NW63G1KpFG63GzqdDgMHDkRqaiqA/61SysjI4JAREREFrC6z+slut2Pnzp2YP3++1/FJkyZh69atTV5js9nEJc/A6fkvwOlhIofD0SZxbdiwAQUFBRg+fDgiIiJQW1sLQRDEIaCwsDBoNBpxCbanboxnywKXyyVO9pVKpZDL5QgLC4NCoYBKpUJCQgLS09PFnpiwsDDU19dj6NCh2L17N7p3747Q0FAUFhbCaDRCKpUiOjpaXIZtMplgNBoxYsQIjBo1qs0+d2fxxN/VP0dXwfbuWGzvjsO27ljn296+XicRhFZK314gSktLkZCQgC1btmDkyJHi8RdeeAGffPIJjhw50uiahQsXYtGiRY2OL1u2jEMvREREXYTZbMZtt92Guro6BAcHN3tel+mp8Th7qMvTK9KUJ554Ao8++qj42mAwIDExEZMmTWqxUXxhMpnw73//G5999hmCgoLw1FNP4fHHH0d1dbW4Q7bJZILD4cDNN98MQRDw5ZdforS0VIzXE7tnf6fExESkpaXB5XKhpqYGKSkpjZ5bUFCA6OhoLFiwwKtAnlKp9Bpaau54V+dwOLB27VpMnDix1a0Z6PyxvTsW27vjsK071vm2t2ekpTVdJqmJjIyETCbDyZMnvY5XVFQgJiamyWtUKlWT5fsVCsV5/xJv2bIFO3fuREhIiFgbJiEhAVKpFOXl5eIQ04ABAzBw4EAsX74ckyZNws8//4zi4mKvOTaCICA6OhoqlUqcdLxkyRKYzWaoz9qlu6amBtdff714XKFQeJ3T8DM2dTxQtMWfIfmO7d2x2N4dh23dsc61vX29xu+JwuPGjUNtbW2j4waDAePGjfP3dj5TKpUYMmQI1q5d63V87dq1XsNRHcHlciEzMxPBwcHo2bOnWGRPJpMhOjoaCQkJCA0NRWpqKu666y7s2LEDQUFBiIyMxPXXX49+/fpBq9VCrVZDrVaLq5tGjRol1owZOnQojh49iry8PJw6dQp5eXlikTxW8CUiImrM756aDRs2iF/iDVmtVmzatKlNgmrOo48+ipkzZyI9PR0jRozA+++/j8LCQsyePbtdn3s2m80Gg8Eg7plUU1MDAOIkYZvNhvr6ekyfPh3Dhw/Hzz//LBa28+xWnZeXh7y8PLFK8KxZs3DVVVeJ582ZMweZmZnIzMxkBV8iIiIf+JzU7Nu3T/zvnJwcr2Egl8uFVatWISEhoW2jO8stt9yCqqoq/OMf/0BZWRkGDhyIn3/+GUlJSe363LOpVCoEBwejvLwcUVFRSE9PBwDodDrU19dDLpdj4MCBmDdvHvR6vde5wOlepz59+qBXr144ceIE4uLicN1113nNffEkP5MnT2YFXyIiIh/4nNRceumlYiG5poaZNBoNFi9e3KbBNeWBBx7AAw880O7PaYlMJhN3y7ZareJKqoyMDNTX1yM3Nxd//OMfERISIh73nNtwnovdbofFYsHYsWP9qupLREREjfmc1OTl5UEQBPTo0QPZ2dlirwNwuuchOjr6oupJyMjIwP79+5GdnY2wsDAMGjQIRUVFqKmpwfDhw73mvTQ8NygoCHq9nrtcExERtTGfkxrPEE9r5f4vFnq9Xpz3snnzZgCnt5K4/vrrG817aXgu58gQERG1j3Ne0p2Tk4PCwsJGk4anTZt23kF1FZ55L+PHj8fq1auxYMGCZpdRc44MERFR+/I7qcnNzcUf/vAH7N+/HxKJRKzR4iko59mV+mLiSU58SVI4R4aIiKh9+F2n5qGHHkJKSgrKy8uh1Wpx8OBBbNy4Eenp6diwYUM7hEhERETUOr97arZt24bffvsNUVFRYlXc0aNH48UXX8S8efOwe/fu9oiTiIiIqEV+99S4XC5xYmtkZCRKS0sBnJ5I3NSmkkREREQdwe+emoEDB2Lfvn3o0aMHhg0bhldeeQVKpRLvv/8+evTo0R4xEhEREbXK76TmqaeegslkAgA899xzuOaaa3DFFVcgIiICX375ZZsHSEREROQLv5Oaq666SvzvHj16ICcnB9XV1QgLCxNXQBERERF1tHOuU9NQeHh4W9yGiIiI6Jz5ndSYTCa89NJL+PXXX1FRUdGownBubm6bBUdERETkK7+Tmj/96U/IzMzEzJkzERcXxyEnIiIiuiD4ndT88ssv+OmnnzBq1Kj2iIeIiIjonPhdpyYsLIxzaIiIiOiC43dS8+yzz+KZZ56B2Wxuj3iIiIiIzolPw0+DBw/2mjtz/PhxxMTEIDk5GQqFwuvcXbt2tW2ERERERD7wKam57rrr2jkMIiIiovPjU1KzYMECv2/8xRdfYNq0adDpdH5fS0REROQvv+fU+OrPf/4zysvL2+v2RERERF7aLakRBKG9bk1ERETUSLslNUREREQdiUkNERERBQQmNURERBQQmNQQERFRQGi3pCYpKalRYT4iIiKi9uJ3UjNr1ixs3Lix1fMOHDiAxMTEcwqKiIiIyF9+JzX19fWYNGkSevXqhRdeeAElJSXtERcRERGRX/xOalasWIGSkhLMmTMHX331FZKTkzFlyhR8/fXXcDgc7REjERERUavOaU5NREQEHnroIezevRvZ2dlITU3FzJkzER8fj0ceeQTHjh1r6ziJiIiIWnReE4XLysqwZs0arFmzBjKZDFdffTUOHjyI/v37480332yrGImIiIha5XdS43A4sGLFClxzzTVISkrCV199hUceeQRlZWX45JNPsGbNGvz3v//FP/7xj/aIl4iIiKhJPu3S3VBcXBzcbjduvfVWZGdn49JLL210zlVXXYXQ0NA2CI+IiIjIN34nNW+++SZuuukmqNXqZs8JCwtDXl7eeQVGRERE5A+/k5qZM2e2RxxERERE56XLbJPw/PPPY+TIkdBqtRzaIiIioka6TFJjt9tx00034f777+/sUIiIiOgC5PfwU2dZtGgRAGDp0qWdGwgRERFdkLpMUnMubDYbbDab+NpgMAA4vSy9Lasfe+7Fisrtj23dsdjeHYvt3XHY1h3rfNvb1+skgiAI5/SETrJ06VI8/PDDqK2tbfXchQsXij08DS1btgxarbYdoiMiIqK2Zjabcdttt6Gurg7BwcHNntepPTXNJR0Nbd++Henp6ed0/yeeeAKPPvqo+NpgMCAxMRGTJk1qsVH85XA4sHbtWkycOBEKhaLN7kuNsa07Ftu7Y7G9Ow7bumOdb3t7Rlpa06lJzZw5czBjxowWz0lOTj7n+6tUKqhUqkbHFQpFu/wSt9d9qTG2dcdie3cstnfHYVt3rHNtb1+v6dSkJjIyEpGRkZ0ZAhEREQWILjNRuLCwENXV1SgsLITL5cKePXsAAKmpqdDr9Z0bHBEREXW6LpPUPPPMM/jkk0/E14MHDwYArF+/HmPGjOmkqIiIiOhC0WWK7y1duhSCIDT6YUJDREREQBdKaoiIiIhawqSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAICkxoiIiIKCExqiIiIKCAwqSEiIqKAwKSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAICkxoiIiIKCExqiIiIKCAwqSEiIqKAwKSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAICkxoiIiIKCF0iqcnPz8c999yDlJQUaDQa9OzZEwsWLIDdbu/s0IiIiOgCIe/sAHxx+PBhuN1uvPfee0hNTcWBAwdw7733wmQy4bXXXuvs8IiIiOgC0CWSmsmTJ2Py5Mni6x49euDIkSN45513mNQQERERgC4y/NSUuro6hIeHd3YYREREdIHoEj01Zztx4gQWL16M119/vcXzbDYbbDab+NpgMAAAHA4HHA5Hm8XjuVdb3pOaxrbuWGzvjsX27jhs6451vu3t63USQRCEc3pCG1i4cCEWLVrU4jnbt29Henq6+Lq0tBQZGRnIyMjAhx9+eE73X7ZsGbRa7bkFTURERB3KbDbjtttuQ11dHYKDg5s9r1OTmsrKSlRWVrZ4TnJyMtRqNYDTCc3YsWMxbNgwLF26FFJpy6NnTfXUJCYmorKyssVG8ZfD4cDatWsxceJEKBSKNrsvNca27lhs747F9u44bOuOdb7tbTAYEBkZ2WpS06nDT5GRkYiMjPTp3JKSEowdOxZDhgzBxx9/3GpCAwAqlQoqlarRcYVC0S6/xO11X2qMbd2x2N4di+3dcdjWHetc29vXa7rEnJrS0lKMGTMG3bt3x2uvvYZTp06J78XGxnZiZERERHSh6BJJzZo1a3D8+HEcP34c3bp183qvE0fPiIiI6ALSJZZ0z5o1C4IgNPlDREREBHSRpIaIiIioNUxqiIiIKCAwqSEiIqKAwKSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAICkxoiIiIKCExqiIiIKCAwqSEiIqKAwKSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAICkxoiIiIKCExqiIiIKCAwqSEiIqKAwKSGiIiIAgKTGiIiIgoITGqIiIgoIDCpISIiooDApIaIiIgCApMaIiIiCghMaoiIiCggMKkhIiKigMCkhoiIiAJCl0lqpk2bhu7du0OtViMuLg4zZ85EaWlpZ4dFREREF4guk9SMHTsW//d//4cjR45gxYoVOHHiBG688cbODouIiIguEPLODsBXjzzyiPjfSUlJmD9/Pq677jo4HA4oFIpOjIyIiIguBF0mqWmouroan3/+OUaOHNliQmOz2WCz2cTXdXV14vUOh6PN4nE4HDCbzaiqqmKC1c7Y1h2L7d2x2N4dh23dsc63vevr6wEAgiC0fKLQhfztb38TtFqtAEAYPny4UFlZ2eL5CxYsEADwhz/84Q9/+MOfAPgpKipq8XtfIgitpT3tZ+HChVi0aFGL52zfvh3p6ekAgMrKSlRXV6OgoACLFi1CSEgIfvzxR0gkkiavPbunxu12o7q6GhEREc1ecy4MBgMSExNRVFSE4ODgNrsvNca27lhs747F9u44bOuOdb7tLQgC6uvrER8fD6m0+enAnZrUVFZWorKyssVzkpOToVarGx0vLi5GYmIitm7dihEjRrRXiD4xGAwICQlBXV0d/3K0M7Z1x2J7dyy2d8dhW3esjmrvTp1TExkZicjIyHO61pOLNeyJISIiootXl5gonJ2djezsbIwePRphYWHIzc3FM888g549e3Z6Lw0RERFdGLpEnRqNRoNvvvkG48ePR58+ffDHP/4RAwcORGZmJlQqVWeHB5VKhQULFlwQsQQ6tnXHYnt3LLZ3x2Fbd6yOau9OnVNDRERE1Fa6RE8NERERUWuY1BAREVFAYFJDREREAYFJDREREQUEJjU+evvtt5GSkgK1Wo0hQ4Zg06ZNLZ6fmZmJIUOGQK1Wo0ePHnj33Xc7KNKuz5+2/uabbzBx4kRERUUhODgYI0aMwOrVqzsw2q7P399tjy1btkAul+PSSy9t3wADjL/tbbPZ8OSTTyIpKQkqlQo9e/bERx991EHRdm3+tvXnn3+OQYMGQavVIi4uDnfffTeqqqo6KNqubePGjbj22msRHx8PiUSCb7/9ttVr2uV7si32ZAp0y5cvFxQKhfDBBx8IOTk5wkMPPSTodDqhoKCgyfNzc3MFrVYrPPTQQ0JOTo7wwQcfCAqFQvj66687OPKux9+2fuihh4SXX35ZyM7OFo4ePSo88cQTgkKhEHbt2tXBkXdN/ra3R21trdCjRw9h0qRJwqBBgzom2ABwLu09bdo0YdiwYcLatWuFvLw84ffffxe2bNnSgVF3Tf629aZNmwSpVCr861//EnJzc4VNmzYJAwYMEK677roOjrxr+vnnn4Unn3xSWLFihQBAWLlyZYvnt9f3JJMaHwwdOlSYPXu217G+ffsK8+fPb/L8v/3tb0Lfvn29jv35z38Whg8f3m4xBgp/27op/fv3FxYtWtTWoQWkc23vW265RXjqqaeEBQsWMKnxg7/t/csvvwghISFCVVVVR4QXUPxt61dffVXo0aOH17G33npL6NatW7vFGKh8SWra63uSw0+tsNvt2LlzJyZNmuR1fNKkSdi6dWuT12zbtq3R+VdddRV27NgBh8PRbrF2defS1mdzu92or69HeHh4e4QYUM61vT/++GOcOHECCxYsaO8QA8q5tPf333+P9PR0vPLKK0hISEDv3r3x2GOPwWKxdETIXda5tPXIkSNRXFyMn3/+GYIgoLy8HF9//TWmTp3aESFfdNrre7JLbJPQmSorK+FyuRATE+N1PCYmBidPnmzympMnTzZ5vtPpRGVlJeLi4tot3q7sXNr6bK+//jpMJhNuvvnm9ggxoJxLex87dgzz58/Hpk2bIJfznw9/nEt75+bmYvPmzVCr1Vi5ciUqKyvxwAMPoLq6mvNqWnAubT1y5Eh8/vnnuOWWW2C1WuF0OjFt2jQsXry4I0K+6LTX9yR7anwkkUi8XguC0OhYa+c3dZwa87etPb744gssXLgQX375JaKjo9srvIDja3u7XC7cdtttWLRoEXr37t1R4QUcf36/3W43JBIJPv/8cwwdOhRXX3013njjDSxdupS9NT7wp61zcnIwb948PPPMM9i5cydWrVqFvLw8zJ49uyNCvSi1x/ck/1erFZGRkZDJZI2y+4qKikZZpkdsbGyT58vlckRERLRbrF3dubS1x5dffol77rkHX331FSZMmNCeYQYMf9u7vr4eO3bswO7duzFnzhwAp790BUGAXC7HmjVrMG7cuA6JvSs6l9/vuLg4JCQkICQkRDzWr18/CIKA4uJi9OrVq11j7qrOpa1ffPFFjBo1Cn/9618BAGlpadDpdLjiiivw3HPPsYe9jbXX9yR7alqhVCoxZMgQrF271uv42rVrMXLkyCavGTFiRKPz16xZg/T0dCgUinaLtas7l7YGTvfQzJo1C8uWLeP4tx/8be/g4GDs378fe/bsEX9mz56NPn36YM+ePRg2bFhHhd4lncvv96hRo1BaWgqj0SgeO3r0KKRSKbp169au8XZl59LWZrMZUqn3V6JMJgPwvx4Eajvt9j15XtOMLxKepYFLliwRcnJyhIcffljQ6XRCfn6+IAiCMH/+fGHmzJni+Z6lao888oiQk5MjLFmyhEu6feRvWy9btkyQy+XCf/7zH6GsrEz8qa2t7ayP0KX4295n4+on//jb3vX19UK3bt2EG2+8UTh48KCQmZkp9OrVS/jTn/7UWR+hy/C3rT/++GNBLpcLb7/9tnDixAlh8+bNQnp6ujB06NDO+ghdSn19vbB7925h9+7dAgDhjTfeEHbv3i0uoe+o70kmNT76z3/+IyQlJQlKpVK47LLLhMzMTPG9u+66S8jIyPA6f8OGDcLgwYMFpVIpJCcnC++8804HR9x1+dPWGRkZAoBGP3fddVfHB95F+fu73RCTGv/5296HDh0SJkyYIGg0GqFbt27Co48+KpjN5g6Oumvyt63feustoX///oJGoxHi4uKE22+/XSguLu7gqLum9evXt/hvcUd9T0oEgf1qRERE1PVxTg0REREFBCY1REREFBCY1BAREVFAYFJDREREAYFJDREREQUEJjVEREQUEJjUEBERUUBgUkNEREQBgUkNEbWbJUuWYNKkSZ0dxgXhxx9/xODBg+F2uzs7FKKAxaSGiNqFzWbDM888g6efftrreHV1NR5++GEkJydDqVQiLi4Od999NwoLC9stljFjxkAikUAikUClUiEhIQHXXnstvvnmG7/vtXDhQlx66aV+X3fNNddAIpFg2bJlfl9LRL5hUkNE7WLFihXQ6/W44oorxGPV1dUYPnw41q1bh7fffhvHjx/Hl19+iRMnTuDyyy9Hbm7ueT3T4XA0+969996LsrIyHD9+HCtWrED//v0xY8YM3Hfffef1TH/cfffdWLx4cYc9j+iic967RxFRQKuoqBBiYmKE559/XjyWlZUlKBQKYfXq1c1ed+211wqPPfaY17HZs2cLOp1OKCsr8zpuNpuFhIQEYfLkyeKxpKQk4c033/Q6b9CgQcKCBQvE1wCEd955R5g2bZqg1WqFZ555pslYMjIyhIceeqjR8Y8++kgAIKxdu1Y89re//U3o1auXoNFohJSUFOGpp54S7Ha7IAind3LGWRv2ffzxx4IgCMLrr78uDBw4UNBqtUK3bt2E+++/X6ivr/d6Xn5+vgBAOHHiRJNxEtH5YU8NEbUoKioKH330ERYuXIgdO3bAaDTijjvuwAMPPNDifJlNmzYhPT1dfO12u7F8+XLcfvvtiI2N9TpXo9HggQcewOrVq1FdXe1XfAsWLMD06dOxf/9+/PGPf/Tr2rvuugthYWFew1BBQUFYunQpcnJy8K9//QsffPAB3nzzTQDALbfcgr/85S8YMGAAysrKUFZWhltuuQUAIJVK8db/t293IU1+cRzAv7OxNhoqyTIN0bEaLXYjVNRVKMhIuhM20YtdDKtdBEI4kXnXC4FpsXB46QtISuaN4J2CU1CY2MVYQupahS9M3OMwnTY7/4vwoeV8/RvG+H6uHs5+5zm/c/flPDseDwKBADo6OjA0NASXy5W0XmFhIS5cuACfz3ekPonocJSn3QAR/fvKy8tRU1OD6upq3LhxA2q1Gi9evNizXpIkSJKE/Px8eSwSiUCSJJhMppRzTCYThBCYmZnBzZs3D91bVVXVkcPMjoyMDBiNRnz+/Fkea2xslJ+Liorw+PFj9PT0wOVyQaPRQKvVQqlU7gpmtbW18rNer8eTJ0/gdDrh9XqT6i5dupS0HhGdHIYaIjqUly9fwmw2o7e3F36/H2q1es/ajY0NANi35k9CCACAQqE4Ul+/nwYdhxAiac13797h9evXmJmZwdraGhKJBDIzMw98z/DwMJ4/f45gMIhYLIZEIoF4PI7v37/j3Llzcp1Go8H6+vr/6pmIUuPnJyI6lLm5OczPz+Pnz58Ih8P71ubk5EChUCAajcpjOp0O2dnZCAaDKedMT09DoVDAYDAA+HWKshN0dqT6I/DvgeGotre38enTJ+j1egDA+Pg4KisrcffuXQwMDGBqagputxtbW1v7viccDqO8vBxmsxl9fX2YnJxEa2tryp5XVlag0+mO3TMR7Y2hhogOtLW1herqathsNjx9+hQOhwNLS0t71qtUKly7di0pwGRkZMBqtaK7uxuLi4tJ9RsbG/B6vbBYLDh//jyAXyFoYWFBronFYgiFQie6r46ODkSjUVRUVAAAxsbGUFhYCLfbjevXr+PKlSu7ApxKpcL29nbSmN/vRyKRQHNzM27dugWj0Yj5+fld68XjcczOzqK4uPhE90FEvzDUENGB3G43VldX4fF44HK5YDKZ4HA49p1jsVgwOjqaNPbs2TNcvHgRZWVlGBwcxNevXzEyMgKLxYIfP37IpxsAUFpaiq6uLvh8PgQCAdjtdpw5c+bYe1hfX8fi4iK+ffuGiYkJ1NfX4+HDh3A6nSgpKQEAXL58GV++fMHbt28xOzsLj8eD/v7+pPcUFRUhFArhw4cPWF5exubmJgwGAxKJBN68eYO5uTl0dXWhra1tVw/j4+M4e/Ysbt++fex9ENE+TvfyFRH964aHh4VSqRQ+n08eC4fDIisrS3i93j3nffz4UWg0GiFJUtJ4JBIRjx49EgUFBUKpVIrc3Fxht9tFOBxOqltdXRVWq1VkZmaKgoIC0d7envJKd39//4F7uHPnjnwFW6VSiby8PHHv3j3x/v37XbV1dXUiJydHaLVaYbPZxKtXr0RWVpb8ezweFxUVFSI7OzvpSndLS4vIy8sTGo1GWCwW0dnZKQCIaDQqz71//7548ODBgf0S0fEohPjjozUR0QmxWq0oLi5GQ0PDabdy6iKRCK5evQq/3y//h4eIThY/PxHRX9PU1AStVnvabfwTQqEQvF4vAw3RX8STGiIiIkoLPKkhIiKitMBQQ0RERGmBoYaIiIjSAkMNERERpQWGGiIiIkoLDDVERESUFhhqiIiIKC0w1BAREVFaYKghIiKitPAf0Xe2M1UtQf4AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def SSE(y, y_hat):\n",
+    "    return 0.50*np.sum((y- y_hat)**2)\n",
+    "# The linear function\n",
+    "def Linear(Z):\n",
+    "    return Z\n",
+    "\n",
+    "def dEdW_1 (y, y_hat,x_1):\n",
+    "    return np.sum(-(y - y_hat) * x_1)\n",
+    " \n",
+    "def dEdW_0 (y, y_hat):\n",
+    "    return np.sum(-(y - y_hat))\n",
+    "\n",
+    "# The number of training data\n",
+    "N = 200\n",
+    "# 200 random samples as our data\n",
+    "x_1 = np.random.rand(N)\n",
+    "# Define the line slope and the Gaussian noise parameters\n",
+    "slope = 3\n",
+    "mu, sigma = 0, 0.1 # mean and standard deviation\n",
+    "intercept = np.random.normal(mu, sigma, N)\n",
+    "area = np.pi*10\n",
+    "# Define the coordinates of the data points using the line equation and the added Gaussian noise \n",
+    "y = slope*x_1 + intercept\n",
+    "w_1 = np.random.uniform(-2,-3,1)\n",
+    "w_0 = np.random.uniform(0,2,1)\n",
+    "x_0 = 1\n",
+    "# The line\n",
+    "y_hat = w_1*x_1 + w_0*x_0\n",
+    "plt.scatter(x_1, y, c='k', alpha=0.5)\n",
+    "# We can also show the error\n",
+    "plt.plot(x_1, y_hat, '-c', label = \"SSE= %.2f\" %SSE(y, y_hat))\n",
+    "plt.grid()\n",
+    "plt.title('Initial Line')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.legend()\n",
+    "plt.ylim(-3,5)\n",
+    "plt.show()\n",
+    "\n",
+    "epoch = 300\n",
+    "# Learning rate\n",
+    "eta = 0.001\n",
+    "# Saving the errors\n",
+    "E = []\n",
+    "for ep in range(epoch):\n",
+    "    \n",
+    "    # Forward pass\n",
+    "    \n",
+    "    Z = w_1 * x_1 + w_0*x_0\n",
+    "    y_hat = Linear(Z)\n",
+    "    error = SSE(y, y_hat)\n",
+    "    E.append(error)\n",
+    "    \n",
+    "    # Back propagation\n",
+    "    \n",
+    "    \n",
+    "    dEdw_1 = dEdW_1(y, y_hat, x_1)\n",
+    "    dEdw_0 = dEdW_0(y, y_hat)\n",
+    "    w_1 = w_1 - eta*dEdw_1\n",
+    "    w_0 = w_0 - eta*dEdw_0\n",
+    "    \n",
+    "    #every 20 epochs plot the line using the updated weights\n",
+    "    if ep % 20 == 0:\n",
+    "        # First plot our data\n",
+    "        plt.scatter(x_1, y,s=area,  c='k', alpha=0.5)\n",
+    "        # plotting the improved line\n",
+    "        plt.plot(x_1, y_hat, '-c', label=\"SSE= %.2f\" %error + '\\n' + \"Epoch Number= %d\" %(ep))\n",
+    "        plt.xlabel('x (Our Data)')\n",
+    "        plt.ylabel('y_hat (Network Outputs)')\n",
+    "        plt.legend()\n",
+    "        plt.ylim(-3, 5)\n",
+    "        plt.grid()\n",
+    "        plt.show()\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "c8d2dcf3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(E, 'r')\n",
+    "plt.grid()\n",
+    "plt.title(\"Error\")\n",
+    "plt.xlabel(\"Epochs\")\n",
+    "plt.ylabel(\"SSE\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "a2e14bcd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class neuralnetwork:\n",
+    "    def __init__(self,input_size,layers,output_size):\n",
+    "        np.random.seed(0)\n",
+    "        model={}\n",
+    "        model['w1']=np.random.randn(input_size,layers[0]) # size of weight matrix is going to this check your notes\n",
+    "        # this weight matrix is randomly initialized by this \n",
+    "        # it is for the first hidden layer\n",
+    "        model['b1']=np.zeros((1,layers[0])) # it will be the bias vector of the first layer\n",
+    "        \n",
+    "        # second layer\n",
+    "        model['w2']=np.random.randn(layers[0],output_size)\n",
+    "        model['b2']=np.zeros((1,output_size))\n",
+    "        \n",
+    "        # third layer\n",
+    "       # model['w3']=np.random.randn(layers[1],output_size)\n",
+    "       # model['b3']=np.zeros((1,output_size))\n",
+    "        \n",
+    "        # this will be the architecture of the neural network\n",
+    "        self.model=model\n",
+    "    def forward(self,x): # this function \n",
+    "        \n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        b1,b2=self.model[\"b1\"],self.model[\"b2\"]# unpacking the \n",
+    "        \n",
+    "        z1=np.dot(x,w1)+b1\n",
+    "        a1=z1 # same as sigmoid function but produces output in range(-1,1)\n",
+    "        \n",
+    "        z2=np.dot(a1,w2)+b2\n",
+    "        y_=z2\n",
+    "        \n",
+    "        #z3=np.dot(a2,w3)+b3\n",
+    "        #y_=softmax(z3)\n",
+    "        \n",
+    "        self.activation_outputs=(a1,y_) # this will be a tupple returned by this function of activation\n",
+    "        # values calculated at each layer of this network\n",
+    "        return (y_) # final output (mxc) no. of classes x no. of examples\n",
+    "    \n",
+    "    def backward(self,x,y,lr=0.001):\n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        b1,b2=self.model[\"b1\"],self.model[\"b2\"]\n",
+    "        \n",
+    "        a1,y_=self.activation_outputs\n",
+    "        # computing error at the final layer (last layer) output layer\n",
+    "        # y_ \n",
+    "        delta2= y_-y # y is the matrix containing the each of the hot vector where as y_ is the matrix pred\n",
+    "        m=x.shape[0]# m rows and n features\n",
+    "        \n",
+    "        \n",
+    "        dw2=np.dot(a1,delta2)\n",
+    "        db2=np.sum(delta2,axis=0)/float(m)\n",
+    "        \n",
+    "        #delta2=np.dot(delta3,w3.T) # as calculated in the notes \n",
+    "        #dw2=np.dot(a1.T,delta2)\n",
+    "        #db2=np.sum(delta2,axis=0)/float(m)\n",
+    "        # because we doing back-propagation\n",
+    "        \n",
+    "        delta1=np.dot(delta2,w1.T) # as calculated in the notes \n",
+    "        dw1=np.dot(x.T,delta1)\n",
+    "        db1=np.sum(delta1,axis=0)/float(m)\n",
+    "        \n",
+    "        # update the model parameters using gradient descent\n",
+    "        self.model[\"w1\"]-= lr*dw1\n",
+    "        self.model[\"b1\"]-=lr*db1\n",
+    "        \n",
+    "        self.model[\"w2\"]-= lr*dw2\n",
+    "        self.model[\"b2\"]-=lr*db2\n",
+    "        \n",
+    "        #self.model[\"w3\"]-= lr*dw3\n",
+    "        #self.model[\"b3\"]-=lr*db3\n",
+    "        \n",
+    "        \n",
+    "    def predict(self,x):\n",
+    "        y_out=self.forward(x)\n",
+    "        return y_out\n",
+    "    \n",
+    "    def summary(self):\n",
+    "        \n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        #b1,b2,b3=self.model(\"b1\"),self.model(\"b2\"),self.model(\"b3\")\n",
+    "        a1,y_=self.activation_outputs\n",
+    "         \n",
+    "        print(\"w1 \",w1.shape)\n",
+    "        print(\"A1 \",a1.shape)\n",
+    "        \n",
+    "        #print(\"w2 \",w2.shape)\n",
+    "        #print(\"A2 \",a1.shape)\n",
+    "        \n",
+    "        print(\"w2 \",w2.shape)\n",
+    "        print(\"y_ \",y_.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "c019bf74",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6697, 4)"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model=neuralnetwork(x_train.shape[1],[10],y_train.shape[1])\n",
+    "x_train.shape\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "29f9c998",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6697, 4)"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "ae555e72",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9568, 5)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "values.shape\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "6099dfa6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2871, 1)"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "2b4205b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sigmoid(x):\n",
+    "    return(1/(1 + np.exp(-x)))\n",
+    "   \n",
+    "# Creating the Feed forward neural network\n",
+    "# 1 Input layer(1, 30)\n",
+    "# 1 hidden layer (1, 5)\n",
+    "# 1 output layer(3, 3)\n",
+    " \n",
+    "def f_forward(x, w1, w2):\n",
+    "    # hidden\n",
+    "    z1 = x.dot(w1)# input from layer 1\n",
+    "    a1 = z1# out put of layer 2\n",
+    "     \n",
+    "    # Output layer\n",
+    "    z2 = a1.dot(w2)# input of out layer\n",
+    "    a2 = z2# output of out layer\n",
+    "    return(a2)\n",
+    "  \n",
+    "# initializing the weights randomly\n",
+    "def generate_wt(x, y):\n",
+    "    l =[]\n",
+    "    for i in range(x * y):\n",
+    "        l.append(np.random.randn())\n",
+    "    return(np.array(l).reshape(x, y))\n",
+    "     \n",
+    "# for loss we will be using mean square error(MSE)\n",
+    "def loss(out, Y):\n",
+    "    s =(np.square(out-Y))\n",
+    "    s = np.sum(s)/len(y)\n",
+    "    return(s)\n",
+    "   \n",
+    "# Back propagation of error\n",
+    "def back_prop(x, y, w1, w2, alpha):\n",
+    "     \n",
+    "    # hidden layer\n",
+    "    z1 = x.dot(w1)# input from layer 1\n",
+    "    a1 = z1# output of layer 2\n",
+    "     \n",
+    "    # Output layer\n",
+    "    z2 = a1.dot(w2)# input of out layer\n",
+    "    a2 = z2# output of out layer\n",
+    "    # error in output layer\n",
+    "    d2 =(a2-y)\n",
+    "    print(d2.shape)\n",
+    "    d1 = (np.dot(w2,d2.T))#np.multiply((w2.dot((d2.transpose()) \n",
+    "    print(d1.shape)\n",
+    " \n",
+    "    # Gradient for w1 and w2\n",
+    "    w1_adj = x.transpose().dot(d1.T)\n",
+    "    w2_adj = a1.transpose().dot(d2)\n",
+    "     \n",
+    "    # Updating parameters\n",
+    "    w1 = w1-(alpha*(w1_adj))\n",
+    "    w2 = w2-(alpha*(w2_adj))\n",
+    "     \n",
+    "    return(w1, w2)\n",
+    " \n",
+    "def train(x, y, w1, w2, alpha = 0.01, epoch = 10):\n",
+    "    acc =[]\n",
+    "    losss =[]\n",
+    "    for j in range(epoch):\n",
+    "        l =[]\n",
+    "        for i in range(len(x)):\n",
+    "            out = f_forward(x[i], w1, w2)\n",
+    "            #l.append((loss(out, Y[i])))\n",
+    "            w1, w2 = back_prop(x[i].reshape((1,x[i].shape[0])), y[i].reshape((1,1)), w1, w2, alpha)\n",
+    "        \n",
+    "    return(acc, losss, w1, w2)\n",
+    "  \n",
+    "def predict(x, w1, w2):\n",
+    "    Out = f_forward(x, w1, w2)\n",
+    "    return Out"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "57ab6e00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "w1=generate_wt(4,10)\n",
+    "w2=generate_wt(10,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55c7be62",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d8ccd476",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/210637_Mudit_Bhanwar/Assignment_4/Assignment_4.ipynb b/210637_Mudit_Bhanwar/Assignment_4/Assignment_4.ipynb
new file mode 100644
index 0000000..5a319b7
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_4/Assignment_4.ipynb
@@ -0,0 +1,962 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "a55e0636",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "6f88b309",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data=pd.read_csv('data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "8528b392",
+   "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>AT</th>\n",
+       "      <th>V</th>\n",
+       "      <th>AP</th>\n",
+       "      <th>RH</th>\n",
+       "      <th>PE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>14.96</td>\n",
+       "      <td>41.76</td>\n",
+       "      <td>1024.07</td>\n",
+       "      <td>73.17</td>\n",
+       "      <td>463.26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>25.18</td>\n",
+       "      <td>62.96</td>\n",
+       "      <td>1020.04</td>\n",
+       "      <td>59.08</td>\n",
+       "      <td>444.37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>5.11</td>\n",
+       "      <td>39.40</td>\n",
+       "      <td>1012.16</td>\n",
+       "      <td>92.14</td>\n",
+       "      <td>488.56</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>20.86</td>\n",
+       "      <td>57.32</td>\n",
+       "      <td>1010.24</td>\n",
+       "      <td>76.64</td>\n",
+       "      <td>446.48</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>10.82</td>\n",
+       "      <td>37.50</td>\n",
+       "      <td>1009.23</td>\n",
+       "      <td>96.62</td>\n",
+       "      <td>473.90</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9563</th>\n",
+       "      <td>16.65</td>\n",
+       "      <td>49.69</td>\n",
+       "      <td>1014.01</td>\n",
+       "      <td>91.00</td>\n",
+       "      <td>460.03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9564</th>\n",
+       "      <td>13.19</td>\n",
+       "      <td>39.18</td>\n",
+       "      <td>1023.67</td>\n",
+       "      <td>66.78</td>\n",
+       "      <td>469.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9565</th>\n",
+       "      <td>31.32</td>\n",
+       "      <td>74.33</td>\n",
+       "      <td>1012.92</td>\n",
+       "      <td>36.48</td>\n",
+       "      <td>429.57</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9566</th>\n",
+       "      <td>24.48</td>\n",
+       "      <td>69.45</td>\n",
+       "      <td>1013.86</td>\n",
+       "      <td>62.39</td>\n",
+       "      <td>435.74</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9567</th>\n",
+       "      <td>21.60</td>\n",
+       "      <td>62.52</td>\n",
+       "      <td>1017.23</td>\n",
+       "      <td>67.87</td>\n",
+       "      <td>453.28</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>9568 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         AT      V       AP     RH      PE\n",
+       "0     14.96  41.76  1024.07  73.17  463.26\n",
+       "1     25.18  62.96  1020.04  59.08  444.37\n",
+       "2      5.11  39.40  1012.16  92.14  488.56\n",
+       "3     20.86  57.32  1010.24  76.64  446.48\n",
+       "4     10.82  37.50  1009.23  96.62  473.90\n",
+       "...     ...    ...      ...    ...     ...\n",
+       "9563  16.65  49.69  1014.01  91.00  460.03\n",
+       "9564  13.19  39.18  1023.67  66.78  469.62\n",
+       "9565  31.32  74.33  1012.92  36.48  429.57\n",
+       "9566  24.48  69.45  1013.86  62.39  435.74\n",
+       "9567  21.60  62.52  1017.23  67.87  453.28\n",
+       "\n",
+       "[9568 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "538f3ed6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.columns\n",
+    "values=data.values\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "287aadb7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[  14.96,   41.76, 1024.07,   73.17,  463.26],\n",
+       "       [  25.18,   62.96, 1020.04,   59.08,  444.37],\n",
+       "       [   5.11,   39.4 , 1012.16,   92.14,  488.56],\n",
+       "       ...,\n",
+       "       [  31.32,   74.33, 1012.92,   36.48,  429.57],\n",
+       "       [  24.48,   69.45, 1013.86,   62.39,  435.74],\n",
+       "       [  21.6 ,   62.52, 1017.23,   67.87,  453.28]])"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#splitting data\n",
+    "# 70 percent for traning and 15% for test and validation \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "64fa5da4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "training_data=int(0.7*values.shape[0])\n",
+    "remaining_data=values.shape[0]-training_data\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "7ec2f792",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "6697"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "training_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "8319d3aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2871"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "remaining_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "4b8d9469",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x=values[:,0:4]\n",
+    "y=values[:,4]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "25ddc92d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697, 4)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x_train=x[:training_data,:4]\n",
+    "x_test=x[remaining_data:,:4]\n",
+    "x_train.shape\n",
+    "print(x_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "ad642309",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2871,)"
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train=y[:remaining_data]\n",
+    "y_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "5b5e5bae",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_test=y[remaining_data:]\n",
+    "print(y_test.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "0666e547",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(6697, 1) (2871, 1)\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_test=y_test.reshape((y_test.shape[0],1))\n",
+    "y_train=y_train.reshape((y_train.shape[0],1))\n",
+    "print(y_test.shape,y_train.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b641263d",
+   "metadata": {},
+   "source": [
+    "# NEURAL NETWORK\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "94f6ba3e",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAHFCAYAAAAKbwgcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACHr0lEQVR4nOzdd5xcVd348c+dPju7O1tme8tuki2pkASSkAAhUgSkKT4o/kQQxQJSfZSiFJViRXyQpkjwER5RIRABkaiEYnoIkGRbym62l9kydXfq/f0R5ro12STb832/XvuCOXvvnbMnS+bLOd/zPYqqqipCCCGEEFOcbqI7IIQQQggxGiSoEUIIIcS0IEGNEEIIIaYFCWqEEEIIMS1IUCOEEEKIaUGCGiGEEEJMCxLUCCGEEGJakKBGCCGEENOCBDVCCCGEmBYkqBFCHNGaNWtQFIXt27cf0/2KonDvvfdqr8vLy7n33nupra0ddO3VV1/NjBkzjul9Rnrv1VdfTXx8/GGvif3MQ/VRCDE5SVAjhBhzmzZt4itf+Yr2ury8nPvuu2/IgOH73/8+a9euHcfeDe3CCy9k06ZNZGVlTXRXhBAjZJjoDgghpr9ly5aN+NqZM2eOYU9GLi0tjbS0tInuhhDiKMhMjRDimMSWcPbt28cFF1xAfHw8eXl53HbbbQQCgX7X9l1+WrNmDZ/97GcBOOuss1AUBUVRWLNmjfbcgUtIv/71rznjjDNIT0/HZrMxf/58fvKTnxAKhcbs5xtq+WnVqlXMmzePbdu2cfrppxMXF0dRUREPPfQQ0Wi03/1ut5tvf/vbFBYWYjKZyMnJ4eabb8bn841Zn4U40clMjRDimIVCIS6++GKuvfZabrvtNt555x1++MMfYrfbufvuu4e858ILL+SBBx7gzjvv5Ne//jWLFi0CDj9Ds3//fq688kotQPjwww+5//77qays5He/+92Y/GzDaWlp4Qtf+AK33XYb99xzD2vXruWOO+4gOzubq666CgC/38+ZZ55JQ0MDd955JwsWLGDPnj3cfffd7Nq1i3/84x8oijKu/RbiRCBBjRDimAWDQe677z5t5uUTn/gE27dv5/nnnx82qElLS2P27NkAzJkzZ0RLU7/4xS+0f49Go5x++umkpqZyzTXX8POf/5zk5ORR+GlGpqOjg9dff51TTz0VgLPPPpsNGzbw/PPPa0HNr371Kz766CO2bNnCkiVLgENjk5OTw+WXX84bb7zB+eefP259FuJEIctPQohjpigKF110Ub+2BQsWcPDgwVF9n507d3LxxReTmpqKXq/HaDRy1VVXEYlEqK6uHtX3OpLMzEwtoIkZ+DO/+uqrzJs3j5NOOolwOKx9nXfeeSiKwoYNG8a1z0KcKGSmRghxzOLi4rBYLP3azGYzvb29o/YedXV1nH766ZSUlPDII48wY8YMLBYLW7du5frrr6enp2fU3mskUlNTB7WZzeZ+/WhtbWXfvn0YjcYhn+F0Osesf0KcyCSoEUJMai+//DI+n4+XXnqJgoICrf2DDz6YuE4dgcPhwGq1Dpvv43A4xrlHQpwYJKgRQow7s9kMMKJZllhCbeweAFVV+c1vfjM2nRsFn/rUp3jggQdITU2lsLBworsjxAlDghohxLibN28eAE899RQJCQlYLBYKCwuHXNo555xzMJlMfP7zn+c73/kOvb29PP7443R1dR1XHyKRCH/5y18GtdtstuNO4r355pt58cUXOeOMM7jllltYsGAB0WiUuro63nzzTW677TaWLl16XO8hhBhMghohxLgrLCzkl7/8JY888girVq0iEonwzDPPcPXVVw+6trS0lBdffJHvfe97fPrTnyY1NZUrr7ySW2+99biCj97eXm3XVl8FBQXHfTSCzWbj3Xff5aGHHuKpp56ipqYGq9VKfn4+Z5999jEfAyGEODxFVVV1ojshhBBCCHG8ZEu3EEIIIaYFCWqEEEIIMS1IUCOEEEKIaWHKBDX33nuvdvBd7CszM3OiuyWEEEKISWJK7X6aO3cu//jHP7TXer1+AnsjhBBCiMlkSgU1BoNBZmeEEEIIMaQpFdTs3buX7OxszGYzS5cu5YEHHqCoqGjY6wOBAIFAQHsdjUbp7OwkNTVVq1IqhBBCiMlNVVU8Hg/Z2dnodMNnzkyZOjV/+9vf8Pv9FBcX09rayo9+9CMqKyvZs2fPkFVI4VAezn333TfOPRVCCCHEWKivryc3N3fY70+ZoGYgn8/HzJkz+c53vsOtt9465DUDZ2pcLhf5+fnU1NSQkJAwan0JhUK89dZbnHXWWcOeyitGh4z1+JLxHl8y3uNHxnp8He94ezweCgsL6e7uxm63D3vdlFp+6stmszF//nz27t077DVms7nfIXgxKSkpJCYmjlpfQqEQcXFxpKamyn8cY0zGenzJeI8vGe/xI2M9vo53vGP3HCl1ZMps6R4oEAhQUVFBVlbWRHdFCCGEEJPAlAlqvv3tb/P2229TU1PDli1buPzyy3G73XzpS1+a6K4JIYQQYhKYMstPDQ0NfP7zn8fpdJKWlsayZcvYvHkzBQUFE901IYQQQkwCUyao+eMf/zjRXRBCCHGUotEowWBworsxSCgUwmAw0NvbSyQSmejuTHtHGm+j0TgqBXWnTFAjhBBiagkGg9TU1BCNRie6K4OoqkpmZib19fVSt2wcjGS8k5KSyMzMPK4/DwlqhBBCjDpVVWlubkav15OXl3fYgmkTIRqN4vV6iY+Pn3R9m44ON96qquL3+2lrawM4rg1AEtQIIYQYdeFwGL/fT3Z2NnFxcRPdnUFiy2IWi0WCmnFwpPG2Wq0AtLW1kZ6efsxLUfInKYQQYtTF8iZMJtME90RMFbHgNxQKHfMzJKgRQggxZiRfRYzUaPyuSFAjhBBCiGlBghohhBBCTAsS1AghhBAfa2tr42tf+xr5+fmYzWYyMzM577zz2LRpk3bNzp07+dSnPkV6ejoWi4UZM2ZwxRVX4HQ6AaitrUVRlCG/Nm/ePGp9VVWVn/3sZxQXF2M2m8nLy+OBBx7Qvn/11VcP2Ye5c+f2e84vf/lLSkpKsFqt5OXlccstt9Db2zvs+1ZVVXHWWWeRkZGBxWKhqKiI733ve4NyYQKBAHfddRcFBQVYrVZOPvlkfve7343azz8U2f0khBBCfOwzn/kMoVCIZ599lqKiIlpbW/nnP/9JZ2cncCjoOfvss7nooov4+9//TlJSEjU1Naxbtw6/39/vWf/4xz8GBRCpqamj1tebbrqJN998k5/97GfMnz8fl8ulBVYAjzzyCA899JD2OhwOs3DhQj772c9qbc899xy33347v/vd7zjttNOorq7m6quvBuDhhx8e8n2NRiNXXXUVixYtIikpiQ8//JCvfvWrRKPRfkHVf/3Xf9Ha2srTTz9NUVERNTU1Qx4yPZokqBFCCCGA7u5u3nvvPTZs2MCZZ54JQEFBAaeeeqp2zcaNG3G73fz2t7/FYDj0EVpYWMjq1asHPS81NZXMzMwx6WtFRQWPP/44u3fvpqSkZMhr7HY7drtde/3yyy/T1dXFNddco7Vt2rSJFStWcOWVVwIwY8YMPv/5z7N169Zh37uoqIiioiLtdUFBARs2bODdd9/V2t544w3efvttDhw4QEpKCtFolJSUFBITE4/5Zx4JWX4SQggx5lRVxReJTMiXqqoj6mN8fDzx8fG8/PLLBAKBIa/JzMwkHA6zdu3aET93KO+++672fsN99Z31GOivf/0rRUVFvPrqqxQWFjJjxgy+8pWvaDNKQ3n66ac5++yz+52ZuHLlSnbs2KEFMQcOHOD111/nwgsvHPHPsm/fPt544w0tEARYt24dS5Ys4Sc/+Qk5OTmUlpby/e9/n56enhE/91jITI0QQogx549Gie/zf/LjyXv66dhGUMzNYDCwZs0avvrVr/LEE0+waNEizjzzTD73uc+xYMECAJYtW8add97JlVdeyde//nVOPfVUVq9ezVVXXUVGRka/55122mmDCs25XC70ej1Llizhgw8+OGx/UlJShv3egQMHOHjwIH/+85/5/e9/TyQS4ZZbbuHyyy/nX//616Drm5ub+dvf/sbzzz/fr/1zn/sc7e3trFy5ElVVCYfDfOMb3+D2228/bN9iP9/7779PIBDguuuu4wc/+EG//r333ntYLBbWrl1LW1sb3/zmN/F6vTzzzDNHfPaxkpkaIYQQ4mOf+cxnaGpqYt26dZx33nls2LCBRYsWsWbNGu2a+++/n5aWFp544gnmzJnDE088QWlpKbt27er3rBdeeIEPPvig31esUq7VamXWrFmH/TpcUBONRgkEAvz+97/n9NNPZ9WqVTz99NO89dZbVFVVDbp+zZo1JCUlcemll/Zr37BhA/fffz+PPfYY77//Pi+99BKvvvoqP/zhD484Vi+88ALvv/8+zz//PK+99ho/+9nP+vVPURSee+45Tj31VC644ALuv/9+nn322bGdrVFPIC6XSwVUl8s1qs8NBoPqyy+/rAaDwVF9rhhMxnp8yXiPr+k03j09PWp5ebna09OjqqqqRqNR1RsOT8hXNBod1L9IJKJ2dXWpkUjkiD/Ltddeq+bn5w/7/UAgoM6ZM0e96qqrVFVV1ZqaGhVQd+7cOew977zzjmqz2Q77df/99w97/913360aDIZ+bX6/XwXUN998s197NBpVZ82apd58882DnrNy5Ur129/+dr+2//3f/1WtVuuIxmbgPeFwWFVVVb3qqqvUmTNnat+PRCLq5s2bVUCtrq4e8hkDf2f6Gunntyw/CSGEGHOKooxoCWgymjNnDi+//PKw3zeZTMycOROfzzfiZx7v8tOKFSsIh8Ps37+fmTNnAlBdXQ3QL2cG4O2332bfvn1ce+21g57j9/sHLZHp9XpUVT2qnCFVVQmFQto9K1as4M9//rN2iCXA/v370el05Obmjvi5R0uCGiGEEALo6Ojgs5/9LF/+8pdZsGABCQkJbN++nZ/85CdccsklALz66qv88Y9/5HOf+xzFxcWoqspf//pXXn/99UG5Ih0dHbS0tPRrS0pKwmKxaMtPx+rss89m0aJFfPnLX+aXv/wl0WiU66+/nnPOOYfi4uJ+1z799NMsXbqUefPmDXrORRddxC9+8QtOPvlkli5dyr59+/j+97/PxRdfrC2VPfroo6xdu5Z//vOfwKFt4Eajkfnz52M2m9mxYwd33HEHV1xxhbYj7Morr+SHP/wh11xzDffddx9tbW3cfffdXHPNNdrhlWNBghohhBCCQ7ufli5dysMPP8z+/fsJhULk5eXx1a9+lTvvvBM4NGsTFxfHbbfdRn19PWazmdmzZ/Pb3/6WL37xi/2ed/bZZw96j//7v//jc5/73HH3VafT8de//pVvfetbnHHGGdhsNs4//3x+/vOf97vO5XLx4osv8sgjjwz5nO9973soisL3vvc9GhsbSUtL46KLLuL+++/XrnE6nezfv197bTAY+PGPf0x1dTWqqlJQUMD111/PLbfcol0THx/P+vXr+da3vsWSJUtITU3lkksu4cc//vFx/+yHo6hHM780xbndbux2Oy6Xa1T3yodCIV5//XUuuOACjEbjqD1XDCZjPb5kvMfXdBrv3t5eampqKCwsxGKxTHR3BolGo7jdbhITEwctv4jRN5LxPtzvzEg/v+VPUgghhBDTggQ1QgghhJgWJKgRQgghxLQgQY0QQgghpgUJaoQQQoyZE2gvijhOo/G7IkGNEEKIURercRIMBie4J2Kq8Pv9AMe180/q1AghhBh1BoOBuLg42tvbMRqNk27bdDQaJRgM0tvbO+n6Nh0dbrxVVcXv99PW1kZSUpIWEB8LCWqEEEKMOkVRyMrKoqamhoMHD050dwZRVZWenh6sViuKokx0d6a9kYx3UlISmZmZx/U+EtQIIYQYEyaTidmzZ0/KJahQKMQ777zDGWecMeULHU4FRxpvo9F4XDM0MRLUCCGEGDM6nW5SVhTW6/WEw2EsFosENeNgvMZbFhKFEEIIMS1IUCOEEEKIaUGCGiGEEEJMCxLUCCGEEGJakKBGCCGEENOCBDVCCCGEmBYkqBFCCCHEtDBlg5oHH3wQRVG4+eabJ7orQgghhJgEpmRQs23bNp566ikWLFgw0V0RQgghxCQx5YIar9fLF77wBX7zm9+QnJw80d0RQgghxCQx5Y5JuP7667nwwgs5++yz+dGPfnTYawOBAIFAQHvtdruBQ2dQhEKhUetT7Fmj+UwxNBnr8SXjPb5kvMePjPX4Ot7xHul9Uyqo+eMf/8j777/Ptm3bRnT9gw8+yH333Teo/c033yQuLm60u8f69etH/ZliaDLW40vGe3zJeI8fGevxdazj7ff7R3SdoqqqekzvMM7q6+tZsmQJb775JgsXLgRg1apVnHTSSfzyl78c8p6hZmry8vJwOp0kJiaOWt9CoRDr16/nnHPOkYPRxpiM9fiS8R5fMt7jR8Z6fB3veLvdbhwOBy6X67Cf31NmpmbHjh20tbWxePFirS0SifDOO+/w6KOPEggEBh1bbjabMZvNg55lNBrH5Jd4rJ4rBpOxHl8y3uNLxnv8yFiPr2Md75HeM2WCmk984hPs2rWrX9s111xDaWkp3/3udwcFNEIIIYQ4sUyZoCYhIYF58+b1a7PZbKSmpg5qF0IIIcSJZ8pt6RZCCCGEGMqUmakZyoYNGya6C0IIIYSYJGSmRgghhBDTggQ1QgghhJgWJKgRQgghxLQgQY0QQgghpgUJaoQQQggxLUhQI4QQQohpQYIaIYQQQkwLEtQIIYQQYlqQoEYIIYQQ04IENUIIIYSYFiSoEUIIIcS0IEGNEEIIIaYFCWqEEEIIMS1IUCOEEEKIaUGCGiGEEEJMCxLUCCGEEGJakKBGCCGEENOCBDVCCCGEmBYkqBFCCCHEtCBBjRBCCCGmBQlqhBBCCDEtSFAjhBBCiGlBghohhBBCTAsS1AghhBBiWpCgRgghhBDTggQ1QgghhJgWJKgRQgghxLQgQY0QQgghpgUJaoQQQggxLUhQI4QQQohpQYIaIYQQQkwLEtQIIYQQYlqQoEYIIYQQ04IENUIIIYSYFiSoEUIIIcS0MGWCmscff5wFCxaQmJhIYmIiy5cv529/+9tEd0sIIYQQk8SUCWpyc3N56KGH2L59O9u3b2f16tVccskl7NmzZ6K7JoQQQohJwDDRHRipiy66qN/r+++/n8cff5zNmzczd+7cCeqVEEIIISaLKRPU9BWJRPjzn/+Mz+dj+fLlE90dIYQQYtKJRqPU1dXh8XhISEggPz8fnW7kCzTHe/9EmFJBza5du1i+fDm9vb3Ex8ezdu1a5syZM+z1gUCAQCCgvXa73QCEQiFCodCo9Sv2rNF8phiajPX4kvEeXzLe42e6j3VVVRWvvvoq1dXV9Pb2YrFYKC4u5lOf+hQlJSXD3heNRmloaGD37t1s2rSJ1tZWAoHAiO8fzvGO90jvU1RVVY/pHSZAMBikrq6O7u5uXnzxRX7729/y9ttvDxvY3Hvvvdx3332D2p9//nni4uLGurtCCCGEGAV+v58rr7wSl8tFYmLisNdNqaBmoLPPPpuZM2fy5JNPDvn9oWZq8vLycDqdhx2UoxUKhVi/fj3nnHMORqNx1J4rBpOxHl8y3uNLxnv8TNexjkajPPzww3z00UeUlJSgKIr2PVVVqaqqYuHChdx88839lpKqqqp44okn6OjooKWlha6uLhITE/F4PFitVpYsWUJqauqw9x/J8Y632+3G4XAcMaiZUstPA6mq2i9oGchsNmM2mwe1G43GMfklHqvnisFkrMeXjPf4kvEeP9NtrGtraykvLyczMxNVVRk4b5GRkcGePXtobm5mxowZwKFAaN26dbS2tpKdnU15eTlxcXHodDoSExNpb29nz549rFy5ctj7R5p7c6zjPdJ7pkxQc+edd3L++eeTl5eHx+Phj3/8Ixs2bOCNN96Y6K4JIYQQk4LH46G3txebzTbk9202G42NjXg8Hq2trq6OiooKEhMTaW5uxu/3Y7fbAVAUhcTERJxOJy6Xi/j4+H73V1RUsHbtWiorK7XcndLSUi677DLKysrG/gceYMoENa2trXzxi1+kubkZu93OggULeOONNzjnnHMmumtCCCHEmDmamZCEhAQsFgs+n2/IZRqfz4fFYiEhIUFr+/DDD/nggw8A6O3txel00tvbS2ZmJjabDZPJhMfjIRAIoCiKdn9FRQW/+tWvcDqd5OXlYbPZ8Pl87Ny5k/r6em688cZxD2ymTFDz9NNPT3QXhBBCiHE11ExISUkJS5cuJSMjY1CQk5+fT2lpKTt37mTOnDmDcmoaGhpYtGgR+fn52vP/9Kc/4Xa7SU1NJTk5md7eXlwuF+FwmNzcXPR6PQaDAZPJpN2fm5vLT37yE5xOZ7/3SUxMZM6cOZSXl/Pyyy9TUlIyrtvAp0xQI4QQQpxI9uzZw4MPPkhbWxt5eXnk5+dTX1/P//3f//Hss89SVFREenp6v+UenU6nVdvftGkTubm5ZGVl4ff7aWhowOFwcOmll6LT6YhGo6xdu5ZAIMDMmTNpaWkhISGBzMxMIpEIXq+X5uZm4uPjSU1NpbGxkbS0NC699FIaGhqorKwkLy+vX+AEh5ascnNzqaiooK6uTsu9GQ8S1AghhBCTzJ49e7jllluoqqrCZrPR2tqK1WrF6/USiUSAQ2VOUlNT2blzJ3V1dVx++eX4fD7ee+89PB4Pzc3N7Nu3D5vNRlFREcuWLePSSy/VloTq6uqorKwkPz+fjIwM3G437e3tJCYmkpWVRVNTE11dXej1ehwOB4sXL9bu37VrV7/cHVVVcblcBAIBzGbzkLk740GCGiGEEGISqaio4IEHHqCqqorU1FTi4+MJBoMcOHCAUCjErFmz0Ov1dHR0oKoqaWlpvPPOO7z99tsEg0Ft2ei0004jHA5TX19PQkICF198cb8cl75JxYmJiSxdupTKykqcTifhcBiHw4Hdbucb3/gGl1xySb9lrr65O4FAoN99BoOB+Ph4HA5Hv9yd8SBBjRBCCDGODpf4G1sSam9vx2azER8fj6IoBAIBwuEwqqridDrJzc3F4/HQ0tLCvn376O3txe12a7MsXV1d7Nixg6VLl7J8+XLKy8tZt26dtkQFg5OK09LStFowsTpvoVCISy65ZNASUix35+2338bpdNLT04PdbsdoNBIMBjl48CDhcBifzzeuYytBjRBCCDGM0T7/aGDir9lsJjMzk5UrV7Jw4UKi0aiWq9La2orL5cLtduN2u/H5fOj1etrb2zGbzZhMJurq6vD7/SQnJ9Pe3k5cXBwWiwWz2Ux7ezuVlZWsXLlyyByXoZKKFUUhKSkJVVUpLy/vl1TcVyx35+WXX6a1tZWcnBwtoHG73WRmZpKUlKQFUuNFghohhBBiCKNdgyW2Bbq9vR273U5PTw/l5eW8/fbbvPTSS8ybN4+CggLa2tpYsmQJVquVqqoq9Ho9RqMRg8GAoigEg0GampqYOXMmXq8Xu92uzYhYLBbgyPVl4FBgctlll1FfX095eTm5ubnatuyBScVDsdlsZGVlYTQa8Xq9eL1eDAYDWVlZlJaWYjKZtEAqJyfnGP4Ejp4ENUIIIcQAo12DJbasFMuL2bVrF21tbUSjURISElBVlY6ODi13Jj09XbtXURRtW3WsVoyiKEQiEfx+PwaDAbfbjdVq7ReADFdfpq+ysjJuvPFGLXhrbGzEYrGwaNGifknFQ/F4PJjNZs466yy8Xq+WJGy321EUhXA4PO7JwhLUCCGEEH3EApCR1GABRrQ8VVdXx5YtW2hubiYcDuP3+9Hr9dhsNi13pb29nUWLFlFfX8/mzZtRFIX09HT8fj/BYFDbhm00GklJSaGpqYlAIEBLSwtGoxGLxUJjYyPZ2dlYLBaCweCg+jJDLSWVlZVRUlJy1MtssZwcv99PUlLSoO8PVehvrElQI4QQQvRRW1vL9u3biY+Px+VyaTMP0L8Gy7/+9S+2bt06ouUpl8vFgQMHCIfDJCYm0tHRgcViwWAwoNfr8fl8dHV1EQwGmTlzJm+//TaBQACr1arN0sTHx5OWlobFYqGhoYGenh5tuclsNuP1egkGg3R3d5OUlITBYCA7O5uGhgasVitz5syhrq5uyIBFp9MddT2Zoyn0F9uGPtYkqBFCCCE+VlFRwRNPPMGOHTuw2WwYjUYcDgelpaWkpaUBh3JJKioqeOqpp1BVlby8POLi4mhubmbDhg3s2bOHO++8k7lz52rP9Xg8+Hw+kpKSiEQiRKNR9Ho9cChQii0ttbW1UV9fj9FoRFEUdDodoVCInp4e4uPjWbFiBW1tbdqp1fn5+Xz44Yf4/X5sNps2m9PR0YHBYCA9PR2v10s4HOa5557jxRdfHLWzmY4mJ0eCGiGEEGIcxfJoDh48SFxcHAkJCeh0Opqbm3G5XCxdupS0tDS8Xi+tra3odDpOOeUUnE4nH374IU6nk1AoRFVVFbfeeiu/+MUvtMAmISEBm81GT08PiYmJ2ge9wWBAVVXC4TBGo5GGhgY8Hg+ZmZno9Xrq6+vR6/UoioLf72fjxo3azqfc3Fyi0SiJiYlEIhF6enowGAxEIhFmz56NqqoEAgHi4+MpKCgYk7OZjicnZyxIUCOEEOKE1zePZsmSJQQCAZqbm0lLSyMtLU3bHp2amkp1dTUAJSUlOJ1OtmzZop1sbTQaMZvNVFZW8uCDD3LXXXdRVlaG3W6nqKiImpoaPB4PJpOJnp4ezGYzwWAQvV6PyWSivb0dODQb5PF4iEaj6HQ64uLiiEQiWsG9wsJCcnJy+Oijj0hPT8dkMmm5OW63m1NOOYXdu3fT0NBAbm6udrjlWJzNdKw5OWNBghohhBAnvNiRAXl5eeh0OkpLS3G5XNqxAQkJCTQ1NWm5NhkZGdhsNj766CP8fj9paWlaTklCQoK2lBQLHPLz81m6dCm9vb2EQiHtbCWv14vVaiUQCBAMBunt7cVqtRIOhzGZTMyaNQun04nf7ycSiWiBQuwogtgMT2x3E0BcXJwW3MSCpr7G4mymY8nJGQsS1AghhDjh9T0yACAtLa3fsQHBYBC/38/s2bO56KKL+P3vf09zczNOp7NfIjEcOpPJaDSSl5fXL3CI5Z+0t7czY8YMPB4Pe/bsoa6uDlVVSU1NxWw2Ex8fT3t7OxaLhZSUFPLz8wkEAvj9fkKhEFarlY6ODgKBAAaDgVAohNlsRlVV3G43WVlZ2sxNrBDfQBN1NtNYk6BGCCHElDSa1X4HHhkA9Ds2oKOjA5/Px0033cSMGTPYunUrGzZsIBQKYTQatef0DSwyMzPZu3evFjgMzD+BQ7VksrOzOfnkk8nMzGTXrl3U1tZiNBqJRCI4nU7y8/Mxm8243W6ys7OZNWsW//jHP2hoaCA+Pp7Ozk4SExPxeDzExcVRWlqqJR6np6djt9sH/bwTsd16PEhQI4QQYsoZ7Wq/w21PVhQFu91OY2Mjp5xyCjNmzNB2/ezZs4eqqirMZjMJCQnaEQGxwMLv9w8KHPrmn1RWVvLUU09RUFCgBR5lZWU4nU46Ojowm834fD7cbjeBQEB7rslkYt68eRQXF1NdXU1LSwstLS3k5uYyf/58TCYT9fX1ZGZmajNPfQ3cbj2dSFAjhBBiShntar/wn7OMysvL2bRpE3l5eWRmZuL3+4c8MqCsrIw777yTW265haqqKgKBAEajUTsiwOFwDHt2Uiz/xOPxaPVnYtLS0li5ciU+n09LGvb5fOTl5fV77rJly/jv//5vGhoa+PDDD3nvvfdoaWmhs7MTi8XC4sWLufrqq3nttdeO6QiEqUqCGiGEEFPG0VT7PZoP7IqKCl555RU8Hg/Nzc3s27cPm81GUVERy5YtG3J78ty5c3n44Yd58MEHaWtr6xcIlZeXHzFwGGrJCyA9PZ3zzjuPf/3rX7hcLhYuXEhxcfGg5xoMBmbMmMGMGTO46KKLhlyKmzlz5qTZbj0eJKgRQggxqfXNnXG5XFRUVJCXl9cvOReOfVdP35mfmTNnMn/+fJqbm6mvryc+Pp6LL7542ABg7ty53HXXXVrgsHfv3hEHDoeryJuWlkZBQQFw6JDKIz13uN1Hk2m79XiQoEYIIcSkNTB3pqenh9raWlasWNFvdiPmaHf1DDfzk5eXR25uLnv27OHZZ5/lC1/4Ana7fciA4FgDhyNV5C0qKuKGG27QatYca0AyWbZbjwcJaoQQQkyo4XYxxWZQ2tvbsdvtWK1WANxuNxs3buT000/Xji6IOdpdPQ0NDVp9moEzP06nk+bmZt5//3327NlDamrqsMnIxxo4TLaKvFOdBDVCCCEmzHC7mC655BJeeeUVDhw4QCgUYu/evYTDYfR6PXq9ntbWVioqKnA4HFowMpJdPbEAyuVyAYcCpL71aWLa29vZsmULXq8Xg8GgzaKM5hEDMSfaEtFYkqBGCCHEuOk7K9Pa2spf/vIXOjo6Bu1iKi8vp6mpCafTSTgc1o4gCIVC+Hw+AoEAu3btwuFwMHv27GF3KfXVN4AKh8NcccUVvPDCCwQCgX7JuqqqUllZqR19EKvyOxZHDMScSEtEY0mCGiGEEOOib1DR09PDvn37CIVCnHHGGYPOJtq4cSPl5eUkJSWRkZGhzcaEw2EikQjhcJje3l42btxIRUXFYXcpxd677zbw2PLUwYMHaWlpobe3l2XLlqEoCi6XC6fTSWJiolZIL1ZHZiyOGBCjR+a2hBBCjLlYULFz504cDgcZGRl4PB7cbjfvvvsubW1t2rWKopCcnIzX69VOqIZD+TKNjY34fD6sVitms5mFCxeSlZV12F1KA5OBExMT0ev1AJSWlpKUlER3dzd79uzB5XLh9/vp6enB5XJpBe/65tvYbDZ6e3un3RED04EENUIIIcbUwKAiEAiwbds22tvb8fv91NXV8fe//71fYGO329Hr9bjdbrxeLz09PTidTkKhEHFxcaiqitlsJi8vj+XLlxMMBlm3bh3RaHTQ+/c9rHKobeBz5swhMzOTwsJCOjo6aGxsJBwOk5qaytKlS487GVmMH1l+EkIIMab6BhVOp5MtW7bgcrkwGo2YzWaMRiNOp5P33ntP29HU2dkJgMvlwuVyodfrCYVCWCwW/H4/er2epKQkLBbLEZeEBh5WOZDNZsNsNvP//t//w26343K5+MMf/kBNTQ0Oh6PftdP5iIHpQIIaIYQQYyoWVFitVjZv3kxnZycOh4NwOIzX68VqtWI0GvF6vVRWVhKNRtm5c6d2wrSiKNoupUgkQkpKChaLhdzcXC3X5XD1aYar3BsTm3mx2+1aQGQymfjVr351Qh0xMB1IUCOEEGLUDFVzJiEhgUAgwBtvvMGBAwdQFAWfz4fRaERRFLxeLzqdjoSEBJqamqivr0dRFFavXs3evXvx+/3Ex8fT3NxMOBwmGAxqZyz1zbcZbknocJV7h5t5kfoxU5MENUIIIQ5ruOJ4A1VUVPDiiy/y/vvv4/P5sNlsLFq0iAULFtDS0kJDQwOKohAfH080GiUQCGj3GgwGAoGA9h7Lly+nsLCQlJQUKisraW9vx2AwEAqF0Ov1zJkzR8t1OdKS0FCVe2PBT1VV1bAzL1I/ZuqRoEYIIcSwBhbHM5vNZGZmsnLlShYuXNiv+u99993H7t27+yXrVldX86c//YmEhATS09Opq6sjFAphMpkwmUxasLB69WoAmpqaiEQimM1muru7cTgcrFy5EpfLRXNzMzt37qS7uxuPx0MoFBpRfRoYPPPS2trK4sWLWbhw4WHPdpL6MVOLBDVCCDEORjrbMZn6NLC2i9/vZ9euXbzzzju89NJLzJs3j6VLl3LJJZfwm9/8hm3btmE2m/sVymtvb6e1tZVZs2axcuVK3nzzTW0Xk16vx263ExcXp83IhEIh6uvraWpqwmq14nA4KC0tBdAK8QWDQXbs2MG+ffuOWJ+mr74zLy6Xi9raWm6++WbMZvOYjrMYPxLUCCHEGBvuKIChzhCaLH0auA3b6XSyfft2/H4/WVlZuFwuGhsbeeutt9iyZQtVVVXo9XrS0tK0nJVYgNPS0kJzczMmk4nzzjuP9957D6/XqwU07e3tbNu2DZfLRU5ODtnZ2XR2dmK1WmlubqalpQVFUYhGo+j1ek466SSKiopoaGg44inaA8VmXkKhELW1tRMeWIrRJUGNEEKMoYGzHX2PAhjtM4RGs09Wq1Xbhg1oxwakpaXh9/vxer20tLSQmpqKy+XC4/FQXFw8qA5MbNu23+/H6XQye/ZsTj/9dCorK3E6nbS3txMOh7XzlZYtW6Zt+3a73cTHx1NTU0M0GiU9PR273c7cuXNJS0sjLy+P8vJy1q1bR1lZmQQoQorvCSHEWBmukm3sKACn08nLL788ZMG4ie6Ty+XSarvEjg2w2+34/X4aGxvp6elBp9Nht9tJTEwkFApp1X77MpvNWK1WwuGw1paWlsbKlStZtWoVM2bM4JxzziE/P5+5c+eiKAppaWksXbqUrKwsPB4PgUCAcDhMSkpKv2J4A+vTCDFlgpoHH3yQU045RUs2u/TSS6mqqprobgkhxLCOVMl2Ij6QR9onj8ej1XaJBRWxInmhUAiz2YzBYMBoNJKSkoLBYNBmY1RV7fdcvV5PXFwcnZ2duFwuwuEwbrebpqYmZs6cyQUXXEAwGOxXHC8W+CxevBiHw0FaWhrz588fVN1XjiwQfU2ZoObtt9/m+uuvZ/Pmzaxfv55wOMy555476P8KhBBishhJJdux+kCORqPU1taya9cuamtriUajRKNRbedPKBQaFHz07VNCQgKlpaXU19djMpnQ6/V0dHTgdrvR6XQEg0Hi4uIwm81ajRmDwaBdE41G6e3tpa2tDb1ez4UXXsiKFSvo6Oigurqajo4OFi1axI033sjChQu1AKovRVFwOBxa1WGLxTKov3JkgehryuTUvPHGG/1eP/PMM6Snp7Njxw7OOOOMCeqVEEIMb6SVbEf7A3moJOCUlBTgPzM19fX1WgG7vrMffavrxmq7VFRUaEtQoVAIRVEwm81kZGQAh4K3WbNm4Xa7aWxspLu7m97eXuDQLM2pp57K7bffPmzNl2g0OmxxvL6HTw4cQzmyQAw0ZYKagVwuF4D2H6oQQkw2x1LJdihHsx18qCTguro6/vrXv6KqKitXrtR2DjU3N+NyubQ8lYF90ul0XHjhhfzwhz8kFAqh0+lQVRWj0YhOp6O9vZ2enh6Sk5NZvHgxXq8Xk8lEZmYmqqpis9lYsmRJv11eQ9V8Gao4Xt9jCebNm6f9bHJkgTicKRnUqKrKrbfeysqVK7Vf9qEEAoF+FSvdbjcAoVCIUCg0av2JPWs0nymGJmM9vmS8DwUUDQ0NeL1e4uPjyc3NPaoP0Isvvpimpib27t1LdnY2cXFx+P1+mpqayMjI4KKLLiISiRCJRIYc76qqKl599VWqq6u1WZfi4mI+9alPUVJSMqivr7zyCi6XS/u70eVyceDAASwWCwaDgfb2dubNm0cgEMDv99Pb28u+ffuwWCw0Nzf361MoFGL37t0UFRWxYsUKWlpa2Lx5M263G6PRSDQaxWw2s3z5chwOB11dXVxxxRVcfvnl2tEGsfE60u/QrFmzuP7667WftbW1FYvFwpIlS7jwwgsBhv3erFmzjvp3VH63x9fxjvdI71PUoRZVJ7nrr7+e1157jffee4/c3Nxhr7v33nu57777BrU///zzxMXFjWUXhRBCCDFK/H4/V155JS6Xa8il3JgpF9R861vf4uWXX+add96hsLDwsNcONVOTl5eH0+k87KAcrVAoxPr16znnnHMwGo2j9lwxmIz1+DqRx7uqqoonnniCzs5OcnJytBmWxsZGUlJS+PrXvz5opuRwRjLjExvvwsJCXn31VdatW0dHRwdJSUk4HA5mz56Nw+FAVVWqqqpYuHAhN998s/ac8vJyfvzjH5OSksL7779PT08PBoOB5uZmzGYzgUCAaDTK6tWrKS4uRlVVOjs72b9/P9dffz2rV6/u16ehnhfbvu10Ounu7iYajbJ48WJWr17NhRdeeFRjMpFO5N/tiXC84+12u3E4HEcMaqbM8pOqqnzrW99i7dq1bNiw4YgBDRyqjzBU+Wuj0Tgmv8Rj9VwxmIz1+DrRxjsajbJu3TpaW1v75cLYbDZmz55NeXk5f/3rX5kzZ85RLUXNnDlzRNc99dRTHDhwALfbTUpKCjqdjoMHD9Le3q7lv2RkZLBnzx6am5u1PBW73Y5Op2PTpk10dXVpCcDBYJBwOEw0GqWnp4cDBw4wc+ZMFEVBp9ORkpJCWVnZoL8v7XY7er1eO28pVi3YZDKRlZVFXFwcra2tzJgxg9tuuw2DYcp8pGhOtN/tiXas4z3Se6ZMZtX111/PH/7wB55//nkSEhJoaWmhpaWFnp6eie6aEGKamaj6MrEifJ2dnVrysKqq2gGQnZ2dfPDBB0Sj0SG3g/t8Pg4ePEhlZSXd3d3U1tbS0NBAb28vXV1ddHd3E4lEOHDgADU1NVpicFlZ2ZDJyvn5+WRmZtLQ0EBiYuKgsQgGgxQVFWmHSgox0aZMWP34448DsGrVqn7tzzzzDFdfffX4d0gIMW2NpL5MY2PjqNeXiQUGOTk5tLS00NnZSXNzM8FgkEgkgqIoWnG7WbNm9dsOXlFRwaOPPkokEsFgMKAoCpFIBJfLpQVLiqJgtVrx+/1s3ryZ1tZWioqKht09pNPpWLlyJS+99JK249RkMhEMBnG73cTFxTF//nw6Ozul+J2YFKZMUDPFUn+EEFPYRNWX8Xq9APT09FBeXk4wGKSnpwdFUTAYDEQiEQKBAHV1dbS0tHDJJZeQn5/f7+iDU045RSuA19XVRTgcRqfTYbVaiY+P1/IMY4XubrjhhsOePbVw4ULmzZuH0+nE6/Xi8XgwGAxajRuTySTF78SkMWWCGiGEGC/D1ZdRVZXu7m4qKio46aSTDrv78mjE6tA0NTUBsHv3bvx+P1arVQtqYjMpkUiEnp4eTCaTdn/f5bLe3l78fj8dHR39zlsKhUKkpKTQ29tLSkoKc+fOJRQKDTsb1Xcsli5dyvvvv09OTg7BYFA7fRsOJRNL8TsxWUhQI4QQAwxVDK6np4ePPvqIgwcPotPpiEQi3H777Zx++uksXLjwsAXxDqdv9d9wOMwVV1xBZWUlSUlJBAIB4uLiCIfD2lfsvKWTTz6Zjo4OrShfLJh57733tKWiWDAUO7LgwIEDFBYWsmTJEpKTk6murj7islHfsWhqatKK37ndbil+JyYdCWqEEGIIZWVl3Hjjjaxdu5YtW7bw/vvv4/F4tDOIPvroI3bs2MELL7zAokWLWLp0KZdddtmwRwEMZc+ePTz44IO0tbWRl5dHQUEBcKgcxf79+wH67SiKi4sjNzeXSCRCamoq3d3d2vuYzWY++ugj2traMJlMWK1Wurq6iEajKIqCqqpalV+Hw4Hb7daWjY5UsbjvWFRWVtLY2IjFYmHRokVceumlh12+EmI8SVAjhBDDKCsrY/bs2Vx33XWoqkpqairx8fG0tbVpwYLb7Wbfvn34/X42btxIUVGRdvaRxWKhtLS03zEBMXv27OGWW26hqqoKm83GwYMH0ev1LFmyhEgkoi0d6XQ69Ho9iqJoxxPEZopiQUlsl9K//vUvIpEIVqtVOxk7dgaTwWDAbDbjdrvp7u6mqamJRYsW4fP5eOihh/qdEzVUn8vKyo4qYBNiIkhQI4SY9I7m7KPRfs/y8nK2bNmC1WolKyuL+vp6wuEw8fHxhEIhurq6OHDgAB6Ph87OTrZt28Z5551HSUkJPp+PnTt3Ul9fz4033qgFCRUVFTzwwANUVVWRmpqKTqejvr5e2xCh1+sxGo1EIhFUVSU+Pl7btdTc3MzcuXNxuVwsXrxYG4uVK1fyxz/+kVAopJ1mbTab6e3tRVEU4uLiiEaj+P1+KioqmDlzJvPnz+fRRx/td07UcH2GQwHWUGc3CTFZSFAjhJjUhjpxerjZj7F4z5qaGmpra0lOTqa7uxu/34/ZbCYUCmnbpWM5KwaDgd7eXnbu3ElCQgJpaWnMmTOH8vJyXn75Za3a7tq1a2lvb8dms2Gz2WhoaCAajWo7iAwGAyaTSdup5PV60el0hMNhVFUlEomQlpbWL5dl4cKFlJSU8OGHHxIMBgkGg+h0Oq0CcazCelxcHCeddBJf+tKXeOWVV3A6nf2SoRMTEwf1WWZjxFQhQY0QYtIa6sTpw80kjMV7hkIhPvzwQ3w+H4FAQNsiHdsuHctVcbvdJCYmoqoqPp+PyspKHA7HkMX6YjuVWltb8Xq9WqAUo6qqNtui0+m0rd1msxmDwcDJJ5/M17/+9X4/e35+PmeddRbNzc309vaSnJysLTmpqkpTUxOKonDJJZfwwAMP0NDQMOICgzI7I6YKCWqEEJNG32Umm83Giy++OK4zCX3rvcTeMxKJEBcXpx01EAgE6O3tJRQKae+rKArRaBSv14vVasVut+N0OnG5XCQlJQ0q1tfb20t+fj4Oh4Oamhqi0Sh6vV57XjQaRVVV0tLScDgcdHR0sGDBAuLj4/H7/dx0000UFRX167tOp+PTn/40u3btYuvWrbhcLpKTk+nt7aWzsxNVVVmyZAnXXnstBoNhwgoMCjGWJKgRQkwKA5eZwuEwNTU1LFiw4IgzCfn5+ceVcxMLpiorK9m+fTsFBQXaeyYlJVFQUEBFRQWqqhIMBrX7YjkwFouFaDSqna9ks9no6urqV+iub4E6i8WC3++ntLSUtrY2Ojo6tFkVgHA4jMViweFwoNfrSUhIoKCggKamJk455ZRhZ07Kysq45557ePLJJ3n77bdpbW0FICUlhVWrVnHddddpszsTVWBQiLEkQY0QYsINtcxUW1uL0+lk9+7dxMfHa4czxsRmEj788EP+8Ic/8P777+Pz+bDZbJx00kmcdtppZGRkHDHI6RtMtbS0UFVVRVdXF3PmzCEtLQ2n04miKCiKQm9vL5FIBJ1OpwU0JpMJm82G1+vV6sL4fL5+Sz8NDQ39CtT1Lex3+umn8/e//x2n04lerwfQggmdTofL5SIlJYXGxsZBeTRDKSsr4xe/+AW1tbVUV1cDUFxczIwZM/rdN1yBQWDIPgsxFUhQI4SYUEMt+QCkpqaSnJyMx+Ppl58Chz50m5ubaW9v55FHHtG2WMOhGi///ve/+d3vfkdpaSnp6enDJhYPDKbsdjv19fXassvs2bPZu3cvfr+fGTNm0NzcrM2qxIKbWO5LcnKytjTV0dGhnchdXl4+qEDdwMJ+Z599Nm+//bZ2QO/ZZ5/NwYMHaWhowGAw4HA4WLx48Yhrwuh0OoqKigYtUQ28ZmA/YjlLUlRPTFUS1AghJtRwJ2Lb7XbS0tKoq6ujvb1dy09pb2+noqJCqw3T29uL1WolOzsbg8FAR0cHPT09Wi5JWVnZkInFQwVTqqqSnZ1NU1MTPp+PrVu3YjabtVkin8+HqqpkZmbicrkIBALYbDbsdjvx8fE4nU6am5u1WZrOzs4hC9QNLGbX29tLSUkJkUhEu6aoqIgVK1awYsWK46pYfDhSVE9MNxLUCCFG3dHUlRkuYVVRFEpLS+nq6qKtrQ2n00l7ezvbtm3D7XZjt9u1ZR5VVWlvb9eOBEhKSsLr9VJXV8fy5cuHTCweKpiKvafL5cLpdNLV1UVhYSGBQAC3201SUpJWjTcrK4vu7m5SU1Px+Xx0dnbi9/tZunQpt912G1lZWYf92YcqZpeRkcGbb77Jd7/7Xex2+7jU45GiemI6kaBGCDGqjrauzOESVtPS0pg3bx7btm3j/fffp6mpiWAwSGJiIoqiaP8e280TDAZJSkrSTqX2er04nU6Sk5MHbVEeLphKS0tj6dKlbN26lba2NtxuN6qqaqdSA2zZsgWXy4WqqsydO5dIJEJDQwNpaWnceeedzJ07d0RjNbCYXSgUAmDOnDkYjcajGfbjIkX1xHQhQY0QYtQcS12ZI52IvW/fPsxmM4mJifT09GC327FYLDQ1NdHb26sl48bqucQSeAEtwRcGb1E+UjA1f/58WltbOemkk8jPz8dut2vPWrp0KR988AHNzc00NTWRmprKWWedJUs2QkwwCWqEEKOib45KWVkZbrcbp9OJ2WymrKyMioqKQXVlYstUZWVlbN26lY0bN5KXl4fRaGT37t00NDTg8XiwWCyYTCb0ej2JiYnodDrsdjtNTU10dXVpW6H7Vvbt6enBYrGQmpoKDN6ifKTdP263m7KyMu29+n7f4XCQlZXFihUr+MIXvjBuS0VCiMOToEYIMSpiOSpxcXH8+9//xul0Eg6Htd07OTk5/ZZ/YstUW7Zs4cCBA3R3dxMMBtm1axfBYBCLxUJ2djZms5n4+Hi6urro6uoiPj4eo9Go7UKKFcWLbbP2eDza6xkzZpCUlDTkFuUj7f5JS0vj6quv5rXXXhv2+9dcc43MzAgxiUhQI4QYFR6Ph7a2Ntra2ujt7SUxMZFoNEogEKCuro6uri7S09PxeDzaMtWBAwdobm4mHA6TlpaG3++no6MDRVFITU1l5syZWp2a+Ph4XC4XjY2N2Gw2QqEQycnJdHR0aIXv4FBeSiQSITc3l5NOOgm32z3sFuUj7f4pKSnBYrGwbt067RRtq9Uqu4OEmKQkqBFCjAqbzaadZWS322lsbMTv96OqKgaDgc7OTnp6erBarfzpT3+ivb2dUChEOBwmPT0dRVEwGo00NzeTmJioJd/q9XpCoRBms5msrCwOHjxIR0cH8fHxRCIRreCdXq/HZDIB/wlsamtrSU9PP2wQMtzun6qqKh566CEqKyu1+jHZ2dlcdNFFrF69WpaahJiEJKgRQowqn89Hc3MzwWAQRVHQ6/Xo9XoikQjt7e1s3LiRyspK7HY7e/fu7ZevEolE0Ov1BAIBEhMTaW9vJyEhAZfLRVpaGna7nYSEBHw+H+FwGLfbjaIoZGZmkpSUhNFoRKfT4fF4SE1NpaSkhJtuumlQNd2BBu7+GS7hub6+nhdffJGcnBzKysqOauu6EGLsSVAjhBgVPp8Pq9VKZ2endj6SoiiEw2FtFgbg73//O8FgEKvVSjgc7rd12WAwoCiKlhcTDocJBoOEQiEt0ImLi8NkMhEIBLS8m9hMDxw6LNJkMlFSUkJXVxc6ne6oz4EaqsLxwIM0o9Eor7zyyoi3rgshxp4ENUKIQWIzEC6XS3t9JM3NzVRWVmqHOMbEAopIJEIkEsHpdGKz2bQk4tjSEqCdgh1L9LVarSQnJ+N2u+np6aGnp4fU1FSsViuKomjVfvtuA48VxsvMzGTv3r1Hfcr0cBWO4T8HaW7evJndu3cTDAZHvHVdCDH2ZJ5UCNFPRUUFDz30EHfffTc//vGPAXj44YepqKg47D1r1qzB5/MBh2ZcYktBOp0Ok8mEqqrauUgJCQlaNd5YETtVVeno6EBVVSwWC8FgEJPJRHx8PA6HA51OR3p6Oj/4wQ/42c9+xtKlSwmHw3g8HiKRCC6XS8vBKSkpwe/3H9Mp08MV5YuJi4vjwIEDtLe3M2fOHBITE7Wt5nPmzMHpdGozOUKI8SUzNUIIzcBcklhA8NFHH3Hw4MEhZyBiyzV1dXXo9Xpta3UsoIlEIoTDYVRVJRwOs3v3brq7u7FarVo14La2NnQ6HR0dHVitVqxWK9FolLi4ODo7OzEYDBQUFOBwODj55JOZMWMGWVlZ3HLLLVo9m9hSlsFgoLKyEqPRyKpVq476lOnDFeUDaGlpwefzHXYmp+/WdSHE+JGgRogTXN+lpj/84Q+0t7czd+5cbVcRQElJCbt37x5UPA/+s1yTlpam7UCK7T5SVXXQjEV8fDyKotDd3Y2iKDgcDtrb2+nq6kJRFFJSUsjLy6OkpETLnTGbzdhstn7LSXPnzuWGG27gtttuw+12k52dTXJyMn6/n+rqaux2O/Pnzz/qxN0jFeWrr6/HZrORlZU15P0DKxcLIcaPBDVCnMD6ntPU0dFBRUUFWVlZpKenYzKZtNovqqqSkJDAxo0b2bhxI6eddhpwKKDZsWMHBw8epKenR8uH6XtUQUxsJ1Qs+GhvbycajbJ48WKuvPJK9u3bx7PPPktGRga5ubmDZkFcLle/5aRoNMru3bspKioiFArR0dFBV1cXBoOBkpISDAYDu3bt4oILLjiqwOZIRfnS09OxWq34/f4hZ3IGVi4WQowfCWqEOEENXGqyWCzs3buX5uZmamtriY+Px2azcc455/CnP/2JUChEb28vP/7xj5k5cyYAnZ2dHDx4kO3bt/dbZhpKbBYmOTkZRVFITEzE5XKxf/9+kpOT+cxnPsPevXvZuXPnoHuHqggcmyGaO3eutu07Nqtjt9txu93HvAx0uKJ8F198Ma+88sqwMzkD+ymEGD8S1AhxAhluqQnQjinwer0Eg0F0Oh3JyckAtLW1EY1GSU1NxWQysW7dOhRFYeXKlfj9fiKRiLaNO5ZTMzC4MZvN5Ofna0GAyWRCURR8Ph8ej+eIMyQDKwL3TehVFIWkpKR+73e8y0DDFeWL5QqNtJ9CiPEjQY0QJ4iKigpeeuklduzYQXt7OwcPHiQ3NxeTyURrayttbW20t7dr5y55PB5qamqAQ8FQLDior6/HbDajKAp79+6lrq4Oo9FIKBQaMocGDgU0VqsVvV6vtcVO1LbZbNpSzZGOLeibpHykhN7RWAYaWJQv5mj6KYQYPxLUCHECqKio4L777mP37t1EIhG8Xi+dnZ24XC4qKipISUkhMTERi8VCNBqlp6eHaDSqbWtWFAWDwUAgEKC6upqCggKsVistLS34/X5MJhN+v197P71e3y/Aic1u9M3RcbvdGAwGFi9e3G+p5nAzJH0dKaF3rJeBRtpPIcT4kaBGiGkuGo3y5JNPsnXrVuDQuUg9PT2Ew2F6enpQFAWTyURycjLRaFQLXlRVJRKJAIeClKSkJHp7ewkGg7hcLu18JlVVtYJ7sQ90k8mkFdaLJQ/39vZq793Z2Uk0GuWUU07h05/+9KBAYLgZkoHXHM1y1VgYST+FEONHghohpqAjnTnU9/tdXV289dZbBAIBgsEgkUgEq9VKMBgkHA4TjUbp7OwkLi6O3t5eotGotp277+xHNBrVtmx7vV68Xi9xcXF4PB68Xi8Gg0E7YDJ23IGqqphMJu106+7ubgBSUlJYtWoV11133XEt1cgykBCiLwlqhJgkRno4Yt9t2EOdOTTw+/X19VRVVQFoJ2bHgg9AWxZqbW3tl+BrsVi0948dX5Cenq4FQS6Xi8LCQgwGg/b8mEgkoi09Wa1WkpKSuP322ykoKACguLj4iIdMjpQsAwkhYiSoEWISOFKg0ve6oU6Pjp05dP755/OnP/2JtrY28vLysFqtbNu2jVAopJ2VBOD3+wftUAoEAsTHx2s7maLRqHbYZOzcpvj4eMLhMB0dHYTDYXJzc8nMzOTgwYP09vai1+u1QyzhUEAzY8YM8vPzOe+888ZsqUaWgYQQIEGNEBPuSIFK7GiCgadHA1ptluzsbMrLy7ntttu04CRWzj8SiWiVeUOh0KD3V1UVRVFQFIX09HTsdjv79+/XlpfgUHASiUTw+/2Ew2EWLlzIkiVL6OrqIhgMkpOTQ2dnp7a9WlEUUlNTKS4upqenZ1AysBBCjAUJaoSYQAMDldiSUEJCAtnZ2VRUVPDMM8/wwAMP0NDQoJ0e7XQ6qaysxOl0Eg6HCYfDdHZ24vV6KSoqIjU1FY/Hg9PpxGKxYLPZtETd2PlMsZyXvscheL3efgXyYnVqZs6cSUtLC9nZ2eTn53PnnXdSVlamLfm0trby5z//mfr6elJTU7Hb7RgMBhobG0lLS5O6LUKIcTGlgpp33nmHn/70p+zYsYPm5mbWrl3LpZdeOtHdEuKYxari9j0csb29XQtYenp62LdvH6qqsnLlSnp7e+np6WHbtm34/X4teKitrdWK4MUOk4wl9UYiEcxmM2azWdvV1HfZyWazYTAY6O3txeVyabkyGRkZdHV1AYeK7yUmJvLJT36ST3/609qSWGzJZ/78+eTk5GhLaG1tbZKwK4QYd0cd1Fx99dV8+ctf5owzzhiL/hyWz+dj4cKFXHPNNXzmM58Z9/cXYrT1rYoLhwKazZs343K5sNlsJCYm0t3dzebNmykvLycQCNDQ0IDf7yctLQ1FUbRt1larlVAoRFdXF2lpaRgMBm1GJhwO43A4aG5u7rezyWg0kpycTFpaGhkZGXz00UekpaUxf/584uPj6enpAeDUU0/lmmuuYfXq1cPOuEjCrhBioh11UOPxeDj33HPJy8vjmmuu4Utf+hI5OTlj0bdBzj//fM4///xxeS8hDmekO5WOpG9V3ISEBHbs2EF9fT2KouByuQiHw4RCIaLRKDU1NQSDQYLBIAUFBdrMTmxbNqAdtBhLNo5tuQa0WjRGo5FgMKjl3syaNYvS0lKttkxxcTGtra00NTURHx8PwB133MG8efOO+PNIwq4QYiIddVDz4osv0tHRwR/+8AfWrFnDPffcw9lnn821117LJZdcou2WmAwCgYBWFAzA7XYDh4qPDZUweaxizxrNZ4qhTYaxrqqq4tVXX6W6uloLHoqLi/nUpz5FSUnJUT0rKyuLOXPm8NFHH9HV1UV9fT1Go1FLzI2dOh2JRMjMzKS7u5uuri7a2towm80kJiZqMzIWi4WUlBRaWlpwu92YzWYyMzO1gnfJyckUFBTQ3d2NqqqYzWZOOukkbZt1VVUVp512GjfeeCNNTU14vV6sVisVFRXaSdhibE2G3+8ThYz1+Dre8R7pfYo63JG6I7Rz505+97vf8dvf/pb4+Hj+3//7f3zzm99k9uzZx/PYI1IU5Yg5Nffeey/33XffoPbnn39e29UhhBBCiMnN7/dz5ZVXatXMh3NcicLNzc28+eabvPnmm+j1ei644AL27NnDnDlz+MlPfsItt9xyPI8/bnfccQe33nqr9trtdpOXl8e555572EE5WqFQiPXr13POOedMqpmq6WgixzoajfLwww/z0UcfUVJSMqja7s6dO5k5cybf+MY3hlyOGm6GZ+7cufz1r3/llVdewe/3o9frtYMfLRZLv7oxJpOJpKQkFEXBarWycOFCHA4HwWCQ7du3097eTl5eHitXrqS1tZXGxkYcDge33nor8fHxeL1e2tra2L59O3v37tX6UVJSwoUXXjhopkl+t8eXjPf4kbEeX8c73rGVliM56qAmFAqxbt06nnnmGd58800WLFjALbfcwhe+8AXtNNw//vGPfOMb35jwoCa242Mgo9E4Jr/EY/VcMdhEjHVtbS3l5eVkZmZqhzW6XC5aWlqoq6ujq6uLDz74gNraWpYsWdKvcN6ePXt48MEHtaCjqKgIv9/PW2+9xf/+7/9it9u1pSSv16udmRRL1NXr9QQCAS3IcblcGAwG5s+fj9VqJRqNkpiYqP2zqqoKi8XCypUrh9x99IlPfOKocoLkd3t8yXiPHxnr8XWs4z3Se446qMnKyiIajfL5z3+erVu3ctJJJw265rzzziMpKeloHy3EpOZyuejo6MBqtdLe3k5jYyONjY20t7cTiURISEjAbDZjs9n6Fc6LRqPccsstVFVVYbPZaG1txeFwUFxcjNvtxul0YjKZsFqtxMXFoaqqduBkbDt2rL5Meno6ycnJWgKx1+uluroai8XCqlWruPjii7HZbEcMViShVwgxHR11UPPwww/z2c9+FovFMuw1ycnJ1NTUHFfHhuL1etm3b5/2uqamhg8++ICUlBSpVirGTDQa5V//+hd/+MMf+Oijj9i9ezder7ffuUhGoxGPx4Pf70dRFObMmUN5eTlPPfUUbW1tVFVVkZqaSnx8PKFQiNraWvbs2YPf70en01FTU0NiYiJGo5Hs7Gzq6+u12aDYkpTNZsNkMgGHdjKlpKRwyy23kJycLNunhRCCYwhqvvjFL45FP0Zk+/btnHXWWdrrWL7Ml770JdasWTNBvRKT3fFsv96zZw8///nP+ec//0kgENCOCojVfgkGg1qxu1jdl+rqagoLC8nJyWHDhg3YbDZsNhvx8fHa4ZF+vx+Px0M0GiU1NRW/3080GsXtdhMMBgmFQuh0OqLRKDqdDpPJhKIo1NfXEx8fT1JSEmlpaSQnJzN//vwxHkEhhJgaplRF4VWrVnGcm7XECWakB0UO5dVXX+UHP/gB1dXVhMNhbcdcrCpvrDZM34ThSCRCZWUlxcXFJCYm0tnZSWFhIR6Ph1AohMlk0o42SEhIoLu7m0AggNFoJCcnB6fTSVdXlxbU6HQ6rFartm27t7eX+Ph45s6dC6DlsQkhhJhiQY0QR2OkB0UOZc+ePfzwhz+krq4Og8GgHdTo8/mIRqP9gmtVVbXkt2g0Sk9PD1VVVVpZg+zsbFwuF83NzSQkJOD3+zGbzdpRBn6/n/T0dCwWC4mJiXR0dJCXl0dLS4u2lBUKhbQcm3A4jNPp5PTTT5dlVyGE6EMW4MW0NPCgyMTERPR6PYmJicyZMwen08nLL7+szbYMvHfNmjW0tLSQnp6OoigYDAYMBkO/3XSxrdc6nU77fmxZq729nYaGBlJSUjAajZSWlhIXF6fN0uh0OoLBIDqdTgtwYoUiw+EwPT09ZGdnk5WVRUdHBwBxcXEYjUa6urqIj4+XQyKFEGIAmakRk9LxHkMw1EGRMYqikJubS0VFBXV1dYN2AcXuNZvNWCwWdDodkUhEC1pir+HQNsNQKEQkEtHadTodPp+P9PR0TjrpJBoaGpgzZw5Lly5l586d2mnakUiE9PR0Tj31VNra2nA6nbhcLgBSUlJYtmwZgHa4ZSwHJy0tjeuuu04OiRRCiAEkqBGTzuHyYGbNmjWiZww8KHIgm81GY2Ojdi7SwHuj0agW0MTFxeH1evvNykQiEaLRKNFotF+uDRwKdBwOB9dddx05OTn86le/ory8nNzcXFatWqUdSpmTk8Ppp59Oeno6xcXFdHd3U15eTn5+PmlpaTgcDhRFweFw4HK56O3tpa6ujpUrV7J69epjHF0hhJi+JKgRo+54ZlmOlAdz/fXXj+h9XS4XZrMZn883ZPVon8+HxWIZMtE2ISGBlJQU7Zyl1NRUAoEAfr8fk8mkHQipKAqKoqDX6zEajSQmJqIoCnFxcXzuc5/TTrS+8cYb+wVpubm5GAwGkpKSMJvNhMNhfD4fTU1NzJo1iwsvvJDXXntNC4Ri+TwdHR0UFBRw2WWXybKTEEIMQYIaMaqOZ7fRwDyY2LJRLA9mz549PPfccyxbtoy6ujoKCwu1D/eB72s2m2ltbaWtrY1ly5b1W4JSVZWGhgYWLVo0ZKJtfn4+ZWVltLW1acFMWloaLpdLq/ZrNBoxm80kJCSQnJysJfxGo1FOPvlkLr/8cq1vZWVllJSU9Av0fD4fr7zyCpWVlTQ2NmKxWFi0aJFW/XfmzJnazzPU94UQQgwmQY0YNcez2wgOnwfjdDppbm5mz549LFu2jPvvv59Zs2Zx2WWXEY1GeeCBB7QjCPLz8/H7/bS1tdHQ0MDmzZuZM2eO1p+GhgYcDsewibY6nY7LLruM+vp64NBxG263WwtksrKy+K//+i+cTifvvPMOnZ2dwKE8mFWrVg2Z7zJUBd+ysrJhZ7SGCoSkuJ4QQhyeBDViVBxplqW8vJyXX36ZkpKSYT+Yh8uDaW9vZ8uWLfh8PgyGQ7+yqamp7Ny5kw8//JD6+noOHjyIxWKhvr6erKwsSktLKSkpwel00t7eTm1tLQaDAavVOqIZj7KyMm3ZqKKigs7OTnQ6HWVlZXzpS19i7ty5RKNRamtrqa6uBqC4uJgZM2aMOPA40lEFcpSBEEIcHQlqxKg4nt1GMQkJCVgsln55MKqqUllZqdV2ie06io+PJy0tjbVr19LV1YXVatUSdVtbW/nwww9RFEWrAuzxeFi6dClXXXWVlutyJEeaLdHpdBQVFVFUVHSswyaEEGIUSVAjjspwScDHs9soJj8/n9LSUnbu3KnN9rhcLhoaGvD7/bjdbux2OwCbNm2iubkZj8dDOBzGZDJhsVjo7e3F5XIRiUQwGo2kpKQQCAQIBoNs2rSJcDhMTk7OiPNSZLZECCGmDglqxIgdLgl4qFmWvg632yimby5LbOdPY2MjLS0t2tbp3NxcAOrr6zlw4ACKomj1YYLBoBbQqKpKKBTC4/FgNpvJzMzE4/GwZ88eXnrpJe644w7JTxFCiGlG/lYXAFp+yK5du6itrR1UaTeWBLxz504cDgclJSU4HA527tzJr371K3w+H6Wlpdrp0n3FdhuVlZUdsax/LJfl5JNPxul08tFHHxEOh0lKSiI/P5/4+HgArQJvIBAgGo3icrlwOp3aAZOx943N0kSjURITEwmHw+zYsYO6urpRHD0hhBCTgczUiCNuwx5JEvC6deu45JJLqKurY9u2baSmpmK32zEYDDQ2NvbbbXSkOjaxXJaNGzfS1dWlnZcUK3IHaEcHqKqK2WwmGAxq+TZ9xc5Xcjqd5Obmauc3HW4ZTAghxNQkQc0JbiTbsK1W64iSgE855RQsFou29RoGb3MeaR0bnU6H3W4nLi6OU045hW3bttHe3k5qaipw6DRsRVG0wyWHO71dURRUVcXtduP1elFVFZvNJqdbCyHENCRBzQlspNuwL7jggiMmAVdUVPDUU0+hqiqrVq0iHA7T3d1NR0cHPT09wMgCqL67jWJVga1WK0uXLqWyslKboYnVjOnt7SUcDgOHDpjsO1sTq/QbCoUIBAK0t7eTnJzM4sWL5XRrIYSYhiSoOYGNdBv26aefjsVi0WY6AoEAZrMZu92Ooih4vV5aW1vR6XSccsop2rNSU1MpKiqivLycl156CeCwAdRTTz1Famoq1dXVQ1YFXrlyJQcPHgTQCuz1nbEZmAcUm8FRFIVwOIzX62XFihV8+tOfliRhIYSYhiSoOYGNdBt27Cyk9evX9zuxOpYwXFNTQzAYJDU1FZfLpQU78J/gaMeOHQDMmDFjyADKarXy2muvMWvWLEpLS7VZnIFVgWNbujs6OlAUhcLCQnp7e2ltbSUQCKDT6VAUBYPBQDgc1hKHTSYTWVlZfPWrX5VjBoQQYpqSoOYEFEvUra+vx+12U1NTg8Ph6BeMwH+2Ybe3t9PS0kJPTw96vZ7k5GTg0ExPdXU1VqsVr9fLjh07tBOqS0tLSUtLA9AClFg+y0CqqlJfX4/f7yc/P1/bEp6YmMiyZcvYvHkzcGiWJ7a8FDsQMj09HUVRMJlMHDx4kGg0itVqxW634/F4sFgsJCYmsmTJEkKhEBkZGWM6tkIIISaOBDUnmFii7pYtW9i/fz+NjY1Eo1EyMjLIy8vTgpHYNuyTTjqJN954g87OTk477TQaGxvp6OggHA6j0+nw+Xzo9XrsdjsJCQnodDqam5txuVwsXbqUtLQ0fD6fFswMVcfG5XLR0tJCYmIiFoul3/cURWHOnDk4nU6+9rWvkZCQQG1tLUuWLGHDhg3aDiqbzYbJZEJVVYxGIz6fD0VRKCoq4uSTT8ZkMtHR0SEJwkIIMY1JUDMNDbdlOpaoe+DAAZqbm4lEImRlZdHc3Kwt33R1dTFv3jxtVmb//v1s2LABg8FAa2srKSkpFBUVYTAY2L9/P+FwmLi4OBISEuju7iYtLY20tDTa29uprKwkNTWVhoYGFi9ejKqqbNy4kfz8fCwWizYz1Nvbi9frZfbs2dryUl+xZTC73U5paSm1tbV8+9vfprm5maqqKgKBAAaDgfT0dOBQLo/T6SQrK4tPfOITKIpCeXn5sKdyCyGEmB4kqJnEjlTPZSjDbZm+5JJLeOWVV2hvbycUChEOh7WlG5vNxsGDBwkEArS1tbFr1y7OPPNMWlpaaGho0AIGr9fLnj17iEQixMfH43a7iY+PR1EU5s6dSzAYpL29ncTERBISEmhqamL79u0UFBSwcOFC/vGPf7Bv3z527dpFfHw8mZmZ5OXl4XQ6sVqtQyYsw9DViEtLS3n44Yd58MEHaWtrIy8vD4PBwKZNm2hqaiIlJYX58+fj8XiOeCq3EEKI6UGCmklqpPVcBt4z3Jbp8vJyPB4Pqamp7NmzB5PJpO1istlsFBYW4na7KSkp0RJtI5EIZWVltLa24vV6aWtr03YUhUIhbeeT3+/HZDJp265jlX39fj+zZ8/mnHPO4bXXXsPpdLJ8+XLq6upobW1l7969NDY2csEFF1BcXExjY6O2WykmtgwWm2Xpu2V77ty53HXXXdo4eTweCgsLycrKwmKx0NnZicViGdGp3EIIIaY+CWomoZHUcxn4AX2kmjObNm2ipqaGpKQkmpqaMBqN6PV64uLicDgcWK1WdDod6enpNDY2UlVVxezZs0lISCA1NZXdu3ejqipxcXFEIhF6e3u1nVB6vZ7GxkZWrlzJypUrcblcdHR04PP5+Na3vsWf/vSnfv2aMWMGLpeL3t5e6urqSEtL49JLL+XRRx/VznyK/cwDZ1kGVg0e6iTt3NxcGhoajmqGSwghxNQnQc0kM9KCeCUlJf0+qI9UcyYhIYHW1lZ6e3u1wnWxmZZAIEBaWhoGg4FQKERvby/BYJBQKARATk4OH374IaqqEolEtKMOYrKysnA6nbhcLpKSkrDb7TQ2NnLKKaeg0+kG9UtRFJKSkgCwWq1UVVVhs9m48cYbtVmXxsbGEc+yDHWStpysLYQQJx4JaiaZkRbEq62tRafT4fF4sNlsVFZW0trait1uH3IJJ1bXxWAwkJCQgNfrJS4ujri4OPx+P83NzRQWFrJt2zZUVcXr9dLc3Exqairp6ekkJSURiUTwer1asFNUVKRV641Go/j9fhRF6Te74vP5RlQLx+PxMH/+/EGzLjLLIoQQYqQkqJlkRlIQr6KigkceeYSuri7a2tq0nUtOp5O9e/eSkZHBzJkzSUhIwGw2o6oqzc3N2tJRKBQiEongcrm0YwRiSclWq5X58+eza9curZpvdXU1qqpq260jkQhWq5WkpCSysrI4ePAgzc3NNDY2kpqa2m92pba2FovFMuRWbhicBDzUrIsQQggxEhLUjJNoNEptbS3V1dUAFBcXM2PGjEGzEAkJCYcNAurr6zlw4AA6nU7bOt3V1YXH48Hv9+N2u2lqauKDDz4gLS2N5ORk/H4/Bw8e1KrthkIhVFXtV303tgvqlFNOYe/evSiKQlxcnFaVt6enB6/Xqx0GmZ6eTmtrK263m9TUVC6//HK+8IUvYLfb+82u5OfnU1pays6dO/stp8HgJGAhhBDieEhQMw4qKip48sknefvtt+ns7AQOnV595pln8rWvfa1fvsjhgoBoNMqOHTswmUwsXryYjRs30t3dTTAYRKfTodfrtQReVVXp6uoiGo3S0tJCNBolLi4OVVW1nU16vZ709HTC4TBut5sFCxbQ1taG3+8nNzcXv9+P0+mktbUVOLT8FYlESE9Px263EwgEaGxsxGAw8KUvfYm5c+cO+tl1Oh2XXXYZ9fX1R0wCFkIIIY6HBDVjrKKignvvvZdNmzYBh4IZk8lEV1cX69ato6Wlhe9///vYbDYtj+Siiy5iz549bNq0idzcXLKysvD7/VRVVREMBlm+fDkej0erORMKhTAajfT09KAoChaLhVAohN/vJxAIoNfr0ev1BAIBLUk4djClx+PBbrej0+loamrC7/drRfFsNhs6nQ63243JZCI5OZmenh6CwSAdHR0YDAYKCgpwOBzDLpfBoR1Kx5oELIQQQoyUBDWjKBwOs2XLFlpbW8nIyODUU0/liSee4K233tIq9Pr9fhISEnA4HNp5STfffDOZmZkEAgECgQA9PT2Ew2Ha29vZt28fNpuNoqIiZs+eTTQaJT8/H6fTSU9PDx6Ph1AohMfjIRgMAoeWdRISEvD5fAQCAZKTk/vN3MQSifV6PV6vl+TkZBwOB62trdqZSjGRSEQ7EDItLQ2v18vJJ59MYmKiVuNm7969eDyew47NUFuvJQlYCCHEaJKgZhRdfvnllJeX09vbi16v12rC+Hw+rcZKLD/F5/ORnJxMe3s7brdby6X56KOP6OrqIjk5mTPOOINIJEJ9fT0JCQlceOGFdHV14fP5MJvNWg5NLEiJ/TMQCBAOh7U2vV6vBTFGo1ELVODQ8tDs2bMJBoNUVlYSHx9PKBTCbDYDoNfrtQrCiqJgNBpJS0vTAh+XyzWo2u9wJAlYCCHEWJKgZhS88cYbAOzevVvbWdTT00NzczPRaBSdTkdcXJyW6xIOh3G5XHg8HsLhMOFwmG3bttHV1UU4HMZisdDc3Mw///lPzjvvPJYvX055eTnbt2+nuLiYDz/8EJ1OR3t7u1YvJhakANoOp9j7ud1u7f1tNhsGg4FoNKodl5CTk0MkEqGxsRE4dBp2ZmamNgMUHx+PwWDA4/GQlZWlnc8kib5CCCEmE5n7P07hcJgnnngCODQTEQqFtBmRmGg0SiQS0WZOYkFHb28v4XCYUCiE2+3W6r+Ew2GMRiNOp5P33nsPp9NJbm4ulZWVLFu2DJ1OxxtvvDGoui4cCjSi0aj2XkajkWAwqOXFxBKEDQYDgUCAlJQUcnJy8Pv9XHjhhZx//vkoikJNTQ0ul4uMjAyWLFkCQCAQIDc3V9sOXl5eLom+QgghJg2ZqTlOmzdvZv/+/QBaJV6/3084HO5XdTcYDKKqKsFgsF87HJpZ8fv96PV6TCaTNntjNBrx+XxaMNPY2EhaWho2m41oNKolAIfD4X4zNTFGoxGHw4HT6dSCGb1ej8vl0maE5s2bR2VlJQ6Hg+uuu46SkhIuuugi1q1bR0NDA3q9HqvVyiWXXIKqqnR2dlJdXS2JvkIIISYdCWqOU6zwHaDtRDIYDIOCjEgkMuTMSux7sSWh2JbrYDCIwWDAYrFQX19PamoqZrNZ2/XkcDhwu90YDIf+CH0+Hz09PdqBk7EcmsTERBwOB21tbXg8HgwGAzqdjoSEBGbOnIndbqesrKxfcHL22WezevXqQUm9gCT6CiGEmLSmXFDz2GOP8dOf/pTm5mbmzp3LL3/5S04//fQJ609GRgZ6vR44tGwU+5DX6XSDzkg6nHA4rM26xKr8BoNB2tvbtV1OCxYs0PJo4uPjCYfD9Pb2EhcXpyX06vV6LbCaPXs2Z555JklJSYRCITZt2sRFF13EkiVLyM7OpqenZ9jgZLikXkn0FUIIMVlNqaDmhRde4Oabb+axxx5jxYoVPPnkk5x//vmUl5dPWKLqsmXLtMTZSCRCIBBAUZQRBzWx3JfY/QaDgZ6enn736XQ67T1efPFFbQYmtswVW7qK7bCKRqMkJCRw2mmnkZycDEBPTw95eXl8+tOflsBECCHEtDSl1g5+8YtfcO211/KVr3yFsrIyfvnLX5KXl8fjjz8+YX3au3cvlJZydUICvt/+lsjll6MmJPTLqYnN5PQVWx6KbbeOiSX56vV6zGYzgUAAh8PB6tWrWbZsGb29vQQCAWw2G8nJycTFxWGxWIhGo0SjUYLBIFarlbPOOov09HTgP7uUysrKZJeSEEKIaWvKzNQEg0F27NjB7bff3q/93HPPZePGjUPeEytmF+N2u4H/5L4cr2g0yssvv0zrsmV063SQkQFf+xrhr31Nu8ZQWUnC+vWEN2wg+vFp1rHdR7Ecm9iOKEVRMJlMWoKvqqrYbDaWL19OWloacGj5p7a2FpvNhslkIiEhAY/Hg9frxWw2E41GmT17Njk5OdrJ2U1NTWRkZHDRRRcdNrdnKoj9uY3Gn584Mhnv8SXjPX5krMfX8Y73SO9T1KG2zUxCTU1N5OTk8O9//5vTTjtNa3/ggQd49tlnqaqqGnTPvffey3333Teo/fnnnycuLm7U+uZSFG6Mj8c1wqTZlcEgFwSDlEUiKEe+XAghhDih+f1+rrzySlwu15CHPcdMmZmamL5LNYC202cod9xxB7feeqv22u12k5eXx7nnnnvYQRmJqqoqHnjgAbZu3UpBQQHP3ngj3/nOd+js6oJ58wh/6lN0L1o05L3vmUy8ZzL9pyEYJPGf/6Rw1y5yFEU7CiE7O3vQz+Z2u+ns7OSuu+4iNzeXhoYGvF4v8fHx5Obmank8Q7VPB6FQiPXr13POOef0qwUkxoaM9/iS8R4/Mtbj63jHO7bSciRTJqhxOBzo9XpaWlr6tbe1tZGRkTHkPWazWSv335fRaDyuX+JoNMq6devo7u4mLi6OcDis9TEYDNK5Ywfm3bspSUnBYrFw0uLFVKanc2D+fNqzswc/0GTCff75fHj++Xz4cZPN5eK09nZObmnB+vHzVVXl4MGDLFq0iMLCQnQ6HTNnzhyyj8O1TxfH+2cojo6M9/iS8R4/Mtbj61jHe6T3TJmgxmQysXjxYtavX89ll12mta9fv55LLrlkXPtSV1dHZWUlJSUlBAIBOjs7AbDZbOTn55OUlITX6yUzM5NTTjmFlpYWTgsE+GR1NVV//StvvfUWHlUlet55BC+8kOgQQZnPbme93c76WbO0NkdTEyeZzVx4ySXTZuZFCCGEGC1TJqgBuPXWW/niF7/IkiVLWL58OU899RR1dXV8/etfH9d+eDweent7iY+Pp7S0lJ07dwKHKgrDoQCst7eXjIwMVq5cyXPPPYfNZgOgpKSE5ORkPvjgA5ybNxPduJFQKMSll17KJ7/yFdZbrTza2EhoiFQnZ3Y2/8jOZmFbG7S1AfD59HRuyMlheWLisMtwQgghxIlgSgU1V1xxBR0dHfzgBz+gubmZefPm8frrr1NQUDCu/YidqO3z+UhLS9PORurt7cXn8xGNRnE4HHz1q19l1qxZvPjii/h8Pi2PJz09nXPOOQeXy0VHRwc+n4+bbrqJoqIizgd+8fHsTCQS4S979/K7zk7eDAaH7Mv/tbXxfx8HOABWnY4bcnL4RnY2hVbr2A6EEEIIMYlMqaAG4Jvf/Cbf/OY3J7QP+fn52gzNnDlzcDgcAJx++un4fD7q6upYsWIFq1evBuh3bWw2RVEU7HY7jY2NnHLKKUMWxNPr9VxRWsoVfdqC0SgvtbfzaGMj/x4icaonGuWn9fX8tL5ea5tttXJDTg5fyszEbphyf+RCCCHEiMgn3DHQ6XRcdtll1NfXU15ers0UKYpCR0cHBQUFfPrTn9byXvpem5ubi81mw+fz0dDQcNSnXJt0Oj6XkcHn+uThdIRCPNPczKONjRzsU5cnZm9PDzft28dN+/ZpbauSkrg+O5tLHQ4Mkp8jhBBiGpCg5hiVlZVx4403snbtWvZ9HCx0dnYOeXJ132srKytpbGwc1VOuU41Gvp2fz7f7VAuu9vt5rLGRRxsbGarU3obubjZ0d/dr+8LH+TlLJT9HCCHEFCRBzXEoKyujpKSEmpoadu/ezV133aVttR7u2vE65bo4Lo5fzp7NL2fPBg5tB3+7u5tHGxt50ekc8p7n2tp4rk9+ji2Wn5OTQ4HFMib9FEIIIUaLBDXHSafTkZ+fz+7du48YpAx38vV4UBSFVcnJrPr4gEuAQDTKix/n52waIj/HF43y4/p6ftwnP6fk4/ycqzIzSZT8HCGEEJOIfCqdwMw6HVdmZHBln/wcZzDI71paeLSxkfoh8nOqenr41r59fKtPfs7qpCSuz8nh4tRUyc8RQggxYSSoEf04TCa+k5/Pd/rk51T6fDzW1MSjjY0MdVDYv7q7+deA/JwvZmRwQ04Opx7ncRRCCCHESElQI46o1GbjV7Nn86s++TlvfZyfs3aY/Jz/bW3lf1tbtdcJej035OTw9exs8iU/RwghxBiQoEYcNUVRWJ2czOo++Tm9kQh/am/n142NbPV4Bt3jiUR4sK6OB+vqtLayuDhuyMnhixkZJEh+jhBCiOMknyRiVFj0eq7KzOSqzEytrT0Y5OmP6+c0DlERucLv5/q9e7l+716t7ZzkZK7PyeFTqanoZVu5EEKIoyBBjRgzaSYTtxcUcHufYyzKfT4ea2zk101NQ96zvquL9V1d/dq+9HF+zhLJzxFCCHEYEtSIcTXHZuPR4mIeLS4GDuXn/LOri0cbG3mlo2PIe55tbeXZPvk5cYmJ3HjwINfn5pIr+TlCCCE+JkGNmFCKonB2Sgpnp6RobT2RCC+0tfFoYyM7vN5B9/gVhYcaGniooUFrm/txfs7/y8ggXvJzhBDihCR/+4tJx6rXc3VWFldnZWltrcEgv21u5tcNDTSHQoPu2eP38429e/lGn/yc85KTuSEnh/MlP0cIIU4IEtSIKSHDZOKuggK+k53N66+/zgUXXEBVIMBjTU08Pkx+zt+7uvj7gPycazMzuT4nh5MTEsaj20IIIcaRBDViypoXH89jxcU89nF+TlRV+cfH+Tl/HSY/5+mWFp5uadFeJxsM3JCTw9eys8kxm8el30IIIcaGBDVi2tApCuempHBun/wcfyTCHz/Oz9k5RH5OVzjMDw8e5IcHD2pt8202bsjJ4QsZGdj0+nHpuxBCiOMnQY2Y1uL0er6clcWX++TnNAcC/Ka5mV83NtI2RH7OLp+Pr1VX87Xqaq3t/JQUbsjJ4ZMpKegkP0cIISYlCWrECSfLbObuGTO4u8+J6R95vTzW2MiTzc1D3vO3zk7+1tnZry3DaOT3ZWX9ZoaEEEJMHAlqhAAWxMfzREkJT5SUAIfyc97s7OTRxkZeGxDMxLSGQpz30Uf92s6023mqpITiuLgx77MQQoj+JKgRYgg6ReGTqal8MjVVa/NHIjzf2sqjjY186PMNed/bLhclW7f2a/tGdjYPFhVhl/o5QggxpuRvWSFGKE6v5yvZ2XwlO1trq/b7+Vp1NRu6u4e97/Ehtp3/z6xZfCMnR+rnCCHEKJKgRojjUBwXx1snndSv7e+dnVxdWUnLEId4xnxr3z6+tW+f9jrbZOL3ZWV8os/J50IIIY6OBDVCjLLzUlJoPu007XVEVXm0sZGb+wQxAzUFg5z94Yf92s5OTuaJ4mJmWq1j1lchhJhOJKgRYozpFYWbcnO5KTdXa+sKhbj9wAGeGma3FcA/urqYtWVLv7YbcnK4v7CQRMnPEUKIQeRvRiEmQLLRyJMlJTz58W4rgEqfj+uqq3nX5Rr2vkcbG3m0sbFf22OzZ/O17GypnyOEOOFJUCPEJFFqs/HOySf3a3uto4OrKytxDlEkMOabe/fyzT4HeeabzTxbWsoqyc8RQpxgJKgRYhK7MDWV9hUrtNfhaJRHGhv59v79w95TFwhw1oD8nPOSk3m8uJhCyc8RQkxjEtQIMYUYdDpuy8vjtrw8ra0zFOI7+/f3O6hzoL93dVE0ID/nppwcflRYSLzk5wghpgn520yIKS7FaOS3paX8trRUa9vj8/HVqio2ud3D3vdIYyOPDMjPebK4mK9kZUl+jhBiSpKgRohpaK7NxsZFi/q1rXM6ubqykq5weNj7Bh7kWWg28xW9ngvGrKdCCDF6JKgR4gRxscNB58qV2utQNMrDDQ1898CBYe+pCQS4Kz6eu/79b63tgpQUHisupsBiGdP+CiHE0ZKgRogTlFGn4zv5+XwnP19rcwaD/PeBA6w5TH7O652dzNi8uV/bt/PyuHfGDGx6/Zj1VwghjkSCGiGExmEy8UxpKc98nJ8TCoV47I03eC4ri21e77D3/ay+np/V1/dr+21JCV/OzESR/BwhxDiRoEYIcVgzolH+vXAhRqNRa3u5vZ0vVVbijkSGve8rVVV8papKez3LamVNaSkr7PYx7a8Q4sQlQY0Q4qhdmpaGKy1Nex2MRvl5fT131tQMe8++nh5W7tzZr+3i1FQenT2bPMnPEUKMgikT1Nx///289tprfPDBB5hMJrq7uye6S0KIj5l0Ou4oKOCOggKtrS0Y5Lb9+/lDa+uw963r6GBdR0e/tu/m5XH3jBnESX6OEOIoTZmgJhgM8tnPfpbly5fz9NNPT3R3hBBHkG4y8b9lZfxvWZnW9oHHw1eqqthxmPycH9fX8+MB+TnPlJTwJcnPEUIcwZQJau677z4A1qxZM7EdEUIcs5MSEti+ZIn2WlVVXvw4P8cfjQ573zVVVVzTJz+n5OP8nGWSnyOE6GPKBDXHIhAIEAgEtNfuj6urhkIhQoc5IPBoxZ41ms8UQ5OxHl/jMd6XJCfTvXy59joYjfKzxkburasb9p6qnh6WD8jPuSQlhV8WFZFjNo9ZX8ea/H6PHxnr8XW84z3S+xRVVdVjeocJsmbNGm6++eYR5dTce++92gxPX88//zxxcXFj0DshxFjoVhSetlh412Q6qvs+29vLZwMBju4uIcRk4/f7ufLKK3G5XCQmJg573YQGNcMFHX1t27aNJX2mq48mqBlqpiYvLw+n03nYQTlaoVCI9evXc8455/Tb9ipGn4z1+JrM473T6+W6ffv40Ocb8T064HezZ/P5tLRJmZ8zmcd7upGxHl/HO95utxuHw3HEoGZCl59uuOEGPve5zx32mhkzZhzz881mM+YhpqKNRuOY/BKP1XPFYDLW42syjvepycl8cMop2mtVVflTeztXVVQQHOb/1aLA1Xv3cvXevVrbnLg41pSWcsoo/o/O8ZqM4z1dyViPr2Md75HeM6FBjcPhwOFwTGQXhBDThKIoXJGezhXp6VpbbyTCQ3V13Hfw4LD3lfv9nPr++/3aLk9L41ezZpE1hfNzhDgRTZlE4bq6Ojo7O6mrqyMSifDBBx8AMGvWLOLj4ye2c0KIScmi13NvYSH3FhZqbc2BADfv28ef2tuHve8v7e38ZcD37y4o4M6CAsw63Zj1VwhxfKZMUHP33Xfz7LPPaq9PPvlkAN566y1WrVo1Qb0SQkw1WWYzL8ydywt92ra53VxbVcWuw+Tn/ODgQX7QZ8bHqCj8vrSUK9LTJ2V+jhAnoikT1KxZs0Zq1AghxsQpiYl8NCA/5//a2riqooLhTrcKqSqfr6jg8xUVWtsCm41nSktZlJAwxj0WQgxlygQ1QggxXhRF4cqMDK7MyNDaeiIR7j94kPsPUz/nI5+PxTt29Gu7Ii2NR2bPJuMot6MLIY6eBDVCCDECVr2eHxUV8aOiIq2tMRDgpr17edHpHPa+F9rbeWFAfs59M2bw3fx8yc8RYpRJUCOEEMcox2zmL/Pm9Wvb7HLx5aoqKvz+Ye+7p7aWe2prtddWnY7fl5ZycVLSGPVUiBODBDVCCDGKltntlJ96qvZaVVX+0NrKVZWVw97TE43y2fLyQy/sdvj3vzk5Pp7flZRwkuTnCDFiEtQIIcQYUhSFL2Zm8sXMTK3NH4nww4MHeegw+Tk7vV5OHpCfc2V6Og/PmkW65OcIMSQJaoQQYpzF6fU8WFTEg33ycxp6e7m+upp1nZ3D3vd8WxvPt7X1a/tRYSH/nZeHSfJzhED+KxBCiEkg12LhL2VlvOxyEVyxAnXVKv598skUW62Hve97NTWY33kHZcMGlA0bSHj3XdYeprCgENOZzNQIIcQkdZrdTtXSpdprVVV5tqWFa6qqhr3HG4nw6T17+rWdkpDA0yUlzJfq62Kak6BGCCGmCEVRuDori6uzsrQ2XyTCfbW1/LS+ftj7tnk8LNi+vV/bVRkZ/HzmTBySnyOmEQlqhBBiCrPp9fxk5kx+MnOm1lbX28sNe/fy146OYe/7fWsrv29t7df2YGEht+XlYZT8HDFFSVAjhBDTTL7Fwrr58/u1vdvdzTWVlezv7R32vjtqarijpkZ7bdfr+X1ZGRc7HGPWVyFGkwQ1QghxAjg9KYl9y5Zpr6OqyjMtLXzlMPk5rkiES3bv7te2PDGR35aUMMdmG7O+CnGsJKgRQogTkE5RuDYri2v75Od4w2Huqa3lFw0Nw963ye1m7rZt/dquyczkZzNnkmI0jll/hRgJCWqEEEIAEG8w8PNZs/j5rFlaW21PD9fv3cvrh6mf80xLC8+0tPRr+0lREbfk5mKQ/BwxjiSoEUIIMawZViuvLVjQr21DVxfXVFVRe5j8nO8cOMB3DhzQXqcYDPy+rIwLU1PHrK9CSFAjhBDiqKxKTqZmQH7Ob5qb+Xp19bD3dIbDfGrXrn5tK+12flNcTKnk54hRIkGNEEKI46JTFL6Wnc3XsrO1Nk84zPdraniksXHY+95zuSgbkJ9zXVYWPy4qIknyc8QxkKBGCCHEqEswGPjl7Nn8cvZsrW1/Tw/fqK5mfVfXsPc91dzMU83N/dp+MXMmN+bmoleUMeuvmB4kqBFCCDEuZlqtvLlwYb+2f3V1cXVlJfWBwLD33bp/P7fu36+9TjMa+X1pKZ+U/BwxgAQ1QgghJszq5GTqli/XXkdUlSebmrh+795h72kPhTh/QH7OmXY7T5WUUBwXN2Z9FZOfBDVCCCEmDb2i8M2cHL6Zk6O1ucNh7qqp4dHD5Oe87XJRsnVrv7ZvZGfzYFERdoN81J0o5E9aCCHEpJZoMPA/s2fzP33yc/b6/Xy9upp/dXcPe9/jTU083tTUr+1Xs2b1C5jE9CJBjRBCiClndlwc/zzppH5t6zs7ubqykqZgcNj7bty3jxv37Tv0wm4nc+tWfl9WxjkpKWPYWzFeJKgRQggxLZyTkkLjaadpryOqymONjf8JYobQEgpx7kcf9WtbnZTEk8XFzJL8nClHghohhBDTkl5R+FZuLt/KzdXaukMh7qip4YkBy1J9/au7m9kD8nNuyMnh/sJCEiU/Z1KTQzmEEEKcMJKMRh4vLia4YgUvu1wEV6yg8tRTOdNuP+x9jzY2Yn/vPZQNG7SvxxobiarqOPVcjISEnEIIIU5oJXFxbDj55H5tb3R0cHVlJa2h0LD3Xb93b7+t57lmM8+WlrI6OXnM+ioOT4IaIYQQYoBPpqbSsmKF9jocjfJoYyO39CkCOFBDIMAnPvywX9s5yck8UVxMkdU6Zn0V/yFBjRBCCHEEBp2Om/PyuDkvT2vrCoX47oED/GbAsQ59re/qYuaWLf3absrJ4UeFhcRLfs6okxEVQgghjkGy0chTJSU8VVKitVX4fFxXXc17Ltew9z3S2DjooM8ni4v5SlYWOjnf6rhIUCOEEEKMkjKbjXcH5Oe86nRydWUlHeHwsPd9rbqar1VXa68LLRbWlJZyRlLSWHV1WpKgRgghhBhDn3I4cK5cqb0OR6M80tjItw+Tn1PT28uZH3zQr+2TKSk8UVxMgcUyVl2d8iSoEUIIIcaRQafjtrw8buuTn9MRCvGd/fv5XUvLsPe90dnJjM2btdenJCRwQ04O/5WWhkWvH9M+TxUS1AghhBATLNVo5OnSUp4uLdXadnu9fLW6ms1u95D3bPN4+FJlJV+qrNTaLnM4uCEnh7OSklBOwPwcCWqEEEKISWhefDybFi3q17bN7ebXjY0829o65D1rnU7WOp3aa4VD1ZCvz8mh5AQ49mFKVBSura3l2muvpbCwEKvVysyZM7nnnnsIHubQMiGEEGK6OSUxkTVlZairVqGuWkXojDN4ed48zh6m4J8K/E9jI6Vbt2qVkPM3beLHdXU4p+Fn6JSYqamsrCQajfLkk08ya9Ysdu/ezVe/+lV8Ph8/+9nPJrp7QgghxIQw6HRc4nBwicOhtXnCYf63tZVHGxup8PsH3VMfCHD7gQPcfuCA1rb04/ycz6anY9ZNifmOIU2JoOaTn/wkn/zkJ7XXRUVFVFVV8fjjj0tQI4QQQvSRYDDwzZwcvpmTo7XV9fbyRFMTjzY24olEBt2zxeNhS2UlX+yTn/OZj/NzzpxC+TlTIqgZisvlIiUlZaK7IYQQQkx6+RYLDxQV8UBRkda21e3m0cZG/neY/JwXnU5e7JOfo+dQfs43c3IonqT5OVMyqNm/fz//8z//w89//vPDXhcIBAgEAtpr98cZ5KFQiNBhDik7WrFnjeYzxdBkrMeXjPf4kvEePzLWcLLVytOzZvH0rFkAhFWVv3Z28kRzM28NURE5wuBqyAVmM9/IyuLq9HRSjMZh3+t4x3uk9ymqOnHnpt97773cd999h71m27ZtLFmyRHvd1NTEmWeeyZlnnslvf/vbY3r+888/T9wkjTKFEEKIycIPvGUy8brJROMIauGUhMP8yOdj+PDmGPvh93PllVficrlITEwc9roJDWqcTifOPlNbQ5kxYwaWj6snNjU1cdZZZ7F06VLWrFmD7gjJTEPN1OTl5eF0Og87KEcrFAqxfv16zjnnHIyHiVTF8ZOxHl8y3uNLxnv8yFgfu9reXp5qaeHx5mZ80eig7+88+WTmDpg4ON7xdrvdOByOIwY1E7r85HA4cPTJ2D6cxsZGzjrrLBYvXswzzzxzxIAGwGw2YzabB7UbjcYx+SUeq+eKwWSsx5eM9/iS8R4/MtZHb7bRyE8TEvjp7NkAqKrKlo/zcz6VmspJdvuw9x7reI/0nimRU9PU1MSqVavIz8/nZz/7Ge3t7dr3MjMzJ7BnQgghxIlNURSW2e0sO0wwM16mRFDz5ptvsm/fPvbt20dubm6/703g6pkQQgghJpEpUWHn6quvRlXVIb+EEEIIIWCKBDVCCCGEEEciQY0QQgghpgUJaoQQQggxLUhQI4QQQohpQYIaIYQQQkwLEtQIIYQQYlqQoEYIIYQQ04IENUIIIYSYFiSoEUIIIcS0IEGNEEIIIaYFCWqEEEIIMS1IUCOEEEKIaUGCGiGEEEJMCxLUCCGEEGJakKBGCCGEENOCBDVCCCGEmBYkqBFCCCHEtCBBjRBCCCGmBQlqhBBCCDEtSFAjhBBCiGlBghohhBBCTAsS1AghhBBiWpCgRgghhBDTggQ1QgghhJgWJKgRQgghxLQgQY0QQgghpgUJaoQQQggxLUhQI4QQQohpQYIaIYQQQkwLEtQIIYQQYlqQoEYIIYQQ04IENUIIIYSYFiSoEUIIIcS0IEGNEEIIIaYFCWqEEEIIMS1MmaDm4osvJj8/H4vFQlZWFl/84hdpamqa6G4JIYQQYpKYMkHNWWedxZ/+9Ceqqqp48cUX2b9/P5dffvlEd0sIIYQQk4RhojswUrfccov27wUFBdx+++1ceumlhEIhjEbjBPZMCCGEEJPBlJmp6auzs5PnnnuO0047TQIaIYQQQgBTaKYG4Lvf/S6PPvoofr+fZcuW8eqrrx72+kAgQCAQ0F67XC7gUFAUCoVGrV+hUAi/309HR4cEWWNMxnp8yXiPLxnv8SNjPb6Od7w9Hg8Aqqoe/kJ1At1zzz0qcNivbdu2ade3t7erVVVV6ptvvqmuWLFCveCCC9RoNHpcz5cv+ZIv+ZIv+ZKvqfFVX19/2LhCUdUjhT1jx+l04nQ6D3vNjBkzsFgsg9obGhrIy8tj48aNLF++fMh7B87URKNROjs7SU1NRVGU4+t8H263m7y8POrr60lMTBy154rBZKzHl4z3+JLxHj8y1uPreMdbVVU8Hg/Z2dnodMNnzkzo8pPD4cDhcBzTvbFYrG/QMpDZbMZsNvdrS0pKOqb3G4nExET5j2OcyFiPLxnv8SXjPX5krMfX8Yy33W4/4jVTIqdm69atbN26lZUrV5KcnMyBAwe4++67mTlz5rCzNEIIIYQ4sUyJ3U9Wq5WXXnqJT3ziE5SUlPDlL3+ZefPm8fbbbw+aiRFCCCHEiWlKzNTMnz+ff/3rXxPdjWGZzWbuueceCbDGgYz1+JLxHl8y3uNHxnp8jdd4T2iisBBCCCHEaJkSy09CCCGEEEciQY0QQgghpgUJaoQQQggxLUhQI4QQQohpQYKaEXjssccoLCzEYrGwePFi3n333cNe//bbb7N48WIsFgtFRUU88cQT49TT6eFoxvull17inHPOIS0tjcTERJYvX87f//73cezt1He0v98x//73vzEYDJx00klj28Fp5GjHOhAIcNddd1FQUIDZbGbmzJn87ne/G6feTn1HO97PPfccCxcuJC4ujqysLK655ho6OjrGqbdT2zvvvMNFF11EdnY2iqLw8ssvH/GeMfmsHIUjnKa1P/7xj6rRaFR/85vfqOXl5epNN92k2mw29eDBg0Nef+DAATUuLk696aab1PLycvU3v/mNajQa1b/85S/j3POp6WjH+6abblJ//OMfq1u3blWrq6vVO+64QzUajer7778/zj2fmo52vGO6u7vVoqIi9dxzz1UXLlw4Pp2d4o5lrC+++GJ16dKl6vr169Wamhp1y5Yt6r///e9x7PXUdbTj/e6776o6nU595JFH1AMHDqjvvvuuOnfuXPXSSy8d555PTa+//rp61113qS+++KIKqGvXrj3s9WP1WSlBzRGceuqp6te//vV+baWlpertt98+5PXf+c531NLS0n5tX/va19Rly5aNWR+nk6Md76HMmTNHve+++0a7a9PSsY73FVdcoX7ve99T77nnHglqRuhox/pvf/ubarfb1Y6OjvHo3rRztOP905/+VC0qKurX9qtf/UrNzc0dsz5OVyMJasbqs1KWnw4jGAyyY8cOzj333H7t5557Lhs3bhzynk2bNg26/rzzzmP79u2EQqEx6+t0cCzjPVA0GsXj8ZCSkjIWXZxWjnW8n3nmGfbv388999wz1l2cNo5lrNetW8eSJUv4yU9+Qk5ODsXFxXz729+mp6dnPLo8pR3LeJ922mk0NDTw+uuvo6oqra2t/OUvf+HCCy8cjy6fcMbqs3JKVBSeKE6nk0gkQkZGRr/2jIwMWlpahrynpaVlyOvD4TBOp5OsrKwx6+9UdyzjPdDPf/5zfD4f//Vf/zUWXZxWjmW89+7dy+233867776LwSB/fYzUsYz1gQMHeO+997BYLKxduxan08k3v/lNOjs7Ja/mCI5lvE877TSee+45rrjiCnp7ewmHw1x88cX8z//8z3h0+YQzVp+VMlMzAoqi9HutquqgtiNdP1S7GNrRjnfM//3f/3HvvffywgsvkJ6ePlbdm3ZGOt6RSIQrr7yS++67j+Li4vHq3rRyNL/b0WgURVF47rnnOPXUU7ngggv4xS9+wZo1a2S2ZoSOZrzLy8u58cYbufvuu9mxYwdvvPEGNTU1fP3rXx+Prp6QxuKzUv5X6zAcDgd6vX5QZN/W1jYowozJzMwc8nqDwUBqauqY9XU6OJbxjnnhhRe49tpr+fOf/8zZZ589lt2cNo52vD0eD9u3b2fnzp3ccMMNwKEPXlVVMRgMvPnmm6xevXpc+j7VHMvvdlZWFjk5Odjtdq2trKwMVVVpaGhg9uzZY9rnqexYxvvBBx9kxYoV/Pd//zcACxYswGazcfrpp/OjH/1IZtlH2Vh9VspMzWGYTCYWL17M+vXr+7WvX7+e0047bch7li9fPuj6N998kyVLlmA0Gsesr9PBsYw3HJqhufrqq3n++edl/fsoHO14JyYmsmvXLj744APt6+tf/zolJSV88MEHLF26dLy6PuUcy+/2ihUraGpqwuv1am3V1dXodDpyc3PHtL9T3bGMt9/vR6fr/5Go1+uB/8wgiNEzZp+Vx5VmfAKIbQt8+umn1fLycvXmm29WbTabWltbq6qqqt5+++3qF7/4Re362Da1W265RS0vL1effvpp2dJ9FI52vJ9//nnVYDCov/71r9Xm5mbtq7u7e6J+hCnlaMd7INn9NHJHO9Yej0fNzc1VL7/8cnXPnj3q22+/rc6ePVv9yle+MlE/wpRytOP9zDPPqAaDQX3sscfU/fv3q++99566ZMmS/9/eHas0k4UBGP7WIhhQWxUELYOIGMG0QbCzsbfIBdgJ3oJlCILkAtJaioUIRhBBFEKwsBNEsbEUFCw8fye7LCybJsMcngemSab4cgiZl5MJSY1Go6iXUCofHx9pMBikwWCQIiK12+00GAx+f0I/rmulqPkfjo+P0+LiYqpUKml9fT1dXV39PtdqtVKz2fzH+f1+P9Xr9VSpVNLS0lLqdrtjnrjcRlnvZrOZIuJfR6vVGv/gJTXq+/vvRM1oRl3rx8fHtLW1larValpYWEj7+/vp8/NzzFOX16jrfXR0lJaXl1O1Wk3z8/Npd3c3vb6+jnnqcrq8vPzPz+JxXSv/Ssm+GgBQfu6pAQCyIGoAgCyIGgAgC6IGAMiCqAEAsiBqAIAsiBoAIAuiBgDIgqgBALIgagCALIgaoLTe399jbm4uDg8Pfx+7vb2NSqUS5+fnBU4GFMF/PwGldnZ2Fjs7O3FzcxO1Wi3q9Xpsb29Hp9MpejRgzEQNUHp7e3txcXERGxsbMRwO4+7uLiYnJ4seCxgzUQOU3tfXV6ysrMTLy0vc39/H6upq0SMBBXBPDVB6T09P8fb2Fj8/P/H8/Fz0OEBB7NQApfb9/R2NRiPW1taiVqtFu92Oh4eHmJ2dLXo0YMxEDVBqBwcHcXJyEsPhMKampmJzczOmp6fj9PS06NGAMfP1E1Ba/X4/Op1O9Hq9mJmZiYmJiej1enF9fR3dbrfo8YAxs1MDAGTBTg0AkAVRAwBkQdQAAFkQNQBAFkQNAJAFUQMAZEHUAABZEDUAQBZEDQCQBVEDAGRB1AAAWRA1AEAW/gCrfYx9Vski2QAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def SSE(y, y_hat):\n",
+    "    return 0.50*np.sum((y- y_hat)**2)\n",
+    "# The linear function\n",
+    "def Linear(Z):\n",
+    "    return Z\n",
+    "\n",
+    "def dEdW_1 (y, y_hat,x_1):\n",
+    "    return np.sum(-(y - y_hat) * x_1)\n",
+    " \n",
+    "def dEdW_0 (y, y_hat):\n",
+    "    return np.sum(-(y - y_hat))\n",
+    "\n",
+    "# The number of training data\n",
+    "N = 200\n",
+    "# 200 random samples as our data\n",
+    "x_1 = np.random.rand(N)\n",
+    "# Define the line slope and the Gaussian noise parameters\n",
+    "slope = 3\n",
+    "mu, sigma = 0, 0.1 # mean and standard deviation\n",
+    "intercept = np.random.normal(mu, sigma, N)\n",
+    "area = np.pi*10\n",
+    "# Define the coordinates of the data points using the line equation and the added Gaussian noise \n",
+    "y = slope*x_1 + intercept\n",
+    "w_1 = np.random.uniform(-2,-3,1)\n",
+    "w_0 = np.random.uniform(0,2,1)\n",
+    "x_0 = 1\n",
+    "# The line\n",
+    "y_hat = w_1*x_1 + w_0*x_0\n",
+    "plt.scatter(x_1, y, c='k', alpha=0.5)\n",
+    "# We can also show the error\n",
+    "plt.plot(x_1, y_hat, '-c', label = \"SSE= %.2f\" %SSE(y, y_hat))\n",
+    "plt.grid()\n",
+    "plt.title('Initial Line')\n",
+    "plt.xlabel('x')\n",
+    "plt.ylabel('y')\n",
+    "plt.legend()\n",
+    "plt.ylim(-3,5)\n",
+    "plt.show()\n",
+    "\n",
+    "epoch = 300\n",
+    "# Learning rate\n",
+    "eta = 0.001\n",
+    "# Saving the errors\n",
+    "E = []\n",
+    "for ep in range(epoch):\n",
+    "    \n",
+    "    # Forward pass\n",
+    "    \n",
+    "    Z = w_1 * x_1 + w_0*x_0\n",
+    "    y_hat = Linear(Z)\n",
+    "    error = SSE(y, y_hat)\n",
+    "    E.append(error)\n",
+    "    \n",
+    "    # Back propagation\n",
+    "    \n",
+    "    \n",
+    "    dEdw_1 = dEdW_1(y, y_hat, x_1)\n",
+    "    dEdw_0 = dEdW_0(y, y_hat)\n",
+    "    w_1 = w_1 - eta*dEdw_1\n",
+    "    w_0 = w_0 - eta*dEdw_0\n",
+    "    \n",
+    "    #every 20 epochs plot the line using the updated weights\n",
+    "    if ep % 20 == 0:\n",
+    "        # First plot our data\n",
+    "        plt.scatter(x_1, y,s=area,  c='k', alpha=0.5)\n",
+    "        # plotting the improved line\n",
+    "        plt.plot(x_1, y_hat, '-c', label=\"SSE= %.2f\" %error + '\\n' + \"Epoch Number= %d\" %(ep))\n",
+    "        plt.xlabel('x (Our Data)')\n",
+    "        plt.ylabel('y_hat (Network Outputs)')\n",
+    "        plt.legend()\n",
+    "        plt.ylim(-3, 5)\n",
+    "        plt.grid()\n",
+    "        plt.show()\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "c8d2dcf3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(E, 'r')\n",
+    "plt.grid()\n",
+    "plt.title(\"Error\")\n",
+    "plt.xlabel(\"Epochs\")\n",
+    "plt.ylabel(\"SSE\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "a2e14bcd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class neuralnetwork:\n",
+    "    def __init__(self,input_size,layers,output_size):\n",
+    "        np.random.seed(0)\n",
+    "        model={}\n",
+    "        model['w1']=np.random.randn(input_size,layers[0]) # size of weight matrix is going to this check your notes\n",
+    "        # this weight matrix is randomly initialized by this \n",
+    "        # it is for the first hidden layer\n",
+    "        model['b1']=np.zeros((1,layers[0])) # it will be the bias vector of the first layer\n",
+    "        \n",
+    "        # second layer\n",
+    "        model['w2']=np.random.randn(layers[0],output_size)\n",
+    "        model['b2']=np.zeros((1,output_size))\n",
+    "        \n",
+    "        # third layer\n",
+    "       # model['w3']=np.random.randn(layers[1],output_size)\n",
+    "       # model['b3']=np.zeros((1,output_size))\n",
+    "        \n",
+    "        # this will be the architecture of the neural network\n",
+    "        self.model=model\n",
+    "    def forward(self,x): # this function \n",
+    "        \n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        b1,b2=self.model[\"b1\"],self.model[\"b2\"]# unpacking the \n",
+    "        \n",
+    "        z1=np.dot(x,w1)+b1\n",
+    "        a1=z1 # same as sigmoid function but produces output in range(-1,1)\n",
+    "        \n",
+    "        z2=np.dot(a1,w2)+b2\n",
+    "        y_=z2\n",
+    "        \n",
+    "        #z3=np.dot(a2,w3)+b3\n",
+    "        #y_=softmax(z3)\n",
+    "        \n",
+    "        self.activation_outputs=(a1,y_) # this will be a tupple returned by this function of activation\n",
+    "        # values calculated at each layer of this network\n",
+    "        return (y_) # final output (mxc) no. of classes x no. of examples\n",
+    "    \n",
+    "    def backward(self,x,y,lr=0.001):\n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        b1,b2=self.model[\"b1\"],self.model[\"b2\"]\n",
+    "        \n",
+    "        a1,y_=self.activation_outputs\n",
+    "        # computing error at the final layer (last layer) output layer\n",
+    "        # y_ \n",
+    "        delta2= y_-y # y is the matrix containing the each of the hot vector where as y_ is the matrix pred\n",
+    "        m=x.shape[0]# m rows and n features\n",
+    "        \n",
+    "        \n",
+    "        dw2=np.dot(a1,delta2)\n",
+    "        db2=np.sum(delta2,axis=0)/float(m)\n",
+    "        \n",
+    "        #delta2=np.dot(delta3,w3.T) # as calculated in the notes \n",
+    "        #dw2=np.dot(a1.T,delta2)\n",
+    "        #db2=np.sum(delta2,axis=0)/float(m)\n",
+    "        # because we doing back-propagation\n",
+    "        \n",
+    "        delta1=np.dot(delta2,w1.T) # as calculated in the notes \n",
+    "        dw1=np.dot(x.T,delta1)\n",
+    "        db1=np.sum(delta1,axis=0)/float(m)\n",
+    "        \n",
+    "        # update the model parameters using gradient descent\n",
+    "        self.model[\"w1\"]-= lr*dw1\n",
+    "        self.model[\"b1\"]-=lr*db1\n",
+    "        \n",
+    "        self.model[\"w2\"]-= lr*dw2\n",
+    "        self.model[\"b2\"]-=lr*db2\n",
+    "        \n",
+    "        #self.model[\"w3\"]-= lr*dw3\n",
+    "        #self.model[\"b3\"]-=lr*db3\n",
+    "        \n",
+    "        \n",
+    "    def predict(self,x):\n",
+    "        y_out=self.forward(x)\n",
+    "        return y_out\n",
+    "    \n",
+    "    def summary(self):\n",
+    "        \n",
+    "        w1,w2=self.model[\"w1\"],self.model[\"w2\"] # these are the unpacked wieghts \n",
+    "        #b1,b2,b3=self.model(\"b1\"),self.model(\"b2\"),self.model(\"b3\")\n",
+    "        a1,y_=self.activation_outputs\n",
+    "         \n",
+    "        print(\"w1 \",w1.shape)\n",
+    "        print(\"A1 \",a1.shape)\n",
+    "        \n",
+    "        #print(\"w2 \",w2.shape)\n",
+    "        #print(\"A2 \",a1.shape)\n",
+    "        \n",
+    "        print(\"w2 \",w2.shape)\n",
+    "        print(\"y_ \",y_.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "c019bf74",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6697, 4)"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "model=neuralnetwork(x_train.shape[1],[10],y_train.shape[1])\n",
+    "x_train.shape\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "29f9c998",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(6697, 4)"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "ae555e72",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(9568, 5)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "values.shape\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "6099dfa6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(2871, 1)"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "2b4205b8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def sigmoid(x):\n",
+    "    return(1/(1 + np.exp(-x)))\n",
+    "   \n",
+    "# Creating the Feed forward neural network\n",
+    "# 1 Input layer(1, 30)\n",
+    "# 1 hidden layer (1, 5)\n",
+    "# 1 output layer(3, 3)\n",
+    " \n",
+    "def f_forward(x, w1, w2):\n",
+    "    # hidden\n",
+    "    z1 = x.dot(w1)# input from layer 1\n",
+    "    a1 = z1# out put of layer 2\n",
+    "     \n",
+    "    # Output layer\n",
+    "    z2 = a1.dot(w2)# input of out layer\n",
+    "    a2 = z2# output of out layer\n",
+    "    return(a2)\n",
+    "  \n",
+    "# initializing the weights randomly\n",
+    "def generate_wt(x, y):\n",
+    "    l =[]\n",
+    "    for i in range(x * y):\n",
+    "        l.append(np.random.randn())\n",
+    "    return(np.array(l).reshape(x, y))\n",
+    "     \n",
+    "# for loss we will be using mean square error(MSE)\n",
+    "def loss(out, Y):\n",
+    "    s =(np.square(out-Y))\n",
+    "    s = np.sum(s)/len(y)\n",
+    "    return(s)\n",
+    "   \n",
+    "# Back propagation of error\n",
+    "def back_prop(x, y, w1, w2, alpha):\n",
+    "     \n",
+    "    # hidden layer\n",
+    "    z1 = x.dot(w1)# input from layer 1\n",
+    "    a1 = z1# output of layer 2\n",
+    "     \n",
+    "    # Output layer\n",
+    "    z2 = a1.dot(w2)# input of out layer\n",
+    "    a2 = z2# output of out layer\n",
+    "    # error in output layer\n",
+    "    d2 =(a2-y)\n",
+    "    print(d2.shape)\n",
+    "    d1 = (np.dot(w2,d2.T))#np.multiply((w2.dot((d2.transpose()) \n",
+    "    print(d1.shape)\n",
+    " \n",
+    "    # Gradient for w1 and w2\n",
+    "    w1_adj = x.transpose().dot(d1.T)\n",
+    "    w2_adj = a1.transpose().dot(d2)\n",
+    "     \n",
+    "    # Updating parameters\n",
+    "    w1 = w1-(alpha*(w1_adj))\n",
+    "    w2 = w2-(alpha*(w2_adj))\n",
+    "     \n",
+    "    return(w1, w2)\n",
+    " \n",
+    "def train(x, y, w1, w2, alpha = 0.01, epoch = 10):\n",
+    "    acc =[]\n",
+    "    losss =[]\n",
+    "    for j in range(epoch):\n",
+    "        l =[]\n",
+    "        for i in range(len(x)):\n",
+    "            out = f_forward(x[i], w1, w2)\n",
+    "            #l.append((loss(out, Y[i])))\n",
+    "            w1, w2 = back_prop(x[i].reshape((1,x[i].shape[0])), y[i].reshape((1,1)), w1, w2, alpha)\n",
+    "        \n",
+    "    return(acc, losss, w1, w2)\n",
+    "  \n",
+    "def predict(x, w1, w2):\n",
+    "    Out = f_forward(x, w1, w2)\n",
+    "    return Out"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "57ab6e00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "w1=generate_wt(4,10)\n",
+    "w2=generate_wt(10,1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "55c7be62",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d8ccd476",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/210637_Mudit_Bhanwar/Assignment_4/data.csv b/210637_Mudit_Bhanwar/Assignment_4/data.csv
new file mode 100644
index 0000000..3dd216a
--- /dev/null
+++ b/210637_Mudit_Bhanwar/Assignment_4/data.csv
@@ -0,0 +1,9569 @@
+AT,V,AP,RH,PE
+14.96,41.76,1024.07,73.17,463.26
+25.18,62.96,1020.04,59.08,444.37
+5.11,39.4,1012.16,92.14,488.56
+20.86,57.32,1010.24,76.64,446.48
+10.82,37.5,1009.23,96.62,473.9
+26.27,59.44,1012.23,58.77,443.67
+15.89,43.96,1014.02,75.24,467.35
+9.48,44.71,1019.12,66.43,478.42
+14.64,45,1021.78,41.25,475.98
+11.74,43.56,1015.14,70.72,477.5
+17.99,43.72,1008.64,75.04,453.02
+20.14,46.93,1014.66,64.22,453.99
+24.34,73.5,1011.31,84.15,440.29
+25.71,58.59,1012.77,61.83,451.28
+26.19,69.34,1009.48,87.59,433.99
+21.42,43.79,1015.76,43.08,462.19
+18.21,45,1022.86,48.84,467.54
+11.04,41.74,1022.6,77.51,477.2
+14.45,52.75,1023.97,63.59,459.85
+13.97,38.47,1015.15,55.28,464.3
+17.76,42.42,1009.09,66.26,468.27
+5.41,40.07,1019.16,64.77,495.24
+7.76,42.28,1008.52,83.31,483.8
+27.23,63.9,1014.3,47.19,443.61
+27.36,48.6,1003.18,54.93,436.06
+27.47,70.72,1009.97,74.62,443.25
+14.6,39.31,1011.11,72.52,464.16
+7.91,39.96,1023.57,88.44,475.52
+5.81,35.79,1012.14,92.28,484.41
+30.53,65.18,1012.69,41.85,437.89
+23.87,63.94,1019.02,44.28,445.11
+26.09,58.41,1013.64,64.58,438.86
+29.27,66.85,1011.11,63.25,440.98
+27.38,74.16,1010.08,78.61,436.65
+24.81,63.94,1018.76,44.51,444.26
+12.75,44.03,1007.29,89.46,465.86
+24.66,63.73,1011.4,74.52,444.37
+16.38,47.45,1010.08,88.86,450.69
+13.91,39.35,1014.69,75.51,469.02
+23.18,51.3,1012.04,78.64,448.86
+22.47,47.45,1007.62,76.65,447.14
+13.39,44.85,1017.24,80.44,469.18
+9.28,41.54,1018.33,79.89,482.8
+11.82,42.86,1014.12,88.28,476.7
+10.27,40.64,1020.63,84.6,474.99
+22.92,63.94,1019.28,42.69,444.22
+16,37.87,1020.24,78.41,461.33
+21.22,43.43,1010.96,61.07,448.06
+13.46,44.71,1014.51,50,474.6
+9.39,40.11,1029.14,77.29,473.05
+31.07,73.5,1010.58,43.66,432.06
+12.82,38.62,1018.71,83.8,467.41
+32.57,78.92,1011.6,66.47,430.12
+8.11,42.18,1014.82,93.09,473.62
+13.92,39.39,1012.94,80.52,471.81
+23.04,59.43,1010.23,68.99,442.99
+27.31,64.44,1014.65,57.27,442.77
+5.91,39.33,1010.18,95.53,491.49
+25.26,61.08,1013.68,71.72,447.46
+27.97,58.84,1002.25,57.88,446.11
+26.08,52.3,1007.03,63.34,442.44
+29.01,65.71,1013.61,48.07,446.22
+12.18,40.1,1016.67,91.87,471.49
+13.76,45.87,1008.89,87.27,463.5
+25.5,58.79,1016.02,64.4,440.01
+28.26,65.34,1014.56,43.4,441.03
+21.39,62.96,1019.49,72.24,452.68
+7.26,40.69,1020.43,90.22,474.91
+10.54,34.03,1018.71,74,478.77
+27.71,74.34,998.14,71.85,434.2
+23.11,68.3,1017.83,86.62,437.91
+7.51,41.01,1024.61,97.41,477.61
+26.46,74.67,1016.65,84.44,431.65
+29.34,74.34,998.58,81.55,430.57
+10.32,42.28,1008.82,75.66,481.09
+22.74,61.02,1009.56,79.41,445.56
+13.48,39.85,1012.71,58.91,475.74
+25.52,69.75,1010.36,90.06,435.12
+21.58,67.25,1017.39,79,446.15
+27.66,76.86,1001.31,69.47,436.64
+26.96,69.45,1013.89,51.47,436.69
+12.29,42.18,1016.53,83.13,468.75
+15.86,43.02,1012.18,40.33,466.6
+13.87,45.08,1024.42,81.69,465.48
+24.09,73.68,1014.93,94.55,441.34
+20.45,69.45,1012.53,91.81,441.83
+15.07,39.3,1019,63.62,464.7
+32.72,69.75,1009.6,49.35,437.99
+18.23,58.96,1015.55,69.61,459.12
+35.56,68.94,1006.56,38.75,429.69
+18.36,51.43,1010.57,90.17,459.8
+26.35,64.05,1009.81,81.24,433.63
+25.92,60.95,1014.62,48.46,442.84
+8.01,41.66,1014.49,76.72,485.13
+19.63,52.72,1025.09,51.16,459.12
+20.02,67.32,1012.05,76.34,445.31
+10.08,40.72,1022.7,67.3,480.8
+27.23,66.48,1005.23,52.38,432.55
+23.37,63.77,1013.42,76.44,443.86
+18.74,59.21,1018.3,91.55,449.77
+14.81,43.69,1017.19,71.9,470.71
+23.1,51.3,1011.93,80.05,452.17
+10.72,41.38,1021.6,63.77,478.29
+29.46,71.94,1006.96,62.26,428.54
+8.1,40.64,1020.66,89.04,478.27
+27.29,62.66,1007.63,58.02,439.58
+17.1,49.69,1005.53,81.82,457.32
+11.49,44.2,1018.79,91.14,475.51
+23.69,65.59,1010.85,88.92,439.66
+13.51,40.89,1011.03,84.83,471.99
+9.64,39.35,1015.1,91.76,479.81
+25.65,78.92,1010.83,86.56,434.78
+21.59,61.87,1011.18,57.21,446.58
+27.98,58.33,1013.92,54.25,437.76
+18.8,39.72,1001.24,63.8,459.36
+18.28,44.71,1016.99,33.71,462.28
+13.55,43.48,1016.08,67.25,464.33
+22.99,46.21,1010.71,60.11,444.36
+23.94,59.39,1014.32,74.55,438.64
+13.74,34.03,1018.69,67.34,470.49
+21.3,41.1,1001.86,42.75,455.13
+27.54,66.93,1017.06,55.2,450.22
+24.81,63.73,1009.34,83.61,440.43
+4.97,42.85,1014.02,88.78,482.98
+15.22,50.88,1014.19,100.12,460.44
+23.88,54.2,1012.81,64.52,444.97
+33.01,68.67,1005.2,51.41,433.94
+25.98,73.18,1012.28,85.78,439.73
+28.18,73.88,1005.89,75.41,434.48
+21.67,60.84,1017.93,81.63,442.33
+17.67,45.09,1014.26,51.92,457.67
+21.37,57.76,1018.8,70.12,454.66
+28.69,67.25,1017.71,53.83,432.21
+16.61,43.77,1012.25,77.23,457.66
+27.91,63.76,1010.27,65.67,435.21
+20.97,47.43,1007.64,71.18,448.22
+10.8,41.66,1013.79,81.96,475.51
+20.61,62.91,1013.24,79.54,446.53
+25.45,57.32,1011.7,47.09,441.3
+30.16,69.34,1007.67,57.69,433.54
+4.99,39.04,1020.45,78.89,472.52
+10.51,44.78,1012.59,85.29,474.77
+33.79,69.05,1001.62,40.13,435.1
+21.34,59.8,1016.92,77.06,450.74
+23.4,65.06,1014.32,67.38,442.7
+32.21,68.14,1003.34,62.44,426.56
+14.26,42.32,1016,77.43,463.71
+27.71,66.93,1016.85,58.77,447.06
+21.95,57.76,1018.02,67.72,452.27
+25.76,63.94,1018.49,42.14,445.78
+23.68,68.3,1017.93,84.16,438.65
+8.28,40.77,1011.55,89.79,480.15
+23.44,62.52,1016.46,67.21,447.19
+25.32,48.41,1008.47,72.14,443.04
+3.94,39.9,1008.06,97.49,488.81
+17.3,57.76,1016.26,87.74,455.75
+18.2,49.39,1018.83,96.3,455.86
+21.43,46.97,1013.94,61.25,457.68
+11.16,40.05,1014.95,88.38,479.11
+30.38,74.16,1007.44,74.77,432.84
+23.36,62.52,1016.18,68.18,448.37
+21.69,47.45,1007.56,77.2,447.06
+23.62,49.21,1014.1,49.54,443.53
+21.87,61.45,1011.13,92.22,445.21
+29.25,66.51,1015.53,33.65,441.7
+20.03,66.86,1013.05,64.59,450.93
+18.14,49.78,1002.95,100.09,451.44
+24.23,56.89,1012.32,68.04,441.29
+18.11,44.85,1014.48,48.94,458.85
+6.57,43.65,1018.24,74.47,481.46
+12.56,43.41,1016.93,81.02,467.19
+13.4,41.58,1020.5,71.17,461.54
+27.1,52.84,1006.28,53.85,439.08
+14.28,42.74,1028.79,70.67,467.22
+16.29,44.34,1019.49,59.36,468.8
+31.24,71.98,1004.66,57.17,426.93
+10.57,37.73,1024.36,70.29,474.65
+13.8,44.21,1022.93,83.37,468.97
+25.3,71.58,1010.18,87.36,433.97
+18.06,50.16,1009.52,100.09,450.53
+25.42,59.04,1011.98,68.78,444.51
+15.07,40.69,1015.29,70.98,469.03
+11.75,71.14,1019.36,75.68,466.56
+20.23,52.05,1012.15,47.49,457.57
+27.31,59.54,1006.24,71.99,440.13
+28.57,69.84,1003.57,66.55,433.24
+17.9,43.72,1008.64,74.73,452.55
+23.83,71.37,1002.04,64.78,443.29
+27.92,74.99,1005.47,75.13,431.76
+17.34,44.78,1007.81,56.38,454.97
+17.94,63.07,1012.42,94.35,456.7
+6.4,39.9,1007.75,86.55,486.03
+11.78,39.96,1011.37,82.95,472.79
+20.28,57.25,1010.12,88.42,452.03
+21.04,54.2,1012.26,85.61,443.41
+25.11,67.32,1014.49,58.39,441.93
+30.28,70.98,1007.51,74.28,432.64
+8.14,36.24,1013.15,87.85,480.25
+16.86,39.63,1004.47,83.5,466.68
+6.25,40.07,1020.19,65.24,494.39
+22.35,54.42,1012.46,75.01,454.72
+17.98,56.85,1012.28,84.52,448.71
+21.19,42.48,1013.43,80.52,469.76
+20.94,44.89,1009.64,75.14,450.71
+24.23,58.79,1009.8,75.75,444.01
+19.18,58.2,1017.46,76.72,453.2
+20.88,57.85,1012.39,85.47,450.87
+23.67,63.86,1019.67,57.95,441.73
+14.12,39.52,1018.41,78.32,465.09
+25.23,64.63,1020.59,52.2,447.28
+6.54,39.33,1011.54,93.69,491.16
+20.08,62.52,1017.99,75.74,450.98
+24.67,63.56,1013.75,67.56,446.3
+27.82,79.74,1008.37,69.46,436.48
+15.55,42.03,1017.41,74.58,460.84
+24.26,69.51,1013.43,53.23,442.56
+13.45,41.49,1020.19,88.72,467.3
+11.06,40.64,1021.47,96.16,479.13
+24.91,52.3,1008.72,68.26,441.15
+22.39,59.04,1011.78,86.39,445.52
+11.95,40.69,1015.62,85.34,475.4
+14.85,40.69,1014.91,72.64,469.3
+10.11,41.62,1017.17,97.82,463.57
+23.67,68.67,1006.71,77.22,445.32
+16.14,44.21,1020.36,80.59,461.03
+15.11,43.13,1014.99,46.91,466.74
+24.14,59.87,1018.47,57.76,444.04
+30.08,67.25,1017.6,53.09,434.01
+14.77,44.9,1020.5,84.31,465.23
+27.6,69.34,1009.63,71.58,440.6
+13.89,44.84,1023.66,92.97,466.74
+26.85,75.6,1017.43,74.55,433.48
+12.41,40.96,1023.36,78.96,473.59
+13.08,41.74,1020.75,64.44,474.81
+18.93,44.06,1017.58,68.23,454.75
+20.5,49.69,1009.6,70.81,452.94
+30.72,69.13,1009.94,61.66,435.83
+7.55,39.22,1014.53,77.76,482.19
+13.49,44.47,1030.46,69.49,466.66
+15.62,40.12,1013.03,96.26,462.59
+24.8,64.63,1020.69,55.74,447.82
+10.03,41.62,1014.55,95.61,462.73
+22.43,63.21,1012.06,84.75,447.98
+14.95,39.31,1009.15,75.3,462.72
+24.78,58.46,1016.82,67.5,442.42
+23.2,48.41,1008.64,80.92,444.69
+14.01,39,1016.73,79.23,466.7
+19.4,64.63,1020.38,81.1,453.84
+30.15,67.32,1013.83,32.8,436.92
+6.91,36.08,1021.82,84.31,486.37
+29.04,60.07,1015.42,46.15,440.43
+26.02,63.07,1010.94,53.96,446.82
+5.89,39.48,1005.11,59.83,484.91
+26.52,71.64,1008.27,75.3,437.76
+28.53,68.08,1013.27,42.53,438.91
+16.59,39.54,1007.97,70.58,464.19
+22.95,67.79,1009.89,91.69,442.19
+23.96,47.43,1008.38,63.55,446.86
+17.48,44.2,1018.89,61.51,457.15
+6.69,43.65,1020.14,69.55,482.57
+10.25,41.26,1007.44,98.08,476.03
+28.87,72.58,1008.69,79.34,428.89
+12.04,40.23,1018.07,81.28,472.7
+22.58,52.3,1009.04,78.99,445.6
+15.12,52.05,1014.63,80.38,464.78
+25.48,58.95,1017.02,51.16,440.42
+27.87,70.79,1003.96,72.17,428.41
+23.72,70.47,1010.65,75.39,438.5
+25,59.43,1007.84,68.91,438.28
+8.42,40.64,1022.35,96.38,476.29
+22.46,58.49,1011.5,70.54,448.46
+29.92,57.19,1008.62,45.8,438.99
+11.68,39.22,1017.9,57.95,471.8
+14.04,42.44,1012.74,81.89,471.81
+19.86,59.14,1016.12,69.32,449.82
+25.99,68.08,1013.13,59.14,442.14
+23.42,58.79,1009.74,81.54,441.46
+10.6,40.22,1011.37,85.81,477.62
+20.97,61.87,1011.45,65.41,446.76
+14.14,39.82,1012.46,81.15,472.52
+8.56,40.71,1021.27,95.87,471.58
+24.86,72.39,1001.15,90.24,440.85
+29,77.54,1011.33,75.13,431.37
+27.59,71.97,1008.64,88.22,437.33
+10.45,40.71,1015.68,81.48,469.22
+8.51,40.78,1023.51,89.84,471.11
+29.82,66.51,1010.98,43.57,439.17
+22.56,62.26,1012.11,63.16,445.33
+11.38,39.22,1018.62,57.14,473.71
+20.25,57.76,1016.28,77.76,452.66
+22.42,59.43,1007.12,90.56,440.99
+14.85,38.91,1014.48,60.98,467.42
+25.62,58.82,1010.02,70.31,444.14
+19.85,56.53,1020.57,74.05,457.17
+13.67,54.3,1015.92,75.42,467.87
+24.39,70.72,1009.78,82.25,442.04
+16.07,44.58,1019.52,67.95,471.36
+11.6,39.1,1009.81,100.09,460.7
+31.38,70.83,1010.35,47.28,431.33
+29.91,76.86,998.59,72.41,432.6
+19.67,59.39,1014.07,77.67,447.61
+27.18,64.79,1016.27,63.7,443.87
+21.39,52.3,1009.2,79.77,446.87
+10.45,41.01,1020.57,93.84,465.74
+19.46,56.89,1014.02,84.95,447.86
+23.55,62.96,1020.16,70.16,447.65
+23.35,63.47,1011.78,84.24,437.87
+9.26,41.66,1016.87,73.32,483.51
+10.3,41.46,1018.21,86.17,479.65
+20.94,58.16,1016.88,65.43,455.16
+23.13,71.25,1002.49,94.59,431.91
+12.77,41.5,1014.13,86.8,470.68
+28.29,69.13,1009.29,58.18,429.28
+19.13,59.21,1018.32,89.66,450.81
+24.44,73.5,1011.49,87.39,437.73
+20.32,44.6,1015.16,36.35,460.21
+20.54,69.05,1001.6,79.62,442.86
+12.16,45,1021.51,50.52,482.99
+28.09,65.27,1013.27,51.96,440
+9.25,41.82,1033.25,74.73,478.48
+21.75,49.82,1015.01,78.33,455.28
+23.7,66.56,1002.07,85.19,436.94
+16.22,37.87,1022.36,83.13,461.06
+24.75,69.45,1013.97,53.49,438.28
+10.48,39.58,1011.81,88.86,472.61
+29.53,70.79,1003.7,60.89,426.85
+12.59,39.72,1017.76,61.14,470.18
+23.5,54.42,1012.31,68.29,455.38
+29.01,66.56,1006.44,57.62,428.32
+9.75,42.49,1010.57,83.63,480.35
+19.55,56.53,1020.2,78.1,455.56
+21.05,58.33,1013.14,66.34,447.66
+24.72,68.67,1006.74,79.02,443.06
+21.19,58.86,1014.19,68.96,452.43
+10.77,41.54,1019.94,71.13,477.81
+28.68,73.77,1004.72,87.01,431.66
+29.87,73.91,1004.53,74.3,431.8
+22.99,68.67,1006.65,77.62,446.67
+24.66,60.29,1018,59.56,445.26
+32.63,69.89,1013.85,41.66,425.72
+31.38,72.29,1008.73,73.27,430.58
+23.87,60.27,1018.94,77.16,439.86
+25.6,59.15,1013.31,67.02,441.11
+27.62,71.14,1011.6,52.8,434.72
+30.1,67.45,1014.23,39.04,434.01
+12.19,41.17,1019.43,65.47,475.64
+13.11,41.58,1020.43,74.32,460.44
+28.29,68.67,1005.46,69.22,436.4
+13.45,40.73,1018.7,93.88,461.03
+10.98,41.54,1019.94,69.83,479.08
+26.48,69.14,1009.31,84.11,435.76
+13.07,45.51,1015.22,78.65,460.14
+25.56,75.6,1017.37,69.31,442.2
+22.68,50.78,1008.83,70.3,447.69
+28.86,73.67,1006.65,68.23,431.15
+22.7,63.56,1014.32,71.76,445
+27.89,73.21,1001.32,85.88,431.59
+13.78,44.47,1027.94,71.09,467.22
+28.14,51.43,1012.16,52.67,445.33
+11.8,45.09,1013.21,89.68,470.57
+10.71,39.61,1018.72,73.66,473.77
+24.54,60.29,1017.42,58.94,447.67
+11.54,40.05,1014.78,87.05,474.29
+29.47,71.32,1008.07,67,437.14
+29.24,69.05,1003.12,43.18,432.56
+14.51,41.79,1009.72,80.62,459.14
+22.91,60.07,1016.03,59.72,446.19
+27.02,71.77,1006.38,72.1,428.1
+13.49,44.47,1030.18,69.15,468.46
+30.24,66.75,1017.95,55.66,435.02
+23.19,48.6,1002.38,61.19,445.52
+17.73,40.55,1003.36,74.62,462.69
+18.62,61.27,1019.26,73.35,455.75
+12.85,40,1015.89,68.85,463.74
+32.33,69.68,1011.95,39.89,439.79
+25.09,58.95,1016.99,53.16,443.26
+29.45,69.13,1009.3,52.97,432.04
+16.91,43.96,1013.32,79.87,465.86
+14.09,45.87,1009.05,84.09,465.6
+10.73,25.36,1009.35,100.15,469.43
+23.2,49.3,1003.4,79.77,440.75
+8.21,38.91,1015.82,88.99,481.32
+9.3,40.56,1022.64,76.14,479.87
+16.97,39.16,1005.7,69.13,458.59
+23.69,71.97,1009.62,93.03,438.62
+25.13,59.44,1012.38,77.92,445.59
+9.86,43.56,1015.13,74.89,481.87
+11.33,41.5,1013.58,88.7,475.01
+26.95,48.41,1008.53,62.94,436.54
+15,40.66,1016.28,89.62,456.63
+20.76,62.52,1015.63,81.04,451.69
+14.29,39.59,1010.93,94.53,463.04
+19.74,67.71,1007.68,64.02,446.1
+26.68,59.92,1009.94,70.57,438.67
+14.24,41.4,1019.7,70.32,466.88
+21.98,48.41,1008.42,84.86,444.6
+22.75,59.39,1015.4,81.41,440.26
+8.34,40.96,1023.28,89.45,483.92
+11.8,41.2,1017.18,82.71,475.19
+8.81,44.68,1023.06,93.93,479.24
+30.05,73.68,1014.95,70.6,434.92
+16.01,65.46,1014,87.68,454.16
+21.75,58.79,1012.42,87.58,447.58
+13.94,41.26,1021.67,74.4,467.9
+29.25,69.13,1010.27,67.35,426.29
+22.33,45.87,1007.8,63.61,447.02
+16.43,41.79,1005.47,76.89,455.85
+11.5,40.22,1010.31,78.08,476.46
+23.53,68.94,1007.53,69.17,437.48
+21.86,49.21,1014.61,53.31,452.77
+6.17,39.33,1012.57,93.32,491.54
+30.19,64.79,1017.22,42.47,438.41
+11.67,41.93,1019.81,82.58,476.1
+15.34,36.99,1007.87,94.59,464.58
+11.5,40.78,1023.91,86.31,467.74
+25.53,57.17,1010,72.57,442.12
+21.27,57.5,1014.53,80.76,453.34
+28.37,69.13,1010.44,71.93,425.29
+28.39,51.43,1011.74,47.54,449.63
+13.78,45.78,1025.27,95.72,462.88
+14.6,42.32,1015.71,77.03,464.67
+5.1,35.57,1027.17,80.49,489.96
+7,38.08,1020.27,77.67,482.38
+26.3,77.95,1009.45,78.72,437.95
+30.56,71.98,1004.74,58.77,429.2
+21.09,46.63,1013.03,74.8,453.34
+28.21,70.02,1010.58,51.34,442.47
+15.84,49.69,1015.14,90.41,462.6
+10.03,40.96,1024.57,91.1,478.79
+20.37,52.05,1012.34,62.57,456.11
+21.19,50.16,1005.81,84.27,450.33
+33.73,69.88,1007.21,42.93,434.83
+29.87,73.68,1015.1,40.96,433.43
+19.62,62.96,1020.76,76.53,456.02
+9.93,40.67,1018.08,69.74,485.23
+9.43,37.14,1013.03,74.99,473.57
+14.24,39.58,1011.17,70.45,469.94
+12.97,49.83,1008.69,91.49,452.07
+7.6,41.04,1021.82,88.97,475.32
+8.39,36.24,1013.39,89.13,480.69
+25.41,48.06,1013.12,46.52,444.01
+18.43,56.03,1020.41,60.55,465.17
+10.31,39.82,1012.87,88.71,480.61
+11.29,41.5,1013.39,89.15,476.04
+22.61,49.3,1003.51,83.02,441.76
+29.34,71.98,1005.19,75.19,428.24
+18.87,67.71,1004,87.35,444.77
+13.21,45.87,1008.58,85.66,463.1
+11.3,44.6,1018.19,91.66,470.5
+29.23,72.99,1007.04,63.47,431
+27.76,69.4,1004.27,72.25,430.68
+29.26,67.17,1006.6,70.58,436.42
+25.72,49.82,1016.19,60.1,452.33
+23.43,63.94,1010.64,89.29,440.16
+25.6,63.76,1010.18,67.43,435.75
+22.3,44.57,1008.48,67.58,449.74
+27.91,72.24,1010.74,70.8,430.73
+30.35,77.17,1009.55,63.62,432.75
+21.78,47.43,1007.88,66.68,446.79
+7.19,41.39,1018.12,90.76,486.35
+20.88,59.8,1015.66,75.34,453.18
+24.19,50.23,1015.73,59.77,458.31
+9.98,41.54,1019.7,80.79,480.26
+23.47,51.3,1011.89,74.1,448.65
+26.35,49.5,1012.67,41.34,458.41
+29.89,64.69,1006.37,58.78,435.39
+19.29,50.16,1010.49,97.78,450.21
+17.48,43.14,1018.68,74.85,459.59
+25.21,75.6,1017.19,69.84,445.84
+23.3,48.78,1018.17,75.36,441.08
+15.42,37.85,1009.89,85.8,467.33
+21.44,63.09,1016.56,90.11,444.19
+29.45,68.27,1007.96,61.63,432.96
+29.69,47.93,1002.85,44.76,438.09
+15.52,36.99,1006.86,89.7,467.9
+11.47,43.67,1012.68,72.51,475.72
+9.77,34.69,1027.72,74.98,477.51
+22.6,69.84,1006.37,79.59,435.13
+8.24,39.61,1017.99,78.42,477.9
+17.01,44.2,1019.18,61.23,457.26
+19.64,44.6,1015.88,47.56,467.53
+10.61,41.58,1021.08,93.06,465.15
+12.04,40.1,1014.42,89.65,474.28
+29.19,65.71,1013.85,50.5,444.49
+21.75,45.09,1014.15,44.84,452.84
+23.66,77.54,1008.5,85.32,435.38
+27.05,75.33,1003.88,82.94,433.57
+29.63,69.71,1009.04,67.26,435.27
+18.2,39.63,1005.35,79.05,468.49
+32.22,70.8,1009.9,62.03,433.07
+26.88,73.56,1004.85,94.36,430.63
+29.05,65.74,1013.29,60.02,440.74
+8.9,39.96,1026.31,95.46,474.49
+18.93,48.6,1005.72,84.92,449.74
+27.49,63.76,1010.09,62.8,436.73
+23.1,70.79,1006.53,90.81,434.58
+11.22,43.13,1017.24,80.9,473.93
+31.97,79.74,1007.03,55.84,435.99
+13.32,43.22,1009.45,75.3,466.83
+31.68,68.24,1005.29,37.34,427.22
+23.69,63.77,1013.39,79.5,444.07
+13.83,41.49,1020.11,87.29,469.57
+18.32,66.51,1015.18,81.5,459.89
+11.05,40.71,1024.91,76.42,479.59
+22.03,64.69,1007.21,75.75,440.92
+10.23,41.46,1020.45,84.95,480.87
+23.92,66.54,1009.93,62.37,441.9
+29.38,69.68,1011.35,49.25,430.2
+17.35,42.86,1014.62,74.16,465.16
+9.81,44.45,1021.19,90.55,471.32
+4.97,40.64,1020.91,94.28,485.43
+5.15,40.07,1012.27,63.31,495.35
+21.54,58.49,1010.85,78.9,449.12
+7.94,42.02,1006.22,90.97,480.53
+18.77,50.66,1014.89,87.34,457.07
+21.69,69.94,1010.7,80.8,443.67
+10.07,44.68,1023.44,90.95,477.52
+13.83,39.64,1012.52,69.97,472.95
+10.45,39.69,1003.92,89.45,472.54
+11.56,40.71,1015.85,76.08,469.17
+23.64,70.04,1011.09,83.35,435.21
+10.48,40.22,1004.81,92.16,477.78
+13.09,39.85,1012.86,58.42,475.89
+10.67,40.23,1017.75,85.06,483.9
+12.57,39.16,1016.53,88.91,476.2
+14.45,43.34,1015.47,83.33,462.16
+14.22,37.85,1011.24,88.49,471.05
+6.97,41.26,1010.6,96.88,484.71
+20.61,63.86,1015.43,73.86,446.34
+14.67,42.28,1007.21,65.17,469.02
+29.06,72.86,1004.23,69.41,432.12
+14.38,40.1,1015.51,81.23,467.28
+32.51,69.98,1013.29,54.07,429.66
+11.79,45.09,1013.16,89.17,469.49
+8.65,40.56,1023.23,78.85,485.87
+9.75,40.81,1026,84.44,481.95
+9.11,40.02,1031.1,83.02,479.03
+23.39,69.13,1010.99,90.66,434.5
+14.3,54.3,1015.16,75.29,464.9
+17.49,63.94,1020.02,82.6,452.71
+31.1,69.51,1010.84,45.4,429.74
+19.77,56.65,1020.67,66.33,457.09
+28.61,72.29,1011.61,45.33,446.77
+13.52,41.48,1014.46,67.12,460.76
+13.52,40.83,1008.31,84.14,471.95
+17.57,46.21,1014.09,80.81,453.29
+28.18,60.07,1016.34,49.13,441.61
+14.29,46.18,1017.01,87.29,464.73
+18.12,43.69,1016.91,52.95,464.68
+31.27,73.91,1003.72,68.92,430.59
+26.24,77.95,1014.19,85.21,438.01
+7.44,41.04,1021.84,88.56,479.08
+29.78,74.78,1009.28,55.09,436.39
+23.37,65.46,1016.25,48.64,447.07
+10.62,39.58,1011.9,87.85,479.91
+5.84,43.02,1013.88,87.42,489.05
+14.51,53.82,1016.46,62.75,463.17
+11.31,42.02,1001.18,94.86,471.26
+11.25,40.67,1011.64,63.54,480.49
+9.18,39.42,1025.41,69.46,473.78
+19.82,58.16,1016.76,74.66,455.5
+24.77,58.41,1013.78,80.57,446.27
+9.66,41.06,1021.21,84.7,482.2
+21.96,59.8,1016.72,72.6,452.48
+18.59,43.14,1011.92,52.63,464.48
+24.75,69.89,1015.29,82.01,438.1
+24.37,63.47,1012.77,75.22,445.6
+29.6,67.79,1010.37,51.05,442.43
+25.32,61.25,1011.56,80.1,436.67
+16.15,41.85,1016.54,81.58,466.56
+15.74,71.14,1019.65,65.94,457.29
+5.97,36.25,1029.65,86.74,487.03
+15.84,52.72,1026.45,62.57,464.93
+14.84,44.63,1019.28,57.37,466
+12.25,48.79,1017.44,88.91,469.52
+27.38,70.04,1011.18,72.26,428.88
+8.76,41.48,1018.49,74.98,474.3
+15.54,39.31,1009.69,71.19,461.06
+18.71,39.39,1014.09,62.82,465.57
+13.06,41.78,1012.3,55.31,467.67
+12.72,40.71,1016.02,71.57,466.99
+19.83,39.39,1013.73,59.16,463.72
+27.23,49.16,1004.03,40.8,443.78
+24.27,68.28,1005.43,67.63,445.23
+11.8,40.66,1017.13,97.2,464.43
+6.76,36.25,1028.31,91.16,484.36
+25.99,63.07,1012.5,64.81,442.16
+16.3,39.63,1004.64,85.61,464.11
+16.5,49.39,1018.35,93.42,462.48
+10.59,42.49,1009.59,77.36,477.49
+26.05,65.59,1012.78,67.03,437.04
+19.5,40.79,1003.8,89.45,457.09
+22.21,45.01,1012.22,54.84,450.6
+17.86,45,1023.25,53.48,465.78
+29.96,70.04,1010.15,54.47,427.1
+19.08,44.63,1020.14,43.36,459.81
+23.59,47.43,1006.64,48.92,447.36
+3.38,39.64,1011,81.22,488.92
+26.39,66.49,1012.96,60.35,433.36
+8.99,39.04,1021.99,75.98,483.35
+10.91,41.04,1026.57,74.24,469.53
+13.08,39.82,1012.27,85.21,476.96
+23.95,58.46,1017.5,68.46,440.75
+15.64,43.71,1024.51,78.31,462.55
+18.78,54.2,1012.05,89.25,448.04
+20.65,50.59,1016.22,68.57,455.24
+4.96,40.07,1011.8,67.38,494.75
+23.51,57.32,1012.55,53.6,444.58
+5.99,35.79,1011.56,91.69,484.82
+23.65,66.05,1019.6,78.21,442.9
+5.17,39.33,1009.68,94.19,485.46
+26.38,49.5,1012.82,37.19,457.81
+6.02,43.65,1013.85,83.53,481.92
+23.2,61.02,1009.63,79.45,443.23
+8.57,39.69,1000.91,99.9,474.29
+30.72,71.58,1009.98,50.39,430.46
+21.52,50.66,1013.56,74.33,455.71
+22.93,62.26,1011.25,83.66,438.34
+5.71,41.31,1003.24,89.48,485.83
+18.62,44.06,1017.76,64.59,452.82
+27.88,68.94,1007.68,75.68,435.04
+22.32,59.8,1016.82,64.18,451.21
+14.55,42.74,1028.41,70.09,465.81
+17.83,44.92,1025.04,70.58,458.42
+9.68,39.96,1026.09,99.28,470.22
+19.41,49.39,1020.84,81.89,449.24
+13.22,44.92,1023.84,87.99,471.43
+12.24,44.92,1023.74,88.21,473.26
+19.21,58.49,1011.7,91.29,452.82
+29.74,70.32,1008.1,52.72,432.69
+23.28,60.84,1017.91,67.5,444.13
+8.02,41.92,1029.8,92.05,467.21
+22.47,48.6,1002.33,63.23,445.98
+27.51,73.77,1002.42,90.88,436.91
+17.51,44.9,1009.05,74.91,455.01
+23.22,66.56,1002.47,85.39,437.11
+11.73,40.64,1020.68,96.98,477.06
+21.19,67.71,1006.65,56.28,441.71
+5.48,40.07,1019.63,65.62,495.76
+24.26,66.44,1011.33,55.32,445.63
+12.32,41.62,1012.88,88.88,464.72
+31.26,68.94,1005.94,39.49,438.03
+32.09,72.86,1003.47,54.59,434.78
+24.98,60.32,1015.63,57.19,444.67
+27.48,61.41,1012.2,45.06,452.24
+21.04,45.09,1014.19,40.62,450.92
+27.75,70.4,1006.65,90.21,436.53
+22.79,71.77,1005.75,90.91,435.53
+24.22,68.51,1013.23,74.96,440.01
+27.06,64.45,1008.72,54.21,443.1
+29.25,71.94,1007.18,63.62,427.49
+26.86,68.08,1012.99,50.04,436.25
+29.64,67.79,1009.99,51.23,440.74
+19.92,63.31,1015.02,82.71,443.54
+18.5,51.43,1010.82,92.04,459.42
+23.71,60.23,1009.76,90.67,439.66
+14.39,44.84,1023.55,91.14,464.15
+19.3,56.65,1020.55,70.43,459.1
+24.65,52.36,1014.76,66.63,455.68
+13.5,45.51,1015.33,86.95,469.08
+9.82,41.26,1007.71,96.69,478.02
+18.4,44.06,1017.36,70.88,456.8
+28.12,44.89,1009.18,47.14,441.13
+17.15,43.69,1017.05,63.36,463.88
+30.69,73.67,1006.14,60.58,430.45
+28.82,65.71,1014.24,54.3,449.18
+21.3,48.92,1010.92,65.09,447.89
+30.58,70.04,1010.4,48.16,431.59
+21.17,52.3,1009.36,81.51,447.5
+9.87,41.82,1033.04,68.57,475.58
+22.18,59.8,1016.77,73.16,453.24
+24.39,63.21,1012.59,80.88,446.4
+10.73,44.92,1025.1,85.4,476.81
+9.38,40.46,1019.29,75.77,474.1
+20.27,57.76,1016.66,75.76,450.71
+24.82,66.48,1006.4,70.21,433.62
+16.55,41.66,1011.45,55.53,465.14
+20.73,59.87,1019.08,80.48,445.18
+9.51,39.22,1015.3,72.41,474.12
+8.63,43.79,1016.08,83.25,483.91
+6.48,40.27,1010.55,82.12,486.68
+14.95,43.52,1022.43,94.75,464.98
+5.76,45.87,1010.83,95.79,481.4
+10.94,39.04,1021.81,86.02,479.2
+15.87,41.16,1005.85,78.29,463.86
+12.42,38.25,1012.76,82.23,472.3
+29.12,58.84,1001.31,52.86,446.51
+29.12,51.43,1005.93,60.66,437.71
+19.08,41.1,1001.96,62.77,458.94
+31.06,67.17,1007.62,65.54,437.91
+5.72,39.33,1009.96,95.4,490.76
+26.52,65.06,1013.4,51.78,439.66
+13.84,44.9,1007.58,63.62,463.27
+13.03,39.52,1016.68,83.09,473.99
+25.94,66.49,1012.83,61.81,433.38
+16.64,53.82,1015.13,68.24,459.01
+14.13,40.75,1016.05,72.41,471.44
+13.65,39.28,1012.97,79.64,471.91
+14.5,44.47,1028.2,66.95,465.15
+19.8,51.19,1008.25,91.98,446.66
+25.2,63.76,1009.78,64.96,438.15
+20.66,51.19,1008.81,88.93,447.14
+12.07,43.71,1025.53,85.62,472.32
+25.64,70.72,1010.16,84,441.68
+23.33,72.99,1009.33,89.41,440.04
+29.41,64.05,1009.82,67.4,444.82
+16.6,53.16,1014.5,76.75,457.26
+27.53,72.58,1009.13,89.06,428.83
+20.62,43.43,1009.93,64.02,449.07
+26.02,71.94,1009.38,64.12,435.21
+12.75,44.2,1017.59,81.22,471.03
+12.87,48.04,1012.47,100.13,465.56
+25.77,62.96,1019.86,58.07,442.83
+14.84,41.48,1017.26,63.42,460.3
+7.41,40.71,1023.07,83.32,474.25
+8.87,41.82,1033.3,74.28,477.97
+9.69,40.46,1019.1,71.91,472.16
+16.17,46.97,1014.22,85.8,456.08
+26.24,49.82,1014.9,55.58,452.41
+13.78,43.22,1011.31,69.7,463.71
+26.3,67.07,1006.26,63.79,433.72
+17.37,57.76,1016,86.59,456.4
+23.6,48.98,1015.41,48.28,448.43
+8.3,36.08,1020.63,80.42,481.6
+18.86,42.18,1001.16,98.58,457.07
+22.12,49.39,1019.8,72.83,451
+28.41,75.6,1018.48,56.07,440.28
+29.42,71.32,1002.26,67.13,437.47
+18.61,67.71,1004.07,84.49,443.57
+27.57,69.84,1004.91,68.37,426.6
+12.83,41.5,1013.12,86.07,470.87
+9.64,39.85,1012.9,83.82,478.37
+19.13,58.66,1013.32,74.86,453.92
+15.92,40.56,1020.79,53.52,470.22
+24.64,72.24,1011.37,80.61,434.54
+27.62,63.9,1013.11,43.56,442.89
+8.9,36.24,1013.29,89.35,479.03
+9.55,43.99,1020.5,97.28,476.06
+10.57,36.71,1022.62,80.49,473.88
+19.8,57.25,1010.84,88.9,451.75
+25.63,56.85,1012.68,49.7,439.2
+24.7,58.46,1015.58,68.64,439.7
+15.26,46.18,1013.68,98.58,463.6
+20.06,52.84,1004.21,82.12,447.47
+19.84,56.89,1013.23,78.32,447.92
+11.49,44.63,1020.44,86.04,471.08
+23.74,72.43,1007.99,91.36,437.55
+22.62,51.3,1012.36,81.02,448.27
+29.53,72.39,998.47,76.05,431.69
+21.32,48.14,1016.57,71.81,449.09
+20.3,58.46,1015.93,82.13,448.79
+16.97,44.92,1025.21,74.27,460.21
+12.07,41.17,1013.54,71.32,479.28
+7.46,41.82,1032.67,74.59,483.11
+19.2,54.2,1011.46,84.44,450.75
+28.64,66.54,1010.43,43.39,437.97
+13.56,41.48,1008.53,87.2,459.76
+17.4,44.9,1020.5,77.11,457.75
+14.08,40.1,1015.48,82.81,469.33
+27.11,69.75,1009.74,85.67,433.28
+20.92,70.02,1010.23,95.58,444.64
+16.18,44.9,1021.3,74.46,463.1
+15.57,44.68,1022.01,90.02,460.91
+10.37,39.04,1023.95,81.93,479.35
+19.6,59.21,1017.65,86.29,449.23
+9.22,40.92,1021.83,85.43,474.51
+27.76,72.99,1007.81,71.66,435.02
+28.68,70.72,1009.43,71.33,435.45
+20.95,48.14,1013.3,67.72,452.38
+9.06,39.3,1019.73,84.23,480.41
+9.21,39.72,1019.54,74.44,478.96
+13.65,42.74,1026.58,71.48,468.87
+31.79,76.2,1007.89,56.3,434.01
+14.32,44.6,1013.85,68.13,466.36
+26.28,75.23,1011.44,68.35,435.28
+7.69,43.02,1014.51,85.23,486.46
+14.44,40.1,1015.51,79.78,468.19
+9.19,41.01,1022.14,98.98,468.37
+13.35,41.39,1019.17,72.87,474.19
+23.04,74.22,1009.52,90.93,440.32
+4.83,38.44,1015.35,72.94,485.32
+17.29,42.86,1014.38,72.3,464.27
+8.73,36.18,1013.66,77.74,479.25
+26.21,70.32,1007,78.29,430.4
+23.72,58.62,1016.65,69.1,447.49
+29.27,64.69,1006.85,55.79,438.23
+10.4,40.43,1025.46,75.09,492.09
+12.19,40.75,1015.13,88.98,475.36
+20.4,54.9,1016.68,64.26,452.56
+34.3,74.67,1015.98,25.89,427.84
+27.56,68.08,1010.8,59.18,433.95
+30.9,70.8,1008.48,67.48,435.27
+14.85,58.59,1014.04,89.85,454.62
+16.42,40.56,1020.36,50.62,472.17
+16.45,63.31,1015.96,83.97,452.42
+10.14,42.02,1003.19,96.51,472.17
+9.53,41.44,1018.01,80.09,481.83
+17.01,49.15,1021.83,84.02,458.78
+23.94,62.08,1022.47,61.97,447.5
+15.95,49.25,1019.04,88.51,463.4
+11.15,41.26,1022.67,81.83,473.57
+25.56,70.32,1009.07,90.63,433.72
+27.16,66.44,1011.2,73.37,431.85
+26.71,77.95,1012.13,77.5,433.47
+29.56,74.22,1007.45,57.46,432.84
+31.19,70.94,1007.29,51.91,436.6
+6.86,41.17,1020.12,79.14,490.23
+12.36,41.74,1020.58,69.24,477.16
+32.82,68.31,1010.44,41.85,441.06
+25.3,70.98,1007.22,95.1,440.86
+8.71,41.82,1033.08,74.53,477.94
+13.34,40.8,1026.56,64.85,474.47
+14.2,43.02,1012.18,57.07,470.67
+23.74,65.34,1013.7,62.9,447.31
+16.9,44.88,1018.14,72.21,466.8
+28.54,71.94,1007.4,65.99,430.91
+30.15,69.88,1007.2,73.67,434.75
+14.33,42.86,1010.82,88.59,469.52
+25.57,59.43,1008.88,61.19,438.9
+30.55,70.04,1010.51,49.37,429.56
+28.04,74.33,1013.53,48.65,432.92
+26.39,49.16,1005.68,56.18,442.87
+15.3,41.76,1022.57,71.56,466.59
+6.03,41.14,1028.04,87.46,479.61
+13.49,44.63,1019.12,70.02,471.08
+27.67,59.14,1016.51,61.2,433.37
+24.19,65.48,1018.8,60.54,443.92
+24.44,59.14,1016.74,71.82,443.5
+29.86,64.79,1017.37,44.8,439.89
+30.2,69.59,1008.9,67.32,434.66
+7.99,41.38,1021.95,78.77,487.57
+9.93,41.62,1013.76,96.02,464.64
+11.03,42.32,1017.26,90.56,470.92
+22.34,63.73,1014.37,83.19,444.39
+25.33,48.6,1002.54,68.45,442.48
+18.87,52.08,1005.25,99.19,449.61
+25.97,69.34,1009.43,88.11,435.02
+16.58,43.99,1021.81,79.29,458.67
+14.35,46.18,1016.63,87.76,461.74
+25.06,62.39,1008.09,82.56,438.31
+13.85,48.92,1011.68,79.24,462.38
+16.09,44.2,1019.39,67.24,460.56
+26.34,59.21,1013.37,58.98,439.22
+23.01,58.79,1009.71,84.22,444.64
+26.39,71.25,999.8,89.12,430.34
+31.32,71.29,1008.37,50.07,430.46
+16.64,45.87,1009.02,98.86,456.79
+13.42,41.23,994.17,95.79,468.82
+20.06,44.9,1008.79,70.06,448.51
+14.8,44.71,1014.67,41.71,470.77
+12.59,41.14,1025.79,86.55,465.74
+26.7,66.56,1005.31,71.97,430.21
+19.78,50.32,1008.62,96.4,449.23
+15.17,49.15,1021.91,91.73,461.89
+21.71,61.45,1010.97,91.62,445.72
+19.09,39.39,1013.36,59.14,466.13
+19.76,51.19,1008.38,92.56,448.71
+14.68,41.23,998.43,83.71,469.25
+21.3,66.86,1013.04,55.43,450.56
+16.73,39.64,1008.94,74.91,464.46
+12.26,41.5,1014.87,89.41,471.13
+14.77,48.06,1010.92,69.81,461.52
+18.26,59.15,1012.04,86.01,451.09
+27.1,79.74,1005.43,86.05,431.51
+14.72,40.83,1009.65,80.98,469.8
+26.3,51.43,1012.05,63.62,442.28
+16.48,48.92,1011.84,64.16,458.67
+17.99,43.79,1016.13,75.63,462.4
+20.34,59.8,1015.18,80.21,453.54
+25.53,62.96,1019.81,59.7,444.38
+31.59,58.9,1003.39,47.6,440.52
+30.8,69.14,1007.68,63.78,433.62
+10.75,45,1023.68,89.37,481.96
+19.3,44.9,1008.89,70.55,452.75
+4.71,39.42,1026.4,84.42,481.28
+23.1,66.05,1020.28,80.62,439.03
+32.63,73.88,1005.64,52.56,435.75
+26.63,74.16,1009.72,83.26,436.03
+24.35,58.49,1011.03,70.64,445.6
+15.11,56.03,1020.27,89.95,462.65
+29.1,50.05,1005.87,51.53,438.66
+21.24,50.32,1008.54,84.83,447.32
+6.16,39.48,1004.85,59.68,484.55
+7.36,41.01,1024.9,97.88,476.8
+10.44,39.04,1023.99,85.03,480.34
+26.76,48.41,1010.53,47.38,440.63
+16.79,44.6,1014.27,48.08,459.48
+10.76,40.43,1025.98,79.65,490.78
+6.07,38.91,1019.25,83.39,483.56
+27.33,73.18,1012.26,82.18,429.38
+27.15,59.21,1013.49,51.71,440.27
+22.35,51.43,1011.34,77.33,445.34
+21.82,65.27,1013.86,72.81,447.43
+21.11,69.94,1004.37,84.26,439.91
+19.95,50.59,1016.11,73.23,459.27
+7.45,39.61,1017.88,79.73,478.89
+15.36,41.66,1012.41,62.32,466.7
+15.65,43.5,1021.39,78.58,463.5
+25.31,74.33,1015.04,79.88,436.21
+25.88,63.47,1011.95,65.87,443.94
+24.6,63.94,1012.87,80.28,439.63
+22.58,41.54,1013.21,71.33,460.95
+19.69,59.14,1015.99,70.33,448.69
+25.85,75.08,1006.24,57.73,444.63
+10.06,37.83,1005.49,99.46,473.51
+18.59,39.54,1008.56,68.61,462.56
+18.27,50.16,1011.07,95.91,451.76
+8.85,40.43,1025.68,80.42,491.81
+30.04,68.08,1011.04,51.01,429.52
+26.06,49.02,1007.59,74.08,437.9
+14.8,38.73,1003.18,80.73,467.54
+23.93,64.45,1015.35,54.71,449.97
+23.72,66.48,1003.61,73.75,436.62
+11.44,40.55,1023.37,88.43,477.68
+20.28,63.86,1016.04,74.66,447.26
+27.9,63.13,1011.8,70.04,439.76
+24.74,59.39,1015.23,74.64,437.49
+14.8,58.2,1018.29,85.11,455.14
+8.22,41.03,1021.76,82.97,485.5
+27.56,66.93,1016.81,55.59,444.1
+32.07,70.94,1006.91,49.9,432.33
+9.53,44.03,1008.87,89.99,471.23
+13.61,42.34,1017.93,91.61,463.89
+22.2,51.19,1009.2,82.95,445.54
+21.36,59.54,1007.99,92.62,446.09
+23.25,63.86,1017.82,59.64,445.12
+23.5,59.21,1018.29,63,443.31
+8.46,39.66,1015.14,85.38,484.16
+8.19,40.69,1019.86,85.23,477.76
+30.67,71.29,1008.36,52.08,430.28
+32.48,62.04,1010.39,38.05,446.48
+8.99,36.66,1028.11,71.98,481.03
+13.77,47.83,1007.41,90.66,466.07
+19.05,67.32,1013.2,83.14,447.47
+21.19,55.5,1019.83,65.22,455.93
+10.12,40,1021.15,91.67,479.62
+24.93,47.01,1014.28,66.04,455.06
+8.47,40.46,1019.87,78.19,475.06
+24.52,56.85,1012.59,54.47,438.89
+28.55,69.84,1003.38,67.26,432.7
+20.58,50.9,1011.89,72.56,452.6
+18.31,46.21,1010.46,82.15,451.75
+27.18,71.06,1008.16,86.32,430.66
+4.43,38.91,1019.04,88.17,491.9
+26.02,74.78,1010.04,72.78,439.82
+15.75,39,1015.91,69.58,460.73
+22.99,60.95,1015.14,69.86,449.7
+25.52,59.15,1013.88,65.37,439.42
+27.04,65.06,1013.33,52.37,439.84
+6.42,35.57,1025.58,79.63,485.86
+17.04,40.12,1011.81,83.14,458.1
+10.79,39.82,1012.89,88.25,479.92
+20.41,56.03,1019.94,55.85,458.29
+7.36,40.07,1017.29,52.55,489.45
+28.08,73.42,1012.17,62.74,434
+24.74,69.13,1010.69,90.08,431.24
+28.32,47.93,1003.26,54.5,439.5
+16.71,40.56,1019.48,49.88,467.46
+30.7,71.58,1010,48.96,429.27
+18.42,58.95,1016.95,86.77,452.1
+10.62,42.02,999.83,96.66,472.41
+22.18,69.05,1002.75,70.84,442.14
+22.38,49.3,1003.56,83.83,441
+13.94,41.58,1020.76,68.22,463.07
+21.24,60.84,1017.99,82.22,445.71
+6.76,39.81,1017.11,87.9,483.16
+26.73,68.84,1010.75,66.83,440.45
+7.24,38.06,1020.6,85.36,481.83
+10.84,40.62,1015.53,60.9,467.6
+19.32,52.84,1004.29,83.51,450.88
+29,69.13,1001.22,52.96,425.5
+23.38,54.42,1013.95,73.02,451.87
+31.17,69.51,1010.51,43.11,428.94
+26.17,48.6,1002.59,61.41,439.86
+30.9,73.42,1011.21,65.32,433.44
+24.92,73.68,1015.12,93.68,438.23
+32.77,71.32,1007.68,42.39,436.95
+14.37,40.56,1021.67,68.18,470.19
+8.36,40.22,1011.6,89.18,484.66
+31.45,68.27,1007.56,64.79,430.81
+31.6,73.17,1010.05,43.48,433.37
+17.9,48.98,1014.17,80.4,453.02
+20.35,50.9,1012.6,72.43,453.5
+16.21,41.23,995.88,80,463.09
+19.36,44.6,1016.25,45.65,464.56
+21.04,65.46,1017.22,63.02,452.12
+14.05,40.69,1015.66,74.39,470.9
+23.48,64.15,1021.08,57.77,450.89
+21.91,63.76,1009.85,76.8,445.04
+24.42,63.07,1011.49,67.39,444.72
+14.26,40.92,1022.07,73.96,460.38
+21.38,58.33,1013.05,72.75,446.8
+15.71,44.06,1018.34,71.69,465.05
+5.78,40.62,1016.55,84.98,484.13
+6.77,39.81,1017.01,87.68,488.27
+23.84,49.21,1013.85,50.36,447.09
+21.17,58.16,1017.16,68.11,452.02
+19.94,58.96,1014.16,66.27,455.55
+8.73,41.92,1029.41,89.72,480.99
+16.39,41.67,1012.96,61.07,467.68
+15.28,40,1016.65,65,458.76
+22.05,59.92,1009.06,93.74,437.9
+18.63,48.92,1011.37,71.72,450.29
+15,41.17,1015.57,64.82,468.72
+20.46,59.21,1018.42,85.89,445.22
+11.97,45.51,1016.84,81.47,472.82
+26.59,59.92,1009.97,70.09,438.22
+13.76,45.08,1023.77,80.48,469.74
+21.41,59.43,1010.27,74.54,442.85
+12.45,37.92,1008.03,61.87,470.59
+10.62,39.64,1010.65,62.15,477.07
+12.33,37.73,1022.46,59.3,470.11
+15.63,44.9,1009.38,82.8,457.44
+19.11,50.16,1010.88,100.09,450.38
+21.83,41.1,1001.91,41.79,453.38
+22.02,64.45,1012.57,47.87,454.9
+26.54,71.98,1005.8,91.16,431.78
+6.9,39.81,1016.74,88.24,481.88
+13.05,34.03,1018.31,64.99,472.69
+19.61,45.01,1014.84,64.42,461.97
+26.26,63.73,1010.45,70.61,442.18
+30.56,71.25,1000.3,70.55,431.92
+21.81,63.77,1014.28,83.66,444.52
+26.65,58.41,1013.53,65.83,442.66
+25.18,57.5,1015.07,60.76,449.01
+17.8,46.48,1007.27,81.31,452.66
+33.27,66.44,1010.63,43.47,430.11
+29.94,65.74,1012.4,46.94,440.54
+8.51,34.69,1026.96,75.34,481.83
+9.45,36.71,1024.24,83.28,476.02
+24.27,60.23,1011.84,77.8,438.99
+11.28,42.44,1014.62,99.78,473.36
+7.93,41.01,1023.64,97.23,476.37
+14.3,42.99,1007.32,73.72,467.9
+24.31,63.86,1019.47,58.54,442.69
+29.3,70.04,1010.95,61.23,426.25
+20.43,63.09,1016.46,91.78,445.58
+10.94,39.69,1004.5,86.29,459.69
+23.04,57.32,1011.23,64.27,442.01
+25.37,44.89,1009.27,63.06,442.38
+21.1,49.16,1006.76,86.08,442.78
+20.4,57.85,1011.14,92.47,450.07
+20.51,48.6,1005.29,80.7,448
+12.15,38.78,1013.34,95.05,474.15
+15.27,41.16,1009,84.12,467.01
+23.78,60.27,1018.02,78.06,441.56
+22.01,60.84,1017.55,83.82,441.9
+24.72,77.54,1008.39,81.03,438.52
+28.84,73.03,1013.99,76.05,435.75
+26.53,54.2,1012.9,66.73,439.96
+19.82,41.67,1012.92,51.92,456.87
+16.69,40.56,1019.92,51.43,469.9
+20.36,56.53,1020.25,72.96,455.34
+18.6,68.28,1003.27,84.21,446.98
+12.54,40.1,1015.73,84.29,475.02
+14.54,46.18,1015.29,94.48,463.03
+30.97,67.9,1005.98,55.6,428.26
+26.54,71.14,1007.52,72.04,431.31
+25.2,59.21,1017.54,55.53,444.16
+13.17,38.52,1018.5,83.77,468.82
+8.53,40.77,1009.85,90.95,481.03
+24.06,58.2,1017.46,48.04,445.91
+12.25,41.38,1021.81,59,474.77
+14.7,40.8,1025.78,50.96,472.85
+15.75,39.39,1014.38,76.29,468.6
+29.45,74.16,1010.49,64.87,438.11
+30.22,68.3,1014.91,34.9,434.3
+26.96,72.58,1009.23,89.62,429.03
+18.48,58.59,1015.61,85.14,452.52
+17.78,50.66,1015.09,91.9,456.11
+6.64,39.04,1018.84,74.94,481.53
+21.83,63.13,1013.4,85.82,443.41
+13.92,39.58,1012.5,80.28,465.67
+12.14,40.27,1007.57,73.22,472.84
+15.64,38.28,1014.39,76.93,466.51
+16,44.9,1020.5,80.89,461.5
+9.75,43.69,1016.81,82.42,481.34
+13.56,43.67,1011.34,94.02,467.09
+7.94,40.56,1023.25,80.84,488.01
+20.46,54.2,1011.4,84,448.1
+18.23,62.26,1011.48,91.35,448.64
+23.14,63.94,1017.49,53.19,446.57
+20.55,46.21,1013.21,73.18,448.66
+23.58,49.3,1003.8,74.62,440.44
+14.51,42.77,1017.47,81.95,463.37
+10.05,40.71,1015.51,84.21,471.68
+26.91,61.5,1009.47,55.26,436.84
+15.66,41.35,1001.68,86.26,463.57
+30.07,69.82,1010.39,57.53,437.38
+24.28,68.31,1009.94,77.08,440.07
+12.57,39.3,1019.57,72.44,473.67
+11.01,42.02,995.24,98.62,473.96
+23.3,72.99,1008.54,92.11,437.62
+28.76,60.23,1010.03,58.24,437.42
+21.4,68.28,1008.2,60.34,450.22
+30.33,68.67,1006,54.99,435.53
+18.89,67.71,1003.92,86.12,443.54
+18.83,47.83,1005.58,77.07,454.23
+12.32,43.69,1016.26,83.18,471.6
+25.15,68.51,1013.25,72.31,440.96
+17.06,52.9,1019.76,80.9,460.82
+23.68,49.02,1007.53,86.05,440.68
+11.95,39.82,1013.4,92.51,474.56
+25.39,58.79,1015.85,62.59,441.51
+11.52,40.8,1024.31,73.49,479.56
+19.69,56.65,1020.86,73.41,455.32
+26.1,74.16,1009.42,85.4,437.18
+27.44,74.9,1003.85,76.65,436.42
+27.35,66.05,1017.62,55.26,439.6
+25.7,69.45,1013.86,56.91,437.04
+24.54,58.66,1011.63,57.62,448.11
+14.87,41.23,997.39,82.06,465.01
+14.05,40.35,1011.52,66.21,475.54
+25.69,73.18,1012.64,86.35,432.82
+31.01,67.69,1005.06,46.16,426.64
+9.46,42.28,1008.67,78.16,481.95
+7.71,40.77,1021.93,87.04,482.19
+15.69,37.64,1016,83.88,462.18
+26.45,64.27,1013.23,60.92,444.9
+22.86,60.08,1017.2,67.11,452.34
+21.61,49.39,1019.41,78.2,449.26
+25.66,77.54,1008.22,78.42,432.82
+22.48,71.29,1008.15,75.41,444.71
+21.58,63.87,1015.27,63.15,451.88
+25.94,77.24,1007.97,84.82,432.88
+16.45,44.68,1018.6,85.14,462.66
+27.88,63.87,1017.79,40,443.24
+26.62,65.12,1016,43.24,441.22
+27.94,49.16,1004.22,35.46,436.75
+5.02,45.87,1007.8,99.22,481.03
+31.87,71.22,1006.16,45.66,437
+24.49,68.61,1010.56,64.03,447.57
+30.42,67.69,1006.23,54.19,430.9
+20.85,59.21,1012.9,75.97,444.44
+13.18,40.03,1017.75,82.29,470.88
+5.37,38.68,1017.76,76.48,487.07
+31.81,69.88,1007.94,55.91,432.6
+20.55,48.98,1016.1,63.89,452.52
+22.49,69.84,1006.78,73.76,437.57
+12.57,39.18,1023.09,77.28,471.87
+27.35,69.48,1008.51,65.81,432.31
+17.82,49.15,1020.73,70.25,457.35
+23.25,56.9,1006.82,76.37,442.76
+9.37,40.11,1024.94,75.03,471.13
+24.43,58.2,1017.18,46.84,444.89
+20.04,49.39,1020.62,78.84,449.63
+10.06,43.22,1014.1,85.7,473
+21.44,50.78,1008.87,87.56,443.3
+29.04,62.26,1010.63,56.6,433.97
+8.83,41.26,1023.04,86.08,478.87
+24.19,46.21,1010.79,62.04,440.87
+11.97,41.04,1026.42,70.75,468.81
+19.43,52.9,1017.16,67.41,458.46
+15.59,45.09,1013.41,91.97,457.54
+13.23,42.34,1018.02,97.49,462.21
+16.34,41.16,1006.36,75.52,462.56
+28.1,61.02,1011.28,59.05,437.5
+26.08,70.32,1012.32,89,434.24
+24.44,52.84,1006.39,49.05,440.2
+18.37,58.96,1015.5,67.79,460.25
+22.93,51.19,1009.3,82.8,443.57
+29.67,73.67,1006.48,64.98,429.28
+12.15,43.71,1025.78,93.69,472.59
+15.67,45.17,1018.73,94.74,462.09
+14.7,48.6,1006.91,85.65,460.63
+27.33,52.84,1005.88,56.16,438.97
+12.55,38.91,1012.58,75.44,474.35
+31.42,69.13,1009.34,57.16,425.98
+15.44,39.54,1007.49,82.14,469.28
+24.19,47.45,1008.26,64.25,446.3
+6.05,41.14,1027.69,86.93,481.02
+13.94,42.86,1012.35,88.78,471.64
+5.79,45.87,1010.23,95.41,480.97
+27.01,69.75,1009.78,81.29,442.57
+9.59,38.56,1017.01,60.1,481.3
+27.46,69.98,1013.28,63.73,435.36
+22.63,70.47,1008,82.27,441.92
+28.11,77.95,1009.38,72.81,432.98
+18.87,44.06,1013.42,68.78,451.4
+15.5,49.25,1021.41,77.92,453.99
+3.73,39.42,1024.4,82.42,488.58
+26.41,68.24,1010.6,77.79,428.52
+17.83,66.86,1011.65,77.31,456.56
+13.44,37.85,1009.78,99.13,469.89
+14.62,46.18,1014.75,96.81,462.26
+19.7,43.79,1015.93,47.39,464.41
+6.06,41.17,1019.67,84.7,489.62
+15.89,38.73,1001.45,74.37,465.76
+31.63,69.59,1008.66,61.81,436.89
+18.99,44.58,1018.29,54.71,468.35
+13.96,40.92,1022.65,73.08,460.95
+20.21,54.9,1016.82,66.56,454.23
+15.14,49.64,1023.78,75,463.58
+18.97,44.85,1014.86,46.31,466.17
+21.36,52.3,1007.95,79.38,448.13
+29.48,64.69,1006.44,64.46,435.09
+21.1,62.66,1011.19,83.49,448.8
+26.51,70.32,1010.3,57.4,431.82
+30.93,61.5,1009.81,41.46,437.35
+11.64,41.44,1016.4,73.18,478.99
+7.26,36.08,1021.47,83.15,483.58
+16.36,44.88,1018.34,76,468.53
+17.43,63.09,1019.87,92.77,449.36
+10.37,37.5,1013.19,79.25,473.1
+22.8,49.16,1006.4,77.05,439.65
+21,70.02,1010.22,95.11,447.29
+12.68,45,1022.54,77.19,479.69
+12.35,44.2,1017.81,82.49,471.65
+7.09,43.13,1017.91,92.37,485.04
+28.9,68.12,1011.87,46.56,438.53
+26.82,69.05,1004.62,40,437.42
+11.02,40.71,1020.3,86.64,469.31
+14.95,43.72,1010.28,93.62,459.31
+16.58,44.68,1021.5,83.38,458.87
+31.73,73.42,1010.8,61.81,430.46
+8.58,38.38,1021.03,84.37,482.26
+28.08,73.17,1011.19,73.1,430.8
+31.01,67.83,1007.95,43.57,429.46
+26.94,59.87,1011.66,58.34,448.6
+10.2,41.62,1016.52,98.09,462.87
+9.2,39.99,1011.73,85.95,484.04
+27.69,70.32,1012.2,82.27,432.57
+25.71,71.14,1010.02,66.39,432.46
+18.22,39.63,1005.11,79,465.78
+16.81,42.42,1008.95,74.25,462.19
+30.63,74.22,1007.47,46.52,430.38
+12.11,38.28,1013.56,93.21,469.93
+23.75,60.29,1017.36,64.04,449.57
+33.96,68.94,1006.93,47.39,427.06
+29.35,54.2,1013.07,42.45,439.47
+23.07,50.05,1006.9,86.98,442.97
+12.91,41.66,1013.37,71.52,469.71
+6.25,39.04,1019.65,71.27,484.14
+19.8,58.79,1017.04,87.71,449.66
+31.38,68.27,1006.79,52.79,426.67
+10.62,39.96,1025.37,96.64,470.8
+6.89,43.65,1019.87,72.77,484
+16.3,38.73,1001.79,73.45,465.7
+14.82,44.58,1020.13,74.88,473.17
+22.97,63.94,1010.5,88.47,440.81
+31.15,66.25,1008.89,61.08,437.55
+15.69,41.93,1021.3,52.69,468.43
+26.65,66.48,1005.7,65.09,436.65
+29.38,73.42,1011.49,54.96,445.42
+16.77,49.39,1018.61,95.86,459.38
+22.77,70.32,1012.04,82.43,440.67
+15.91,44.99,1010.93,62.81,459.73
+24.33,68.08,1013.02,64.81,442.93
+19.69,56.65,1020.79,66.94,457.17
+31.76,66.54,1003.02,49.64,430.18
+14.47,42.86,1031.55,66.73,466.64
+27.2,72.43,1006.75,80.67,430.32
+17.29,44.06,1016.24,77.56,461.38
+25.44,63.13,1011.74,77.83,441.91
+16.98,43.7,1015.07,53.51,464.01
+22.65,68.67,1006.67,77.42,447.01
+26.41,60.93,1007.16,66.02,436.71
+19.78,63.09,1019.01,78.39,448.34
+19.26,65.61,1015.03,85.74,451.85
+22.25,59.8,1016.79,69.02,451.64
+7.1,35.77,1015.39,92.1,480.36
+18.53,39.72,1001.26,64.08,457.26
+30.47,77.3,1002.13,63.7,434.68
+27.34,71.64,1008.12,72.22,438.76
+29.8,69.34,1009.36,64.74,437.65
+22.69,65.12,1016.35,72.02,446.91
+18.58,49.25,1019.92,60.24,452.94
+14.16,44.06,1018.92,76.34,464.91
+28.33,78.92,1011.15,70.04,432.67
+28.31,70.32,1007.88,47,432.5
+21.5,50.59,1017.08,65.28,453.8
+29.24,64.33,1011.5,64.14,440.29
+25.15,66.49,1012.71,63.46,436
+15.48,53.82,1016.1,64.77,462.69
+16.07,47.83,1006.99,86.49,458.18
+18.02,53.16,1013.41,82.84,458.01
+14.99,41.35,1004.56,98.9,466.85
+29.62,71.8,1011.05,63.13,438.55
+25.04,63.86,1018.92,52.79,441.6
+11.45,40.8,1027.74,78.6,476.28
+18.96,44.58,1016.66,71.95,461.96
+26.54,66.51,1015.39,51.22,440.04
+22.3,67.25,1017.33,75.85,453.27
+14.7,41.39,1018.84,68.19,469.6
+9.14,40.6,1015.34,88.91,483.57
+6.14,38.5,1012.4,75.35,489.26
+11.24,42.34,1021.3,95.19,469.3
+30.55,71.06,1009.33,73.38,432.6
+14.9,52.05,1015.11,77.33,464.82
+10.25,37.14,1013.14,70.73,474.37
+3.26,41.31,996.32,100,489.38
+27.54,75.6,1018.26,57.89,440.87
+13.65,44.6,1017.99,87.04,466.06
+22.08,41.1,1002.19,46.69,455.04
+24.93,69.05,1001.02,85.14,429.53
+27.58,71.97,1008.51,87.99,430.53
+32.14,75.08,1005.35,49.92,439.22
+16.98,44.85,1015.48,51.77,464.27
+13.25,34.03,1018.94,72.1,470.46
+25.9,48.92,1009.82,35.42,443.8
+30.27,64.05,1011.93,65.72,438.68
+22.37,50.78,1008.84,82.06,449.08
+21.93,57.17,1009.81,81.15,448.75
+29.65,74.9,1003.22,71.09,433.32
+18.32,42.18,1002.27,95.99,458.46
+22.76,44.05,1006.95,74.07,450.31
+8.95,43.56,1015.04,81.53,485.21
+13.12,44.21,1019.57,89.29,469.09
+21.18,44.57,1007.27,73.67,449.93
+16.71,46.18,1011.61,95.82,459.4
+15.01,43.56,1014.65,61.82,465.84
+25.96,68.08,1011.34,71.57,432.82
+33.4,69.98,1013.29,47.78,432.44
+17.4,63.09,1020.84,92.58,453
+6.49,35.57,1025.4,79.67,486.8
+6.01,35.79,1011.26,90.72,482.79
+29.97,69.14,1007.92,66.74,433.82
+21.33,63.86,1020.33,72.13,445.02
+23.27,64.69,1006.84,70.53,438.08
+28.3,59.27,1010.92,61.83,445.19
+5.74,45.87,1011.44,95.94,482
+21.67,50.32,1008.41,85.99,445.31
+20.06,47.03,1013.66,83.23,461.02
+8.25,37.49,1009.02,81.09,480.38
+22.61,50.32,1008.41,79.4,444.74
+26.31,71.29,1009.87,84.16,432.92
+25.03,57.5,1014.96,62.23,449.48
+11.44,41.39,1019.59,79.95,478.52
+25.14,49.02,1007.56,79.02,438.53
+30.91,69.75,1010.23,59.36,435.7
+31.54,71.06,1008.4,71.77,431.87
+12.24,44.9,1020.31,82.22,464.25
+6.65,39.33,1011.29,92.85,490.41
+8.31,40.46,1020.07,78.18,476.72
+22.72,50.05,1007,88.24,444.43
+22.78,58.59,1012.84,65.55,445.45
+25.63,72.99,1008.2,86.8,436.64
+6.01,35.79,1011.05,91.33,482.25
+20.21,65.06,1016.46,73.36,451.46
+7.47,40.64,1020.47,94.8,478.08
+19.73,69.51,1013.14,61.84,450.99
+13.57,39.39,1014.01,82.12,471.44
+14.8,42.77,1019.14,76.53,462.29
+10.41,44.68,1023.53,91.38,474.7
+12.33,39.85,1012.53,66.04,479.32
+26.65,73.18,1012.27,83.12,437.7
+19.09,56.51,1015.58,92.56,449.24
+12.81,45.51,1015.46,79.97,469.27
+9.99,36.71,1023.57,83.53,475.85
+13.02,40.1,1014.43,87.32,474.97
+14.15,39.28,1013.5,77.63,471.23
+19.46,47.03,1013.9,88.86,460.57
+23.19,42.67,1007.83,63.31,446.95
+20.25,58.59,1012.99,65.98,452.18
+31.9,69.4,1003.4,57.76,436.04
+20.76,44.58,1017.09,57.47,462.01
+20.51,42.23,1013.25,71.83,461.78
+22.56,70.98,1005.66,95.95,440.81
+25.64,68.14,1005.48,56.11,437.63
+23.63,58.79,1017.2,67.68,442.86
+15.3,43.14,1015.11,71.35,466
+6.79,39.37,1019.79,72.39,487.3
+23.89,48.41,1010.48,62.31,441.83
+26.23,63.56,1013.57,65.81,440.8
+12.5,45.51,1015.8,82.82,469.69
+21.97,68.12,1012.53,75.12,443.39
+24.11,66.51,1015.35,56.01,437.21
+18.24,49.5,1014.37,79.36,464.13
+19.7,52.84,1004.86,89.72,444.64
+19.15,57.76,1019.62,74.89,458.66
+14.79,39.52,1017.95,71.97,469.47
+25.13,68.63,1013.57,43.44,446.36
+23.02,59.21,1011.74,83.18,440.5
+34.35,77.17,1009.26,59.33,437.65
+23.95,66.48,1003.55,73.68,431.87
+25.52,63.94,1017.81,41.54,440.32
+23.56,42.67,1008.01,66.76,440.69
+26.67,59.44,1012.01,58.83,441.29
+18.7,66.51,1015.14,79.23,458.73
+25.89,63.56,1013.82,64.51,443.82
+27.25,50.05,1006.53,60.64,439.63
+16.73,58.59,1015.02,89.61,455.3
+30.67,77.95,1015.28,61.67,435.96
+13.98,54.3,1015.58,74.91,466.52
+25.42,69.71,1009.29,82.5,435.59
+21.57,66.49,1014.76,68.19,455.18
+23.66,67.17,1007.24,87.56,443.43
+13.87,42.99,1007.45,81.52,471.12
+9.42,41.4,1029.6,87.43,478.12
+13.61,39.85,1012.78,58.12,475.62
+23.84,59.87,1019.11,59.59,441.94
+31.09,59.57,1010.67,60.5,440.08
+3.98,35.47,1017.22,86.53,489.64
+29.28,74.33,1011.66,72.37,426.53
+23.55,58.79,1010.78,78.47,447.01
+17.37,48.92,1011.91,58.4,455.53
+18.34,44.63,1000.76,89.27,455.22
+13.86,40.83,1008.76,82.4,470.37
+27.36,58.33,1013.86,56.7,439.14
+27.71,54.2,1012.72,47.25,440.74
+8.46,40.8,1023.57,81.27,485.06
+25.18,47.93,1002.92,60.33,441.29
+21.82,63.9,1014.48,92.53,447.29
+15.61,40.89,1010.48,80.26,467.3
+30.4,71.97,1008.42,76.28,430.23
+10.54,42.02,997.5,99.77,472.64
+10.59,39.96,1025.87,97.05,468.96
+12.52,41.44,1016.08,68.94,477.18
+32.92,69.05,1000.74,39.61,426.61
+21.14,69.94,1008.87,79.74,440.69
+26.33,64.45,1013.12,43.31,450.67
+27.19,71.58,1010.85,76.1,436.77
+19.64,56.53,1019.6,76.19,447.66
+15.52,58.59,1014.12,91.22,457.74
+12.95,41.38,1021.97,53.83,474.46
+6.43,36.08,1022.73,85.03,486.39
+25.21,60.37,1006.01,73.14,436.23
+21.24,41.67,1012.6,49.27,459.81
+9.63,41.14,1027.99,87.89,469.73
+24.32,58.79,1016.8,65.61,442.78
+17.47,63.31,1015.28,88.22,450.68
+14.54,39.39,1013.87,76.39,470.23
+20.74,49.69,1010.91,69.1,454.59
+8.75,40.77,1021.99,86.46,478.85
+27.67,69.59,1009.13,82.15,437.29
+23.21,58.66,1012.24,65.31,450.92
+7.49,39.81,1019.03,87.29,483.59
+7.82,38.91,1015.58,90.11,479.15
+7.77,35.77,1016.53,73.79,479.68
+22.84,50.05,1005.59,79.49,442.85
+10.48,41.93,1017.17,92.81,480.01
+10.2,41.46,1020.23,84.54,481.46
+27.24,68.08,1013.23,51.96,445.25
+9.37,42.32,1015.15,82.96,477.57
+24.12,58.66,1011.55,58.96,450.69
+14.54,43.14,1010.26,82.98,465.45
+31.23,66.75,1017.48,36.55,433.9
+5.41,45.87,1008.47,97.51,479.48
+15.61,38.52,1018.4,80.99,439.21
+26.9,59.14,1016.18,70.88,436.16
+23.95,73.67,1007.32,87.67,437.43
+9.2,40.03,1017.05,92.46,480.38
+9.51,43.79,1016.02,79.81,481.12
+8.51,41.26,1023.17,87.79,477.51
+19.66,51.43,1010.17,84.19,459.12
+27.33,51.43,1006.18,67.6,439.12
+21.43,63.94,1017.28,57.49,449.02
+14.97,43.67,1011.13,87.33,465.54
+21.97,69.23,1012.25,86.45,443.85
+8.34,40.77,1010.84,90.01,480.48
+21.86,60.27,1016.06,90.48,446.31
+24.59,71.94,1006.89,88.52,430.28
+26.26,73.06,1009.35,91.65,435.41
+26.76,71.94,1008.81,64.62,432.49
+30.98,69.82,1009.17,50.63,438.44
+19.22,65.06,1015.05,82.5,446.98
+25.72,70.47,1010.44,70.57,434.94
+22.37,41.54,1013.74,72.21,459.06
+26.05,44.89,1009.83,56.36,443.18
+20.8,50.9,1012.07,73.16,457
+29.1,77.95,1010.01,71.48,431.28
+11.17,40.27,1009.54,74.56,476.18
+11.35,40.73,1019.37,96.05,472.32
+18.12,63.09,1019.32,89.21,449.65
+16.97,42.86,1013.92,74.8,463.62
+10.22,38.18,1018.01,70.7,474.07
+13.1,40.55,1007.59,95.46,472.37
+18.22,45.09,1013.62,75.56,454.74
+4.15,39.9,1008.84,96.68,491.22
+19.15,59.21,1018.41,88.9,450.26
+15.87,39.31,1009.95,66.78,460.59
+8.05,40.8,1028.01,89.56,483.43
+18.81,61.87,1009.71,70.47,448.49
+23.95,51.86,1014.24,68.28,449.81
+13.21,41.2,1016.63,74.1,474.26
+9.38,43.7,1015.45,90.47,481.52
+27.41,59.21,1013.3,50.93,438.39
+18.42,63.94,1020.47,74.47,450.55
+19.51,44.05,1008.52,78.38,451.7
+28.5,76.86,999.49,77.47,430.62
+11.97,42.32,1016.95,88.32,467.98
+3,39.64,1011,80.14,485.2
+12.11,41.17,1019.46,62.59,475.53
+12.32,41.26,1022.42,79.74,470.27
+8.83,36.3,1027.08,72.69,479.86
+20.08,49.69,1008.34,69.88,453.54
+32.12,69.98,1013.31,54.3,429.86
+18.68,56.65,1020.38,80.26,455.79
+28.33,68.27,1008.09,50.37,432.66
+25.14,67.32,1013.96,41.78,435.39
+31.43,69.89,1014.8,56.22,426.15
+29.54,72.29,1011,42,443.79
+24.94,74.33,1014.3,75.34,435.21
+26.49,67.69,1004.61,78.13,430.62
+23.89,64.27,1013.37,75.22,450.82
+14.41,40.83,1009.82,80.43,470.13
+29.3,68.08,1011.23,56.23,434.11
+23.09,69.71,1009.75,91.35,437.7
+23.23,71.77,1005.01,88.1,432.8
+28.86,67.9,1006.29,57.19,432.97
+7.4,41.04,1024.44,90.9,477.69
+25.23,61.86,1013,76.18,441.48
+26.69,79.74,1008.29,73.79,431.41
+23.99,45.87,1007.63,52.62,443.66
+31.65,66.25,1008.57,59.05,437.35
+8.94,43.13,1014.82,76.66,483.63
+15.79,58.86,1015.85,91.91,455.15
+11.43,40.22,1010.84,81.04,477.5
+21.14,67.71,1006.38,56.78,445.12
+25.21,65.34,1013.94,65.04,446.68
+10.42,39.35,1015.21,89.75,478.52
+4.84,38.5,1011.96,81.62,491.23
+21.57,69.23,1011.94,81.73,437.55
+20.86,39.72,1001.73,56.38,456.27
+11.06,37.92,1008.76,67.32,473.16
+15.86,40.66,1016.23,86.74,455.85
+22.12,60.77,1018.01,83.87,443.97
+30.2,71.8,1011.13,60.66,436.94
+7.91,37.8,1020.59,61,483.49
+17.1,62.1,1020.39,93.63,453.4
+13.06,44.2,1018.95,85.68,469.02
+20.73,69.94,1009.9,82.12,445.91
+10.69,36.71,1022.08,83.28,472.81
+17.28,44.06,1018.15,66.93,462.05
+8.13,39.96,1026.07,95.84,477.12
+19.4,39.53,1007.96,63.38,457.17
+25.21,59.21,1017.37,55.06,445.33
+25.67,58.59,1013,62.34,451.03
+7.31,42.18,1014.75,86.75,477.38
+24.27,57.85,1012.81,63.48,445.1
+25.8,65.38,1009.3,52.28,450.5
+20.68,42.04,1010.2,63.43,464.14
+21.26,50.32,1008.41,87.22,446.22
+11.2,35.76,1019.24,64.59,473.33
+20,39.53,1007.59,62.09,456.28
+10.34,41.46,1017.75,89.73,478.03
+7.72,41.14,1025.11,96.75,478.34
+26.79,77.95,1009.9,80.22,437.91
+21.26,60.84,1018.43,78.83,446.08
+12.85,40.92,1023.04,84.04,461.05
+28.07,70.32,1007.17,67.02,430.29
+17.72,39.99,1007.34,72.3,461.7
+26.43,75.33,1004.09,86.48,431.79
+27.39,67.07,1006.17,58.2,441.45
+30.18,65.74,1012.63,47.74,441.65
+25.45,67.83,1009.47,57.97,429.95
+11.72,41.54,1020.04,66.84,476.12
+8.43,40.6,1015.39,91.81,483.1
+16.18,41.66,1010.01,65.62,465.82
+13.33,54.3,1016.77,80.32,468.1
+26.18,52.36,1013.46,56.65,453.54
+8.57,41.17,1020.18,72.47,484.2
+21.22,59.15,1014.68,59.71,450.96
+26.53,65.18,1012.77,64.37,437.39
+12.34,40.1,1015.77,92.26,470.92
+19.54,44.57,1007.19,78.93,450.54
+9.68,41.44,1015.19,87.34,479.89
+18.19,66.54,1012.9,86.05,449.22
+31.25,68.94,1005.99,49.61,434.51
+26.8,72.58,1008.94,78.24,428.62
+16.82,41.66,1010.49,63.14,465.64
+29.52,64.79,1017.53,44.83,439.6
+26.93,72.99,1007.33,78.85,433.18
+9.45,41.4,1027.06,87.35,479
+13.98,44.84,1023.6,89.09,462.81
+29.15,73.42,1011.43,66.49,432.26
+10.28,39.61,1020.43,69.09,478.34
+21.24,63.47,1011.86,97.02,442.94
+11.41,41.4,1019.01,78.59,449.5
+20.15,39.72,1001.85,59.32,456.87
+11.39,40.27,1009.04,73.13,474.93
+22.07,50.78,1008.6,61.33,449.96
+28.28,69.48,1008.56,61.3,428.75
+9.96,41.26,1022.9,83.83,475.21
+21.69,44.57,1005.84,71.53,447.88
+13.93,44.21,1022.26,82.4,469.12
+23.63,60.93,1006.41,83.06,439.9
+16.39,52.75,1024.42,54.61,459.48
+13.93,44.9,1022.15,85.93,470.59
+14.5,41.76,1023.94,84.42,464.23
+18.84,67.32,1012.63,81.89,449.21
+27.19,64.27,1013.06,58.13,444.54
+20.95,70.72,1009.96,87.73,445.66
+14.49,41.92,1030.3,56.62,463.81
+24.77,71.94,1006.77,88.86,432.27
+21.14,48.78,1020.39,86.2,450.35
+28.4,59.27,1012.03,59.75,441.64
+17.69,65.46,1013.72,67.28,448.49
+23.39,63.94,1010.54,89.94,441.44
+20.98,43.77,1010.67,62.73,449.88
+7.24,41.17,1020.35,80.56,486.76
+22.17,65.61,1014.71,70.91,449.91
+19.23,41.67,1012.53,48.86,465.66
+10.82,41.55,1004.55,65.14,475.44
+16.7,50.66,1014.86,94.87,457.74
+19.83,51.19,1008.13,91.29,449
+29.99,74.9,1003.84,64.43,435.87
+25.02,60.77,1016.71,69.85,441.21
+8.85,40.22,1008.61,90.6,482.3
+9.87,40.81,1017.17,84.25,473.2
+24.04,72.43,1008.02,87.2,439.39
+26.45,69.13,1001.53,89.64,427.5
+27.58,57.19,1007.88,52.95,435.7
+16.53,53.29,1018.64,87.47,463.32
+29.24,60.23,1009.62,59.71,438.24
+15.52,40,1017,66.27,454.14
+28.47,67.69,1004.79,56.51,430.67
+8.27,35.76,1020.11,75.25,480.8
+26.75,64.79,1017.79,54.31,438.4
+22.64,72.24,1011.07,98.55,434.36
+19.59,66.54,1012.73,85.84,447.16
+18.56,42.18,1001.46,99.59,456.61
+9.35,44.03,1011.02,88.11,476.25
+28.5,72.99,1007.02,67.13,433.24
+23.42,73.17,1012.07,88.39,438.22
+22.66,68.3,1017.73,86.92,431.27
+32,71.85,1008.44,53.59,427.95
+21.11,65.94,1009.83,71.91,448.77
+26.34,69.04,1009.44,72.06,444.13
+20.94,44.78,1008.14,35.7,465.57
+20.54,59.39,1014.07,84.15,445.41
+8.16,39.64,1011.21,85.56,481.78
+29.11,74.9,1003.31,74.01,432.43
+20.16,57.76,1019.34,72.1,455.13
+24.87,68.61,1011.19,55.69,450.54
+25.86,59.92,1009.92,73.95,436.06
+27.26,73.18,1012.58,74.83,429.92
+28.59,69.84,1003.79,67.31,427.53
+8.75,40.22,1008.96,90.53,482.8
+9.11,40.64,1020.68,86.91,476.62
+22.98,69.84,1005.55,84.1,437.49
+11.28,43.41,1017.91,81.03,471.42
+26.12,75.6,1017.41,72.31,439.68
+32.9,68.51,1012.95,50.09,430.23
+17.31,44.71,1017.43,35.4,463.05
+5.25,42.85,1013.75,89.67,477.78
+22.57,62.4,1009.77,86.05,444.69
+20.41,50.32,1008.45,93.12,447.06
+12.29,40.03,1017.62,89.64,472.65
+24.3,69.94,1007.02,62.14,438.92
+11.56,41.62,1012.5,91.42,460.6
+14.21,39.16,1016.5,85.09,473.87
+24.96,68.12,1011.27,70.22,437.62
+28.16,70.4,1003.77,83.17,434.01
+22.86,47.43,1009.75,61.54,452.53
+14.43,45.08,1023.23,83.98,465.07
+29.3,67.69,1007.17,55.5,430.72
+22.61,42.8,1014.24,69.71,460.26
+19.83,59.21,1012.67,96.42,440.03
+26.17,59.92,1010.01,73.75,444.96
+5.78,45.87,1012.65,88.8,483.27
+8.77,40.46,1019.68,77.84,475
+24.48,69.13,1002.88,69.43,432.71
+15.29,41.1,1005.75,85.53,467.99
+9.44,43.99,1020.31,98.06,475.01
+26.4,48.41,1008.51,66.95,442.23
+21.95,60.95,1015.22,75.09,450.38
+22.42,60.08,1017.71,67.46,452.31
+24.32,65.48,1017.55,59.02,443.31
+30.15,72.51,1009.37,50.64,443.72
+6.86,40.02,1031.5,77.94,476.45
+14.46,45.87,1008.26,89.44,458.69
+4.73,41.31,999.77,93.44,486.6
+10.27,38.38,1022.16,70.77,475.58
+20.37,54.9,1016.94,65.86,453.94
+8.12,43.02,1013.56,85.26,483.55
+28.57,69.34,1007.98,65.55,439.46
+18.81,49.15,1020.79,67.09,459.81
+28.62,63.77,1012.82,55.77,441.97
+13.96,40.83,1009.89,84.86,469.86
+30.47,72.86,1004.02,66.35,432.51
+29.13,66.56,1006.63,52.85,439.31
+24.41,56.9,1006.58,77.94,439.51
+14.56,45.51,1015.39,69.84,469.79
+7.11,39.9,1008.82,87.76,484.21
+7.92,39.54,1011.51,84.41,481.44
+14.56,41.76,1023.82,85.36,464.3
+17.45,42.28,1007.64,69.19,463.83
+29.75,70.32,1007.35,55.8,427.2
+14.86,37.85,1010.58,86.8,467.71
+10.57,36.71,1022.11,82.39,472.62
+30.09,76.2,1006.64,61.02,434.68
+6.82,41.03,1022.12,87.63,489.64
+15.4,41.16,1005.34,80.22,465.16
+7.31,43.02,1014.19,86.43,484.82
+32.56,68.94,1007.12,58.18,425.61
+9.77,39.04,1023.73,76.06,483.87
+29.22,72.39,1000.87,77.39,430.24
+14.33,38.73,1003.52,85.92,468.86
+23.36,74.93,1016.57,71.91,443.78
+15.23,44.9,1007.75,81.34,456.07
+26.82,65.27,1013.6,53.85,437.84
+32.41,72.86,1003.69,58.04,432.75
+12.92,39.35,1014.56,88.29,469.83
+16.92,44.6,1017.34,58.75,460.17
+17.18,63.09,1020.67,93.58,451.37
+29.31,64.84,1010.49,53.97,442.11
+27.04,48.41,1008.57,60.73,441.21
+13.21,43.71,1024.5,86.59,466.39
+12.3,39.85,1012.59,73.38,476.42
+14.66,41.76,1022.12,78.13,463.6
+29.1,73.9,1007.47,59.48,436.56
+24.54,60.23,1011.55,72.78,445.25
+25.24,68.67,1006.76,76.95,442.29
+24.81,66.44,1011.19,69.96,435.79
+8.75,36.3,1015.61,57.53,480.4
+18.01,44.2,1018.84,55.72,456.36
+28.44,67.07,1006.08,50.42,433.15
+13.56,40.75,1016.05,74.64,474.26
+8.13,71.14,1018.94,86.7,471.99
+18.97,44.78,1007.87,47.98,463.46
+25.66,70.02,1010.89,68.14,442.2
+24.32,66.25,1009.09,91.89,444.93
+16.7,46.18,1011.4,95.51,458.05
+7.61,43.22,1014.8,86.92,478.55
+9.01,38.56,1016.67,63.61,482.37
+14.98,39.58,1011.78,75.07,467.77
+30.24,67.32,1014.07,46.53,437.18
+13.53,38.73,1004.86,85.38,472.46
+16.73,43.79,1016.25,73.58,468.87
+11.94,39.28,1017.04,89.88,475.59
+25.68,67.79,1010.66,69.51,449.04
+17.84,61.27,1020.1,70.68,454.57
+22.66,61.27,1019.29,55.43,448.68
+15.69,44.6,1014.06,61.51,462.07
+22.88,63.91,1009.63,87.82,442.5
+30.78,73.67,1005.97,58.7,427.15
+18.44,45.38,1014.3,86.02,461.99
+12.03,41.58,1015.09,90.43,464.02
+27.74,74.78,1010.05,60.82,436.87
+33.01,69.88,1006.71,53.25,433.5
+10.56,41.54,1019.92,78.95,479.33
+28.8,71.58,1010.51,59.87,434.82
+18,44.06,1016.8,78.88,454.59
+15.27,38.73,1002.83,77.77,465.99
+6.26,41.31,1002.04,87.54,485.57
+9.24,41.4,1018.34,84.91,477.65
+19.65,51.3,1014.81,90.23,452.5
+21.32,49.02,1008.81,85.81,445.65
+8.43,40.69,1020.36,87.28,484.94
+23.49,42.8,1013.96,65.31,459.9
+17.88,46.97,1013.73,67.78,456.77
+24.7,44.57,1008.24,57.62,444.65
+28.4,74.93,1013.65,48.6,442.23
+24.59,60.37,1005.31,76.81,438.09
+18.28,60.1,1009.72,85.79,452.93
+10.08,37.92,1010.47,66.37,474.63
+14.48,46.18,1015.83,92.15,462.3
+24.77,48.92,1010.25,47.04,448.25
+26.13,79.74,1005.61,90.27,431.29
+7.61,38.06,1021.16,83.22,484.14
+22.06,59.21,1012.84,87.06,442.31
+20.51,39.72,1002.25,47.97,452.39
+22.99,56.57,1013.93,78.77,445.44
+14.05,39.59,1011.2,94.54,464.63
+10.95,40.81,1016.19,77.96,474.36
+11.84,40.05,1014.54,86.78,473.82
+20.76,51.19,1009,87.23,445
+12.89,48.14,1017.48,83.95,463.77
+26.62,72.43,1006.79,82.74,430.22
+15.8,41.1,1003,77.36,465.87
+17.8,43.72,1008.71,78.5,458.92
+5.5,39.04,1021.46,78.91,478.65
+12.38,44.2,1020.23,81.5,467.04
+17.14,44.2,1018.91,62.18,457.02
+9.41,39.61,1016.14,78.38,477.34
+14.44,41.2,1015.96,81.97,469.85
+11.68,40.55,1022.21,85.76,475.13
+17.48,49.39,1021.51,84.53,460.01
+13.87,41.74,1021.42,64.02,472.12
+23.57,70.04,1011.06,82.79,437.53
+15.85,49.69,1015.48,88.65,464.72
+25.59,73.5,1011.19,81.52,435.48
+13.95,71.14,1019.76,75.51,461.18
+17.12,49.5,1014.79,87.03,463.39
+23.99,67.69,1007.9,78.57,437.1
+24.41,52.3,1006.28,70.33,442.62
+30.25,71.8,1010.87,60.4,437.28
+13.38,40.89,1010.48,92.55,472.15
+27.55,73.68,1013.62,81.13,431.86
+25.16,77.3,1000.73,86.4,439.37
+34.15,68.51,1010.75,37.02,430.19
+12.68,40.73,1017.66,92.08,465.94
+24.64,58.49,1011.2,72.67,444.95
+25.38,70.94,1007.87,73.59,446.31
+31.35,71.32,1005.99,62.35,434.43
+7.79,41.01,1024,97.2,477
+19.19,63.31,1016.88,66.58,453.16
+11.8,42.34,1020.25,93.54,466.52
+20.47,63.07,1012.79,88.67,451.71
+24.82,71.94,1010.5,64.67,438.69
+29.6,71.58,1010.34,52.56,434.64
+9.48,40.11,1025.49,73.81,472.16
+28.42,73.4,1011.39,62.72,438.25
+11.86,39.85,1013,66.92,478.29
+14.48,40.89,1011.39,82.18,470.44
+4.71,42.07,1005.35,82.26,486.79
+21.7,60.77,1018.07,88.15,444.66
+28.97,67.9,1006.19,65.81,434.7
+14.1,44.84,1025.09,79.42,468.22
+11.74,40.71,1020.64,82.15,470.05
+23.82,48.92,1010.48,44.45,446.85
+23.01,44.05,1006.56,74.95,450.67
+25.77,68.08,1010.99,73.58,433.46
+27,59.15,1013.12,61.39,440.58
+11.92,40.62,1015.91,55.4,464.9
+12.83,41.67,1012.84,84.29,474.81
+13.69,43.22,1009.94,74.64,466.72
+14.17,42.86,1030.94,66.47,466.2
+12.82,41.58,1020.37,81.06,464.07
+16.7,46.18,1012.6,96.15,455.93
+6.5,41.14,1028.15,86.78,480.96
+8.28,40.56,1023.29,79.44,486.4
+28.46,69.75,1009.46,79.75,435.75
+27.16,56.85,1012.07,39.05,437.4
+14.12,42.86,1011.84,88.29,471.86
+10.8,40.69,1014.3,87.44,478.19
+21.4,44.57,1005.7,73.09,445.09
+26.45,54.5,1014.96,65.55,450.76
+27.39,66.93,1017.16,53.75,441.04
+25.78,47.93,1003.67,67.23,442.46
+9.5,37.36,1015.13,63.41,478.8
+25.1,74.87,1010.01,79.41,439.93
+31.98,70.17,999.43,59.42,430.92
+11.71,40.05,1014.49,86.09,471.49
+13.81,40.2,1013.66,88.16,464.23
+21.95,68.63,1012.8,61.55,448.9
+6.94,39.61,1017.74,81.43,480.07
+14.26,42.86,1011.33,88.37,471.19
+19.04,50.12,1010.53,100.09,446.59
+14.65,39.28,1014.04,77.98,470.41
+22.35,65.61,1016.27,73.93,448.41
+33.33,73.03,1014.2,42.28,436.05
+12.32,41.62,1012.16,88.37,455.71
+29.55,66.25,1009.38,69.55,436.29
+14.81,42.77,1017.83,75.09,463.06
+19.48,58.66,1013.32,73.16,454.4
+28.01,51.43,1011.6,49.2,449.82
+31.46,70.79,1003.54,59.51,425.68
+13.98,40.71,1022.72,71.83,474.46
+27.32,73.42,1012.07,86.3,432.74
+24.75,63.57,1010.47,84.24,445.3
+28.29,61.86,1011.87,64.17,438.25
+26.24,70.36,1005.4,82.43,437.31
+9.54,41.17,1019.79,65.61,481.18
+27.44,52.3,1008.15,58.92,441.75
+20.86,51.3,1012.03,92.46,449.67
+7.69,36.24,1013.08,88.37,482.46
+22.97,64.15,1021,70.61,450.07
+20.24,56.03,1019.78,59.8,460.76
+8.5,39.16,1014.1,86.64,485.76
+19.38,63.56,1013.13,83.54,452.01
+21.31,58.05,1012.94,88.39,446.76
+32.98,71.32,1003.67,49.78,433.56
+26.49,78.92,1010.82,83.42,434.91
+32.14,68.31,1010.48,42.15,436.15
+9.45,43.5,1018.89,84.29,476.1
+15.06,39.3,1019.63,63.32,464.15
+15.7,44.21,1021.26,86.83,462.19
+21.47,57.19,1006.45,75.8,448.31
+9.08,36.71,1025.07,81.32,479.02
+25.72,72.39,1003.01,86.38,432.77
+20.25,63.91,1009.27,97.97,448.37
+23.7,62.91,1012.26,57.89,444.99
+31.84,71.37,1003.51,46.22,432.04
+13.15,41.14,1026.72,80.31,461.49
+10.33,41.44,1015.24,86.72,478.79
+29.23,77.3,1002.71,65.24,438.05
+20.29,65.27,1013.17,74.94,445.52
+12.65,41.93,1023.07,65.05,479.53
+25.06,65.46,1014.37,38.82,443.03
+23,63.78,1015.85,70.46,444.62
+21.9,47.43,1006.8,60.48,452.13
+23.76,58.41,1013.85,85.38,445.85
+10.05,41.17,1018.98,83.71,481.38
+24.81,59.43,1009.42,54.64,439.33
+25.69,64.45,1013.05,42,450.94
+14.1,44.92,1023.95,89.5,467.22
+10.17,41.46,1020.01,84.86,482.36
+16.57,53.82,1015.17,63.69,462.52
+19.02,44.85,1014.57,43.37,465.42
+14.8,40.2,1012.87,88.35,466.27
+29.39,69.89,1013.92,47.36,434.27
+25.38,63.87,1018.7,52.48,442.13
+13.52,42.34,1017.97,95.34,463.71
+22.31,51.19,1009.38,79.72,444.74
+17.55,43.14,1018.86,76,461.58
+12.83,44.88,1017.86,87.88,474.26
+26.77,74.22,1008.87,74.68,434.35
+24.49,65.46,1015.77,44.95,445.27
+15.21,43.56,1012.92,56.61,467
+31.15,67.45,1014.85,42.11,431.97
+19.45,38.52,1017.99,62.86,451.96
+17.68,45.17,1017.5,77.57,461.96
+22.01,58.46,1016.26,75.99,443.75
+13.6,42.86,1013.37,87.52,472.27
+17.63,40.55,1002.27,73.42,462.13
+23.74,52.3,1008.88,76.34,444.4
+21.34,51.61,1010.11,80.7,452
+6.48,36.24,1013.62,92.03,484.65
+24.32,59.14,1017.46,80.14,438.08
+13.8,39.82,1012.37,83.69,473.56
+30.74,71.77,1006.24,53.38,434.89
+26.52,77.17,1008.71,92.32,432.48
+24.01,46.93,1013.3,52.24,448.35
+25.12,71.58,1010.18,87.5,433.58
+33.26,68.51,1012.49,52.68,429.38
+3.38,41.31,998.79,97.76,489.11
+15.77,58.16,1016.09,82.56,450.11
+10.75,45.01,1018.73,93.16,471.47
+18.04,44.85,1015.13,48.4,463.31
+20.79,50.59,1017.75,73.35,456.01
+24.85,70.09,1006.56,70.09,439.96
+14.87,35.71,1015.53,57.7,468.75
+10.93,39.22,1019.44,64.94,473.27
+9.51,40.46,1018.84,70.12,471.32
+27.57,60.07,1016.52,54.75,440.12
+26.13,48.06,1013.5,47.67,440.99
+11.72,40.92,1023.35,88.55,465.88
+13.32,41.7,1020.22,88.3,451.93
+15.65,54.3,1018,69.66,461.69
+28.98,70.8,1008.19,73.45,434.08
+21.96,48.6,1004.87,76.27,446.56
+21.29,47.45,1008.85,71.6,447.78
+22,51.3,1012.87,85.79,450.18
+16.49,49.39,1018.1,93.13,461.54
+23.57,63.91,1011.65,80.74,441.93
+22.72,69.13,1010.81,92.43,438.01
+26.06,71.73,1009.65,77.02,432.38
+31.11,74.16,1012.2,58.86,435.69
+17.34,45.01,1013.22,77.71,459.01
+24.42,64.79,1016.12,69.32,449.1
+28.88,71.98,1005.37,74.24,428.61
+14.28,42.77,1020.06,81.77,466.75
+12.28,40.92,1023.23,89.14,460.33
+19.92,38.52,1018.15,60.68,451.16
+7.98,40.77,1008.69,98.65,480.72
+29.17,72.99,1006.86,64.92,430.59
+20.71,58.79,1017.48,86.67,444.39
+25.15,62.91,1012.23,48.22,444.19
+18.45,42.44,1013.45,63.52,459.79
+27.96,77.24,1007.23,78.51,433.35
+22.61,45.38,1013.92,62.91,459.53
+10.62,39.64,1010.51,68.55,478.37
+7.55,38.08,1019.37,76.32,485.49
+28.84,74.67,1016.52,67.43,428.98
+23.55,65.94,1011.76,58.44,443.98
+19.11,44.85,1014.76,45.86,464.66
+25.87,67.79,1011.16,79.88,445.87
+11.68,40.55,1017.31,99.82,473.51
+27.51,73.67,1005.71,76.75,431.97
+14.43,39.82,1012.56,78.52,470.17
+30.22,74.9,1003.57,67.15,434.17
+18.41,44.9,1008.97,73.81,453.12
+29.56,71.14,1011.42,53.18,432.09
+31.54,77.24,1007.83,62.98,430.07
+25.16,43.21,1011.73,88.69,442.29
+30.75,73.88,1005.62,57.95,436.97
+16.71,46.18,1012.06,96.6,458.4
+20.29,63.09,1019.03,76.07,448.22
+25.16,54.2,1012.69,58.02,441.99
+22.56,66.48,1003.82,77.46,437.73
+32.81,75.08,1005.09,42,433.37
+27.04,69.98,1008.5,75.41,433.25
+10.58,42.34,1022.32,94.01,474.91
+22.91,66.44,1011.23,63.43,444.48
+31.35,68.67,1005.26,66.85,433.73
+10.55,41.55,1005.02,63.24,473.99
+21.53,70.02,1010.33,95.95,440.93
+13.42,38.91,1012.81,73.82,472.22
+14.26,44.47,1028.81,72.19,465.77
+21.89,74.78,1010.35,80.39,444.6
+22.98,51.95,1006.83,74.92,454.63
+18.63,61.27,1019.69,73.67,454.03
+26.28,73.06,1008.06,90.7,437.01
+10.12,41.55,1005.78,62.34,475.46
+34.53,73.03,1013.53,36.74,437.03
+25.55,71.64,1009.09,79.35,439.37
+25.41,68.94,1007.21,69.2,436.95
+25.59,65.46,1014.47,37.89,444.9
+23.09,69.13,1010.93,90.07,436.67
+10.31,40.67,1017.61,69.61,485.25
+30.1,66.25,1009.38,65.41,434.99
+16.81,42.86,1013.83,77.11,464.36
+21.87,69.45,1014.04,71.19,439.97
+26.75,43.21,1012.29,87.28,430.45
+26.3,69.05,1005.37,41.7,438.12
+27.19,64.96,1006.71,73.99,428.79
+24.15,71.73,1009.76,85.16,436.55
+29.28,77.17,1009.4,76.3,433.14
+13.61,38.47,1015.1,54.98,466.51
+22.04,57.32,1012.54,62.17,447.27
+9.86,38.38,1018.22,85.35,479.56
+25.81,66.51,1016.53,62.19,437.57
+14.29,39.59,1012.36,92.38,463.13
+23.15,69.48,1011.07,85.83,436.16
+4.96,39.4,1003.58,92.22,486.09
+19.11,58.95,1017.07,85.49,449.89
+21.84,60.29,1017.23,66.89,454.4
+27.4,77.24,1007.65,78.13,435.74
+24.63,63.9,1014.53,75.24,440.23
+24.37,68.14,1005.22,59.27,440.22
+27.16,59.87,1011.78,58.84,446.38
+10.67,42.02,996.55,99.94,472.65
+11.2,37.5,1013.81,72.81,472.2
+25.67,68.3,1017.16,74.19,435.89
+25.93,69.34,1008.91,79.43,434.08
+25.71,52.84,1006.32,53.29,445.54
+22.98,73.17,1011.94,90.13,438.5
+21.94,62.52,1015.99,74.56,449.87
+22.67,68.08,1013,66.59,443.79
+27.28,72.58,1009.21,89.96,431.27
+20.24,56.53,1020.29,77.75,455.25
+27.92,69.23,1013.21,44.43,435.62
+31.95,70.79,1003.8,55.25,426.37
+11.41,40.1,1014.27,91.17,476.81
+23.74,63.9,1014.73,81.9,445.47
+18.74,44.34,1019.4,55.16,468.84
+11.22,41.66,1008.96,72.38,477.53
+22.53,62.39,1007.84,86.4,450.08
+26.31,77.95,1012.45,77.22,436.83
+10.23,42.07,1017.93,91.1,475.14
+9.07,36.3,1015.26,56.81,479.98
+8.42,37.49,1009.22,82.15,478.87
+4.87,42.85,1012.69,94.72,482.05
+26.91,74.99,1005.64,78.98,437.06
+10.77,41.44,1016.72,75.27,479.19
+22.93,58.2,1017.75,54.09,444.95
+20.19,44.57,1009.2,72.13,454.36
+25.18,61.08,1013.08,80.75,445.64
+14.1,41.16,1021.26,73.87,460.01
+20.79,68.28,1001.42,76.77,445.83
+30.56,72.39,999.96,69.81,430.85
+17.67,53.16,1013.59,83.31,457.99
+12.66,40.35,1011.37,82.77,473.11
+17.28,65.94,1013.62,89.97,454.76
+9.47,40.81,1026.44,91.87,479.96
+20.32,39.72,1001.38,57.21,456.18
+18.2,52.72,1025.87,54.26,463.47
+7.81,40.71,1023.32,82.08,475.46
+29.46,49.3,1003.88,54.1,436.37
+22.68,70.47,1010.86,82.8,441.47
+25.76,65.48,1017.82,54.77,441.14
+23.3,52.84,1003.97,72.16,439.49
+25.21,49.82,1016.44,63.14,450.75
+18.82,61.27,1019.5,72.23,455.29
+28.71,64.69,1006.52,68.38,435.85
+7,41.55,1001.43,97.12,483.92
+18.41,42.44,1012.66,65.93,463.2
+29.06,71.64,1005.54,69.84,435.98
+9.88,37.83,1005.68,97.61,470.44
+20.06,60.77,1017.19,88.73,447.35
+11.39,43.72,1010.91,98.83,467.8
+28.7,71.64,1007.11,69.85,436.58
+22.55,47.45,1008.65,67.9,447.42
+28.08,59.14,1016.16,58.08,438.83
+21.05,61.87,1009.69,62.81,449.05
+14.47,48.14,1017.28,87.36,457.45
+8.05,38.38,1021.14,86.39,482.17
+13.41,45,1022.31,76.29,475.9
+8.9,41.4,1030.83,85.63,472.95
+18.83,48.98,1016.33,74.23,453.28
+24.17,48.78,1018.08,75.14,440.96
+26.73,49.02,1007.75,67.73,438.17
+21.54,58.41,1013.99,86.34,450.69
+26.12,63.31,1013.97,51.6,439.77
+21.73,50.32,1008.51,84.62,442.1
+28.28,61.47,1009.44,60.89,443.12
+25.61,60.32,1015.77,56.48,443.96
+25.28,70.32,1006.91,81.74,431.43
+23.88,67.9,1005.99,67.58,446.34
+34.6,64.96,1003.3,34.32,427.65
+16.32,43.14,1014.72,70.43,465.38
+23.56,67.79,1010.14,89.72,441.29
+9.93,39.04,1023.78,77.08,480.54
+24.93,73.5,1011.28,83.09,437.35
+28.11,70.98,1007.76,85.6,431.83
+29.2,64.84,1009.94,55.37,441.9
+8.66,41.01,1022.51,98.55,472.16
+9.35,41.03,1021.33,66.75,482.16
+23.04,64.27,1014.29,80.23,439.67
+7.38,41.22,1016.47,96.29,485.73
+25.09,65.46,1015.29,40.13,442.99
+5.47,38.68,1017.33,72.71,485.7
+26.11,69.84,1002.57,84.99,427.45
+6.62,42.49,1008.74,94.57,482.74
+21.61,58.62,1017.61,76.07,449.11
+29.97,70.32,1007.44,53.26,428.42
+28.79,70.79,1003.83,65.9,425.64
+23.9,61.41,1011.95,67.87,451.99
+32.84,74.67,1015.89,31.81,430.88
+11.11,40.55,1023.91,87.12,476.37
+14.28,43.02,1012.97,49.44,467.83
+19.94,61.87,1009.7,66.6,445.97
+12.25,44.85,1014.13,85.25,470.92
+15.15,37.64,1014.37,89.82,463.98
+9.08,40.46,1019.48,77.37,476.81
+26.58,70.98,1008.96,77.36,434.41
+19.31,60.07,1014.86,69.37,453.47
+33.3,80.18,1011.09,63.98,430.16
+9.33,42.49,1008.93,82.59,478.43
+26.96,65.34,1015.05,46.93,441.81
+16.72,44.34,1019.26,63.77,465.89
+14.38,45.09,1012.95,86.1,464.27
+32.36,73.91,1003.88,59.84,431.92
+27.08,63.78,1015.04,50.8,447.24
+21.45,60.84,1017.86,82.8,444.99
+20.25,58.33,1013.25,68.92,448.93
+20.52,57.76,1017.03,81.19,453.64
+26.04,68.08,1010.82,75.58,430.32
+18.42,60.1,1009.77,86.75,451.93
+8.06,39.96,1024.23,94.48,476.03
+28.8,74.9,1003.48,75.01,434.01
+23.34,73.5,1011.43,89.74,441.14
+26.61,56.85,1012.48,48.84,437.26
+29.24,74.67,1015.81,59.95,432.61
+12.65,44,1023.03,88.73,471.46
+12.08,40.75,1015.84,86.9,476.84
+12.76,40.27,1006.58,49.34,474.03
+25.65,49.3,1003.73,68.48,440.05
+17.92,50.66,1012.62,93,456.84
+16.45,41.48,1016.64,45.21,454.69
+22.22,59.14,1017.32,83.41,442.31
+18.56,42.28,1007.75,60.89,462.05
+19.69,56.65,1020.84,72.14,455.07
+20.27,63.56,1014.24,86.55,446.93
+21.47,70.32,1011.72,88.36,440
+10.1,41.58,1021.26,94.06,468.19
+29.36,68.94,1007.5,79.91,431.39
+18.62,59.15,1012.85,82.54,450.81
+20.55,63.86,1015.12,73.98,447.54
+8.57,40.69,1020.87,84.15,485.18
+14.45,43.71,1025.26,84.23,463.6
+31.17,70.98,1007.19,67.34,431.01
+31.54,77.24,1008.23,70.19,431.27
+14.19,43.71,1024.38,83.03,467.8
+29.35,69.04,1008.55,61.78,445.04
+29.63,69.59,1008.3,72.53,438.64
+11.21,44.03,1007.95,93.03,471.79
+13.74,41.16,1010.74,87.69,473.19
+25.53,59.57,1010.65,82.04,445.59
+31.67,69.89,1013.88,39.33,426.35
+26.63,74.22,1007.44,78.5,434.25
+24.66,58.86,1013.86,56.39,444.42
+20.12,45.09,1013.73,57.78,448.35
+9.52,39.61,1021.18,73.78,478.79
+13.65,41.58,1020.56,72.17,460.8
+25.44,66.54,1011.9,56.76,437.99
+12.41,41.16,1017.45,93.64,464.08
+14.05,41.39,1019.06,68.54,472.19
+24.94,63.94,1012.72,73.71,438.55
+6.08,35.79,1011.08,90.59,483.08
+28.84,75.6,1018.41,53.96,442.69
+7.51,43.02,1014.35,86.46,485.38
+23.88,69.94,1007.48,61,440.63
+31.88,66.44,1009.25,64.06,427.83
+28.27,66.56,1007.36,55.99,433.52
+23.96,51.3,1011.81,71.81,451.11
+22.44,63.47,1012.02,91.08,444.65
+14.01,38.91,1015.86,69.24,470.1
+29.17,64.79,1016.43,61.05,441.2
+14.53,39,1016.48,76.36,464.86
+31.42,70.17,999.3,61.22,430.78
+23.64,58.49,1011.4,74.2,445.75
+26.25,52.09,1013.2,53.12,450.53
+6.72,39.85,1011.84,84.66,489.09
+21.9,63.13,1011.54,81.83,447.4
+20.11,51.19,1007.82,92.06,449.03
+29.22,73.18,1012.22,64.91,430.57
+31.25,69.51,1010.25,36.83,428.77
+8.13,39.99,1011.71,87.89,486.19
+22.35,66.44,1011.19,65.41,445.27
+13.87,38.01,1022.61,84.22,473.39
+9.27,36.3,1026.93,72.13,479.66
+17.32,45,1022.19,40.45,469.38
+13.2,45.01,1013.96,78.78,466.71
+15.83,45.01,1013.39,81.9,460.22
+9.44,41.4,1027.64,86.22,473.94
+26.17,48.92,1009.87,34.43,440.09
+16.37,44,1024.61,78.26,460.14
+10.74,40.05,1015.45,87.33,477.93
+15.45,45,1023.63,70.74,469.54
+28.54,76.86,1000.09,74.67,433.35
+23.29,62.91,1013.35,68.25,444.61
+9.54,41.17,1019.79,65.61,481.18
+21.04,50.32,1008.41,90.19,446.33
+23.56,60.77,1017.93,76.34,443.13
+13.12,39.18,1023.11,64.33,471.44
+26.03,70.32,1008.81,71.35,438.15
+10.15,43.41,1018.4,82.07,473.43
+25.87,59.43,1008.34,65.83,440.26
+23.1,72.99,1008.85,90.54,440.46
+22.35,63.94,1010.32,93.02,443.9
+23.46,47.01,1014.41,69.19,457.76
+29.76,73.56,1008.07,84.85,432.51
+23.45,66.25,1009.1,90.28,443.44
+33.18,72.29,1009.51,58.35,435.26
+28.85,66.54,1010.73,43.27,437.79
+25.37,66.75,1017.94,79.26,434.16
+7.38,44.71,1020.27,70.55,486.91
+10.9,41.46,1016.66,86.2,479.45
+20.6,45.38,1014.93,75.78,460.24
+13.43,40.1,1015.82,87.9,471.77
+24.73,71.14,1009.07,68.87,437.55
+24.36,68.61,1010.27,63.78,448.71
+24.62,72.24,1011.39,83.94,432.13
+10.87,37.5,1011.43,95.56,474.07
+24.82,59.27,1012.76,72.34,444.81
+25.31,49.82,1014.62,62.15,453.05
+18.77,52.08,1004.02,99.86,449.62
+21.5,61.5,1008.43,78.13,447.83
+10.07,41.39,1019.89,70.53,480.54
+27.92,68.3,1015.02,51.04,437.28
+24.96,65.18,1012.68,76.19,436.24
+20.67,70.02,1010.42,94.09,448.75
+29.13,70.72,1009.61,67.49,436.9
+24.47,75.23,1012.43,75.25,441.07
+16.16,25.88,1009.58,72.24,461.86
+21.32,59.8,1016.26,76.26,452.7
+20.32,39.72,1002,51.71,458.8
+24.32,71.14,1011.71,71.65,435.34
+4.77,39.33,1011.32,68.98,494.91
+20.87,63.31,1012.27,79.51,446.7
+28.17,63.13,1012.44,66.61,439.94
+29.64,69.51,1012.13,44.65,428.69
+25.25,62.91,1012.51,62.64,443.14
+22.25,60.77,1017.8,82.19,444.05
+22.49,71.29,1008.24,75.8,442.58
+29.16,73.17,1010.96,67.77,429.06
+14.49,44.84,1024.09,86.55,465.72
+11.95,41.48,1013.44,74.83,465.41
+26.99,72.99,1008,76.1,430.81
+26.36,73.68,1013.99,86.44,430.39
+9.91,39.64,1010.57,75.82,478.63
+23.94,51.95,1008.61,73.42,448.67
+22.84,59.39,1014.61,80.36,443.71
+13.64,44.88,1019.85,56.86,466.66
+20.01,43.77,1012.13,65.53,455.66
+18.58,44.6,1016.61,48.15,459.06
+25.69,72.43,1006.86,86.38,429.99
+26.98,72.58,1008.55,78.5,431.12
+13.73,45.08,1023.55,81.64,470.35
+28.67,69.14,1008.24,72.68,433.79
+29.22,75.23,1010.49,48.73,438.57
+25.67,74.78,1010.24,68.87,440.48
+22.67,62.52,1016.47,65.63,449.34
+16.44,44,1024.48,76.51,460.33
+23.26,59.14,1016.98,76.29,440.37
+21.14,58.05,1012.98,87.27,449.74
+31.68,73.68,1014.85,64,431.11
+8.8,41.26,1008.08,96.52,479.74
+18.13,49.39,1021.29,82.52,458.53
+22.68,59.54,1004.32,95.44,437.96
+14.56,40.69,1015.48,73.73,469.31
+29.28,75.08,1005.21,59,436.15
+14,43.34,1016.37,85.51,463.99
+23.76,74.22,1009.2,92.98,437.47
+20.98,60.1,1011.07,79.44,450.95
+27.61,59.54,1005.84,71.27,437.85
+8.86,40.8,1028.18,91,483.36
+25.64,63.87,1017.14,49.25,444.34
+13.5,41.44,1015.72,68.36,471.34
+33.94,74.67,1015.94,28.16,427.98
+11.72,39.18,1024.19,68.53,468.98
+28.61,69.75,1009.82,71.7,440.53
+20.11,57.25,1010.36,88.89,451.95
+30.61,67.69,1004.97,47.46,429.8
+22.04,58.05,1013.11,85.22,447.28
+27.62,67.51,1012.38,60.25,442.13
+24.09,63.94,1017.59,51.02,442.92
+23.22,63.07,1012.91,77.59,446.62
+16.2,65.46,1013.97,89.84,451.86
+9.7,40.11,1026.61,75.48,473.97
+22.85,60.29,1017.29,61.92,448.58
+31.18,69.04,1008.19,49.72,441.26
+15.43,39.64,1008.58,87.99,464.05
+24.57,49.5,1014.22,56.31,455.72
+9.52,40.96,1023.48,86.49,483.59
+26.38,66.49,1013.89,43.06,442.38
+26.32,69.71,1009.39,67.05,441.25
+25.92,50.16,1003.95,71.3,440.98
+12.19,40.05,1014.77,84.39,473.92
+19.79,44.9,1008.66,72.68,455.59
+9.76,41.01,1019.66,97.59,467.6
+16.74,41.16,1006.87,74.24,463
+11.34,41.54,1020.25,75.83,477.24
+25.9,47.45,1007.8,55.96,443.13
+16.63,43.77,1012.25,75.09,458.66
+17.45,50.9,1012.16,83.8,458.67
+23.34,45.61,1012.73,74.09,455.82
+24.41,58.59,1012.62,64.52,442.64
+12.31,44.78,1011.15,77.34,468.29
+10.35,37.14,1013.37,69.26,472.63
+33.43,66.44,1010.29,53.45,433.01
+5.64,40.62,1015.76,85.98,483.17
+24.8,61.02,1009.86,71.75,438.96
+24.33,46.93,1013.72,48.27,447.43
+14.87,38.28,1014.65,80.24,467.29
+7.66,41.92,1031.96,82.48,485.11
+27.61,69.68,1012.79,77.01,438.31
+23.4,72.99,1009.48,88.82,438.51
+13.98,44.58,1016.48,77.59,473.01
+18.12,58.95,1017.82,86.16,449.28
+17.12,48.6,1007.38,79.15,454.47
+9.56,44.71,1021.13,64.6,487.92
+24.85,58.05,1011.5,70.12,444.53
+11.63,41.5,1013.6,87.11,477.3
+17.19,43.14,1014.34,68.62,464.72
+15.68,43.7,1015.09,58.96,470.29
+23.64,69.94,1005.2,64.53,439.66
+10.19,44.63,1020.58,91.64,472.45
+27.71,70.32,1008.63,64.05,432.59
+9.12,41.54,1018.61,79.26,482.95
+15.78,48.6,1007.24,84.23,460.86
+27.55,68.08,1011.42,60.71,432.59
+14.5,39,1017.04,75.75,465.32
+23.88,51.95,1005.37,75.25,449.52
+25.01,66.56,1004.55,82.46,434.74
+22.36,58.79,1011.77,87.51,446.49
+27.76,44.89,1009.4,50.15,442.83
+9.95,43.56,1014.85,82.62,477.88
+17.48,58.95,1016.49,90.35,449.26
+17.35,47.83,1006.71,80.57,453.96
+12.82,43.5,1022.38,84.32,471.41
+28.86,49.3,1003.93,52.85,435.75
+33.41,77.95,1010.3,59.72,432.9
+13.63,43.5,1022.12,84.32,468.28
+24.49,70.79,1005.51,88.65,430.54
+25.58,63.47,1011.44,66.81,443.66
+24.25,74.93,1013.07,69.31,445.44
+9.59,38.56,1017.52,61.89,481.05
+23.27,64.15,1020.98,71.18,452.26
+23.09,70.47,1010.76,79.89,439.36
+28.35,70.32,1009.22,47.13,427.21
+19.62,68.63,1012.26,68.05,453.84
+29.13,47.93,1002.5,49.1,435.61
+21.92,66.54,1012.49,79.82,443.03
+12.52,40.24,1020.45,97.41,470.56
+18.17,52.08,1001.91,100.09,451.06
+27.5,65.59,1011.23,65.37,441.27
+14.48,39,1016.75,75.97,464.56
+19.41,46.63,1013.23,86.28,452.6
+24.43,47.45,1007.68,65.18,446.45
+25.45,63.76,1009.96,67.78,439.56
+10.07,39.66,1015.37,83.78,479.64
+18.85,48.06,1012.52,67.88,451.77
+24.65,64.63,1020.52,53.45,446.04
+18.99,62.1,1020,76.76,453.09
+8.8,39.42,1025.17,68.72,476.5
+10.16,41.79,1021.35,52.4,472.75
+27.75,77.24,1007.48,78.37,433.57
+23.43,61.47,1007.84,87.11,448.01
+28.62,69.98,1013.3,68.53,432.11
+15.82,43.34,1014.52,79.07,460.4
+22.61,44.05,1005.69,76.74,443.45
+23.96,60.95,1015.01,65.24,446.4
+29.81,73.67,1005.6,60.91,430.67
+26.98,70.94,1007.99,68.16,434.73
+7.64,41.17,1020.01,75.14,488.53
+20.07,42.23,1012.86,74.11,461.25
+19.05,59.21,1017.99,89.53,451
+26.27,58.33,1013.81,60.43,438.82
+22.45,57.76,1017.55,58.6,450.61
+26.52,73.21,1002.3,95.38,437.02
+24.73,69.94,1006.09,59.15,439.86
+26.11,70.36,1007.64,70.12,445.37
+10.87,38.38,1020.85,69.78,477.03
+7.19,38.91,1016.53,88.61,486.05
+14.91,39.28,1014.57,75.23,469.34
+19.5,52.72,1025.21,50.21,457.26
+22.96,68.61,1011.15,76.62,447.18
+29.74,56.9,1007.15,41.91,438.76
+16.03,41.23,996.35,82.04,464.67
+17.35,52.72,1026.31,58.01,463.65
+11.26,39.35,1015.47,99.28,471.83
+27.82,59.15,1012.74,42.78,442
+28.15,71.94,1006.73,68.21,427.69
+14.66,42.77,1019.37,79.79,463.6
+26.56,49.02,1007.65,70.78,438.82
+15.49,42.07,1018.01,78.07,460.32
+29.29,73.18,1012.4,66.65,430.31
+21.69,57.17,1011.75,82.63,446.61
+33.67,80.18,1010.83,60.87,431.99
+20.79,57.32,1012.47,70.09,446.18
+23.35,71.85,1009.32,73.48,441.28
+27.01,43.77,1011.18,46.58,440.64
+27.71,69.13,1001.63,51.45,432.54
+23.48,49.16,1002.7,70.22,445.72
+17.77,43.72,1009.01,77.7,456.34
+22.24,69.23,1011.83,79.37,441.9
+24.6,57.85,1012.92,69.56,447.09
+19.06,50.16,1011.36,99.64,449.74
+14.56,47.45,1009.52,91.14,451.95
+26.62,71.73,1009.32,80.1,431.93
+23.03,59.04,1011.85,81.24,444.85
+13.73,41.92,1031.01,64.92,466.29
+13.79,42.07,1018.27,88.06,462.25
+23.46,73.18,1012.07,88.14,438.62
+19.58,52.9,1017.46,64.64,458.28
+12.76,43.7,1015.13,65.34,475.73
+6.93,43.13,1018.61,88.31,486.94
+10.63,39.61,1020,72.42,476.99
+17.46,39.99,1008.52,69.73,461.01
+6.15,40.77,1022.42,88.57,482.49
+6.9,44.71,1019.7,71.21,486.3
+25.77,59.39,1014.76,69.99,438.64
+27.86,63.07,1011.11,56.81,440.48
+7.91,41.79,1021.86,54.92,479.02
+22.35,63.47,1013.21,82.52,440.11
+17.65,62.1,1019.63,84.3,452.2
+16.96,52.9,1019.61,81.86,460.2
+18.71,53.16,1013.26,82.64,455.7
+24.22,61.86,1013.39,80.11,442.65
+23.61,59.39,1015.11,78.84,438.08
+14.01,45.08,1023.28,82.49,464.79
+31.33,76.86,997.85,64.43,431.44
+12.86,44.77,1018.75,74.73,468.43
+16.4,38.01,1022.2,73.05,463.79
+22.49,58.82,1009.73,85.19,444.11
+23.75,61.5,1008.16,69.14,442.35
+28.92,66.51,1015.5,34.51,439.09
+12.11,41.17,1019.46,62.59,475.53
+13.64,43.71,1024.41,84.46,468.85
+28.52,57.82,1004.81,57.82,435.4
+24.79,59.21,1017.9,53.83,446.04
+24.27,60.37,1005.13,77.16,437.78
+31.59,62.7,1009.3,50.16,442.58
+23.25,51.86,1013.54,78.34,450.22
+22.1,58.33,1013.71,69.09,441.31
+24.97,54.2,1012.68,74.25,439.71
+11.96,43.41,1017.42,79.44,469.34
+35.03,68.27,1006.55,43.82,426.22
+17.97,65.94,1012.92,88.22,448.88
+24.24,70.32,1009.38,82.83,436.45
+5.04,40.64,1021.35,93.63,484.42
+17.18,40.55,1000.47,72.03,461.73
+11.24,25.36,1009.26,97.47,469.92
+32.69,72.86,1003.57,56.84,431.76
+27.6,73.42,1011.91,83.66,431.44
+7.5,38.06,1021.96,83.45,485.98
+22.15,43.77,1010.81,60.08,448.46
+18.18,44.63,1020.41,48.64,455.57
+17.19,37.2,1011.84,67.59,468.4
+10.42,43.79,1016.22,90.75,474.79
+12.74,49.83,1007.44,91.47,466.09
+27.43,56.85,1011.86,36.76,436.64
+23.68,68.12,1011.18,72.45,441.54
+13.83,42.86,1030.77,75.09,470.21
+16.58,41.93,1022.36,45.24,466.61
+13.41,45,1021.65,45.24,478.96
+16.61,50.9,1013.18,85.26,460.35
+3.99,39.9,1009.74,96.81,490.91
+23.39,63.21,1011.91,84.57,448.3
+14.42,41.16,1004.32,88.42,467.25
+7.11,43.13,1018.96,87.82,486.11
+13.7,45.64,1019.18,92.66,467.9
+24.43,65.18,1012.57,77.83,437.26
+27.39,69.14,1008.82,78.35,435.22
+26.94,62.91,1011.68,41.3,449.1
+19.09,42.44,1012.93,63.59,461.84
+15.46,44.6,1017.7,68.2,459.62
+31.94,74.99,1002.05,34.12,440.17
+10.58,41.49,1020.43,91.9,473.19
+19.95,58.46,1017.45,89.46,447.1
+5.82,40.62,1016.79,85.04,482.67
+12.72,44.9,1007.6,71.8,463.49
+14.87,54.3,1017.17,71.57,462.87
+29.17,67.45,1014.1,46.85,435.08
+14.13,43.7,1015.94,80.89,469.28
+22.67,60.77,1017.56,79.43,444.43
+28.01,64.69,1007.61,58.45,440.23
+30.93,70.83,1010.61,46.13,440.59
+23.01,66.54,1009.86,64.53,442.47
+32.53,77.95,1014.76,58.1,434.44
+26.57,44.57,1007.76,50.39,445.49
+11.64,40.1,1015.5,87.05,477.2
+16.31,42.28,1007.45,77.77,466.49
+20.03,45.01,1012.73,56.89,460.11
+20.79,65.59,1014.9,77,450.3
+17.3,42.24,1017.07,64.52,469.21
+25.86,61.08,1013.51,67.5,449.67
+9.8,41.82,1032.98,67.55,473.72
+25.42,75.6,1017.39,77.63,438.24
+28.75,77.24,1008.92,77.17,433.03
+18.58,46.97,1014.25,74.09,454.26
+22.56,70.79,1005.85,93.09,435.14
+23.05,48.98,1015.64,49.33,446.05
+26.78,52.3,1008.52,61.23,441.21
+10.13,39.18,1024.09,85.48,479.42
+31.97,69.04,1008.5,47.69,441.18
+8.95,36.18,1014.08,76.94,478.07
+7.57,39.61,1018.66,85.73,480.86
+25.97,43.21,1011.9,88.73,434.83
+24.56,60.27,1017.63,74.5,440.31
+30.71,64.05,1011.75,62.81,438.42
+13.8,39.39,1013.85,81.95,471.7
+20.21,58.12,1015.36,79.18,453.19
+16.77,45.01,1013.47,81.42,458.22
+29.18,71.43,1011.65,59.49,443.75
+17.86,52.9,1015.71,67.99,457.42
+4.24,39.9,1009.28,96.74,491.25
+24.11,59.27,1011.02,78.18,444.35
+15.5,40.12,1012.79,96.75,460.41
+9.62,41.01,1019.43,97.99,467.34
+5.05,35.57,1027.03,80.02,491.4
+26.81,71.29,1009.65,80.69,434.48
+15.68,39.16,1006.09,75.62,461.98
+21.85,63.86,1020.16,68.84,445.62
+30.98,67.45,1015.18,45.4,433.59
+30.14,67.69,1006.54,57.05,426.91
+29.89,71.29,1009,55.72,431.45
+29.42,56.9,1006.51,53.6,439.51
+26.6,61.02,1010.26,66.16,436.19
+19.64,48.06,1014.81,74.96,455.27
+13.16,54.3,1017.33,82.43,468.4
+33.17,70.4,1004.45,58,430.14
+16.14,44.71,1014.83,39.41,468.88
+25.34,71.06,1007.74,92.52,434.86
+21.12,63.56,1014.16,81.42,445.9
+13.41,39.35,1015.1,79.32,471.85
+13.38,40.12,1013.92,96.96,468.15
+17.27,43.52,1021.37,76.73,460.08
+16.69,46.18,1010.8,96.8,466.03
+7.8,39.04,1018.46,66.5,482.31
+27.14,75.23,1011.47,63.14,439.33
+21.08,44.05,1008.13,72.52,449.6
+32.23,69.13,1000.61,55.1,426.9
+13.48,40.73,1017.59,94.81,463.6
+10.45,40,1019.01,89.01,465.43
+25.43,70.17,1000.46,87.84,436.43
+7.09,39.37,1020.07,73.26,487
+31.24,74.22,1007.74,48.77,430.44
+21.92,61.87,1009.68,58.83,445.52
+10.74,52.75,1021.75,75.41,467.48
+13.67,41.48,1017.51,63.54,463.97
+9.79,39.69,1002.36,93.86,471.61
+14.04,39.64,1011.09,87.22,472.31
+24.43,61.25,1011.66,85.24,436.05
+14.88,42.28,1007.26,71.3,466.73
+10.68,38.38,1020.79,72.33,476.22
+14.22,42.32,1015.54,77.23,465
+14.47,44.66,1016.33,93.52,464.41
+7.19,40.81,1015.22,85.65,487.15
+11.73,37.92,1008.24,65.13,472.04
+10.94,43.67,1012.36,73.3,477.34
+14.44,39,1017.06,76.02,466.96
+24.53,74.78,1009.9,78.34,446.3
+29.72,54.2,1012.86,38.48,438.84
+17.52,44.05,1008.87,85.67,455.72
+12.99,44,1025.22,90.27,470.93
+10.04,39.66,1015.84,82.31,480.63
+30.5,66.75,1017.55,38.2,432.87
+33.11,69.75,1008.88,42.08,437.19
+13.41,40.89,1010.85,89.61,472.4
+26.98,74.78,1009.77,69.54,442.28
+15.19,42.03,1017.38,71.66,462.64
+28.24,64.69,1007.35,61.14,438.03
+29.04,60.07,1014.88,47.23,438.5
+13.74,45.08,1024.97,84.79,466.79
+12.58,39.72,1017.85,57.74,471.24
+17.3,47.45,1010.29,87.13,448.79
+28,69.05,1000.82,65.24,427.71
+15.15,53.82,1016.34,62.59,461.6
+25.47,65.34,1015.3,50.31,445.39
+20.78,68.28,1008.75,60.87,450.57
+26.12,49.02,1008.63,72.04,438.52
+13.78,40.73,1017.55,94.28,462.59
+26.28,68.14,1005.61,53.17,435.71
+27.76,75.33,1003.69,79.62,433.03
+18.26,49.64,1024.92,62.82,462.6
+6.4,39.18,1024.6,86.83,484.44
+26.31,44.57,1007.51,52.6,452.73
+32.89,73.68,1014.45,52.34,426.46
+6.74,36.08,1020.36,86.98,484.18
+22.69,65.18,1012.47,80.9,441.18
+33.11,77.54,1010.36,50.99,431.77
+22.28,58.86,1014.08,66.47,446.55
+28.84,75.6,1018.41,53.96,442.69
+31.75,74.99,1003.25,53.33,430.82
+9.6,41.82,1032.93,72.63,475.01
+21.54,69.48,1011.04,80.48,443.15
+13.33,38.47,1015.42,58.27,466.26
+12.73,37.73,1021.89,61.76,470.89
+28.73,68.24,1008.31,56.85,430.63
+9,43.13,1020.25,81.32,481.09
+31.1,68.51,1012.99,54.3,428.68
+28.81,56.86,1005.82,56.86,434.08
+14.95,42.74,1027.66,66.71,464.31
+23.04,48.06,1014.16,54.99,459.36
+24.04,68.94,1007.62,69.11,437.13
+27.69,65.34,1014.31,46.59,442.84
+28.82,64.79,1016.74,56.34,445.1
+25.23,69.34,1009.51,82.87,445.92
+8.77,40.77,1011.54,89.58,480.56
+7.61,44.71,1019.41,70.48,485.36
+28.37,75.6,1017.48,55.19,439.25
+21.82,50.66,1013.74,73.6,455.2
+14.82,42.74,1028.04,69.81,466.34
+13.97,52.05,1012.05,85.36,463.64
+31.74,72.25,1012.21,41.62,437.29
+27.27,72.58,1009.25,89.31,428.93
+23.95,58.79,1010.45,74.34,448.32
+29.08,66.54,1004.67,64.5,430.16
+28.3,64.33,1011.23,68.88,441.51
+12.66,43.67,1012.49,95.96,472.44
+30.12,74.16,1013.13,63.56,433.08
+29.44,65.51,1014.82,56.49,445.67
+25.95,59.92,1010.05,76.05,443.93
+32.5,71.37,1003.75,43.8,433.7
+23.97,44.57,1007.35,62.71,448.17
+21.97,58.12,1015.29,77.47,449.6
+32.17,73.21,1001.43,69.86,430.64
+12.35,40.73,1019.03,95.53,466.71
+18.03,53.16,1013.06,82.03,458.04
+32.07,71.29,1008.43,44.95,426.96
+31.39,69.59,1008.28,62.86,435.76
+11.92,40.62,1016.66,55.25,468.14
+10.65,41.78,1013.66,70.04,474.27
+31.24,68.3,1015.89,42.84,435.2
+9.13,39.04,1022.36,74.6,483.24
+23.39,71.25,1005.22,93.7,435.68
+11.95,42.03,1017.58,90.89,465.2
+33.3,68.14,1003.02,53.43,426.88
+24.27,61.47,1007.84,80.85,448.66
+18.13,39.72,1002.75,58.85,455.81
+21.9,55.5,1018.85,60.27,456.52
+27.52,67.9,1005.65,59.52,439.01
+16.76,48.14,1012.92,65.74,456.31
+12.77,36.71,1013.29,86.4,475.59
+16.44,53.82,1015.4,63.16,462.09
+29.01,70.32,1007.26,60.55,429.23
+18.9,57.5,1016.21,93.9,451.42
+22.33,71.94,1011.06,82.85,441.85
+26.58,59.39,1014.49,65.87,439.46
+17.36,52.9,1015.42,69.97,458.66
+28.18,64.84,1009.22,56.04,443.65
+24.63,59.57,1010.45,85.36,440.67
+13.62,40.2,1014.2,85.05,465.74
+16.62,54.3,1017.99,63.76,459.59
+17.33,41.35,999.51,68.36,460.46
+20.72,63.94,1017.17,59.83,447.69
+6.89,39.37,1020.21,74.17,486.9
+33.61,69.88,1007.4,42.51,435.99
+27.38,59.21,1012.74,53.53,437.78
+23.21,63.94,1013.56,80.23,446.11
+26.13,71.25,999.8,88.47,430.6
+15.18,44.2,1019.6,72.45,462.09
+5.66,39.42,1024.7,78.52,482.11
+15.75,36.99,1007.67,93.8,464.38
+29.45,75.6,1018.12,50.68,437.31
+20.12,69.45,1013.23,88.48,442.89
+22.8,73.17,1011.87,91.57,437.98
+29.93,71.85,1008.43,66.64,426.82
+29.25,72.99,1006.85,61.15,429.12
+34.14,74.34,1000.19,43.56,434.23
+19.47,58.79,1016.8,87.26,450.17
+24.03,58.46,1015.71,70.15,442.03
+12.71,43.02,1012.25,62.68,475.38
+26.6,61.41,1012.35,54.42,451.4
+27.09,65.61,1014.22,48.13,442.94
+26.44,71.77,1006.68,81.45,430.12
+28.31,65.71,1014.67,59.29,447.26
+10.87,44.71,1021.38,58.22,484.63
+29.54,69.48,1008.91,56.07,427.82
+15.98,41.48,1017,55.73,456.31
+24.27,70.47,1008.96,78.31,434.24
+29.78,70.98,1007.82,77.59,436.32
+24.05,64.69,1006.63,69.2,438.36
+28.59,80.18,1011.36,89.18,431.55
+13.97,40.24,1018.32,88.72,467.93
+11.56,40.43,1025.48,74.75,489.54
+20.07,49.21,1012.34,56.8,454.25
+31.19,68.3,1014.86,39.1,430.48
+18.39,67.71,1003.77,92.48,444.63
+9.78,43.8,1022.25,69.64,477.22
+29.26,69.34,1009.76,58.64,435.32
+9.53,38.38,1020.49,80.08,478.03
+22.32,48.41,1008.68,79.11,445.36
+18.95,42.23,1013.01,79.4,462.73
+11.55,42.34,1020.78,94.56,469.13
+27.3,65.12,1016.24,44.87,442.78
+22.1,68.63,1015.19,59.05,449.54
+17.12,68.28,1003.56,94.29,449.94
+14.85,45.87,1009.37,84.65,462.67
+10.33,40.69,1014.25,84.46,480.18
+19.45,46.33,1013.39,99.52,452.82
+12.16,40.81,1025.79,70.97,476.63
+7.65,36.3,1016.5,65.51,482.56
+4.31,38.5,1011.75,82.08,492.92
+19.04,43.43,1009.25,68.74,453.32
+26.02,70.79,1004.21,79.12,428.72
+26.09,60.29,1017.72,50.83,444.71
+27.14,65.27,1013.26,55.17,441.68
+22.67,58.2,1016.91,60.75,446.36
+7.28,40.67,1020.16,72.7,493.3
+25.62,73.17,1011.65,86.45,430.56
+22.33,59.8,1016.84,67.09,450.07
+23.93,68.28,1005.16,69.91,444.95
+29.07,51.43,1006.22,61.58,438.79
+15.79,50.88,1014.58,99.9,460.19
+28.81,64.96,1000.46,68.05,427.91
+17.07,44.9,1020.74,70.18,460.19
+32.51,69.98,1011.92,49.45,428.37
+22.11,59.8,1016.74,73.9,453.45
+18.41,62.1,1020.4,78.1,457.14
+28.9,71.25,1000.73,77.24,431.52
+10.47,44.21,1017.87,85.34,476.02
+10.09,37.14,1012.99,72.59,473.66
+27.09,73.5,1011.34,76.06,434.31
+17.44,44.89,1009.9,80.54,457.67
+23.76,58.82,1011.75,77.34,444.57
+31.11,69.05,1002.37,41.56,433.19
+23.86,63.77,1014.6,82.37,440.58
+15.09,40.89,1010.15,92,466.47
+9.26,39.61,1021.18,84.58,480.38
+15.83,52.75,1024.3,58.34,458.6
+9.96,39.66,1015.23,82.98,480.6
+19.3,65.59,1014.07,81.98,452.76
+19.91,51.19,1008,90.23,449.23
+23.18,51.43,1011.56,81.83,449.94
+19.13,45.38,1014.72,81.95,459.94
+24.6,63.78,1017.25,60.33,448.65
+29.38,74.9,1003.25,72.19,433.74
+29.15,69.48,1008.68,55.78,430.54
+31.03,69.59,1007.77,63.96,432.56
+21.84,45.09,1013.94,46.11,450.88
+6.28,43.02,1013.72,88.13,487.17
+22.48,50.32,1008.47,83.58,444.5
+31.51,71.97,1007.84,71.18,430.11
+15.67,41.1,1004.1,77.93,466.45
+13.24,39.16,1016.52,86.66,474.48
+17.1,43.52,1020.3,70.51,461.51
+32.32,67.9,1006.08,37.93,428.12
+23.51,63.78,1016.1,69.79,446.58
+13.58,40.75,1016.05,76.45,472.73
+12.43,40.27,1007.08,61.56,470.92
+16.37,39.64,1009.19,76.92,463.91
+7.64,43.79,1016.17,84.45,486.01
+21.03,59.8,1015.86,76.63,453.86
+33.37,73.88,1005.8,47.94,436.76
+18.92,62.26,1012.05,85.99,451.51
+20.61,48.78,1020.8,85.05,449.38
+22.38,63.31,1014.76,73.8,441.3
+30.2,73.67,1006.31,62.14,428.72
+31.02,70.4,1006.24,77.86,431.37
+17.64,57.76,1016.28,85.04,455.75
+28.85,58.33,1013.78,41.39,444
+22.4,70.94,1008.06,84.52,440.04
+19.13,68.61,1010.65,94.92,448.69
+23.79,59.44,1012.53,79.48,448.67
+22.12,60.37,1008.75,92.13,439.18
+29.14,67.45,1015.51,46.47,433.34
+20.17,56.03,1019.47,56.77,458.04
+29.3,74.16,1007.72,81.92,431.32
+5.7,40.62,1016.07,84.94,482.82
+25.5,68.08,1011.13,72.86,436.07
+16.06,47.45,1009.97,88.09,450.62
+27.75,65.34,1014.8,45.91,440.83
+25.12,66.56,1009.22,65.62,436.56
+22.78,62.44,1011.79,75.43,446.12
+29.3,69.48,1010.1,53.69,429.42
+8.01,40.02,1031.33,85.01,477.84
+16.58,38.01,1023.5,60.14,464.03
+17.08,58.86,1016.04,87.46,449.98
+17.54,44.58,1016.56,79,465.51
+26.93,56.9,1006.25,77.79,444.7
+22.52,67.32,1011.4,66.2,443.49
+13.48,46.18,1018.15,88.38,464.58
+9.05,40,1015.48,80.91,472.41
+19.93,56.65,1020.7,62.82,456.53
+29.68,64.33,1011.2,57.73,441.79
+30.52,70.04,1010.62,54.47,431.14
+12.54,40.8,1024.56,68.97,479.65
+27.6,69.05,1003.87,42.01,436.08
+18.48,46.48,1007.53,82.57,461.49
+15.24,48.6,1007.08,86.49,459.85
+4.41,42.07,1005.54,68.85,488.36
+15.82,44.88,1018.59,78.88,461.9
+24.65,72.43,1007.99,90.05,437.59
+19.02,52.72,1025.44,51.9,461.57
+23.32,69.13,1010.75,91.84,435.27
+23.99,68.12,1012.92,70.68,437.14
+10.12,39.96,1025.98,98.63,471.6
+12.53,43.56,1014.8,74.05,469.23
+18.11,52.08,1002.51,100.09,449.99
+24.94,59.07,1008.89,84.79,440.12
+30.92,59.57,1010.87,62.43,440.96
+12.68,45.01,1013.86,83.26,448.69
+25.41,66.49,1014.06,51.09,449.2
+14.12,39.4,1008.02,76.45,468.63
+28.33,64.96,999.71,69.66,427.42
+14.77,49.15,1020.56,80.27,467.72
+29,70.72,1009.51,67.72,437.55
+18.02,49.78,1003.86,100.09,451.41
+11.55,40.6,1014.44,87.06,475.14
+15.31,52.75,1025.21,55.22,460.77
+12.36,37.73,1021.36,65.45,470.39
+19.45,58.95,1017.79,93.46,445.1
+27.05,67.79,1010.99,71.37,443.89
+9.73,40.22,1011.48,87.88,481.42
+11.11,37.5,1013.68,73.67,473.32
+13.01,41.58,1020.82,78.41,464.64
+11.76,40.96,1023.22,81.31,475.18
+17.58,39.63,1004.84,80.43,467.33
+27.54,51.43,1012.3,54.82,439.8
+29.79,77.17,1009.68,64,432.84
+13.83,40.2,1013.28,90.44,465.53
+32.05,77.24,1008.06,67.09,432.49
+28.14,76.86,1000.7,70.17,434.68
+34.11,73.56,1006.77,45.92,432.78
+22.83,70.79,1006.36,92.07,438
+21.04,47.43,1007.15,64.82,450.27
+12.39,40.75,1016.05,81.91,475.96
+27.7,72.24,1011.02,67.6,434.56
+16.62,39.99,1007.07,77.14,463.74
+25.27,67.07,1006.34,66.35,445.81
+9.52,41.26,1020.55,89.73,475.44
+17.74,58.33,1013.55,81.8,446.01
+22.9,49.3,1003.45,80.95,441.77
+14.86,43.14,1019.21,99.14,461.14
+26.71,66.25,1008.11,79.28,435.41
+13.42,42.86,1013.88,85.13,473.27
+25.82,72.39,1003.4,86.33,432.98
+15.14,44.21,1019.97,83.86,463.1
+10.17,41.17,1018.58,87.72,478.04
+27.44,65.59,1010.76,68.67,441.08
+23.94,63.21,1013.52,83.12,440.15
+25.16,74.33,1014.55,76.7,436.15
+12.88,42.74,1026.25,74.54,470.89
+31.87,67.32,1013.65,36.69,435.47
+22.18,65.46,1016.74,54.02,447.92
+9.41,41.54,1019.48,82.19,481.59
+12.17,40.6,1013.59,88.62,473.76
+30.57,69.71,1008.94,59.99,439.38
+28.16,70.98,1008.51,72.12,435.04
+9.72,43.41,1016.25,76.39,474.1
+11.9,39.16,1016.53,84.59,477.75
+7.1,41.74,1022.25,91.07,484.12
+11.47,40.27,1005.39,77.4,479.44
+28.19,67.45,1013.97,49.76,434.77
+9.75,36.66,1026.21,70.12,479.45
+7.55,43.65,1019.09,61.71,481.61
+19.9,56.53,1020.52,78.05,456.48
+12.45,40.56,1017.84,66.52,477.41
+9.15,39.61,1018.11,75.29,474.88
+14.38,40.66,1016.34,92.37,463.1
+26.16,67.9,1005.81,61.02,444.06
+22.63,45.61,1014.14,73.06,457.88
+30.51,70.79,1004.55,56.05,428.79
+26.2,60.07,1014.75,59.41,440.89
+25.77,69.04,1009.66,65.49,445.35
+14.74,44.47,1028.29,67.87,462.92
+17.02,44.85,1014.38,62.66,459.98
+17.68,53.16,1013.09,82.79,456.86
+8.93,40.46,1019.03,71,472.77
+9.49,40.69,1015.09,91.31,476.67
+23.48,72.99,1009.61,88.16,437.1
+22.69,49.21,1012.64,46.83,449.01
+12.65,44.34,1019.4,71.45,468.8
+12.79,44.68,1022.51,99.55,465.75
+13.01,41.17,1017.26,76.2,469.48
+30.76,69.14,1007.63,71.24,431.67
+22.56,47.43,1006.72,54.82,448.65
+20.7,58.16,1016.73,68.19,453.22
+21.09,50.9,1012.42,69.09,456.09
+26.35,59.44,1012.16,63.73,443.73
+35.1,68.27,1006.96,43.51,426.3
+14.43,38.28,1014.76,79.76,467.12
+16.32,43.56,1014.4,59.77,463.57
+12.21,40.64,1020.31,83.84,464.03
+32.13,69.98,1013.3,55.85,431.84
+25.68,70.32,1009.08,90.48,431.32
+24.4,62.26,1011.62,70.1,439.06
+6.41,40.81,1026.57,93.51,484.49
+23.38,65.06,1014.12,59.36,443.8
+30.21,75.33,1002.24,66.71,431.46
+22.88,50.23,1016.11,63.77,458.08
+27.99,71.58,1010.68,68.99,435.99
+16.01,49.64,1026.35,77.75,457.8
+31.08,59.57,1010.76,60.49,442.88
+23.09,70.02,1010.58,77.85,443.27
+21.03,69.05,1002.17,75.35,444.35
+12.05,49.83,1008.54,95.11,454.18
+14.73,54.3,1016.75,67.13,463.63
+32.56,68.14,1004.02,35.04,425.11
+6.99,40.07,1014.83,54.36,490.11
+18.84,40.79,1005.18,92.46,459.96
+6.18,41.38,1020.23,81.38,490.81
+13.72,49.83,1006.88,89.49,463.65
+29.48,59.27,1010.99,51.23,440.72
+14.35,39.39,1012.92,82.41,470.53
+19.47,43.43,1011.66,69.93,451.38
+26.92,73.17,1011.42,76.94,431.29
+26.16,70.04,1009.63,73.22,432.56
+19.77,49.39,1019.02,91.03,451.05
+26.92,62.44,1011.09,70.8,437.99
+27.54,75.6,1018.26,57.89,440.87
+18.75,41.1,1001.97,59.6,458.31
+26.29,68.24,1010.71,76.95,429.71
+27.16,65.61,1014.21,47.93,441.33
+16,39.16,1016.37,77.63,468.49
+10.38,37.73,1021.5,75.02,475.02
+30.29,74.16,1008.77,75.23,431.39
+24.69,71.73,1010.13,70.54,436.78
+14.16,40.89,1010.78,82.86,471.15
+9.97,39.99,1010.09,95,477.31
+21.96,51.43,1007.28,89.96,442.87
+32.43,68.31,1010.09,42.22,439.75
+27.99,69.89,1013.94,51.25,435.79
+18.15,45.01,1013.06,72.4,455.21
+8.83,43.56,1014.9,81.55,482.43
+26.62,70.36,1005.15,84.99,441.28
+32.96,68.31,1010.39,42.33,443.57
+24.67,68.61,1010.71,57.47,450.64
+27.06,70.47,1007,72.37,430.82
+25,69.71,1009.23,80.92,438.38
+15.47,38.73,1001.13,77.61,467.96
+17.36,41.23,998.08,63.46,459.1
+29.62,70.02,1010.09,43.1,439.35
+13.54,40.69,1015.85,77.55,471.05
+24.52,59.15,1014.03,74.83,439.55
+9.73,38.56,1017.18,61.81,479.78
+20.6,65.12,1015.53,71.57,452.86
+25.16,68.08,1010.89,70.16,435.78
+20.86,63.73,1008.54,96.83,440.42
+10.31,45.01,1018.42,93.67,473.74
+20.37,69.48,1011.04,84.31,445.81
+17.58,44.9,1020.52,71.48,459.78
+19.04,51.86,1018.05,79.01,458.64
+25.38,71.73,1009.97,72.6,434.44
+32.81,77.17,1009.17,53.13,430.53
+19.41,67.32,1012.34,78.8,446.71
+21.73,69.05,1001.31,86.64,439.01
+22.29,56.89,1014.39,84.89,441.9
+29.39,71.14,1010.97,53.88,430.5
+20.08,58.12,1015.53,80.84,455.85
+16.51,51.86,1022.37,81.18,442.48
+14.47,42.99,1009.78,91.15,469
+17.37,40.55,1001.19,71.42,460.97
+17.03,43.99,1021.5,82.32,460.25
+25.91,67.07,1005.66,60.12,441.74
+6.03,40.78,1025.53,98.68,480.36
+31.9,73.42,1010.82,60.58,432.27
+20.03,47.45,1009.04,77.56,450.6
+31.23,68.67,1005.82,52.1,436.58
+13.8,45.08,1023.99,79.72,466.71
+15.52,41.93,1022.97,52.92,471.97
+23.68,51.3,1011.86,71.24,451.67
+23.25,70.32,1009.28,86.52,437.96
+24.58,49.02,1008.85,79.32,442.47
+8.3,36.3,1015.97,60.62,480.58
+9.27,42.02,1004.29,95.05,474.93
+15.52,42.86,1015.09,83.48,467.12
+30.71,68.24,1006.15,34.15,429.41
+11.47,25.36,1008.27,95.4,469.51
+30.51,70.94,1007.64,59.42,430.91
+26.43,66.48,1004.36,55.9,435.59
+28.65,70.32,1008.46,58.13,433.45
+21.38,49.21,1012.49,53.77,449.66
+19.97,59.21,1017.87,83.46,450.41
+19.38,54.9,1017.08,70.46,454.1
+17.77,44.6,1016.97,54.25,460.13
+7.04,41.74,1021.91,88.55,488.99
+30.3,69.51,1011.8,50.43,431.12
+14.91,43.34,1015.15,81.56,461.27
+26.87,69.23,1012.71,54.54,433.89
+18.86,51.43,1010.27,86,446.91
+20.77,43.77,1010.76,63.12,453.46
+12.2,44.77,1018.64,76.1,469.41
+16.17,41.79,1005.78,78.8,454.72
+11.69,35.76,1019.02,55.6,471.72
+9.17,40.67,1019.03,66.21,487.33
+10.82,42.02,996.03,99.34,475.46
+23.08,48.41,1008.44,82.35,443.5
+12.74,39.13,1008.19,94.81,468.57
+26.85,57.19,1007.9,60.04,438.01
+28.44,69.4,1003.98,73.51,433.44
+14.02,42.86,1030.86,68.36,467.29
+14.57,41.79,1007.61,82.85,457.21
+15.4,40.69,1015.1,70.25,471.66
+16.75,42.23,1013.81,84.98,464.87
+29.83,68.67,1005.33,71.15,434.28
+26.25,66.56,1008.29,60.65,436.3
+27.17,63.09,1015.59,68.33,443.66
+27.49,71.94,1008.25,68.29,428.27
+11.7,41.16,1017.98,95.71,462.94
+24.37,73.42,1010.19,76.01,440.29
+26.14,61.02,1010.13,66.71,436.17
+15.91,38.62,1016.2,63.63,462.25
+9.24,41.4,1030.72,87.36,476.9
+14.09,41.66,1009.25,71.4,469.93
+10.61,37.5,1008.8,100.13,472.9
+28.72,76.86,999.31,71.74,431.74
+16.61,25.88,1009.34,65.47,460.97
+24.35,51.86,1014.34,67.22,442.81
+26.95,72.24,1011.16,73.14,435.65
+13.89,41.49,1020.02,86.47,469.6
+20.98,47.43,1007.39,68.15,450
+24.74,63.87,1016.91,55.65,447.02
+16.12,45.87,1008.15,86.12,457.41
+20.94,44.58,1016.98,59.65,463.69
+21.01,58.96,1014.33,61.8,453.88
+6.52,35.57,1025.37,78.32,486.06
+13.14,43.71,1024.47,87.42,467.07
+13.93,44.47,1025.35,81.54,469.25
+14.46,45.87,1009.21,84.09,464.5
+21.83,62.91,1011.07,91.34,443.76
+9.97,41.26,1020.6,91.14,475.43
+15.09,43.13,1015.71,54.36,466.87
+25.63,71.58,1010.14,87.57,433.76
+24.17,71.58,1010.16,89.96,436.27
+18.6,43.56,1013.9,51.16,464.67
+31.05,69.13,1000.38,58.49,426.31
+10.19,37.14,1012.74,73.48,475.01
+13.26,41.78,1009.77,61.69,467.78
+9.66,41.82,1033.19,73.19,477.67
+23.6,62.44,1011.52,78.12,440.66
+15.91,71.14,1019.7,72.65,458.15
+8.79,40.67,1019.5,66.3,489.02
+30.88,67.83,1008.97,54.99,425.36
+20.98,60.07,1016.26,67.18,446.26
+14.2,42.86,1031.96,69.59,468.63
+25.69,57.32,1012.34,44.18,441.43
+23.65,59.92,1010.19,89.53,436.74
+15.48,44.99,1011.94,69.95,463.92
+10.64,39.61,1018.33,66.81,471.48
+14.48,38.92,1015.6,90.05,470.63
+10.47,43.14,1010.35,86.86,476.55
+24.65,63.86,1018.37,56.15,442.89
+16.2,45.76,1014.73,89.84,460.87
+28.61,52.84,1006,45.73,437.39
+23.13,61.47,1008.96,85.5,438.8
+13.55,42.99,1007.58,97.55,470.82
+18.71,54.9,1017.12,74.79,456.88
+14.35,49.83,1006.39,91.23,462.54
+29.79,69.34,1008.82,65.13,434.74
+29.64,54.2,1013,39.56,438.12
+15.11,45.01,1017.01,84.39,462.21
+25.02,60.29,1017.49,54.75,445.61
+23.61,49.16,1002.39,65.63,443.5
+16.05,38.28,1014.38,73.89,466.75
+19.59,59.87,1018.28,84.83,449.74
+23.23,56.89,1012.87,75.43,441.85
+9.41,43.5,1021,88.74,473.84
+6.63,39.37,1020.33,76.18,489.16
+27.89,69.88,1007.99,85.62,430.75
+22.54,51.95,1007.29,79.28,447.29
+14,40.8,1026.17,54.82,474.87
+6.87,39.85,1012.66,83.34,486.26
+30.47,70.02,1009.65,62.03,435.72
+27.33,68.94,1007.04,61.83,431.96
+13.7,34.03,1018.82,69.07,470.2
+22.03,59.43,1006.88,82.05,442.9
+30.32,74.22,1008.31,53.14,429.36
+17.13,43.79,1016.09,58.94,465.3
+26.3,71.94,1006.64,85.12,428.83
+17.55,48.78,1016.81,91.27,455.11
+23.34,59.14,1017.47,78.91,439.6
+23.26,58.2,1016.72,57.98,446.87
+8.07,41.17,1019.4,86.43,484.54
+24.45,68.63,1013.38,45.35,446.33
+18.41,49.69,1006.66,80.55,454.97
+18.22,58.2,1017.09,81.92,451.04
+16.54,42.86,1014.85,78,465.26
+30.01,65.18,1012.87,43.95,436.91
+29.19,67.51,1011.48,55.55,446.97
+14.58,41.92,1030.42,61.96,462.69
+19.41,64.45,1009.44,64.05,452.55
+18.95,65.48,1018.17,71.85,452.85
+11.36,40.75,1016.34,85.19,477.5
+23.79,58.49,1011,75.39,445.87
+16.55,41.93,1022.71,42.73,466.77
+21.43,59.14,1015.91,64.4,448.51
+18.98,60.1,1010.09,85.34,453.37
+16.38,55.5,1019.8,82.44,464.58
+23.26,59.21,1017.71,67.16,442.38
+22.55,69.84,1006.57,76.29,438.54
+10.01,40.78,1023.71,88.11,470.82
+23.33,54.2,1012.47,79.48,440.11
+20.89,68.63,1012.6,69.52,452.05
+14.18,53.82,1016.9,64.57,465.25
+8.94,42.07,1018.9,85.93,473.34
+28.61,69.84,1004.02,67.26,428.25
+28.59,75.08,1005.58,60.3,442.7
+13.91,40.24,1017.03,85.93,466.24
+32.21,71.85,1008.25,58.09,429.15
+15.34,43.5,1021.18,79.44,459.77
+27,69.34,1008.88,74.4,439.26
+23.63,65.59,1013.1,76.95,440.56
+6.79,38.5,1012.61,72.46,488.69
+9.01,40.77,1022.37,90.3,470.84
+17.92,44.2,1018.97,53.8,455.37
+9.05,40.67,1015.57,75.48,486.55
+24.17,73.18,1011.72,86.1,437.27
+26.92,63.73,1010.29,68.6,440.35
+15.59,52.75,1024.3,59.93,458.87
+10.17,41.46,1019.34,83.04,480.13
+10.66,37.5,1009.42,95.86,472.86
+32.48,69.89,1013.98,46.39,434.13
+29.05,68.24,1007.88,42.67,433.92
+32.91,73.68,1014.49,50.62,426.28
+6.1,40.07,1020.21,67.24,494.43
+25.11,63.21,1012.21,83.58,443.43
+7.89,71.14,1018.4,86.49,474.66
+22.82,69.94,1004.65,73.47,437.32
+14.13,43.41,1015.26,55.63,461.96
+9.32,36.3,1027.9,77.02,478.55
+11.86,40.55,1019.82,91.45,473.31
+10.05,40.46,1018.71,67.38,469.06
+11.22,40.22,1011.01,81.67,476.7
+31.68,70.79,1004.05,54.5,429.55
+10.27,42.34,1022.69,92.78,474.55
+9.34,40.77,1012.14,90.81,477.36
+28.83,66.44,1008.47,77.49,430.01
+24.01,67.17,1007.44,86.87,443.09
+9.68,41.48,1018.24,71.04,473.31
+14.86,44.71,1018.3,49.46,466.38
+8.74,36.3,1015.18,61.97,438.63
+16.55,46.18,1009.97,96.54,455.8
+27.65,48.41,1008.54,58.25,440.94
+10.1,41.17,1019.18,84.87,479.95
+28.75,64.84,1009.61,58.24,441.3
+18.75,63.09,1018.19,87.84,450.98
+18.32,45,1022.67,46.38,471.43
+28.62,68.24,1010.15,69.31,428.08
+11.46,39.1,1010.17,100.15,470.55
+13.92,43.41,1015.12,61.64,464.76
+22.89,74.78,1009.79,81.57,443.7
+21.13,47.43,1006.97,64.26,448.83
+24.78,68.94,1007.29,70.56,435.93
+17.03,47.83,1004.94,79.68,460.43
+25.41,65.12,1016.01,53.39,442.86
+21.47,60.93,1006.46,87.83,442.75
+10.8,41.39,1019.74,74.08,478.75
+11.67,36.18,1016.03,61.44,472.76
+19.61,56.65,1020.64,63.74,457.41
+21.48,47.43,1006.88,63.54,449.2
+21.48,66.91,1008.58,84.49,447.42
+14.17,43.13,1014.94,48.62,471.08
+24.15,64.63,1020.72,58.06,448.87
+28.81,69.23,1013.14,39.18,433.74
+16.53,46.18,1010.2,95.42,458.67
+22.1,68.12,1012.71,79.77,440.08
+16.22,50.88,1014.33,100.09,454.94
+10.9,40.67,1016.66,65.09,482.4
+13.9,40.2,1013.13,89.91,464.17
+30.61,77.17,1009.49,73.19,430.46
+5.9,45.87,1013.25,87,481.27
+5.67,45.87,1008.91,93.29,478.44
+17.82,65.94,1013.44,88.13,452.82
+9.34,41.49,1020.58,97.59,471.04
+27.07,66.93,1017.32,55.38,446.48
+25.52,71.98,1006.89,86.94,433.42
+33.37,79.05,1007.19,62.64,430.42
+22.25,66.54,1004.64,89.15,437.19
+28.34,63.77,1013.7,61.13,439.75
+32.87,71.32,1004.36,54.69,433.15
+9.84,40.72,1022.21,77.79,477.52
+15.8,53.82,1015.87,68.48,463.09
+21.96,71.85,1009.38,75.98,441.52
+8.3,40.35,1012.37,98.17,481.77
+8.39,36.3,1015.39,62.23,479.57
+12.55,39.58,1010.68,76.9,472.31
+24.37,65.61,1014.5,65.67,443.13
+33.43,69.88,1006.86,44.84,435.59
+13.04,41.04,1026.27,69.75,464.91
+13.52,39.39,1012.91,84.03,474.82
+11.46,38.91,1012.34,77.37,477.5
+19.75,57.32,1010.76,79.29,443.63
+7.19,39.37,1019.67,70.77,480.4
+26.76,70.98,1007.64,90.51,437.83
+29.67,71.98,1005.16,67.75,425.14
+32.86,66.44,1010.98,44.99,429.32
+10.02,52.75,1021.93,73.68,473.09
+17.41,40.55,1003.91,76.87,461.47
+26.53,65.61,1014.29,50.9,442.64
+29.82,69.75,1010.09,65.02,442.6
+30.56,69.14,1007.49,71,432.26
+13.92,43.5,1021.14,88.44,461.45
+19.94,38.52,1018.4,55.9,450.48
+21.03,44.78,1007.99,36.82,459.72
+31.33,65.18,1011.97,36.62,435.77
+11.7,41.16,1019.58,87.49,464.12
+16.94,50.59,1018.75,94.22,460.64
+26.06,67.83,1009.26,66.37,432.28
+15.39,42.28,1007.35,81.35,467.3
+10.98,37.5,1011.12,97.51,472.34
+28.41,74.16,1010.29,72.09,439.2
+4.88,40.27,1012.66,74.51,491.29
+6.58,40.67,1020.18,71.07,494.84
+13.79,40,1016.02,70.17,461.16
+27.16,71.32,1007.81,89.07,430.53
+7.65,41.01,1024.31,97.17,475.89
+16.3,41.16,1007.88,76.61,463.47
+23.04,63.86,1019.83,59.78,446.22
+25.74,65.38,1009.6,54.34,452.94
+24.31,44.05,1006.16,73.3,442.69
+23.43,69.23,1013.09,63.48,441.6
+14.91,46.9,1019.59,98.1,461.73
+31.28,75.08,1005.39,49.53,438.63
+25.84,67.83,1009.26,59.55,433.32
+24.57,49.82,1016.82,65.25,452.3
+13.42,48.04,1011.63,99.32,461.36
+25.31,65.59,1011.16,79.71,440.96
+22.78,59.92,1011.28,88.78,440.87
+20.19,58.86,1014.3,71.64,450.67
+17.98,39.63,1005.42,82.12,466.69
+22.71,75.23,1010.48,76.86,444
+13.68,41.7,1019.19,84.07,464.46
+24.87,65.75,1006.45,65.75,435.6
+7.53,41.74,1022.45,90.85,487.25
+24.97,68.61,1011,55.04,453.26
+13.55,40.71,1019.13,75.44,467.21
+8.66,40.11,1032.86,75.31,479.76
+16.84,45.01,1016.14,75.74,456.85
+23.05,68.67,1006.69,76.43,447.34
+17.7,49.78,1005.19,100.09,451.24
+19.39,68.61,1011.09,96.51,446.47
+30.05,56.9,1007.02,41.96,437.55
+19.82,63.9,1013.19,78.96,449.61
+19.1,56.53,1020.18,76.38,455.52
+17.47,43.56,1014.15,54.71,460.87
+23.86,45.87,1007.71,48.73,446.67
+26.31,63.77,1014.15,69.36,440.1
+26.74,69.89,1013.96,51.82,436.02
+9.94,40.46,1018.9,68.51,473.74
+27.01,71.25,1000.46,87.95,431.38
+21.01,51.19,1008.44,81.49,446.2
+34.97,73.56,1006.57,44.69,435.15
+22.51,68.63,1015.1,57.19,450.75
+21.03,67.45,1015.01,68.59,447.11
+29.05,75.6,1017.63,51.16,439.14
+23.6,57.17,1009.84,74.27,446.05
+5.62,43.65,1017.9,77.43,481.69
+21.16,65.48,1016.99,72.79,446.37
+21.89,58.62,1016.15,74.59,450.05
+9.66,40.05,1015.78,89.06,481.14
+25.69,59.07,1006.89,82.34,440.6
+8.33,38.08,1018.94,73.78,481.89
+7.32,41.22,1015.42,97.25,484.21
+21.11,41.67,1012.44,52.86,460.33
+12.25,40.75,1016.02,82.4,475.07
+24.57,51.95,1005.8,70.07,448.15
+16.64,48.92,1011.55,78.76,452.56
+11.57,41.54,1020.13,69.14,476.89
+29.23,75.6,1017.72,52.26,438.92
+32.37,67.83,1008.32,57.39,426.76
+26.17,58.86,1014.52,51.28,443.69
+6.05,38.68,1017.46,66.13,483.5
+8.64,41.66,1014.14,80.44,481.89
+25.91,75.6,1018.23,62.65,443.2
+25.02,59.92,1009.9,76.27,436.64
+25.96,68.08,1010.86,67.07,435.84
+25.5,59.27,1012.92,68.88,442.65
+14.85,45.01,1013.12,85.53,460.19
+19.06,44.63,1004.23,84.43,456.54
+15.22,41.67,1013.18,67.17,469.93
+26.07,71.37,1008.6,79.48,439.25
+7.62,44.71,1020.56,69.96,486.07
+16.94,49.64,1024.43,69.22,459.25
+26.18,69.14,1006.54,85.95,436
+21.91,48.7,1006.89,83.97,449.8
+23.24,63.78,1017.1,63.8,446.95
+22.48,50.05,1005.55,82.36,442.56
+12.8,41.16,1022.43,86.19,462.72
+26.17,66.54,1002.23,75.6,433.81
+29.71,73.18,1012.35,63.06,427.04
+7.41,39.16,1015.23,90.66,486.91
+16.25,58.16,1018.34,78.59,458.31
+14.28,44.84,1024.84,79.09,474.57
+22.12,47.93,1005.5,84.47,443.41
+23.06,63.9,1013.54,65.28,447.36
+13.46,39.85,1012.76,72.94,472.5
+26.76,49.02,1007.96,70.05,439.4
+28.57,51.43,1012.02,47.79,450.04
+10.31,38.18,1018.02,70.1,476.31
+28.47,69.23,1013.18,40.73,434.12
+8.35,40.77,1011.77,90.25,478.82
+24.42,57.32,1011.46,55.92,443.94
+25.64,50.05,1006.97,67.72,440.86
+7.69,39.96,1023.9,89.18,478.05
+11.54,45.51,1017.19,83.02,474.73
+15.62,40.89,1007.01,79.21,466.15
+18.74,45.09,1014.24,41.54,456.25
+20.12,65.94,1009.93,76.24,447.46
+17.85,48.14,1017.16,86.68,451.9
+17.21,52.9,1019.91,77.31,460.88
+20.99,67.07,1005.17,82.41,442.02
+17.69,46.36,1019.55,86.64,462.81
+20.58,49.15,1021.42,56.15,453.87
+12.04,38.25,1013.08,82.45,472.13
+29.07,71.64,1006.07,69.53,440.51
+21.81,65.46,1013.97,52.16,444.66
+9.48,40.8,1023.82,78.98,485.36
+13.69,44.85,1016.89,79.87,470.78
+32.18,69.75,1009.94,52.91,438.26
+23.48,60.23,1011.91,79.48,437.44
+27.82,76.09,1007.83,76.07,434.52
+25.26,74.33,1014.79,79.56,433.49
+14.12,42.99,1007.13,78.16,468.45
+23.14,60.27,1018.51,80.54,442.59
+17.74,50.88,1015.56,89.78,457.71
+10.15,41.17,1019.38,82.3,480.71
+8.35,43.79,1016.2,85.23,484.21
+20.35,68.61,1011.17,86.69,450.89
+22.06,45.61,1014.3,77.75,455.61
+15.64,44.21,1020.17,83.28,462.42
+9.32,36.66,1027.46,70.76,479.13
+29.28,65.71,1013.76,48.05,445.49
+7.52,39.61,1018.61,78.96,481.54
+29.08,67.79,1010.91,55.96,442.78
+7.55,42.85,1011.21,93.25,484.93
+26.51,44.57,1007.56,52.23,445.32
+26.52,63.94,1018.23,42.41,440.47
+8.07,41.17,1019.4,86.43,484.54
+25.35,63.21,1012.31,80.16,442.23
+11.36,41.48,1012.8,76.16,465.37
+11.89,40.64,1021.29,97.16,476.99
+20.19,66.86,1012.97,64.7,454.84
+20.04,48.92,1011.14,68.92,447.89
+10.32,39.28,1016.56,94.13,478.88
+12.01,41.48,1017.75,66.67,469.08
+23.08,61.86,1013.44,84.64,441.44
+19.81,66.54,1013.88,80.09,449.07
+24.1,71.29,1007.96,67.56,442.8
+14.47,39.58,1011.31,69.85,467.34
+32.25,77.54,1010.46,54.57,430.86
+9.51,40.81,1015.69,82.52,475.29
+12.63,41.48,1009.61,87.69,461.09
+30.91,76.2,1008.53,58.08,434.94
+8.38,39.22,1015.03,75.14,478.82
+22.63,57.17,1009.83,77.43,433.54
+5.71,40.77,1022.49,87.9,487.48
+13.09,43.67,1012.22,91.91,474.45
+22.72,62.4,1010.28,80.79,445.22
+23.67,72.24,1011.22,90.45,435.94
+18.19,43.96,1011.87,79.68,464.58
+25.58,47.01,1014.5,63.53,454.39
+6.79,40,1019.01,81.83,480.83
+19.05,62.96,1020.48,83.04,454.26
+25.32,63.77,1014.55,74.69,441.5
+15.09,39.52,1017.05,72.43,469.8
+23.44,72.24,1011.28,88.03,438.34
+8.26,44.71,1020.85,68.82,485.19
+17.22,36.71,1013.77,67.92,465.32
+27.46,68.08,1013.06,46.49,433.72
+11.52,40.03,1017.56,87.87,472.31
+27.55,63.13,1012.92,71.29,440.75
+6.5,38.5,1013.92,90.1,486.78
+13.35,39.58,1012.41,83.45,465.85
+21.5,59.87,1019.05,76.56,444.05
+22.46,48.41,1008.66,80.85,442.57
+22.05,63.31,1012.39,76.95,444.37
+18.28,41.1,1002,65.69,460.03
+14.56,53.82,1016.37,64.46,463.64
+26,70.47,1009.61,74.66,435.05
+13.14,40.66,1016.47,94.76,466.95
+24.17,59.44,1012.66,78.53,447.13
+26.11,73.17,1009.8,65.18,434.94
+9.38,44.77,1020.41,85.26,473.9
+18.77,49.21,1012.2,58.69,454.86
+10,39.66,1016.83,78.91,479.97
+10.1,44.03,1008.11,90.29,471.59
+10.35,40.27,1005.09,92.42,477.8
+12.95,40.1,1015.31,86.01,471.07
+21.76,47.93,1005.34,86.28,444.77
+25.06,52.36,1014.7,67.98,454.13
+8.39,52.72,1026.06,86.76,473.45
+23.56,71.85,1009.67,74.78,439.48
+23.58,58.82,1009.68,81.38,445.01
+20.71,45.61,1013.64,82.39,457.4
+13.4,41.78,1010.2,64.57,466.68
+10.36,41.46,1017.53,92.04,478.27
+13.67,42.32,1015.41,79.04,464.56
+29.35,71.58,1010.07,61.8,434.45
+6.61,36.24,1013.57,91.8,483.12
+13.92,39.85,1012.64,68.03,473.47
+27.18,62.66,1009.89,52.83,442.16
+11.41,41.54,1019.94,66.49,477.89
+26.61,69.13,1002.05,51.97,430.17
+20.32,67.71,1007.42,63.71,446.22
+20.97,44.63,1007.64,73.69,453.26
+25.34,49.5,1013.25,50.8,457.12
+6.22,39.85,1012.05,86.88,443.73
+11.87,36.43,1023.42,79.5,474.17
+11.92,41.2,1016.99,81.24,476
+28.15,71.25,1000.51,81.04,431.28
+28.01,65.34,1014.68,46.86,440.77
+16.51,41.79,1007.1,74.03,457.74
+13.51,39.31,1012.18,75.19,466.46
+18.34,65.94,1013.27,85.42,451.29
+10.04,41.62,1013.36,95.17,463.87
+20.3,56.53,1020.27,76.49,454.12
+18.6,56.85,1012.34,80.24,450.26
+19.79,51.19,1008.77,94.72,447.96
+11.18,39.61,1018.56,68,468.75
+10.91,40.1,1014.07,91.45,478.34
+18.92,46.93,1009.89,77.98,453.66
+14.1,42.18,1015.05,78.25,463.3
+24.69,59.92,1010.12,80.58,436.33
+23.61,43.77,1011.81,56.08,444.55
+27,60.96,1012.36,58.97,450.15
+15.87,45,1021.92,40,470.85
+30.2,74.34,1004.17,74.77,431.77
+14.18,39.3,1020.1,67.48,464.32
+11.23,43.67,1012.57,72.1,475.41
+32.95,75.08,1005.32,47.7,436.3
+24.33,46.93,1013.83,44.59,447.54
+9.55,38.08,1019.34,68.38,479.23
+27.58,65.27,1013.51,50.43,441.3
+25.56,58.82,1010.44,70.23,441
+5.74,37.8,1021.37,74.47,490.81
+8.22,41.82,1032.77,71.63,477.86
+23.18,59.04,1011.44,79.28,443.12
+26.91,70.02,1010.75,59.48,445.31
+16.14,54.3,1017.93,65.68,460.73
+20.69,50.78,1008.71,91.95,447.58
+24.18,66.48,1003.3,70.99,433.37
+2.8,39.64,1011.01,82.96,482.66
+25.26,65.61,1014.43,58.35,447.34
+10.11,52.75,1021.79,76.08,470.35
+17.44,45.01,1013.65,75.13,456.08
+25.37,59.14,1017.27,78.07,437.19
+9.45,41.92,1029.32,91.09,467.79
+10.39,39.69,1003.31,89.6,473
+26.2,74.67,1016.69,84.38,430.22
+22.85,47.43,1008.13,66.36,448.15
+12.65,44.03,1007.13,85.23,466.01
+15.14,41.93,1020.95,61.26,469.68
+28.51,70.02,1010.58,54.68,441.66
+22.55,70.79,1006.19,92.56,436.43
+24.35,66.49,1012.48,62.12,439.15
+12.64,41.79,1016.38,92.65,461.46
+24.2,64.33,1011.15,84.23,442.78
+7.52,41.66,1015.2,78.41,483.28
+21.54,58.12,1015.33,78.67,454.32
+23.43,60.32,1015.34,69.34,446.88
+23.24,63.76,1010.1,79.16,441.35
+24.67,69.14,1006.25,88.51,440.03
+6.77,40.78,1024.86,96.58,478.24
+31.94,69.98,1013.32,56.17,432.03
+20.83,49.02,1009.45,91.92,445.31
+8.37,39.99,1010.36,93.26,482.31
+13.75,44.47,1029.63,70.74,467.14
+30.82,70.36,1006.47,58.79,439.16
+25.16,57.17,1009.86,75.7,442.03
+22.1,65.48,1019.3,66.96,447
+18.7,52.72,1024.84,57.72,458.06
+19.76,58.79,1017.37,89.09,449.76
+28.45,69.23,1013.07,39.46,436.96
+13.58,49.83,1008.9,86.8,465.82
+20.83,67.32,1011.76,73.11,443.17
+5.85,41.55,1001.95,99.41,484.47
+16.99,40.89,1011.54,64.51,464.95
+10.68,37.92,1009.59,65.05,474.03
+14.65,35.4,1016.16,60.26,469.61
+26.2,71.14,1007.92,72.95,431.7
+32.74,68.31,1010.23,41.29,441.66
+15.78,41.16,1008.43,80.25,464.85
+12.41,39.28,1017.08,87.02,473.86
+25.36,60.07,1015.06,66.11,439.73
+20.56,60.08,1017.79,78.08,452.8
+24.92,63.86,1019.19,59.24,440.93
+31.88,67.32,1013.64,35.1,436.64
+24.51,51.86,1014.64,67.57,446.74
+8.48,40.05,1015.89,90.25,483.5
+27.76,71.97,1008.53,86.97,434.04
+12.08,41.39,1019.45,78.3,477.8
+23.56,73.18,1012.18,87.98,437.92
+11.77,41.06,1021.45,76.63,475.88
+21.37,65.94,1010.73,75.09,444.74
+14.02,43.34,1016.06,85.8,466.38
+17.53,44.9,1020.5,71.1,457.61
+14.89,35.71,1015.1,55.11,469.37
+14.81,43.7,1015.1,60.72,469.5
+28.99,68.24,1008.75,66.57,428.28
+30.49,70.32,1011.34,66.33,434.76
+21.59,66.54,1004.88,90.54,441.71
+24.46,61.9,1013.88,87.16,441.34
+21.63,50.16,1005.7,84.84,448.32
+21.46,46.63,1012.97,71.29,452.1
+5.7,40.35,1012.18,91.57,488.8
+27.11,70.04,1009.76,71.25,431.96
+9.95,41.82,1033.09,69.44,477.52
+18.68,46,1002.2,97.17,447.8
+18.41,65.94,1010.23,84.71,452.66
+19.02,49.25,1019.75,58.29,453.49
+26.25,61.02,1011.47,71.22,436.44
+18.07,63.31,1016.65,72.81,456.5
+26.17,70.47,1010.25,68.96,434.56
+23.83,49.21,1012.93,46.79,446.23
+21.11,59.39,1013.87,85.29,446.02
+13.9,42.86,1030.82,71.89,473.76
+26.64,73.56,1004.98,93.31,432.93
+21.5,45.38,1013.88,64.28,460.18
+11.61,41.17,1019.57,58.82,476.81
+6.13,39.48,1005.17,53.5,484.12
+12.72,40.6,1013.45,86.16,471.23
+17.29,44.63,1019.6,41.98,460.66
+31.8,69.05,1000.77,49.82,426.5
+19.16,43.43,1012.36,72.59,451
+23.62,73.67,1007,90.8,438.33
+7.87,41.17,1020.33,77.77,486.2
+25.78,59.15,1013.61,66.68,441.71
+29.29,72.58,1007.39,72.85,428.73
+29.58,76.2,1008.37,60.73,433.91
+24.29,63.57,1010.29,87.3,443.28
+25.25,58.46,1015.54,70.76,444.05
+31.74,72.58,1007.26,59.58,425.12
+7.39,39.85,1011.63,83.61,487.84
+28.5,79.74,1006.75,87.09,433.08
+29.98,67.22,1014.22,52.69,445.3
+22.94,61.5,1008.25,73.45,445.31
+25.85,70.36,1005.59,78.23,433.06
+21.09,74.93,1015.11,81.93,443.51
+27.28,47.93,1003.46,59.22,438
+23.86,59.21,1013.02,73.6,441.22
+13.33,40.64,1020.92,91.47,474.07
+23.66,60.37,1006.91,87.13,438.59
+16.8,44.9,1009.14,79.78,456.42
+22.12,57.19,1007.56,76.5,442.51
+24.82,57.19,1007.82,71.46,439.91
+11.09,40.43,1025.47,74.97,490.96
+7.64,40.81,1026.67,95.24,483.38
+27.78,60.07,1014.66,53.74,439.43
+6.49,38.68,1017.94,64.81,485.95
+10.97,40.6,1015,87.59,478.69
+25.27,63.91,1009.82,75.48,440.39
+14.07,43.34,1015.79,86,463.77
+18.9,47.83,1005.31,77.79,455.94
+4.49,38.44,1015.47,76.96,485.78
+5.94,39.9,1007.84,86.33,485.86
+21.94,64.15,1021.2,61.75,453.3
+21.35,59.04,1012.28,95.71,445.83
+7.94,35.77,1017.04,63.22,480.38
+23.6,60.08,1017.51,63.02,451.97
+29.73,67.25,1017.64,37.79,439.06
+10.51,39.04,1023.95,85.35,479.15
+8.7,36.24,1013.34,89.5,478.69
+29.6,69.82,1010.49,61.66,438.47
+24.26,56.57,1013.86,70.35,442.9
+20.61,60.1,1010.84,80.57,450.46
+14.2,38.62,1017.83,77.57,465.29
+8.77,42.49,1010.7,86.78,469.1
+27.38,69.4,1004.57,74.12,434.47
+12.98,39.64,1013.95,74.39,473.54
+32.38,73.91,1004.05,61.69,430.17
+19.2,58.71,1009.8,84.62,448.17
+27.37,63.73,1009.79,65.25,437.24
+18.77,58.66,1010.34,87.25,454.54
+21.95,59.43,1010.29,74.67,442.84
+26.73,77.95,1012.31,78.35,434.76
+16.02,71.14,1019.75,70.42,456.35
+18.86,46.48,1007.28,78.47,452
+21.7,64.44,1014.95,73.33,448.51
+20.25,44.78,1007.93,40.16,462.44
+11.42,41.38,1021.98,60.19,479.23
+6.37,41.03,1022.23,80.36,490.47
+14.54,42.99,1009.27,90.88,468.93
+24.43,58.05,1011.88,71.39,445.68
+15.92,37.64,1014.93,83.73,464.14
+27.51,71.29,1009.43,76.92,430.42
+23.64,60.95,1014.92,64.91,447.86
+9,41.54,1018.83,79.61,484.08
+28.98,73.42,1011.25,72.9,432.2
+18.31,50.9,1011.87,86.83,455.5
+15.82,44.2,1018.96,66.73,460.2
+14.88,41.66,1009.4,67.15,468.55
+27.49,63.78,1015.43,47.45,445.66
+10.74,41.46,1016.76,84.59,479.94
+18.21,62.26,1011.97,87.28,455.88
+17.2,40.55,1000.68,72.67,462.55
+8.66,36.25,1028.22,86.96,479.66
+20.59,42.04,1009.78,62.77,463.08
+22.86,58.96,1014.03,54.96,451.82
+23.31,68.63,1014.73,51.57,448.2
+16.71,42.99,1007.72,75.35,465.09
+4.97,38.91,1018.99,89.86,489.96
+31.95,70.8,1008.38,66.26,432.79
+13.89,35.71,1016.4,65.49,468.54
+26.92,51.43,1012.29,59.33,437.35
+23,60.37,1005.34,83.73,437.6
+25.95,59.27,1010.9,70.42,444.19
+14.84,38.91,1013.78,69.27,467.83
+22.5,70.94,1008.04,82.39,442.4
+31.84,77.95,1014.9,55.35,433.28
+19.35,39.39,1013.91,61.53,465.28
+24.26,67.69,1008.48,66.74,437.4
+21.95,68.08,1012.91,69.36,443.93
+16.07,65.46,1013.88,87.11,450.54
+30.21,79.74,1006.82,54.03,430.83
+13.66,45,1021.97,79.04,473.12
+9.76,39.16,1014.19,85.4,482.38
+15.69,39.3,1019.03,60.57,464.17
+5.29,41.38,1020.62,83.83,492.12
+26.72,65.61,1014.41,52.01,442.48
+12.68,41.4,1021.59,78.57,466.64
+29.24,64.33,1011.49,65.08,440.12
+19.09,43.14,1012.34,45.75,463.3
+5.06,40.64,1021.49,93.7,483.73
+26.23,70.72,1009.73,73.44,445.28
+27.15,73.9,1007.57,74.42,433.09
+23.47,65.61,1014.57,69.83,447.16
+19.78,44.71,1015.7,29.43,465.49
+13.07,40.83,1010,84.84,471.19
+8.52,38.5,1013.16,64.06,482.96
+10.39,40.96,1023.51,84.73,479
+30.2,56.9,1006.89,42.69,436.17
+23.93,64.05,1013.09,86.02,440.66
+21.11,43.43,1010.1,62.62,447.83
+16.59,41.79,1006.67,73.9,455.42
+30.52,70.4,1003.9,64.33,438.29
+15.74,43.71,1024.7,78.38,462.66
+21.25,44.05,1005.69,81.87,448.43
+12.25,44.58,1016.47,81.15,475.24
+6.49,43.65,1020.41,72.78,484.94
+14.1,48.92,1011.6,84.39,461.34
+24.62,58.66,1011.43,56.61,449.8
+16,43.34,1013.89,78.39,462.33
+28.67,66.25,1007.96,76.36,434.73
+29.18,68.24,1010.04,68.04,428.52
+26.8,68.31,1011.04,61.48,447.85
+16.76,43.67,1011.27,70.55,462.44
+9.44,39.82,1013.26,91.55,483.18
+11.44,34.03,1018.57,74.06,476.06
+13.45,43.14,1015.5,74.33,474.1
+16.46,61.27,1020.02,74.54,456.64
+12.91,40.73,1017.66,93.66,464.61
+18.58,64.45,1009.68,67.57,444.28
+13.1,40.03,1017.79,84.48,470.75
+13.45,41.16,1022.04,82.96,460.57
+10.01,43.7,1015.73,91.97,479.24
+17.32,41.67,1013.23,68.07,462.74
+21.49,61.27,1019.81,63.21,450.07
+23.56,49.16,1003.31,66.98,445.36
+11.02,38.28,1013.51,95.66,472.11
+33.62,77.17,1009.38,63.71,431.03
+4.56,40.27,1011.13,80.24,493.87
+14.87,41.76,1022.26,78.21,464.84
+10.77,44.78,1012.87,84.16,470.66
+21.45,60.08,1017.92,72.7,451.49
+13.24,54.3,1017.05,81.99,467.81
+22.64,58.66,1011.68,60.97,449.79
+11.72,40.55,1020.74,86.22,474.7
+26.74,59.87,1012.5,62.88,447.88
+12.51,49.83,1008.61,94.27,452.84
+9.88,39.66,1017.81,76.05,480.05
+25,68.14,1005.35,57.13,437.67
+25.51,73.56,1006.59,96.63,437.07
+11.22,41.93,1023.13,69.35,480.71
+21.7,49.02,1008.74,82.8,446.46
+19.83,63.94,1019.81,75.05,448.03
+12.34,40.62,1016.28,53.6,466.47
+10.4,45.01,1018.58,93.48,470.79
+13.61,42.34,1017.78,88.84,466.17
+25.55,58.95,1017.12,51.84,442.3
+13.2,41.78,1010.49,64.96,468.58
+25.88,66.48,1004.24,63.16,434.4
+14.75,41.16,1009.58,86.96,468.14
+7.82,40.72,1022.17,88.13,481.52
+11.7,25.36,1008.65,92.11,470.88
+6.37,40.81,1025.98,91,489.18
+23.98,50.32,1008.41,67.75,443.45
+24.8,59.87,1018.79,60.79,441
+23.89,50.16,1004.88,73.94,444.99
+27.88,70.79,1005.06,72.5,429.62
+7.19,39.4,1011.45,90.65,483.04
+24.2,60.95,1014.82,59.42,448.43
+33.82,72.29,1008.67,46.95,432.13
+14.69,54.3,1018.01,73.4,462.63
+24.82,74.87,1010.28,73.54,434.46
+12.59,40.03,1018.76,85.4,471.63
+19.05,44.06,1017.02,73.76,454.28
+5.51,35.57,1026.3,78.97,489.36
+33.7,68.27,1007.16,50.41,427.4
+26.05,56.85,1012.78,59.09,438.59
+14.45,39.58,1012.41,79,467.62
+30.48,70.04,1010.73,53.7,429.85
+19.68,56.65,1020.75,67.25,456.89
+21.34,48.06,1014.49,63.23,458.13
+23.03,65.12,1016.29,69.8,447.84
+24.2,59.07,1009.25,88.25,441.93
+24.54,48.06,1013.02,55.18,443.67
+32.27,71.85,1008.06,59.28,429.72
+7.61,41.26,1009.05,97.32,480.68
+13.86,41.58,1020.69,70.74,461.56
+24.35,59.21,1018.21,54.46,444.35
+29.12,67.32,1014.21,48.8,435.2
+18.03,58.86,1015.99,89.03,450.33
+10.59,41.54,1019.94,72.52,478.74
+27.69,69.98,1008.52,60.93,433.47
+15.21,50.88,1014.24,100.11,460.56
+16.92,50.9,1013.27,82.97,460.86
+26.16,63.76,1010.03,68.77,437.24
+13.78,38.47,1015.2,57.8,466.41
+17.66,60.08,1017.22,86.96,456.62
+30.12,73.18,1012.29,61.32,429.31
+17.69,44.34,1019.31,61.12,464.13
+23.14,58.95,1017.52,66.25,442.27
+13.98,39.18,1009.61,89.12,467.97
+24.41,69.48,1008.34,76.13,435.38
+14.38,44.78,1010.8,66.58,459.66
+22.75,70.94,1008.03,81.95,439.91
+26.94,65.61,1014.31,49.73,443.9
+18.8,47.83,1005.86,76.77,453.9
+24.45,65.12,1015.92,57.19,445.01
+23.77,69.13,1011.05,89.41,434.08
+24.62,68.31,1010.45,75.18,448.58
+18.85,67.32,1012.91,82.37,446.7
+21.94,56.85,1011.01,77.72,442.63
+25.61,58.86,1013.9,54.9,444.77
+18.97,43.43,1012.72,75.69,453.2
+23.46,51.19,1009.6,73.22,444.82
+21.04,74.87,1009.09,88.25,443.44
+4.23,38.44,1016.46,76.64,489
+24.42,63.31,1012.64,71.8,438.39
+23.1,59.43,1007.36,85.96,440.64
+24.98,58.98,1010.34,78.56,441.33
+32.96,73.03,1013.56,54.03,438.93
+22.1,71.29,1008.2,75.38,442.35
+32.27,71.85,1007.88,56.01,427.56
+12.36,52.75,1026.04,68.71,465.14
+13.11,41.44,1015.55,74.45,471.61
+13.18,52.72,1024.67,75.96,468.36
+8.03,40.67,1020.13,70.87,492.26
+15.49,39,1016.01,71.31,462.28
+30.02,68.24,1009.8,65.73,429.5
+14.73,40.35,1011.15,65.2,470.03
+4.78,42.85,1013.07,94.72,479.09
+30.3,71.98,1004.4,55.6,426.52
+9.63,40.27,1009.96,81.03,477.38
+13.24,39.85,1012.64,59.99,477.22
+22.93,63.13,1011.6,77.09,448.02
+14.55,42.74,1027.29,66.64,457.77
+26.42,59.27,1012.9,65.38,443.94
+18.88,43.69,1016.77,46.88,464.63
+24.47,70.94,1008.07,81.55,436.29
+14.81,42.03,1017.43,72.54,470.41
+12.8,42.18,1016.27,83.9,467.69
+9.72,39.66,1018.31,76.07,480.05
+17.74,44.2,1018.87,58.59,454.37
+29.65,71.25,1001.07,73.97,430.88
+22.19,62.96,1019.54,67.96,453.03
+29.79,62.66,1008.5,48.51,440.27
+27.13,69.45,1013.9,51.16,434.47
+24.62,70.47,1010.55,72.71,435.88
+28.65,68.27,1006.96,52.78,432.73
+31.86,69.59,1008.61,59.74,435.72
+27.56,63.9,1013.23,45.97,442.43
+12.29,40.71,1019.71,83.09,469.75
+8.84,42.49,1010.28,89.09,481.58
+30.62,64.69,1006.23,52.06,435.84
+3.99,39.64,1011.53,83.58,492.06
+23.38,58.82,1012.27,77.87,446.54
+27.46,66.54,1002.39,67.09,431.81
+29.22,60.23,1009.73,61.5,436.32
+22.22,48.98,1015.87,53.18,447.1
+6.8,39.37,1020.24,73.29,487.33
+4.49,40.27,1012.01,76.5,494.24
+22.53,74.87,1009.91,93.21,444.69
+23.63,60.37,1005,81.66,440.74
+10.06,39.61,1020.87,74.01,476.92
+11.09,42.44,1014.18,92.81,478.37
+7.64,38.18,1017.65,78.51,484.45
+33.95,68.14,1002.33,48.98,427.25
+32.38,69.05,1000.76,45.85,429.31
+9.42,41.4,1029.99,88.41,477.01
+25.92,60.32,1016.05,52.51,448.37
+18.5,52.08,1006.23,100.09,451.23
+13.12,48.04,1011.93,100.07,463.46
+34.33,69.05,1000.89,37.9,430.56
+29.29,70.02,1010.13,46.93,438.84
+16.4,44.9,1009.22,82.31,456.11
+21.44,62.96,1020.27,79.85,450.57
+11.45,41.17,1017.98,84.64,476
+14.62,44.84,1023.41,85.17,464.51
+29.29,57.19,1008.3,60.11,435.69
+10.16,40.8,1028.13,86.39,477.49
+25.45,69.59,1008.51,83.17,445.61
+31.98,73.42,1010.66,60.06,432.2
+25.93,66.56,1004.97,76.35,433.25
+32.51,71.22,1005.62,47.6,433.76
+11.38,52.75,1026.19,72.71,469.9
+10.39,40.22,1009.77,83.27,478.58
+13.6,41.2,1015.92,85.05,467.42
+30.11,62.04,1010.69,47.96,444.42
+33.24,74.34,1002.58,45.05,435.5
+25.59,62.39,1006.37,74.06,435.84
+24.33,60.32,1015.49,59.95,445.36
+28.92,61.02,1011.19,56.13,436.76
+15.62,58.59,1013.91,97.6,457.3
+7.49,36.08,1020.27,85.69,483.26
+18.33,44.34,1019.55,51.69,468.8
+21.38,44.05,1005.69,81.66,445.71
+24.13,73.18,1012.62,91.52,436.22
+9.53,40.23,1017.74,89.05,484
+8.83,41.92,1031.8,78.97,483.38
+26.37,54.5,1014.48,66.31,451.78
+15.04,41.35,1004.29,99.1,467.96
+25.13,51.95,1005.42,62.05,447.7
+22.26,69.04,1010.48,84.33,444.73
+31.07,70.32,1011.74,65.91,436.16
+30.74,79.05,1005.78,73.19,430.69
+13.08,43.14,1019.39,99.74,467.06
+26.18,69.84,1005.13,72.89,431.69
+14.22,40.83,1009.2,81.32,469.75
+10.95,40.22,1010.04,78.96,477.23
+30.62,66.75,1017.68,53.68,432.66
+26.96,73.68,1013.81,84.77,429.48
+23.25,63.78,1016.01,72.01,448.82
+8,34.03,1018.98,78.67,487.17
+12.66,41.2,1015.88,89.12,466.49
+23.04,74.99,1005.44,92.86,437.65
+31.41,74.16,1011.1,57.05,434.88
+29.51,75.6,1017.92,50.61,431.18
+21.96,58.79,1012.1,88.74,447.31
+26.45,75.6,1017.42,74.5,436.89
+12.79,44.03,1007.46,95.93,464.35
+14.63,41.23,998.96,86.4,466.36
+14.74,42.77,1017.71,76.59,463.61
+23.56,66.49,1012.21,53.86,441.92
+17.34,44.06,1015.84,74.88,458.5
+13.26,45.51,1015.99,69.82,472.17
+19.46,60.07,1014.81,66.61,451.89
+29.96,67.83,1008,44.05,433.13
+21.38,60.84,1017.94,82.83,445.8
+19.48,39.72,1001.75,55.41,457.16
+12.99,41.93,1020.25,74.64,472.95
+25.79,75.6,1017.46,75.63,434.65
+11.46,39.3,1019.53,76.86,475.51
+26.38,71.58,1011.02,80.9,434.26
+5.23,35.57,1026.23,79.38,488.5
+15.36,41.35,1002.4,91.67,465.01
+9.19,40.62,1017.78,68.91,475.42
+5.89,40.07,1018.99,63.13,493.9
+34.29,68.51,1009.58,32.25,427.62
+19.21,60.07,1014.94,70.02,452.84
+14.02,40.66,1017.05,84.14,465.39
+29.12,67.83,1008.05,46.86,432.46
+2.58,39.42,1028.68,69.03,488.69
+12.61,41.58,1020.17,85.18,463.36
+20.48,60.29,1017.16,72.1,455.51
+7.3,43.65,1019.33,67.62,482.96
+22.7,66.44,1011.19,68.36,444.02
+29.78,65.74,1012.13,44.96,441.51
+15.3,43.34,1013.23,82.73,463.7
+10.39,44.85,1014.22,78.42,478.05
+13.1,49.83,1007.29,92.79,466.08
+24.92,48.92,1010.11,36.53,445.56
+10.89,44.2,1018.3,86.32,479.16
+6.81,38.56,1016.5,70.99,487.45
+23.63,71.29,1008.01,70.07,442.65
+32.39,79.74,1006.92,58.58,430.12
+20.64,49.21,1014.86,58.47,454.2
+26.89,70.32,1012.39,87.17,435.56
+19.02,50.66,1013.04,85.25,455.42
+20.78,58.86,1016.02,77.29,446.2
+8.72,36.25,1029.31,85.73,479.94
+22.45,41.54,1012.69,70.89,460.07
+24.2,50.78,1008.74,59.32,443.09
+10.8,40.22,1011.25,84.57,478.21
+31.48,69.75,1008.9,45.66,438.19
+19.09,66.51,1015.11,76.38,458.41
+24.38,63.91,1009.53,79.11,446.02
+19.46,46.33,1013.77,89.62,452.11
+26.63,73.68,1015.15,85.13,428.8
+10.26,39.13,1010.94,87.78,474.16
+31.01,71.37,1003.4,55.06,430.82
+3.95,38.44,1016.75,79.65,492.46
+25.99,74.67,1016.59,83.39,434.7
+18.25,43.14,1011.51,55.16,462.78
+14.46,53.82,1016.55,68.11,462.6
+29.09,70.98,1007.86,80.35,439.34
+12.53,42.03,1017.57,81.57,469.18
+20.35,67.71,1005.85,63.97,446.42
+5.82,41.38,1021.06,86.91,492.12
+10.52,41.01,1020.35,93.58,466.75
+14.1,41.04,1026.11,74.25,465.89
+21.98,55.97,1009.12,89.51,442.65
+23.6,65.48,1017.44,61.26,444.38
+26.53,63.87,1017.38,48.53,445.11
+28.22,51.43,1006.06,63.72,438.43
+26.13,73.21,1002.12,92.02,435.34
+4.11,38.44,1015.9,81.79,488.05
+30.75,73.5,1011.02,54.76,429.18
+13.27,42.28,1008.3,86.2,468.86
+11.91,43.22,1008.75,76.57,472.88
+18.24,59.15,1012,84.4,449.48
+30.01,62.34,1005.28,62.34,435.94
+11.41,40.62,1015.56,57.62,466.83
+14.39,40.35,1011.33,64.86,472.43
+20.75,60.77,1017.91,86.06,448.58
+11.36,38.25,1013.22,86.16,473.55
+27.94,63.07,1010.75,38.57,441
+11.28,40.55,1006.23,97.78,475.14
+14.69,49.64,1023.43,78.17,434.12
+24.23,59.04,1011.91,71.79,443.06
+9.44,41.79,1020.16,72.26,474.03
+21.83,57.85,1012.49,75.16,448.21
+14.79,38.73,999.83,86.45,470.28
+23.29,68.51,1013.19,77.81,441.17
+21.75,65.12,1015.53,66,452.89
+17.33,53.16,1013.16,82.93,460.67
+17.53,50.66,1012.74,91.51,457.28
+22.61,54.42,1014.74,75.87,453.86
+13.34,40.83,1008.09,85.85,471.82
+15.85,49.69,1015.33,89.24,469.4
+12.43,43.22,1008.93,77.42,468.01
+20.34,46.63,1013.16,79.08,453.62
+14.52,44.84,1023.51,88.51,466.88
+31.92,75.33,1001.81,61.97,436.38
+22.89,73.11,1006.66,73.11,440.15
+20.84,51.19,1008.63,84.11,448.98
+18.81,52.08,1005.77,98.86,450.72
+28.95,66.75,1018.22,60.48,432.39
+16.82,47.45,1010.19,88.48,449.57
+11.2,41.38,1021.65,61.89,476.87
+9.13,39.16,1014.14,86.17,484.86
+15.24,45.87,1009.46,85.95,456.33
+5.68,40.35,1012.11,92.86,486.79
+30.32,64.69,1006.35,51.36,436.72
+17.89,44.6,1014.48,42.51,463.99
+33.38,71.06,1008.1,64.83,430.98
+26.19,65.61,1014.51,54.52,443.73
+12.59,44.34,1017.01,85.57,474.11
+17.62,43.69,1016.49,67.92,465.93
+22.06,64.15,1021.07,68.66,451.44
+18.28,45,1022.47,43.03,471.42
+16.62,52.05,1011.96,67.81,457.89
+22.83,65.18,1012.24,79.74,442.43
+12.04,40.78,1025.21,85.97,463.51
+19.51,50.16,1010.33,94.37,448.28
+24.65,71.98,1006.46,91.11,431.77
+16.14,44.63,1019.44,47.85,463.5
+19.27,50.9,1011.72,83.14,455.09
+6.5,38.68,1017.8,62.9,483.72
+6.43,39.61,1017.51,83.8,480.58
+23.46,57.85,1012.7,65.54,444.66
+5.68,40.77,1022.49,90.6,487.58
+20.12,56.53,1020.34,75.59,454.54
+27.75,66.54,1010.21,46.37,437.58
+14.32,45.08,1023.24,84.53,467.21
+28.29,47.93,1002.6,53.23,437.13
+15.08,42.77,1018.43,73.19,461.68
+10.98,41.39,1017.54,85.31,476.31
+31.85,73.91,1003.6,60.22,431.26
+19.54,50.66,1014.7,84.53,456.61
+23.17,62.39,1008.04,89.42,439.29
+20.28,62.52,1017.89,75.67,452.45
+10.08,41.16,1023.14,96.03,469.17
+28.5,74.87,1009.67,53.78,444.88
+15.16,40.73,1017.7,86.37,459.19
+28.02,68.08,1013.44,44.46,434.95
+25.38,65.34,1012.87,62.49,447.41
+27.55,64.96,999.73,57.34,431.33
+6.45,40.02,1032.08,79.7,481.36
+14.43,43.5,1021.86,83.14,466.58
+14.22,39.39,1014.16,80.22,470.98
+12.1,40.27,1005.53,68.37,477.61
+9.83,38.56,1017.35,62.8,480.47
+32,73.17,1009.94,40.48,428.69
+11.83,45.09,1013.11,88.52,470.32
+29.92,67.22,1014.09,50.62,444.78
+7.22,41.01,1025.19,97.27,476.15
+13.07,38.47,1015.16,57.26,468.9
+10.08,43.14,1010.67,85.9,478.73
+23.89,70.04,1011.16,84.9,433.71
+18.88,44.06,1013.81,68.54,451.13
+20.68,68.61,1011.2,84.81,446.33
+13.99,36.71,1013.43,83.13,473.2
+7.4,41.03,1022.09,74.83,486.81
+11.77,40,1021.08,85.08,475.49
+22.64,63.73,1013.88,84.22,447.21
+18.13,66.86,1012.9,78.84,454.85
+23.18,72.99,1009.01,90.09,439.12
+29.45,68.24,1007.45,32.81,432.53
+10.2,41.17,1019.56,82.46,479.7
+26.57,48.06,1013.23,40.24,439.54
+22.78,49.16,1002.29,64.28,444.99
+25.59,61.08,1013.19,77.28,443.91
+18.66,56.53,1020.13,80.04,459.45
+24.66,69.94,1006.56,60.91,432.68
+21.9,66.54,1004.76,89.99,439.06
+12.12,38.28,1013.65,90.19,471.19
+14.95,42.99,1008.75,90.76,468.61
+19.31,52.72,1024.93,53.93,455.25
+30.93,73.42,1010.98,56.42,432.44
+26.27,62.91,1011.97,48.06,447.76
+19.46,66.86,1012.74,66.2,454.89
+15.56,40.12,1013.72,89.78,461.21
+8.99,41.26,1020.52,91.96,476.09
+22.16,58.82,1009.61,87.16,444.76
+24.43,59.87,1019.08,60.57,441.61
+20.78,62.52,1017.58,73.3,452.3
+29.51,76.09,1007.39,71.5,432.45
+12.4,40.35,1011.46,79.49,476.44
+28.92,72.43,1007.03,66.14,431.5
+13.03,42.86,1014.39,86.25,475.03
+28.73,73.91,1004.91,70.17,436.12
+26.43,77.17,1008.67,92.59,431.26
+17.61,56.53,1019.5,82.3,457.01
+21.79,46.21,1012.89,72,449.99
+5.11,42.07,1004.28,81.8,486.41
+12.85,40.35,1011.29,81.27,472.69
+25.03,47.93,1003.02,62.89,443.55
+25.35,66.56,1008.75,66.88,436.51
+28.95,73.4,1011.33,55.14,440.67
+19.72,51.19,1008.51,95.28,446.01
+30.03,67.9,1006.22,52.61,426.13
+8.7,39.72,1020,78.75,479.03
+14.94,42.77,1018.06,75.35,460.51
+7.07,37.49,1010.35,87.19,481.58
+21.12,47.24,1003.79,70.55,462.41
+8.6,42.28,1008.58,80.15,484.21
+10.33,44.92,1025.34,85.67,476.99
+16.79,49.25,1021.21,68.8,458.42
+16.16,41.79,1007.53,76.21,453.39
+22.52,64.27,1014.34,82.77,445.4
+22.11,59.8,1016.86,70.14,450.62
+14.11,45.08,1023.27,83.22,464.7
+24.97,68.61,1011.08,58.94,447.83
+19.22,62.1,1019.43,79.19,451.8
+13.72,44.47,1027.2,68.89,470.66
+24.58,71.94,1006.85,89.02,433.99
+9.16,42.44,1014.43,93.67,480.98
+20.92,57.76,1017.22,75.86,453.96
+26.7,70.32,1011.04,86.41,438.46
+9.04,44.68,1023.14,90.73,479.53
+10.16,39.3,1019.71,81.21,480.74
+3.85,35.47,1016.78,85.31,489.78
+22.7,64.05,1012.65,89.69,448.76
+28.54,69.59,1008.84,78.62,433.3
+31.54,72.58,1007.61,65.57,427.31
+10.48,36.71,1023.18,81.37,473.3
+16.77,42.28,1007.53,73.19,465.52
+17.84,52.08,1006.65,100.09,450.67
+21.76,60.27,1018.96,85.06,446.86
+12.24,40.96,1023.52,81.09,474.76
+13.25,49.83,1008.76,88.21,453.8
+17.28,44.92,1024.39,76.08,459.26
+34.96,68.94,1006.17,59.26,431.48
+28.51,74.78,1009.84,59.06,434.43
+32.29,64.96,1002.13,42.61,430.58
+15.6,44.68,1018.35,85.91,463.82
+26.91,71.64,1004.59,83.54,438.73
+23.55,73.18,1011.85,87.97,437.88
+15.49,54.3,1017.59,71.26,464.24
+19.68,62.96,1020.41,82.26,453.58
+24.87,60.37,1005.48,76.21,436.41
+24.73,69.05,1003.25,66.44,437.93
+11.31,39.61,1018.74,68.9,471.92
+15.24,37.87,1020.52,84.49,463.09
+23.16,57.69,1007.91,84.7,438.29
+14.81,40.71,1018.54,73,467.66
+13.97,41.16,1020.88,74.88,459.84
+23.25,71.29,1008.05,71.36,442.21
+22.47,59.43,1006.02,85.21,444.5
+16.38,45.64,1020.47,89.28,462.58
+19.73,68.63,1012.41,74.12,450.26
+30.24,69.88,1007.9,61.46,436.37
+28.13,61.25,1013.12,62.57,436.61
+24.6,75.23,1012.04,76.77,434.07
+21.64,50.32,1008.41,86.32,442.52
+29.03,69.51,1009.8,47.04,435.09
+25.02,59.44,1012.49,73.65,444.08
+23.32,69.23,1011.75,75.59,436.18
+11.48,44.6,1018.29,90.76,470.39
+13.83,41.23,993.31,93.94,466.2
+26.77,68.08,1010.83,63.48,432.91
+15.34,40.73,1018.03,86.19,458.55
+28.14,43.21,1011.82,69.32,436.53
+8.6,36.66,1026.4,81.23,481.86
+21.86,58.49,1010.88,76.79,449.9
+7.71,36.25,1027.92,89.84,481.74
+22.7,48.14,1014.06,60.09,448.96
+27.21,66.49,1013.57,40.11,439.04
+24.58,48.98,1014.96,38.75,459.79
+10.06,39.61,1020.69,69.49,478.35
+26.34,68.67,1006.54,72.48,437.52
+20.48,51.43,1007.4,90.7,448.03
+6.19,41.31,1002.48,88.8,485.08
+13.08,44.9,1020.47,86.46,472.01
+21.87,74.87,1009.28,85.4,442.37
+18.91,43.14,1013.56,58.34,460.19
+11.92,38.25,1013.13,84.92,472.5
+12.27,41.17,1019.39,52.18,473.84
+5.17,35.57,1026.68,79.86,491.32
+15.93,25.88,1009.45,72.83,462.7
+22.21,61.87,1010.9,54.22,446.62
+20.84,65.06,1016.88,71.93,445.74
+22.53,58.62,1016.28,72.78,449.02
+16.27,56.89,1013.74,84.36,454.88
+27.37,69.23,1013.25,48.02,433.18
+13.18,43.72,1010.59,99.09,464.7
+27.69,73.91,1005.23,75.71,435.08
+14,41.78,1010.96,48.37,465.62
+18.88,65.94,1010.43,85.54,445.61
+24.18,59.92,1009.88,79.54,438.85
+19.19,50.16,1011.12,99.91,449.52
+28.37,67.07,1005.65,56.13,435.94
+27.55,65.59,1011.6,63.99,440.53
+5.96,36.25,1029.4,88.63,488.2
+28.52,70.02,1010.34,54.21,441.98
+26.49,59.44,1012.09,57.84,441.16
+22.65,60.93,1006.43,85.13,440.52
+7.04,39.37,1019.37,69.11,488
+30.13,78.05,1010.99,61.5,434.14
+29.32,71.29,1008.34,51.51,432.17
+10.46,41.26,1020.65,92.24,473.76
+19.62,52.05,1012.09,50.02,456.81
+10.71,41.93,1018.23,90.88,478.76
+26.06,64.05,1012,84.05,442.24
+8.2,41.14,1025.24,96.26,474.04
+25.32,60.37,1006.19,73.94,438.5
+15.75,39.16,1016.31,77.99,468.87
+30.26,76.2,1008.44,62.1,435.04
+9.86,42.49,1009.16,81.41,477.78
+20.56,43.79,1015.85,45.7,462.11
+27.28,44.89,1009.02,49.9,441.94
+22.89,62.39,1007.84,88.16,448.13
+27.59,50.05,1005.71,57.03,437.98
+31.11,72.25,1012.34,44.45,434.22
+13.8,40.2,1013.12,90.59,466.29
+21.8,62.39,1007.84,89.04,452.15
+14.28,39.39,1013.82,77.52,469.92
+9.99,41.82,1033.14,68.36,475.75
+17.65,59.87,1018.58,94.65,450.93
+19.47,50.9,1012.77,77.33,457.08
+16.64,39.64,1008.7,81.79,463.49
+16.95,40.12,1012.59,87.87,457.05
+25.95,69.51,1009.36,66.82,434.38
+14.09,41.2,1016.45,67.27,472.42
+11.21,39.85,1013.01,75.55,480.61
+20.25,55.5,1020.03,69.33,455.13
+17.72,48.14,1013.26,65.09,457.44
+13.78,38.28,1014.8,81.19,467.43
+5.57,42.85,1013.55,92.14,488.85
+18.23,60.95,1016.74,78.85,455.53
+23.89,65.18,1012.46,78.29,438.97
+32.16,66.25,1008.17,56.88,434.5
+25.62,63.13,1013.84,83.49,439.13
+21.69,42.23,1013.05,67.55,461.56
+13.9,45.08,1023.29,83.43,465.31
+25.88,74.67,1016.66,81.09,434.81
+25.03,61.86,1012.84,80.85,439.55
+17.7,50.88,1015.44,89.57,456.78
+13.98,40.24,1017.19,87.45,467.2
+23.36,72.24,1010.99,94.41,434.15
+26.55,73.67,1005.74,79.41,433.44
+25.16,47.01,1014.99,64,452.64
+23.82,63.76,1009.8,68.94,440.52
+29.86,70.8,1010.22,70.36,437.47
+25.42,66.05,1016.74,68.92,442.6
+8.33,39.72,1020.24,82.84,479.12
+26.2,65.18,1011.42,47.82,440.07
+31.49,73.5,1010.71,40.16,432.13
+28.05,70.36,1006.73,64.42,434.06
+9.7,37.14,1012.79,75.2,475.77
+15.94,44.85,1014.29,67.57,462.54
+18.52,58.41,1013.77,99.89,446.68
+14.5,40.66,1016.81,82.93,463.53
+25.66,71.77,1006.76,84.76,429.25
+24.29,62.91,1013.04,65.85,442.18
+13.87,49.83,1006.76,89.14,462.46
+6.1,43.65,1018.07,75.85,485.24
+21.91,70.32,1009.17,90.57,439.29
+29.34,70.94,1007.82,62.43,433.57
+23.93,65.59,1011.09,87.26,444.9
+7.77,40.27,1010.25,83.65,485.54
+28.07,74.33,1012,71.69,428.87
+28.34,73.68,1015.05,76.73,432
+18.59,65.06,1015.75,80.72,450.4
+28.68,61.86,1011.78,62.67,440.57
+19.01,58.46,1017.14,90.99,446.18
+21.29,51.43,1011.31,90.12,452.94
+9.78,52.75,1022.97,78.31,469.58
+19.65,42.23,1013.04,75.9,461.16
+8.54,38.08,1019.75,71.24,478.31
+21.39,58.05,1013.03,86.44,449.76
+13.25,43.7,1013.61,76.05,472.22
+13.53,42.03,1017.52,84.02,466.71
+5.35,35.79,1013.23,93.53,483.2
+32,65.74,1011.22,46.16,440.26
+26.92,68.27,1008.11,61.73,435.17
+25.82,59.43,1008.08,65.25,436.67
+26.41,65.59,1010.69,73.78,441.49
+4.27,39.64,1010.99,84.85,487.19
+17.79,44.9,1020.5,69.72,457.72
+17.47,58.16,1016.36,82.26,456.97
+28.53,76.86,999.08,75.77,431.64
+28.37,68.12,1012.41,45.87,436.42
+22.88,71.73,1010.11,86.96,436.36
+10.16,41.62,1013.15,94.3,465.05
+4.59,39.33,1010.85,71.78,494.9
+9.23,39.66,1019.44,76.11,481.77
+23.81,66.51,1016.96,70.16,438.32
+17.98,60.1,1009.61,84.11,452.57
+12.38,45.09,1013.26,90.55,467.47
+12.88,44.34,1016.03,88.51,474.94
+23.26,63.56,1013.64,71.3,446.67
+25.98,68.12,1011.36,66.86,439
+10.01,41.17,1018.78,86.84,479.4
+8.55,36.25,1029.54,85.23,480.68
+16.85,50.9,1013.26,83.94,460.68
+23.48,66.49,1014.41,62.61,450.05
+19.64,46.33,1013.33,98.99,451.45
+22,59.54,1004.55,95.25,439.37
+22.54,63.91,1012.15,84.91,446.64
+28.18,77.54,1011.99,74.72,430.55
+31.04,74.67,1015.85,43.32,435.17
+10.81,45,1023.45,85.89,482.63
+21.84,55.5,1019.28,62.17,454.99
+24.96,69.68,1011.37,63.12,447.2
+22.19,70.02,1011.03,82.49,444.85
+31.01,74.16,1010.89,56.52,434.64
+19.05,55.5,1020.25,75.76,457.5
+17.37,58.49,1012.2,91.14,456.29
+24.07,73.46,1006.61,73.46,438.41
+23,66.05,1020.61,80.29,421.57
+20.05,42.48,1012.29,85.09,457.01
+24.03,45.87,1007.55,52.48,445.84
+31.44,79.74,1006.95,56.99,431.69
+7.36,41.01,1025.49,96.48,477.37
+20.53,65.06,1016.69,73.47,446.64
+29.21,72.25,1012.72,71.85,434.64
+20.68,63.86,1015.73,74.36,447.84
+32.96,69.75,1008.86,40.23,435.56
+26.29,56.85,1012.68,60.33,439.86
+29.25,78.87,1012.05,84.28,430.49
+31.91,69.89,1014.59,54.51,429.29
+6.67,39.33,1011.07,91.96,490.03
+14.56,40.89,1010.94,79.57,467.53
+20.3,58.41,1014.05,86.38,451.74
+20.74,58.2,1017.54,70.66,450.4
+23.51,58.79,1016.44,65.38,445.75
+32.32,76.09,1006.63,62.96,432.53
+25.79,75.6,1017.46,75.63,434.65
+22.26,70.47,1008.32,84.22,440.21
+5.53,35.79,1013.48,94.19,484.25
+16.05,65.46,1013.92,87.99,456.94
+9.98,41.62,1013.56,95.77,463.16
+18.47,62.1,1019.86,82.57,452.51
+26.55,69.45,1013.92,52.22,434.55
+27.67,71.64,1004.41,78.14,433.29
+29.63,66.75,1018.08,58.46,433.26
+9.32,41.39,1020.03,70.21,481.88
+29.04,76.09,1007.52,75.44,430.32
+19.27,65.12,1015.63,73.48,449.42
+21.55,44.05,1005.69,84.05,443.48
+8.35,40.46,1019.23,73.26,474.79
+24.71,61.9,1013.78,85.82,443.39
+21.85,58.33,1013.03,66.39,447.31
+11.2,41.54,1019.94,67.18,479.03
+25.21,69.48,1010.99,75.27,436.02
+21.75,50.12,1009.36,94.41,446.64
+23.59,71.73,1009.69,87.06,435.67
+27.57,68.31,1010.48,55.87,444.71
+15.03,40.66,1016.58,84.08,459.46
+3.6,35.19,1018.73,99.1,488.98
+27.81,66.51,1016.11,48.48,439.48
+21.41,50.32,1008.61,84.47,443.63
+6.4,41.17,1019.54,85.37,488.82
+31.03,69.98,1011.33,52.16,436.13
+14.09,44.84,1023.65,94.29,466.12
+31.38,71.32,1009.17,60.42,433.44
+30.21,71.32,1006.19,67.57,434.91
+23.81,73.17,1012.13,86.13,438.11
+21.4,59.21,1017.84,78.01,444.15
+15.14,37.85,1010.33,84.3,468.31
+16.34,41.48,1015.92,48.24,453.6
+25.64,63.47,1012.33,68.35,442.62
+14.2,40.92,1022.26,71.71,460.42
+29.91,74.33,1013.22,39.76,430.26
+22.64,70.98,1005.71,95.65,441.99
+32.5,73.68,1014.65,55.72,427.63
+25.73,62.66,1010.15,54.66,444.85
+32.35,77.95,1014.76,60.88,432.72
+18.1,45,1023.05,48.41,465.46
+15.32,45.01,1013.3,83.72,459.31
+21.41,54.2,1011.37,82.28,448.11
+18.87,52.05,1012.02,53.46,458.64
+27.3,57.19,1008.08,63.48,438.65
+14.2,45.51,1015.36,74.85,465.35
+8.61,43.8,1021.9,74.35,478.25
+27.98,74.78,1009.46,63.11,436.82
+23.97,63.86,1018.09,57.62,441.65
+20.63,43.77,1010.71,62.34,448.25
+23.63,73.18,1012.29,88.81,437.7
+24.84,71.73,1009.84,82.41,436.36
+25.76,71.06,1007.93,90.4,433.75
+6.77,38.18,1017.8,81.13,484.31
+21.75,67.45,1014.89,67.09,445.1
+18.21,41.85,1014.67,56.86,468.4
+23.09,73.5,1011.4,89.76,438.56
+21.28,70.32,1011.55,88.05,438.7
+29.04,70.72,1009.55,66.58,437.95
+11.98,39.35,1014.97,98.05,472.43
+11.4,52.75,1023.31,75.7,465.79
+4.32,35.47,1017.8,88.51,488.03
+15.77,39.82,1013.01,79.1,468.78
+17.75,42.24,1016.86,61.52,468.86
+19.26,58.46,1015.74,84.64,450.66
+23.85,69.45,1013.99,60.6,439.67
+26.77,64.45,1013.26,44.56,449.1
+25.2,61.08,1013.04,74.28,447.09
+21.84,59.07,1008.84,96.5,448.61
+20.17,58.12,1015.41,79.47,455.25
+21.74,60.27,1015.82,88.96,441.22
+27.53,70.32,1007.75,49.31,433.72
+21.95,50.66,1013.92,70.94,455.23
+8.03,37.8,1020.47,60.67,481.51
+15.25,39.16,1016.18,79.39,471.05
+32.16,71.32,1005.5,60.23,434.01
+24.81,67.17,1007.71,84.37,442.75
+14.85,43.13,1016.02,55.29,470.37
+28.32,72.58,1007.77,78.35,428.06
+22.21,61.5,1008.34,76.22,445.77
+5.53,40.64,1020.78,97.25,479.88
+25.31,60.75,1008.65,79.35,437.33
+15.86,43.5,1021.22,75.38,459.42
+23.47,60.77,1017.19,75.36,444.46
+14.08,43.41,1015.59,54.15,466.99
+20.15,49.5,1013.47,66.7,462.65
+13.07,43.13,1016.93,70.02,471.47
+26.75,69.45,1013.88,53.65,434.57
+32.31,62.04,1010.41,39.39,450.13
+30.18,61.5,1009.8,36.81,436.92
+9.15,41.82,1032.88,75.11,477.78
+8.57,40.23,1017.53,90.46,484.17
+24.68,48.06,1013.83,54.97,447.96
+5.97,40.35,1012.3,94.1,489.03
+17.54,42.42,1008.97,67.67,471.28
+24.98,60.32,1016.39,63.12,446.46
+25.54,60.37,1006.49,71.54,436.14
+27.45,64.34,1007.12,65.87,440
+23.24,45.01,1012.21,45.23,457.01
+11.04,45.51,1017.53,83.42,474.45
+17.06,58.96,1013.83,73.95,461.15
+3.82,35.47,1016.62,84.34,489.04
+12.1,44.77,1019.1,75.85,463.11
+11.72,40.55,1021.54,85.13,470.8
+14.66,42.07,1018.14,84.68,462.77
+22.45,63.77,1014.57,87.44,444.26
+23.46,72.43,1008,90.55,435.36
+30.15,70.32,1007.58,54.14,426.8
+31.74,79.74,1007.07,61.47,431.72
+21.4,74.93,1014.58,80.85,434.09
+16.56,42.99,1007.48,74.45,464.62
+27.45,59.74,1011.34,58.58,450.46
+13.69,40.83,1008.53,84.81,471.26
+12.67,42.86,1014.06,89.9,473.13
+19.77,65.06,1016.22,74.95,448.26
+28.04,70.32,1011.28,78.16,435.42
+13.35,41.16,1011.32,89.12,474.57
+20.54,68.12,1012.23,81.06,440.28
+21.67,57.76,1018.32,68.21,452.56
+25.61,52.36,1014.1,62.9,451.42
+18.03,53.16,1013.1,81.42,457.73
+5.85,40.77,1022.44,84.77,480.59
+10.38,40.92,1021.53,95.18,466.46
+23.36,73.18,1011.96,89.15,435.85
+12.91,41.16,1011.9,89.19,472.71
+15.35,41.79,1008.38,81.13,455.54
+30.69,74.16,1012.71,60.89,435.17
+30.58,65.18,1011.61,37.43,437.17
+18.15,58.46,1017.42,88.24,449.48
+12.38,40.6,1013.86,85.35,472.53
+34.65,74.67,1016.03,26.67,427.69
+10.99,43.5,1021.1,93.64,469.34
+33.72,74.33,1011.4,37.51,428.96
+19.09,44.63,1019.91,39.32,461.36
+21.43,63.94,1012.68,99.68,445.29
+34.33,74.34,1001.74,42.75,435.76
+30.59,70.04,1010.28,50.56,429.13
+32,73.17,1009.92,42.47,433.72
+3.96,35.47,1016.79,83.81,489.68
+32.45,66.44,1011.21,50.18,429.99
+28.91,58.33,1013.84,39.72,437.53
+32.26,71.29,1008.41,48.58,431.96
+23.39,74.22,1009.83,86.05,439.92
+29.27,69.89,1015.21,67.16,425.55
+16.37,43.5,1021.26,72.4,459.18
+18.68,43.69,1016.68,48.88,463.02
+24.86,65.34,1012.99,60.33,447.25
+5.12,40.78,1025.45,96.88,481.28
+32.55,73.03,1014.36,44.83,439.81
+19.81,43.56,1013.39,38.13,460.59
+8.46,39.42,1025.05,69.36,474.42
+23.71,68.63,1014.54,46.04,449.41
+30.52,71.77,1006.22,56.4,426.14
+22.79,68.63,1012.99,55.78,446.16
+19.05,53.16,1013.22,82.8,455.76
+25.72,66.86,1007.47,69.14,439.97
+9.64,40.56,1022.51,78.62,483.39
+29.49,70.98,1007.83,79.08,434.43
+23.4,49.16,1002.85,69.82,446.05
+10.36,43.67,1011.95,78.15,477.23
+16.74,39.16,1005.68,71.17,460.47
+17.07,41.35,1005.88,83.43,464.6
+27.43,64.96,999.72,67.94,431.21
+23.1,60.08,1017.69,65.44,451.01
+28.25,71.77,1006.36,67.03,429.39
+30.92,78.05,1011,59.62,434.12
+26.75,58.33,1013.55,45.47,444.09
+6.62,41.14,1027.33,86.24,479.74
+12.69,40.75,1016.05,82.92,472.68
+18.04,44.88,1017.96,66.3,461.13
+19.15,56.53,1019.95,84.1,456.4
+12.08,40.24,1016.63,92.32,474.07
+15.67,48.78,1013.76,88.92,462.96
+34.63,74.33,1011.7,31.45,428.54
+7.46,41.26,1009.63,96.51,482.83
+19.61,56.53,1019.69,77.13,454.22
+10.96,41.93,1019.28,87.38,473.28
+24.15,63.13,1013.8,92.1,440.15
+8.09,38.5,1012.99,67.31,484.81
+21.59,48.06,1012.72,77.13,446.83
+25.03,59.21,1017.28,56.96,446.33
+10.24,41.58,1021.17,94.34,465.86
+24.2,57.85,1013.05,70.29,446.87
+20.24,58.41,1013.73,99.59,449.49
+31.82,73.68,1014.8,40.58,433.32
+14.17,39.59,1010.99,94.08,464.17
+10.07,34.69,1028.09,70.52,478.65
+29.79,68.24,1009.19,65.49,428.44
+12.51,43.67,1013.24,91.55,471.96
+18.91,59.21,1017.76,90.49,450.24
+7.98,39.61,1018.57,77.04,479.78
+31.67,69.68,1012.38,46.52,439.72
+17.59,65.48,1018.96,81.34,454.51
+25.96,60.32,1016.17,55.51,443.44
+15.35,35.4,1016.3,57.12,468.94
+22.39,48.14,1014.56,64.31,448.58
+30.85,67.45,1014.53,32.99,430.8
+24.02,64.63,1020.49,55.17,449.66
+16.25,40.89,1011.09,62.7,464.33
+24.33,46.93,1013.51,52.63,449.07
+28.78,64.96,999.75,56.43,432.66
+25.01,59.54,1007.91,80.93,441.3
+22.98,58.46,1016.06,72.69,445.05
+17.85,46.48,1007.79,83.59,458.16
+24.24,71.58,1010.15,91.14,437.75
+5.09,42.85,1013.78,91.34,481.24
+12.68,40.69,1014.46,79.77,475.37
+29.56,52.84,1006.09,42.17,436.46
+18.46,42.18,1001.47,97.61,458.67
+10.07,40.46,1018.65,69.2,470.99
+21.49,56.9,1007.47,66.66,452.46
+16.69,53.82,1015.39,63.62,458.96
+28.77,58.33,1013.73,36.6,448.06
+15.03,42.44,1014.25,94.52,464.91
+28.62,70.32,1008.87,46.67,431.03
+14.84,71.14,1019.61,66.78,454.16
+23.33,58.95,1017.93,66.37,442.71
+26.1,66.25,1009.25,84.52,441.53
+12.72,39.13,1008.36,92.59,467.28
+26.34,69.45,1013.87,54.15,438.5
+30.54,70.17,999.42,64.32,434.62
+7.09,43.65,1019.6,72.1,483.42
+23.47,59.22,1013.44,83.33,442.13
+9.78,41.93,1023.18,75.05,484.03
+13.61,41.74,1021.66,62.83,471.79
+24.96,74.99,1008.25,80.52,440.91
+25.68,59.44,1012.33,67.29,444.36
+23.01,59.44,1012.82,82.62,445.72
+30.28,58.9,1005.03,54.59,439.06
+5.86,40.62,1017.03,85.06,480.71
+9.68,39.61,1015.63,74.5,475.02
+26.04,71.14,1011.66,68.95,433.78
+12,39.35,1015.48,82.51,476.64
+15.45,46.63,1012.6,85.47,464.37
+30.09,69.48,1009.51,53.24,435.2
+11.23,41.17,1019.36,56.85,475.85
+10.59,41.93,1017.7,92.91,479.85
+19.89,51.43,1007.33,92.08,448.98
+14.35,40.71,1023.09,69.5,473.56
+5.47,40.62,1018.66,83.61,481.56
+16.11,44.92,1025.37,79.85,460.99
+26.03,59.07,1007.3,82.52,440.6
+30.61,68.84,1011.18,52.5,439.9
+22.54,63.07,1011.71,81.64,442.28
+11.67,40.23,1017.65,82.48,475.07
+11.71,41.44,1015.37,79.95,474.22
+10.91,39.61,1018.44,64.38,469.42
+29.53,70.94,1007.22,70.68,432.43
+30.54,69.14,1007.25,70.46,435.46
+10.72,45,1023.22,86.95,480.62
+25.54,48.41,1010.51,55.34,437.58
+24.89,64.27,1013.52,64.65,444.21
+29.33,52.84,1006.04,44.3,438.25
+9.33,39.96,1024.55,98.58,473.78
+20.76,58.18,1007.8,99.22,449.25
+28.78,60.07,1014.54,49.03,439.74
+19.62,43.56,1012.89,37.6,463.33
+24.92,60.95,1014.88,60.58,445.44
+11.33,41.16,1019.05,87.13,468.87
+22.12,63.91,1009.61,90.83,447.77
+18.27,51.43,1010.38,88.39,460.41
+15.9,41.35,1005.35,92.89,464.93
+14.67,71.14,1019.84,77.72,458.8
+17.94,37.2,1012.64,68.11,467.65
+18.92,44.63,1020.32,47.81,451.64
+15.27,56.89,1013.28,86.92,456.72
+16.31,68.28,1003.98,98.62,450.33
+4.99,41.03,1022.33,83.11,493.16
+24.07,71.97,1008.83,94.87,441.84
+20.03,62.26,1012.15,82.54,447.4
+15.83,41.67,1013.39,74.12,464.93
+25.44,70.17,1000.65,91.89,433.02
+23.38,52.84,1005.27,82.98,440.28
+30.17,64.79,1017.06,43.81,439.75
+29.97,73.06,1009.41,78.26,430.37
+6.86,42.49,1007.95,93.96,486.14
+21.87,49.39,1019.99,67.05,451.97
+20.46,51.43,1007.31,93.25,444.88
+12.03,40.1,1015.32,85.39,474.94
+32.21,68.3,1014.94,49.38,429.66
+33.08,69.75,1009.03,43.69,434.98
+5.66,35.79,1013.86,94.42,484.15
+19.35,50.12,1005.43,100.1,447.43
+23.43,51.43,1011.31,73.55,444.09
+11.18,37.5,1013.32,74.32,472.02
+28.37,72.86,1004.81,53.52,441.37
+11.49,39.22,1016.35,53.11,471.47
+18.87,43.43,1009.16,69.5,454.58
+20.3,59.8,1015.24,78.75,453.29
+12.39,49.83,1007.6,92.43,468.43
+33.13,74.34,999.57,48.34,433.73
+18.26,59.15,1012.38,85.74,452.03
+11.21,41.06,1021.75,77,474.03
+18.19,44.06,1017.24,78.73,456.13
+12.6,41.74,1022.13,67.89,474.23
+20.18,43.43,1011.31,65.11,450.09
+22.89,65.34,1015.53,61,450.53
+12.19,44.63,1018.96,80.91,468.91
+25.86,59.07,1008.59,81.28,440.9
+15.33,52.05,1014.15,80.56,452.82
+17.3,62.1,1020.28,88.06,450.83
+11.52,40.75,1016.23,85.18,477.19
+32.09,79.74,1006.92,61.5,432.85
+24.82,72.99,1007.81,84.72,435.68
+27.85,66.44,1008.48,77.15,429
+25.72,74.67,1016.64,75.93,434.83
+25.61,74.22,1010.26,75.15,438.45
+22.18,45.09,1014.04,43.13,455.4
+13.92,41.16,1003.83,88.69,465.33
+14.26,44.2,1019.81,76.46,462.87
+27.02,71.25,1000.48,87.86,438.33
+14.29,37.85,1009.98,92.81,468.63
+11.23,41.17,1019.36,56.85,475.85
+17.57,43.7,1015.53,67.22,463.64
+12.67,41.16,1016.92,92.8,462.35
+27.42,65.74,1013.43,69.42,440.52
+15.63,43.02,1012.57,40.32,466.69
+13.74,44.21,1023.26,84.2,466.67
+29.61,67.07,1005.91,39.28,434.14
+30.39,66.54,1002.7,59.15,428.89
+15.24,44.45,1020.56,66.13,460.94
+12.52,42.34,1018.67,95.29,464.71
+24.56,51.86,1014.43,68.85,447.57
+16.39,58.59,1014.58,90.34,455.05
+10.64,41.04,1025,93.59,468.88
+18.06,65.48,1018.79,77.95,454.34
+12.81,44.58,1016.49,80.76,475.5
+10.03,42.18,1017.3,85.99,475.74
+22.74,58.12,1015.16,79.58,447.86
+20.65,41.67,1012.76,45.27,455.5
+8.19,41.66,1016.57,75.38,485.2
+14.08,39.31,1011.67,72,464.16
+8.74,40.03,1016.81,93.37,481.07
+28.9,68.84,1011.64,64.44,437.06
+13.95,40.2,1013.18,90.77,464.79
+7.89,40.46,1019.61,74.53,477.27
+25.17,64.79,1017.87,63.26,442.15
+26.94,68.24,1010.49,76.58,430.34
+14.08,40.73,1017.52,91.49,461.58
+14.32,40.78,1024.49,73.84,457.92
+24.63,59.57,1010.45,85.36,440.67
+26.59,69.13,1009.27,73.96,430.11
+11.62,39.72,1018.4,68.06,471.56
+17.32,43.7,1015.13,61.66,464.5
+20.39,64.15,1021.31,62.35,457.37
+11.64,41.39,1017.36,83.4,479.53
+22.08,55.5,1018.42,58.46,455.79
+17.77,52.9,1020.11,81.51,457.98
+22.43,69.84,1006.94,75.54,436.19
+21.87,66.86,1013.01,57.39,453.62
+25.59,72.43,1007.88,82.98,432.49
+15.24,40,1017.34,65.16,454.64
+8.14,37.49,1009.04,80.33,480.66
+21.2,59.39,1014.04,85.06,444.57
+10.9,39.64,1010.58,64.88,477.04
+17.23,41.1,1002.45,68.88,464.18
+14.03,49.83,1006.64,90.01,463.71
+8.42,42.28,1008.4,87.78,481.91
+29.09,47.93,1003.05,48.13,438.97
+4.08,35.19,1018.87,97.07,489.44
+29.72,68.08,1010.72,53.46,430.36
+5.98,41.31,1001.66,89.5,484.51
+28.83,64.96,1000.05,63.57,429.13
+12.9,43.41,1015.92,59.15,464.26
+34.61,73.03,1013.61,36.91,438.56
+18.32,47.83,1005.06,87.21,454.11
+27.37,72.58,1008.16,79.94,428.05
+16.02,44.21,1020.97,85.64,462.51
+22.1,74.87,1009.4,85.78,442.83
+6.93,39.81,1017.25,87.29,484.98
+6.75,39.37,1020.26,70.99,486.26
+25.42,67.25,1017.92,68.61,439.43
+23.05,58.86,1013.84,62.21,445.46
+7.23,41.22,1015.23,98.04,483.31
+22.59,59.43,1005.85,84.02,442
+9.06,39.66,1019.64,76.98,479.53
+11.82,41.17,1019.5,55.74,475.61
+25.14,60.93,1007.44,76.71,437.4
+25.21,70.04,1009.51,76.13,432.93
+10.54,41.93,1016.64,93.52,479.65
+32.42,75.08,1004.82,41.62,436.26
+19.88,44.6,1015.52,37.85,467.68
+24.73,70.72,1009.82,88.79,439.3
+12.67,48.14,1017.41,83.63,463.68
+11.02,40.81,1016.31,78.13,474.01
+18.09,48.92,1010.6,52.11,455.07
+19.67,44.71,1015.46,31.46,464.99
+19.96,56.03,1020.59,64.95,454.67
+12.3,40.69,1015.74,82.58,474.46
+21.99,51.19,1009.19,82.58,446.93
+25.35,71.98,1006.83,88.44,435.72
+6.22,38.68,1017.87,69.41,483.55
+15.69,37.87,1021.18,84.38,465.41
+21.44,60.32,1015.2,81.1,448.84
+24.27,63.9,1013.5,61.09,450.26
+21.55,60.27,1017.42,92.59,443.93
+23.74,49.5,1013.2,49.51,463.4
+11.94,44.2,1017.97,82.93,474.02
+23.45,70.04,1010.99,79.2,436.46
+17.36,44.63,1020.49,54.21,456.98
+17.51,68.28,1004.36,94.87,449.59
+22.23,46.93,1013.09,58.02,448.27
+27.01,52.3,1007.78,60.38,439.51
+19.96,39.53,1006.16,62.77,460.49
+24.43,65.27,1013.25,55.4,440.99
+24.26,61.02,1009.78,76.68,442.86
+23.45,66.48,1003.66,75.83,435.13
+15.95,42.24,1017.71,69.32,465.35
+23.03,54.42,1014.42,74.98,453.77
+15.47,48.98,1016.42,89.85,457.55
+7.71,40.71,1021.53,95.48,471.38
+14.27,41.48,1014.83,62.7,458.19
+11.02,41.17,1018.18,86.86,477.62
+23.25,72.99,1009.17,89.85,438.51
+13.45,45.87,1008.42,87.74,464.59
+12.87,39.3,1020.64,74.38,467.54
+8.16,39.3,1019.39,85.38,483.17
+27.93,73.68,1015.41,49.95,435.95
+20.12,58.12,1015.47,79.38,453.33
+16.5,39.72,1003.05,65.99,459.06
+18.92,67.71,1008.19,64.53,446.77
+26.04,74.67,1016.68,81.2,433.55
+19.23,45.01,1012.24,72.91,450.77
+31.11,74.87,1009.11,54.86,434.3
+25.45,74.33,1015.53,80.95,435.12
+14.56,25.88,1009.46,78.22,466.29
+28.18,49.3,1003.97,55.56,438.91
+21.9,57.76,1017.45,66.89,449.95
+22.04,59.14,1017.34,84.75,442.45
+29.83,71.98,1004.32,67.55,426.98
+25.21,75.6,1017.19,69.84,445.84
+31.11,71.8,1010.81,56.08,437.2
+18.94,48.7,1008.5,94.83,451.38
+23.34,59.44,1012.67,80.76,445.24
+22.5,59.54,1007.99,93.63,445.22
+32.38,77.24,1007.7,61.15,430.96
+7.39,39.81,1019.45,85.02,482.99
+21.84,59.39,1015.77,88.12,442.11
+14.72,43.34,1013.07,85.61,464.22
+24.67,49.5,1013.62,59.42,455.31
+23.17,51.19,1009.5,76.15,441.77
+19.66,59.87,1018.75,87.6,446.28
+23.95,59.92,1010.15,86.37,435.92
+31.07,64.96,1005.2,58.93,428.63
+27.03,71.14,1010.33,66.25,430.41
+10.96,37.5,1013.46,79.54,471.05
+7.84,41.39,1018.21,91.92,485.66
+31.3,67.17,1007.27,62.99,433.53
+15.76,44.89,1010.33,85.06,459.67
+23.09,45.01,1012.25,43.95,453.45
+16.9,38.58,1014.09,70.11,459.87
+17.98,59.15,1012.09,83.03,451.97
+13.86,40.66,1017.15,83.82,463.49
+15.47,46.48,1007.69,91.07,462.58
+7.11,40.77,1022.4,90.95,475.55
+29.52,77.24,1008.55,76.24,433.82
+7.94,40.6,1015.3,92.14,486.33
+29.7,57.35,1005.63,57.35,433.27
+23.5,50.23,1017.51,75.15,457.51
+20.03,60.77,1017.23,87.82,449.31
+8.49,36.25,1029.7,84.41,480.35
+12.48,40.67,1011.24,61.1,475.96
+9.96,42.03,1017.78,82.39,477.85
+16.64,44.9,1021.02,70.34,460.93
+14.35,35.71,1016.1,60.86,468.9
+9.07,40.67,1014.41,70.39,484.5
+12.57,41.66,1009.11,70.74,475.61
+9.32,37.73,1022.14,79.49,477.91
+27.17,67.17,1006.76,81.59,431.73
+24.48,50.23,1017.03,66.89,456.02
+6.69,36.24,1013.35,91.09,483.82
+14.89,39.58,1012.26,77.58,465.95
+22.32,47.93,1004.07,86.95,440.21
+7.64,39.85,1012.78,88.09,481.53
+25.34,59.39,1014.02,73.58,439.8
+6.05,42.85,1013.09,91.88,485.02
+16.72,53.82,1015.46,66.9,458.25
+20.82,52.84,1004.13,79.42,449.59
+18.94,46.93,1010.22,75.45,441.41
+22.72,69.84,1005.96,83.9,436.7
+22.02,69.45,1013.84,75.75,440.26
+15.67,38.62,1015.76,66.29,463.17
+6.17,40.07,1013.7,58.99,495.21
+20.14,46.33,1013.24,83.39,453.35
+28.05,62.6,1017.01,46.46,449.73
+9.77,41.44,1017.69,78.26,481.74
+18.91,56.9,1006.98,84.07,448.24
+15.55,43.02,1011.97,44.66,466.2
+11.95,41.58,1015.83,89.35,464.57
+15.33,37.2,1013.4,78.99,466.81
+25.62,60.29,1017.81,51.24,444.94
+26.75,56.57,1013.76,57.93,443.92
+19.37,63.09,1018.79,81.52,450.18
+10.32,41.46,1017.98,87.66,479.61
+16.85,41.35,1006.14,79.21,463.37
+12.42,43.8,1023.13,79.8,466.59
+20.3,48.41,1007.48,89.66,446.68
+14.1,42.74,1026.92,67.25,466.1
+11.77,42.03,1017.63,79.35,472.22
+26.16,59.87,1013.24,71.92,446.73
+26.85,69.84,1002.84,81.31,426.58
+12.86,40.6,1013.6,84.85,472.04
+14.12,40.92,1022.46,73.28,459.76
+12.87,39.3,1019.26,71.55,471.48
+26.23,59.14,1016.98,75.54,437.85
+10.63,40.67,1017.13,66.12,483.27
+15.62,41.76,1023.82,66.17,459.72
+25.95,73.77,1001.35,92.67,432.21
+18.77,39.54,1009.39,63.35,458.58
+10.22,45.01,1018.27,93.62,474.32
+17.67,50.88,1015.64,90.55,456.16
+20.89,70.32,1011.22,89.68,442.5
+22.5,58.79,1017.48,73.02,443.35
+32.45,68.3,1015.26,44.12,431.79
+10.31,44.63,1020.55,88.62,471.78
+20.08,63.09,1019,77.06,448.74
+28.28,56.9,1006.38,64.99,445.61
+8.4,38.5,1013.67,69.13,486.5
+24.31,67.79,1010.64,76.15,444.72
+7.53,41.16,1023.19,91.28,475.7
+25.17,72.39,1001.69,90.51,432.45
+6.9,40.62,1018.48,78.84,479.97
+23.03,44.89,1010.26,59.85,447.81
+13.17,38.91,1016.55,74.47,470.63
+25.09,69.68,1012.18,91.33,439.77
+19.13,40.79,1004.47,91.7,457.83
+29.56,73.88,1005.77,66.45,436.6
+31.93,70.4,1005.27,73.71,432.29
+13.8,42.99,1007.16,67.28,470.93
+27.61,49.16,1005.01,35.63,441.18
+16.36,43.99,1021.34,85.13,465.81
+27.27,72.24,1010.69,78.09,432.35
+20.27,56.65,1020.75,67.12,454.29
+22.28,60.27,1018.98,84.12,443.44
+26.99,62.26,1011.13,71.27,436.89
+25.79,67.17,1007.89,81.38,440.75
+29.49,69.71,1009.34,56.35,440.99
+25.85,67.69,1007.7,70.14,434
+25.82,69.68,1012.69,89.94,439.58
+24.67,68.14,1004.96,58.15,438.4
+30.09,64.96,1001.29,56.04,430.3
+11.27,40.62,1017.03,61.94,471.26
+20.28,68.63,1012.42,70.31,454.36
+19.36,39.54,1008.97,58.92,458.75
+15.37,41.96,1011.58,96.76,466.02
+13.79,45.08,1023.3,83.59,465.69
+24.35,73.17,1012.2,85.88,435.66
+20.51,63.09,1016.39,92.99,445.86
+21.93,61.45,1008.92,98.54,443.91
+28.24,71.58,1010.1,67.92,434.01
+25.19,64.44,1014.75,64.38,444.35
+31.71,73.5,1010.63,40.17,430.45
+24.88,63.31,1014.23,55.76,441.54
+30.65,71.98,1004.92,63.39,429.85
+29.01,68.08,1010.74,52.51,427.91
+10.06,42.02,999.37,98.65,477.82
+14.66,41.92,1030.81,68.88,464.57
+26.12,68.51,1013.06,68.96,433.11
+23.92,61.87,1009.63,54.16,441.15
+21.88,59.39,1015.58,87.19,442.92
+16,42.86,1013.88,81.74,467.5
+24.74,59.21,1012.18,74.2,440.36
+6.93,40.67,1020.17,71.16,494.61
+12.26,39.96,1011.79,79.06,470.87
+14.44,40.8,1025.05,56.59,472.95
+11.85,42.07,1017.92,93.45,467.25
+21.35,57.76,1017.36,73.1,452.57
+27.31,65.12,1016.05,45.98,440.06
+23.59,43.77,1010.85,55.98,448.42
+11.94,40.66,1016.61,96.11,467.99
+24.97,50.23,1015.6,56.79,454.35
+24.78,57.19,1008.08,65.4,443.62
+8.18,43.69,1017.16,88.16,487.83
+13.75,40.66,1016.41,93.31,461.81
+15.52,43.7,1015.8,76.27,466.38
+14.98,43.99,1022.66,83.34,462.32
+13.42,40.78,1025.03,77.51,459.04
+24.05,72.24,1011.32,88.94,437.81
+29.75,74.87,1009.1,56.5,435.61
+17.89,42.42,1008.92,65.08,467.59
+27.84,72.39,1001.18,83.46,432.19
+18.24,58.46,1017.38,86.92,449.63
+12,41.17,1019.48,58.71,474.4
+12.23,43.69,1016.46,84.4,471.62
+22.67,64.15,1021.02,70.49,453.47
+16.73,37.2,1012.94,74.04,463.89
+21.65,56.89,1013.13,66.07,445.93
+21.18,45.01,1012.57,48.05,451.62
+21.06,67.07,1004.9,84.09,446.44
+13.88,48.79,1017.28,79.4,464.14
+19.08,46.93,1010.6,75.21,454.45
+17.48,40.89,1011.39,62.45,462.59
+16.23,43.69,1016.4,68.9,466.22
+24.99,60.37,1005.66,74.87,437.67
+12.53,44.03,1007.21,84.2,470.04
+18.3,37.2,1012.23,68.09,470.42
+7.51,41.66,1015.9,78.31,485.58
+28.66,77.95,1009.56,69.07,431.23
+25.6,63.9,1013.16,53.19,451.44
+12.75,39.85,1012.51,62.37,475.61
+17.19,58.86,1016.74,85.97,451.87
+30.51,60.75,1009.86,51,435.57
+8.23,40.77,1011.92,90.59,479.24
+10.17,40.1,1014.05,91.9,479.58
+27.04,73.67,1006.82,77.45,431.1
+10.74,40.92,1021.74,94.97,466.77
+21.96,58.79,1010.51,87.32,448.89
+23.14,62.26,1011.87,66.44,444.38
+27.41,69.98,1008.51,65.49,431.64
+25.61,67.69,1009.22,68.76,437.78
+18.55,61.87,1008.45,65.3,450.73
+30.55,66.25,1009.15,63.52,440.74
+24.4,41.1,1002.14,38.75,451.66
+25.17,68.08,1012.83,60.87,437.01
+22.1,65.06,1014.56,71.5,442.18
+11.48,42.02,1000.29,94.76,471.43
+24.04,59.43,1007.6,76.98,437.51
+12.74,41.38,1021.92,56.67,475.63
+20.65,57.5,1016.04,87.45,448.22
+9.6,41.03,1021.01,69.03,481.73
+28.61,69.84,1004.24,67.74,429.91
+16.58,37.64,1015.23,81.59,460.48
+16.81,38.52,1018.26,75.21,459.01
+5.46,40.81,1025.73,93.52,474.87
+23.19,49.82,1014.59,70.52,451.08
+11.86,40.27,1008.06,72.91,474.57
+20.36,66.05,1015.86,87.19,450.23
+25.14,63.47,1012.58,70.27,443.93
+28.42,75.23,1010.25,56.8,435.64
+10.96,45.01,1017.97,95.82,468.64
+18.48,52.05,1012.41,68.2,458.62
+16.48,41.35,1005.61,89.07,465.64
+14.04,40.2,1013.29,89.54,465.25
+22.24,41.1,1001.96,42.6,451.95
+11.77,40.71,1024.55,72.49,477.94
+32.41,58.9,1003.26,45.33,439.11
+17.8,62.26,1011.81,89.81,451.62
+19.08,59.15,1013.1,81.82,451.33
+11.72,40.35,1012.08,83.98,476.41
+27.92,68.12,1011.54,49.8,437.51
+22.73,66.75,1018.13,84.06,437.93
+30.67,72.86,1004.25,52.72,432.76
+26.81,61.47,1009.68,68.34,443.66
+15.39,39.31,1008.78,66.67,461.39
+22.92,61.9,1013.27,78.32,446.08
+29.53,71.43,1011.79,57.41,438.78
+32.84,68.14,1003.59,43.88,425.18
+15.78,41.48,1015.55,52.17,454.25
+6.65,40.69,1020.11,89.84,479.35
+14.64,53.82,1016.33,60.59,463.18
+15.12,41.79,1007.16,82.35,455.63
+28.36,69.88,1007.75,84.17,434.03
+24.27,74.93,1012.73,73.81,443.06
+27.77,51.43,1006.58,69.01,438.7
+11.17,39.72,1002.4,81.4,474.64
+23.71,67.17,1007.27,90.2,440.65
+28.12,73.42,1011.49,80.16,435.46
+19.17,52.9,1016.56,65.23,458.59
+19.67,44.89,1009.43,73.88,455.2
+18.5,46.93,1015,66.81,455.63
+16.36,39.99,1008.91,72.48,462.5
+22.43,63.76,1009.84,75.27,442.85
+30.8,73.56,1007.39,75.78,432.43
+22.07,60.08,1017.68,71.23,452.56
+15.51,41.76,1022.81,69.55,463.82
+29.78,69.71,1008.96,67.46,434.33
+9.61,39.04,1023.45,75.66,483.86
+31.99,53.53,1004.98,53.53,432.43
+29.72,74.78,1009.32,55.25,438.19
+15.47,43.13,1015.11,50.5,466.63
+4.62,38.44,1016.09,73.14,486.84
+15.61,41.2,1016.12,75.28,467.81
+7.35,41.66,1015.55,79.67,485.35
+23.77,61.87,1009.8,54.83,445.72
+10.88,44.63,1020.52,86.81,469.57
+12.99,43.8,1023.16,64.65,466.95
+22.99,46.93,1014.15,49.42,451.41
+24.38,58.2,1016.93,51.61,444.36
+25.14,69.13,1011.15,85.67,433.95
+13.21,40.03,1018.12,82.98,469.75
+13.56,39.18,1023.4,63.82,470.38
+10.6,41.46,1021.23,89.02,481.3
+12.78,41.04,1025.16,85.14,461.61
+27.44,66.56,1005.51,69.28,428
+23.09,51.19,1009.4,81.61,443.22
+20.87,57.19,1006.5,77,445.95
+14.58,42.07,1017.9,86.14,460.66
+22.12,69.71,1009.7,90.22,434.42
+16.73,65.94,1013.79,90.19,453.39
+14.92,41.16,1004.83,83.7,465.72
+21.38,65.12,1015.73,68.02,448.5
+10.55,41.92,1030,91.23,470.95
+3.31,39.42,1024.05,84.31,487.19
+16.23,43.52,1020.13,76.3,464.74
+27.86,65.18,1012.87,55.53,436.26
+13.63,43.22,1012.71,72.85,464.62
+6.91,37.49,1011.05,82.07,481.88
+8.62,39.54,1011.64,82.86,483.03
+8.51,42.32,1015.08,84.89,476.6
+31.3,70.79,1004.3,54.37,428.75
+16,43.02,1012.37,39.2,466.01
+11.44,44.2,1018.14,84.9,476.12
+5.15,45.87,1008.02,98.36,479.61
+24.88,63.91,1009.41,77.75,447.28
+27.52,74.67,1015.77,72.01,433.56
+32.89,66.44,1009.94,60.55,431.54
+9.98,39.66,1017.32,77.78,481.64
+25.42,74.22,1009.04,88.55,433.97
+26.04,52.84,1005.68,65.18,439.36
+16,48.78,1013.9,88.64,458.27
+14.4,40.2,1013.04,90.5,464.5
+21.71,60.77,1017.95,85.07,444.59
+27.72,69.88,1007.58,72.25,434.02
+9.34,38.08,1019.56,67.74,482.06
+31.12,68.14,1003.67,67.36,427.06
+12.14,44.85,1014.36,60.04,476.68
+12.24,40.96,1023.22,78.74,475.32
+25.67,69.88,1007.84,83.32,441.35
+28.6,61.86,1011.86,62.13,439.74
+33.63,70.4,1004.02,53.6,430.05
+20.23,57.76,1016.84,81.26,452.5
+13.3,50.59,1019.38,92.96,469.13
+20.77,45.87,1008.07,76.22,452.71
+20,56.53,1020.43,75.94,454.86
+7.34,40.72,1023.01,80.08,483.92
+21.71,65.27,1013.24,63.58,444.91
+25.16,58.82,1009.63,72.62,442
+17.35,39.39,1013.18,67.67,467.85
+21.6,66.86,1013.02,54.19,450.84
+9.89,40.64,1020.59,98.35,478.13
+13.32,44.9,1007.72,78.64,466.3
+24.8,50.23,1016.62,63.13,453.56
+26.38,44.89,1009.14,51.79,442.13
+19.93,57.25,1010.6,89.34,455.15
+9.33,36.3,1027.88,79.23,479.6
+13.85,45.08,1024.86,83.85,468.35
+24.51,62.08,1022.58,57.44,447.04
+27.78,68.67,1005.59,59.17,439.92
+23.85,52.3,1005.9,70.95,441.99
+13.75,40.89,1011.21,82.8,471.42
+34.2,68.14,1002.7,56.09,427.05
+19.04,68.28,1004.52,86.16,444.54
+24.85,67.9,1005.9,64.55,445.18
+22.51,66.49,1014.59,63.03,453.08
+26.88,60.96,1012.1,57.9,446.77
+15.48,47.83,1004.88,81.68,463.67
+23.56,73.67,1007.13,87.1,439.27
+19.43,52.9,1018.35,61.12,456.08
+29.97,67.9,1006.09,61.6,434.14
+18.97,50.59,1016.01,74.9,459.68
+21.37,81.56,1006.57,81.56,434.38
+20.09,61.27,1020.05,70.71,451.43
+22.41,66.56,1003.3,88.71,435.75
+24.51,68.63,1014.15,45.1,447.66
+26.01,74.33,1015.69,81.22,435.82
+28.32,68.12,1011.62,46.75,433.59
+13.68,45.08,1024.91,85.26,467.02
+8.83,41.14,1025.37,94.36,474.51
+24.75,58.79,1009.87,71.97,444.79
+30.64,74.87,1009.44,59.01,437.43
+26.68,49.02,1008.4,68.01,441.54
+23.38,48.6,1004.45,69.19,440.9
+23.48,70.79,1006.7,88.57,432.25
+14.03,49.15,1020.5,83.65,467.16
+24.26,47.93,1003.87,70.44,439.16
+13.08,42.32,1016.63,83.72,462.41
+23.78,69.71,1008.79,83.17,443.06
+27.71,75.23,1010.21,59.75,440.7
+21.97,65.61,1016.09,73.29,447.05
+15.54,41.23,995.45,83.73,463.06
+31.03,74.33,1011.55,63.45,429.35
+31.12,69.13,1009.61,56.54,429.41
+7.11,41.74,1022.35,90.68,487.85
+13.07,42.18,1014.98,87.77,461.71
+22.86,62.52,1016.23,70.67,447.96
+6.14,40.62,1015.71,86.51,481.66
+14.3,53.82,1016.64,63.9,465.42
+17.93,44.63,1003.54,87.41,458.96
+25.9,71.73,1010.18,74.83,434.84
+23.72,58.62,1016.32,71.17,447.13
+13.83,38.73,999.62,91.95,469.81
+21.71,76.86,1006.71,76.86,438.41
+28.76,66.56,1006.07,62.41,432.3
+15.28,43.71,1024.32,81.24,463.44
+13.95,38.73,1003.87,83.94,468.21
+22.19,58.49,1010.91,77.03,449.4
+22.75,58.86,1016,67.34,448.32
+28.52,64.96,1005.9,70.79,431.36
+23.9,61.47,1009.01,81.05,438.73
+31.88,70.36,1006.2,57.51,438.42
+10.4,42.44,1014.24,93.48,480.04
+21.31,49.39,1020.18,71.35,455.34
+29.72,71.97,1008.6,79.25,431.22
+20.92,49.15,1021.15,49.76,455.32
+13.48,40.35,1011.71,69.44,474.72
+21.36,58.95,1018.35,78.87,443.93
+6.75,39.9,1008.3,87.42,484.05
+18.11,58.95,1016.61,89.17,454.29
+26.2,71.73,1010.14,76.14,430.89
+22.89,80.25,1006.38,80.25,446.15
+26.12,63.94,1017.97,44.81,441.46
+9.84,40.22,1009.5,85.38,479.65
+14.13,48.92,1011.72,78.06,464.17
+9.05,36.3,1027.44,74.85,479.43
+22.21,60.77,1018.21,84.96,444.57
+18.73,40.12,1013.19,74.12,454.71
+10.53,40.64,1020.62,98.43,477.99
+21.47,58.79,1017,76.97,446.33
+6.03,41.17,1019.81,84.2,488.57
+23.55,65.12,1016.23,66.65,446.44
+9.26,40.78,1023.61,88.48,471.79
+14.18,42.99,1007.19,73.21,468.35
+6.67,39.37,1020.31,73.56,488.13
+24.1,71.97,1009.92,91.27,443.09
+25.35,72.99,1007.65,84.09,436.29
+23.21,58.49,1010.97,74.34,448.09
+11.44,43.13,1014.88,63.88,477.57
+12.75,40.64,1020.44,83.17,466.93
+30.01,68.27,1006.88,51.67,428.6
+27.18,61.41,1012.17,46.11,449.7
+8.3,43.13,1020.02,83.11,484.07
+26.2,71.73,1009.99,74.99,434.08
+22.4,68.31,1009.52,83.5,446.91
+14.66,43.13,1014.97,46.31,467.87
+24.96,70.47,1007.73,76.48,438.23
+26.5,66.05,1017.03,61.34,440.15
+24.39,58.41,1013.65,80.93,445.39
+3.91,35.47,1016.92,86.03,488.67
+14.8,44.92,1024.06,91.67,464.01
+10.22,39.64,1010.72,63.05,477.22
+13.48,41.92,1030.2,65.96,463.9
+17.83,43.72,1008.64,78.72,453.86
+31.63,65.74,1010.83,50.59,437.54
+23.16,69.94,1004.92,68.68,438.48
+21.7,64.69,1007.93,78.37,448.76
+13.92,41.16,1000.98,83.89,454.15
+12.22,41.2,1016.81,81.22,474.96
+21.62,58.59,1012.93,67.05,445.92
+9.3,38.18,1017.19,71.51,480.14
+32.55,70.94,1006.75,43.15,432.07
+13.32,38.73,1005.37,88.48,472.33
+19.83,59.44,1012.98,91.24,446.15
+22.16,64.63,1020.81,68.47,451.86
+15.81,58.59,1014.41,90.03,456.91
+24.46,68.61,1011.02,76.66,440.58
+29.1,73.4,1011.35,57.31,436.85
+24.37,70.02,1010.97,71.97,443.53
+7.48,38.5,1014.01,77.35,488.43
+8.58,40.72,1022.04,87.55,480.96
+19.69,56.65,1020.82,71.54,453.96
+18.14,43.56,1012.83,47.1,461.71
+18.21,39.54,1009.81,70.92,461.73
+27.07,77.95,1012.34,76.64,433.61
+15.62,38.28,1014.5,77.01,465.7
+25.61,47.43,1008.62,54.51,442.96
+15.41,42.44,1012.6,86.74,472.28
+20,63.31,1017.06,63.1,449.68
+25.87,57.32,1012.06,44.13,442.87
+14.43,38.91,1013.28,70.26,468.83
+9.14,38.91,1018.62,89.88,476.57
+25.24,68.28,1000.26,78.17,435.9
+27.06,43.77,1011.02,42.61,442.15
+18.06,52.08,1003.73,100.09,452.19
+23.15,58.79,1011.11,82.49,447.71
+25.38,74.67,1016.61,81.34,435.41
+30.65,65.18,1012.51,42.32,436.79
+8.49,43.69,1016.93,85.63,483.62
+29.86,69.34,1009.61,61.27,438.5
+29.12,66.56,1006.9,49.79,429.94
+10.35,38.38,1020.77,74.55,477.76
+30.3,73.9,1006.72,55.13,440.79
+21.31,46.97,1014.08,62.57,455.76
+15.17,54.3,1017.38,72.11,464.39
+11.87,40.55,1019.06,94.11,473.79
+24.1,68.61,1010.97,74.87,443.75
+23.92,73.17,1011.81,92.33,433.78
+13,48.79,1017.14,85.23,464.12
+24.14,41.1,1002.1,38.49,450.13
+30.19,66.54,1004.39,61.43,428.37
+22.08,69.94,1008.41,72.86,441.57
+26.86,72.58,1009.22,88.39,428.69
+13.55,40.1,1014.57,81.48,469.57
+13.18,43.8,1023.18,61.21,467
+7.2,40.35,1011.83,95.59,484.9
+11.37,41.5,1013.57,88.82,475.94
+13.93,39.64,1011.8,82.64,470.84
+10.32,40.35,1011.64,84.05,481.51
+16.32,50.88,1013.37,97.19,458.28
+4.16,35.47,1017.72,88.49,486.7
+28.26,72.43,1006.68,72.3,426.2
+29,69.68,1012.78,66.09,442.79
+31.63,68.3,1014.8,42.02,426.86
+28.19,68.08,1013.41,43.93,436.43
+13.93,40.2,1013.41,89.86,466.47
+30.92,80.18,1010.11,72.47,432.35
+19.89,69.48,1011.06,86.73,447.63
+25.86,76.2,1005.73,69.35,438.75
+10.81,44.63,1020.61,88.29,473.86
+18.26,69.94,1004.1,97.39,443.59
+18.61,63.09,1019.37,83.08,449.81
+25.34,65.61,1014.61,57.51,442.82
+21.28,70.72,1010.29,86.22,445.54
+12.88,43.8,1023.19,59.18,468.19
+33.68,68.14,1002.75,56.05,427.53
+8.66,44.68,1022.99,95.45,479.62
+8.26,40.96,1025.23,89.22,485.73
+9.03,40.71,1025.98,81.94,484.97
+14.85,39.39,1013.93,76.27,468.84
+3.21,38.44,1016.9,86.34,491.35
+15.71,39.3,1019.2,62.28,462.84
+26.52,43.77,1011.49,46.98,440.31
+14.18,40.69,1014.73,74.88,471.52
+13.89,45.08,1024.64,82.29,467.74
+10.12,41.78,1013.43,73.47,477.67
+21.12,63.91,1009.33,96.14,447.64
+26.68,63.73,1009.7,71.55,439.69
+19.65,62.1,1019.46,77.82,449.13
+23.47,69.71,1009.66,88.83,442.23
+16.71,40.55,1004.45,81.64,464.13
+5.21,35.79,1012.44,94.35,485.17
+28.13,68.12,1012.6,44.71,435.85
+12.14,45,1023.9,89.2,476.6
+23.7,69.23,1011.73,73.18,437.15
+29.52,75.33,1002.62,70.64,433.39
+13.49,41.78,1010.66,63.34,467.92
+28.24,65.74,1013.4,64.87,438.47
+16.48,68.28,1004.27,99.89,449.7
+14.01,42.74,1029.16,68.31,466.15
+24.56,66.75,1018.5,77.47,435.03
+28.94,71.64,1006.59,69.24,438.96
+19.71,43.43,1009.58,65.71,456.24
+11.06,41.5,1013.09,89.8,476.24
+22.99,60.77,1017.97,78.47,447.62
+19.87,48.14,1016.94,81.56,451.14
+23.77,59.21,1011.97,80.08,440.08
+20.99,50.12,1008.82,95.97,448.07
+10.32,41.01,1021.04,95.3,467.81
+26.72,56.9,1007.12,58.54,435.16
+14.55,44.84,1023.83,87.6,465.14
+4.89,45.87,1007.58,99.35,482.69
+19.49,46.63,1013.11,88.01,451.31
+24.44,59.21,1017.36,61.45,445.82
+7.99,36.08,1020.08,83.2,481.35
+27.28,51.43,1011.46,51.38,450.53
+26.23,59.07,1008.2,78.93,440.18
+9.46,41.4,1026.78,87.58,480.82
+15.01,39.52,1017.53,72,468.02
+24.86,63.47,1011.5,71.78,441.68
+20.47,58.16,1016.97,68.6,453.99
+27.09,49.3,1003.93,61,437.44
+11.48,36.18,1017.03,61.62,469.44
+7.84,40.07,1016.68,47.63,488.7
+15.97,52.72,1024.72,65.97,462.64
+29.55,67.69,1004.88,48.68,428.77
+11.63,40.55,1022.89,87.12,474.67
+22.96,45.01,1012.21,50.81,450.37
+13.61,40.71,1022.36,72.87,475.23
+22.17,70.47,1011.07,82.57,441.14
+15.45,61.27,1019.87,79.21,456.59
+25.08,61.02,1010.01,73.21,437.31
+24.98,71.98,1006.59,90.61,432.06
+20.57,44.9,1008.39,62.69,456.18
+12.33,38.91,1017.24,79.84,472.49
+8.29,36.08,1020.38,81.53,483.26
+25.47,59.92,1010.08,77.18,439.84
+28.2,66.75,1018.35,60.18,433.46
+29.05,70.32,1011.33,72.5,437.16
+27.03,65.12,1015.94,45.1,441.62
+27.25,73.03,1014.15,68.52,439.78
+30.71,71.85,1008.07,72.05,425.16
+20.94,49.02,1008.91,87.32,448.18
+9.06,43.79,1016.05,81.32,482.8
+26.8,58.84,1001.2,65.03,445.76
+25.77,65.48,1018.07,51.47,440.96
+16.77,50.9,1013.24,84.4,459.91
+11.73,37.92,1008.02,72.68,472.51
+19.72,65.94,1010.53,82.12,446.84
+24.42,66.56,1002.04,84.7,434.18
+18.68,59.14,1016.96,77.09,452.85
+14.22,45.08,1023.26,84.41,466.47
+23.81,57.5,1015.53,70.66,448.72
+7.91,38.56,1016.48,68.94,485.95
+21.32,45.01,1012.23,59.94,452.75
+24.75,52.84,1005.47,69.61,442.6
+26.81,56.57,1013.68,61.6,442.94
+25.99,49.82,1015.95,58.56,452.09
+10.59,41.26,1008.1,98.27,474.76
+6.33,42.07,1004.25,77.1,484.57
+22.26,44.89,1009.51,78.93,447.07
+15.9,39.99,1007.03,78.49,465.5
+23.14,58.18,1008.89,81.82,444.51
+19.48,58.79,1017.6,88.72,450.55
+13.19,44.88,1017.61,94.95,467.68
+27.4,69.84,1002.98,76.48,430.54
+29.41,59.27,1011.36,52.37,441.99
+25.22,71.85,1009.78,68.96,438.71
+22.31,70.32,1009.22,89.53,437.83
+7.64,42.28,1008.49,83.42,483.74
+14.68,43.99,1023.36,86.79,461.91
+15.12,48.92,1011.8,72.93,462.59
+20.96,61.27,1019.99,67.32,448.77
+5.95,39.48,1005.16,63.6,486.07
+25.13,57.69,1007.43,78.43,437.8
+11.58,40.66,1017,97.13,466.42
+20.21,59.14,1016,70.38,448.79
+16.64,43.14,1019.03,82.88,459
+8.86,36.71,1025.64,79.65,478.88
+19.72,47.03,1012.1,90.36,458.59
+8.27,38.56,1016.47,66.6,485.31
+30.19,68.08,1010.95,50.34,431.25
+20.06,56.53,1020.38,75.16,455.99
+13.16,43.41,1016.43,79.47,465.6
+24.01,65.46,1014.17,43.02,443.81
+9.78,40.03,1017.33,92.11,480.59
+16.85,42.24,1017.43,66.01,472.63
+15.12,39.16,1006.55,76.99,463.78
+24.45,66.49,1014.24,58.15,449.22
+9.14,42.44,1014.48,92.03,481.46
+26.02,68.67,1006.73,75.19,440.12
+21.46,51.61,1010.91,76.41,457.28
+13.18,40.24,1016.81,86.71,469.35
+5.79,38.68,1017.19,70.46,487.4
+13.56,49.83,1007.01,89.86,466.33
+11.95,42.07,1018.52,84.73,467.91
+9.15,44.03,1012.45,81.67,474.26
+28.96,66.54,1002.54,56.33,429.48
+21.23,50.59,1017.42,69.26,453.95
+10.73,40.35,1012.27,89.65,477.23
+6.1,39.33,1010.4,95.34,491.37
+25.5,63.91,1009.4,75.22,444.26
+29.1,76.2,1006.28,60.22,435.97
+22.58,58.12,1014.88,80.59,448.32
+19.53,66.54,1013.72,81.46,451.19
+20.07,51.3,1011.9,94.62,450.46
+24.96,77.54,1008.25,80.6,433.4
+21.08,63.13,1013.53,98,443.51
+12.54,43.69,1017.26,83.59,470.04
+6.64,35.19,1019.83,76.01,484.03
+16.78,37.2,1011.97,68.94,471.24
+25.56,75.6,1017.37,69.31,442.2
+14.02,40.75,1016.05,70.65,470.48
+29.45,70.02,1010.28,65.93,437.82
+28.97,78.92,1011.71,88.5,430.98
+6.11,38.68,1017.53,79.23,482.97
+28.53,49.3,1003.83,59.69,438.17
+31.71,69.04,1008.79,49.32,441.15
+32.45,44.37,1005.05,44.37,429.81
+30.53,73.21,1000.37,74.17,430.2
+15.02,41.48,1015.19,58.69,456.04
+24.91,58.69,1008.22,82.81,435.96
+22.21,69.71,1009.69,96.85,440.14
+24.51,65.12,1016.18,62.39,447.46
+18.9,60.07,1016.02,71.38,451.5
+28.51,76.09,1007.88,78.2,438.28
+27.88,75.23,1011.33,58.91,439.33
+24.33,49.16,1003.46,61.04,441.2
+20.36,57.5,1014.36,82.96,452.28
+11.15,40.64,1020.65,97.95,477.79
+21.16,50.66,1014.13,72.77,455.86
+30.47,70.83,1010.91,46.94,444.39
+31.68,74.16,1011.3,55.94,434.61
+19.8,49.15,1020.88,61.88,461.78
+32.33,67.83,1008.11,57.48,427.84
+18.67,58.46,1016.73,87.7,447.16
+29.42,69.14,1007.32,75.04,437.75
+27.84,71.32,1007.72,79.25,431.37
+22.59,65.06,1014.36,62.44,444.6
+10.38,41.01,1020.8,94.26,465.9
+8.32,39.64,1010.93,78.21,479.69
+30.34,71.25,1000.94,67.29,431.18
+12.38,45.51,1016.15,81.37,470.46
+11.23,43.7,1016,91.75,476.04
+24.19,46.93,1013.4,49.39,446.3
+30.17,75.08,1005.17,55.89,438.89
+28.5,71.32,1002.54,69.35,435.7
+14.78,38.58,1017.02,82.4,460.54
+11.48,41.2,1012.88,90.04,478.34
+9.59,34.69,1027.65,75.32,478.88
+20.42,60.77,1017.65,87.07,447.85
+20.76,58.79,1017.22,78.75,447.07
+13.53,40.71,1023.83,61.59,474.7
+34.4,77.95,1009.83,57.86,430.87
+33.6,74.33,1012.31,35.66,428.62
+6.03,41.17,1019.81,84.2,488.57
+28.62,69.71,1009.67,62.12,437.52
+19.72,44.78,1009.27,39.18,464.54
+11.54,40.77,1022.13,83.5,465.61
+19.39,60.1,1010.28,83.31,452.57
+9.59,37.14,1013.8,72.85,474.74
+12.31,40.64,1020.71,94.6,475.65
+23.61,63.94,1012.9,87.06,441.57
+7.61,39.42,1024.93,74.77,475.55
+18.51,58.46,1017.21,88.1,448.39
+7.53,43.65,1018.58,64.85,479.15
+10.5,52.72,1026.32,85.04,468.01
+24.99,58.79,1016.37,67.16,439.2
+6.15,40.07,1020.2,66.64,494.3
+30.54,67.45,1014.37,32.97,431.35
+13.44,39.39,1012.93,84.29,469.67
+31.27,73.77,1003.27,71.48,430.32
+16.13,39.99,1007.04,80.49,465.25
+30.97,67.69,1005.61,50.88,425.35
+15.37,43.34,1014.84,80.37,460.02
+21.25,66.86,1012.99,60.65,455.72
+14.89,39.82,1013.23,82.49,470.19
+6.65,40.77,1021.79,88.84,482.9
+30.26,72.58,1007,65.51,425.71
+33.71,69.98,1013.09,42.62,431.99
+8.6,40.77,1011.8,89.45,480.82
+29,75.33,1001.6,71.43,432.65
+10.02,41.44,1017.37,77.65,479.63
+28.75,64.69,1007.1,60.37,437.94
+37.11,68.94,1006.23,31.15,429.25
+30.06,67.25,1017.63,53.59,435.02
+30.68,69.68,1012.86,56.56,438.68
+30.08,73.42,1011.17,63.86,434.95
+6.98,40.35,1011.92,94.72,484.19
+29.17,73.17,1009.87,60.97,432.07
+21.93,60.84,1017.8,82.61,443.89
+15.11,43.67,1012.06,91.75,467.82
+25.68,70.17,1001.38,85.89,433.92
+30.44,56.24,1005.19,56.24,429.34
+20.36,65.27,1011.73,70.8,445.67
+26.47,47.43,1009.09,54.94,439.4
+13.9,39.54,1007.01,81.33,471.16
+21.81,60.27,1015.93,91.38,441.85
+9.08,42.49,1010.67,85.35,481.46
+32.31,77.95,1010.15,62.17,430.15
+27.96,73.42,1011.11,71.93,435.93
+9.23,42.44,1014.34,94.2,481.29
+25.66,61.08,1013,71.21,446.05
+19.2,61.27,1020.02,65.53,455.2
+24.81,59.87,1018.56,61.18,444.89
+24.1,60.29,1008.2,61.81,449.79
+28.33,68.14,1004.63,71.21,431.27
+19.53,50.32,1009.71,94.46,449.59
+29.37,74.78,1009.47,55.65,434.2
+24.44,69.84,1005.34,80.37,430.3
+31.35,67.32,1013.74,38.56,439.81
+28.98,62.66,1009.1,52.62,438.45
+21.05,63.09,1016.49,91.23,447.45
+25.03,60.27,1017.9,72.04,438.24
+14.78,54.3,1016.96,68.53,463.75
+25.24,67.45,1013.56,50.91,438.99
+16.7,50.88,1015.11,97.25,456.18
+16.44,53.16,1014.82,75.29,458.49
+25.18,71.98,1006.71,89.86,432.88
+23.51,48.98,1014.63,41.56,454.06
+20.56,64.45,1012.24,53.09,458.97
+26.63,43.77,1011.33,49.3,440.95
+27.4,69.13,1001.4,82.47,426.18
+26.91,65.34,1014.19,50.7,443.6
+23.75,67.9,1006.25,70.17,445.22
+27.79,69.23,1012.86,45.71,435.06
+27.41,63.07,1011.5,55.3,445.02
+7.98,43.52,1022.45,97.68,481.93
+11.98,44.58,1016.45,78.8,477.56
+27.1,73.21,1002.97,89.68,430.87
+12.93,45.51,1015.27,87.27,469.83
+18.91,45.01,1012.9,59.81,456.12
+26.9,66.48,1004.47,54.71,432.95
+14.36,40,1016.16,68.79,460.42
+8.81,43.56,1014.99,81.5,482.52
+18.36,53.16,1013.31,83.18,458.47
+11.48,37.92,1008.47,70.55,472.9
+25.92,73.77,1001.27,94.28,432
+11.01,43.69,1016.7,81.48,477.3
+26.31,66.48,1005.93,63.9,432.89
+9.99,42.07,1018.78,85.68,471.6
+12.84,40.8,1026.95,69.86,475.59
+21.07,67.07,1004.64,86.16,446.05
+17.7,38.52,1020.15,69.8,455.5
+14.36,41.26,1021.16,73.43,462.25
+24,58.05,1011.28,74.32,447.16
+12.17,41.58,1013.89,88.98,463.03
+19.58,50.12,1009.82,100.1,449.44
+25.73,66.54,1010.07,55.97,437.07
+23.85,74.22,1009.99,82.72,441.66
+26.45,73.5,1010.31,74.33,433.44
+20.95,44.89,1010.48,67.97,450.39
+21.29,59.04,1012.49,84.23,445.37
+14.32,71.14,1019.87,79.15,460.02
+19.65,63.91,1009.26,99.08,444.9
+28.09,77.95,1017.07,70.98,436.94
+33.87,71.32,1007.91,39.48,435.89
+13.72,41.62,1011.14,75.79,455.52
+9.47,41.4,1026.49,87.9,479.68
+32.19,69.13,1000.45,48.22,425.21
+18.73,46.48,1007.19,79.23,450.74
+6.09,43.65,1020.95,71.15,485.96
+24.43,67.25,1017.99,74.27,436.5
+25.24,66.54,1002.07,81.22,433.86
+26.26,71.73,1009.59,80.06,430.79
+26.15,64.27,1013.03,59.77,439.11
+7.77,41.82,1032.72,72.8,479.4
+27.92,63.07,1010.75,45.26,442.87
+31.62,64.05,1010.94,58.93,439.09
+12.47,45.01,1017.8,95.25,467.18
+31.41,74.16,1008.65,68.5,430.37
+32.63,74.99,1002.42,40.07,432.79
+21.97,58.12,1014.21,85.93,448.91
+22.68,58.82,1010.11,82.8,443.86
+10.82,44.63,1020.64,90.26,473.23
+32.37,68.67,1005.45,47.98,430.35
+10.89,40.81,1025.82,81.18,478.23
+25.45,70.04,1011.2,82.48,430.2
+10.91,42.34,1021.83,94.99,470.91
+6.75,39.4,1011.28,90.84,483.77
+21.36,45.61,1013.43,83.64,456.85
+23.45,45.61,1012.84,73.42,454.92
+4.04,35.47,1017.51,87.35,486.86
+15.4,38.73,1000.67,79.71,469.18
+25.54,49.16,1003.64,47.4,443.55
+22.61,59.87,1019.12,66.12,441.2
+8.62,39.66,1015.18,89.59,482.99
+13.84,41.26,1020.92,74.74,462.46
+21.31,69.05,1002.46,73.42,440.97
+28.54,58.33,1013.9,49.4,439.28
+20.35,67.45,1015.14,69.22,447.64
+24.54,65.46,1014.27,40.77,446.26
+5.84,40.62,1018.58,82.73,482.1
+26.47,69.51,1009.51,65.02,433.89
+10.79,43.56,1015.15,73.01,479.64
+18.3,44.06,1017.95,63.24,456.32
+28.79,68.51,1013.02,62.84,432.51
+23.07,49.02,1009.07,84.1,444.22
+31.25,74.34,999.06,69.85,432.22
+18.16,39.99,1007.73,70.54,463.69
+25.06,74.33,1014.05,69.02,437.27
+26.71,59.39,1014.24,66.45,439.33
+26.45,75.6,1017.42,74.5,436.89
+18.67,47.83,1005.12,82.97,454.47
+10.29,40,1021.46,90.6,479.58
+5.52,39.33,1009.74,95.25,492.39
+23.41,54.42,1012.86,70.12,454.68
+29.91,74.9,1003.36,69.34,434.93
+19.92,46.97,1014.32,69.17,459.39
+26.85,63.56,1013.25,52.84,444.39
+23.59,58.62,1017.81,66.68,448.09
+22.72,63.73,1012.63,82.14,448.56
+20.3,62.52,1017.96,75.17,451.86
+17,45.09,1013.52,88.32,458.94
+8.89,41.54,1019.27,82.87,483.82
+12.61,41.79,1015.82,91.9,461.37
+28.9,71.94,1007.29,64.77,427.41
+5.49,38.5,1012.18,79.33,490.84
+12.91,42.07,1018.4,86.5,466.05
+9.45,41.4,1027.34,86.66,475.49
+27.47,69.98,1008.53,58.72,431.11
+5.79,39.61,1021.64,85.41,489.6
+21.92,49.02,1009.29,88.56,443.31
+27.07,65.59,1012.14,63.93,442.71
+20.6,66.86,1013.08,62.48,451.44
+30.73,69.89,1015,58.9,426.79
+26.31,48.6,1002.64,60.04,440.06
+19.98,49.15,1021.56,63.89,457.54
+21.31,58.66,1012.67,69.36,451.96
+11.48,44.58,1016.43,80.15,478.53
+23.33,73.18,1012.51,91.29,436.33
+14.05,40.71,1016.36,68.58,465.74
+10.06,34.69,1027.9,71.73,477.68
+6.86,41.17,1020.12,79.14,490.23
+28.87,57.19,1008.09,64.29,435.57
+24.83,62.4,1010.13,70.18,442.2
+10.42,39.96,1025.21,95.69,470.81
+27.51,63.73,1009.97,66.14,440.81
+23.97,68.67,1006.63,76.83,441.53
+27.22,68.3,1016.84,64.88,436.81
+11.54,45,1022.77,80.79,482.34
+21.44,48.98,1014.4,54.22,454.5
+25.1,61.47,1007.84,75.75,447.27
+22.84,61.87,1010.63,51.67,442.72
+26.03,69.68,1011.61,60.75,449.54
+18.9,58.46,1016.74,87.65,449.32
+11.75,42.32,1015.28,77.25,470.44
+27.37,76.09,1007.52,89.12,433.34
+17.73,43.72,1009.33,76.68,453.94
+20.01,56.65,1020.77,74.46,457.01
+7.89,39.37,1016.28,84.66,483.82
+11.53,41.14,1025.63,88.54,469.04
+13.46,41.4,1019.46,71.73,467.4
+13.74,39.35,1014.82,77.48,471.11
+13.77,43.13,1016.63,62.13,468.45
+20.25,59.8,1015.3,82.69,453.81
+10.75,40.81,1015.93,79.27,474.71
+11.77,39.39,1012.9,85.8,478.51
+9.29,39.96,1026.2,97.55,473.51
+15.15,41.35,1006.3,86.16,468.64
+16.96,44.9,1020.5,77.53,458.1
+27.01,65.06,1013.16,53.02,439.81
+12.74,44.03,1007.62,97.64,463.96
+5.21,43.65,1017.64,78.62,486.08
+8.18,40.02,1031.45,73.66,478.81
+20.13,60.07,1014.79,63.57,453.49
+31.54,67.32,1013.79,36.99,433.02
+19.79,64.45,1016.14,73.54,451.37
+14.96,43.02,1012.77,42.93,467.16
+9,40.78,1025.39,99.22,468.5
+16.47,38.01,1022.3,72.29,461.54
+16,45.09,1014.31,60.02,458.46
+25.42,73.17,1012.29,85.86,437.06
+9.27,39.64,1010.79,79.56,480.29
+6.85,37.49,1011.01,84.53,483.12
+30.49,64.44,1013.43,51.73,438.09
+4.81,42.85,1013.96,86.94,479.8
+29.93,69.48,1009.21,54.59,430.75
+21.93,60.84,1018.96,76.8,440.76
+13.35,41.44,1015.9,66.04,473.17
+32.44,77.95,1014.83,50.69,434.97
+11.8,43.22,1008.57,78.01,469.55
+24.4,60.32,1016.5,70.96,447.73
+21.92,58.79,1010.09,89.7,446.71
+8.27,37.7,1015.09,73.64,479.16
+7,36.24,1013.15,89.64,483.06
+20.74,59.8,1015.46,76.39,452.99
+12.58,43.67,1014.36,91.72,473.02
+24.22,62.08,1022.53,60.79,449.11
+18.43,44.63,1019.76,39.99,458.75
+12.52,71.14,1019.49,76.11,463.22
+19.18,50.12,1005.99,100.09,444.56
+13.51,44.9,1019.29,77.24,464.86
+26.38,70.47,1007.36,76.91,434.02
+11.65,41.54,1020.09,67.96,476.4
+10.31,37.5,1008.55,99.31,474.16
+15.37,50.59,1019.02,98.2,463.35
+29.89,65.74,1012.95,51.36,438.24
+31.53,70.36,1006.29,57.11,438.71
+6.25,39.48,1004.82,52.71,484.26
+29.09,70.02,1010.13,48.06,443.27
+12,41.5,1013.21,86.75,473.68
+18.61,47.83,1006.43,78.89,454.21
+16.34,36.99,1006.99,90.06,466.24
+28.12,58.33,1013.61,39.67,448.72
+12.64,41.26,1020.79,83.66,465.78
+26.1,62.91,1012.44,60.91,446.05
+8.07,43.41,1016.02,76.26,467.56
+27.5,68.24,1010.38,73.44,430.9
+28.44,77.54,1011.73,77.3,433.21
+28.31,71.85,1009,77.56,429.57
+22.72,64.15,1021.14,60.34,453.13
+22.79,44.57,1007.31,69.36,448.91
+17.08,40.12,1012.17,81.5,457.81
+15.6,41.04,1025.48,64.43,457.49
+22.07,48.41,1008.71,81.29,444.01
+24.16,66.05,1016.45,73.27,443.75
+14.93,39.16,1007.25,72.35,463.2
+11.99,38.28,1013.65,91.31,469.23
+16.85,52.9,1019.47,81.28,460.84
+24.82,66.54,1010,60.36,440.88
+21.67,69.71,1010.46,96.83,440.16
+18.06,43.14,1013.95,62.21,461.27
+30.05,66.44,1008.46,76.82,427.55
+18.36,62.1,1019.9,79.09,453.5
+32.02,67.83,1007.77,53.31,426.55
+24.61,62.39,1006.39,79.08,437.01
+8.41,39.16,1015.47,93.42,484.34
+8.94,36.71,1025.5,80.45,477.62
+22.57,63.94,1013.49,81.61,443.58
+9.92,40.64,1020.39,95.41,469.65
+26.51,50.05,1006.75,65.34,440.22
+24.93,47.01,1015.12,64.8,455.39
+24.43,58.95,1017.18,57.73,441.4
+12.28,39.96,1011.76,77.07,468
+9.75,35.76,1019.88,62.31,474.31
+10.94,40.81,1026.03,80.79,476.32
+25.37,68.31,1011.12,70.99,441.76
+23.82,60.32,1016.61,75.29,445
+9.26,40.11,1024.38,74.82,460.72
+24.57,66.54,1004.44,83.15,432.41
+29.55,72.29,1007.94,84.45,430.98
+27.37,63.31,1012.89,60.11,439.15
+11.83,38.25,1013.36,85.33,473.31
+22.32,70.47,1010.97,83.16,441.87
+5.8,45.87,1009.14,92.06,481.6
+25.41,69.14,1006.4,87.4,436.59
+24.89,66.49,1010.15,65.65,436.39
+18.12,50.16,1009.82,100.09,453.29
+28.14,61.47,1009.69,64.66,435.35
+12,41.17,1019.48,58.71,474.4
+15.62,35.4,1016.19,53.95,467.95
+11.29,35.76,1019.32,58.91,473.74
+17.99,50.16,1009.98,100.09,451.38
+4.87,42.85,1013.6,92.3,482.22
+19.25,43.43,1012.01,73.26,451.08
+11.74,40.6,1013.91,90.57,473.84
+13.43,43.69,1016.21,73.01,475.36
+25.33,71.32,1007.05,85.31,434.68
+19.26,44.34,1019.45,51.32,467.72
+17.89,40.12,1011.99,76.52,451.79
+30.57,58.9,1004.54,54.37,438.49
+7.45,43.13,1019.31,86.32,485.6
+24.03,66.54,1012.19,69.15,438.08
+8.03,40.07,1016.06,47.46,488.02
+28.06,70.04,1009.89,66.07,431.7
+10.06,39.61,1018.22,70.22,471.86
+9.68,40.77,1022.04,85.23,473.73
+26.38,69.88,1008.42,86.25,432.25
+10.84,39.18,1023.64,87.1,474.49
+7.05,40.69,1020.53,89.67,476.75
+13.34,41.79,1011.48,86.66,461.12
+24.39,63.77,1013.3,77.53,443.65
+24.26,69.71,1008.98,81.58,438.6
+8.23,41.01,1022.89,98.03,474.52
+13.15,40.78,1024.13,79.59,462.3
+31.35,71.97,1008.29,72.26,430.16
+22.88,65.48,1017.33,66.26,447.14
+25.44,56.57,1013.8,66.72,444.61
+27.79,71.85,1008.95,87.35,427.67
+21.99,57.5,1015.87,80.72,446.96
+13.35,40.27,1005.83,49.75,474.68
+28.63,66.56,1005.88,64.73,427.35
+12.78,44.6,1013.64,77.56,468.67
+8.37,40.92,1021.82,86.03,476.02
+11.93,38.78,1013.15,96.08,474.57
+21.03,63.86,1014.84,71.72,450.64
+27.2,65.12,1016.2,44.95,442.54
+26.93,75.23,1010.19,62.12,434.1
+12.76,42.32,1015.35,78.18,466.15
+8.55,35.77,1016.15,73.32,481.44
+14.66,40.89,1009.72,91.56,465.73
+10.36,37.83,1005.87,98.56,472.62
+21.54,66.54,1004.99,92.87,440.8
+14.02,41.78,1011.26,48.62,465.87
+12.35,40.8,1027.35,72.69,476.88
+25.89,58.86,1014.16,52.95,445.17
+22.05,61.27,1019.6,58.83,447.95
+32.06,71.85,1007.9,56.44,426.07
+24.55,57.5,1015.36,62.45,447.3
+27.23,71.77,1006.59,77.94,427.39
+24.29,57.5,1014.85,67.28,449.98
+30.4,77.3,1002.44,59.42,438.43
+26.5,66.75,1018.48,61.62,431.23
+10.42,41.26,1008.48,96.76,472.54
+15.79,44.89,1010.19,84.61,458.09
+15.79,49.15,1020.62,76.22,465.62
+30.3,73.67,1005.57,58.74,431.57
+25.58,64.45,1011.07,61.47,447.16
+12.36,48.04,1012.8,93.59,468.37
+10.56,40.22,1005.08,89.71,478.02
+30.01,69.13,1010.11,62.42,425.75
+14.91,40.73,1017.44,86.91,458.99
+15.9,41.35,1006.28,78.2,464.03
+8.91,43.52,1022.78,98,478.38
+26.88,61.5,1009.17,61.26,440.13
+14.78,42.86,1015.32,84.75,471.17
+30.95,71.58,1009.95,50.02,430.47
+17.9,58.33,1013.6,85.81,452.28
+13.96,39.54,1011.05,85.72,468.82
+29.85,71.58,1010.04,58.66,432.26
+14.07,40.78,1024.67,72.66,456.71
+25.26,52.3,1006.65,64.64,442.76
+10.07,40.92,1021.84,84.18,471.71
+15.66,43.99,1021.18,88.62,467.57
+6.25,40.02,1032.14,80.22,481.38
+27.71,69.51,1009.65,58.38,435.04
+12.75,42.34,1018.17,94.67,465.44
+21.44,51.19,1009.1,84.94,446.17
+32.98,73.88,1006.31,47.55,440.28
+27.54,74.22,1007.44,75.91,430.72
+11.68,40.55,1006.48,96.16,474.8
+8.02,39.04,1018.49,68.07,479.53
+19.15,44.34,1019.54,48.09,468.8
+18.53,63.91,1010.26,97.8,440.64
+30.82,76.2,1007.47,59.3,432.22
+22.9,67.25,1017.74,74.53,438.62
+22.18,62.39,1007.84,85.74,452.31
+3.69,38.44,1016.74,82.87,490.78
+19.89,44.9,1008.12,67.3,453.09
+23.36,65.18,1012.35,78.09,436.39
+13.58,44.47,1029.91,70.41,467.15
+25.88,61.47,1007.93,68.71,445.65
+6.57,39.37,1020.2,77.37,487.94
+10.51,37.5,1010.7,96.29,474.24
+26.14,72.99,1007.49,81.72,433.25
+13.31,41.26,1020.83,79.55,462.87
+14.01,42.99,1007.12,69.69,469.23
+8.64,34.69,1026.79,80.88,482.15
+24.88,73.17,1012.26,84.96,434.85
+23.28,69.51,1013.31,53,444.17
+25.6,58.46,1016.34,66.6,441.88
+27,73.17,1009.82,64.43,434.94
+25.69,62.26,1011.38,74.08,436.36
+20.77,60.1,1011.11,81.09,450.32
+12.45,40.81,1025.63,66.26,474.73
+27.32,66.54,1004.95,72.58,431.33
+25.51,67.69,1004.53,80.03,433.02
+17.45,49.64,1026.4,66.67,454.67
+24.4,60.37,1006.77,82.43,440.64
+18.98,38.52,1018.85,63.16,454.6
+9.48,44.68,1023.29,92.9,478.66
+12.04,41.58,1018.02,88.91,464.45
+26.11,47.43,1009.01,56.09,445.36
+25.28,71.94,1006.73,86.69,432.26
+27.46,61.86,1012.39,66.09,439.72
+12.42,40.24,1016.59,90.01,469.59
+32.49,74.99,1002.19,34.58,435.43
+26.16,52.36,1013.62,58.52,453.08
+23.39,61.87,1010.35,48.91,444.03
+21.12,49.15,1021.29,52.9,456.92
+19.94,65.46,1017.7,68.94,448.67
+26.15,63.21,1012.31,76.44,441.23
+13.93,38.91,1013.04,73.51,470.39
+12.87,45.51,1015.3,86.67,475.77
+28.29,68.08,1010.77,53.92,430.93
+7.78,39.18,1024.62,85.15,484.65
+21.11,58.12,1015.38,77.78,453.28
+23.97,64.05,1012.23,90.18,447.44
+25.71,66.05,1018.58,66.23,444.35
+24.7,50.23,1016.23,62.03,454.42
+10.32,38.91,1012.11,81.49,479.17
+11.46,39.82,1012.09,86.2,477.99
+10.53,41.26,1007.48,98.74,475.96
+21.91,58.62,1015.95,72.87,450.23
+25.35,65.18,1012.67,70.36,438.17
+22.77,59.92,1009.67,94.09,437.9
+22.28,59.92,1009.36,95.38,437.85
+18.94,47.83,1005.18,78.59,455.19
+6.92,41.26,1011.16,96.2,483.61
+23.07,65.46,1014.07,46.77,446.19
+13.89,43.7,1015.12,64.99,470.88
+14.13,53.82,1016.72,64.85,467.08
+7.4,40.72,1022.56,87.67,484.29
+6.17,36.25,1028.68,90.59,483.77
+10.8,41.62,1012.84,93.84,462.84
+32.77,72.86,1003.6,52.87,433.84
+29.56,70.4,1006.49,82.95,432.85
+31.05,62.7,1009.35,55.27,441.67
+8.85,41.06,1020.99,86.05,486.4
+31.15,69.59,1007.82,64.96,431.37
+28.18,66.56,1005.69,65.67,426.79
+10.24,41.17,1019.73,82.04,479.78
+28.38,72.39,998.93,73.85,432.02
+15.46,44.88,1017.52,93.32,461.2
+19.97,59.14,1016.05,70.58,450.06
+28.36,68.08,1013.34,42.82,434.54
+15.09,44.34,1019.46,60.49,468.8
+10.72,40.81,1016.51,80.26,474.64
+16.37,52.9,1015.14,73.11,461.15
+24.66,57.43,1013.17,71.82,445.41
+26.44,54.2,1012.65,48.02,444.78
+6.3,41.14,1027.45,86.11,481.49
+23.56,49.16,1002.54,69.07,443.02
+8.73,39.42,1025.63,69.87,474.44
+14.49,42.86,1013.94,88.2,468.4
+20.26,50.32,1009.81,93.12,448.4
+13.56,40.8,1024.8,63.6,475.89
+29.01,70.04,1010.02,57.35,430.26
+19.78,54.42,1011.74,89.34,456.84
+19.24,56.89,1014.29,72.97,452.64
+8.36,40.71,1026.34,82.76,487.79
+27.08,66.05,1017.91,59.1,441.16
+9.3,43.14,1010.99,88.12,477.02
+6.29,43.65,1020.68,70.14,485.8
+21.33,60.1,1010.97,78.36,451.95
+14.55,40.73,1018.36,89.12,458.82
+24.54,44.89,1010.05,59.13,445.11
+24.28,71.98,1006.34,90.45,432.47
+23.45,69.04,1010.5,80.77,442.48
+5.62,40.62,1015.81,85.34,483.13
+20.82,57.76,1019.15,72.46,454.62
+6.06,43.65,1014.36,83.94,480.74
+21.24,44.3,1014.34,83.39,444
+18.32,66.86,1012.02,70,454.46
+9.44,40,1015.62,81.16,471.32
+17.36,43.96,1013.02,79.59,466.36
+26.95,70.79,1004.09,75.35,430.07
+21,66.86,1013.06,59.7,451.89
+29.36,78.05,1011.12,64.17,434.29
+14.84,41.23,995.02,88,464.85
+27.21,67.45,1013.83,43.26,436.47
+25.44,75.23,1010.71,66.44,436.67
+30.84,66.75,1017.54,40.69,432.03
+20.55,65.46,1013.87,58.09,448.83
+12.27,49.83,1007.75,92.02,467.1
+24.49,65.59,1011.52,85.12,441.8
+26.65,74.16,1008.27,94.54,431.47
+21.46,58.18,1007.45,95.33,444.12
+27.24,71.25,1000.5,86.28,430.94
+19.86,41.67,1012.31,53.9,462.86
+34.48,74.34,1000.91,42.61,433.94
+25.16,60.23,1011.21,68.31,444.98
+18.93,59.39,1013.92,68.78,450.14
+10.55,41.26,1007.77,99.1,473.6
+21.86,63.09,1016.64,87.94,442.79
+25.57,62.96,1019.92,58.34,444.81
+13.73,50.59,1020.44,85.54,459.6
+14.26,44.47,1028.11,66.81,465.22
+31.28,69.51,1010.09,36.85,429.29
+27.08,66.05,1017.33,54.68,439.47
+11.87,44.6,1018.81,84.68,468.47
+31.92,68.3,1015.58,41.55,430.07
+25.42,75.6,1017.39,77.63,438.24
+26.08,48.6,1003.61,57.8,438.61
+16.88,43.67,1011.43,73.98,463.81
+27.75,69.89,1015.41,73.01,430.33
+27.37,71.06,1008.4,87.52,432.14
+22.74,58.41,1013.92,84.03,447.85
+27.17,73.5,1010.36,73.29,435.22
+18.99,56.65,1020.46,77.16,457.55
+27.19,71.32,1008.97,88.43,437.92
+27.46,67.69,1004.7,70.15,432.64
+16.66,41.16,1007.37,76.82,463.39
+26.39,66.05,1018.24,61.27,442.22
+14.31,42.86,1031.14,69.6,465.36
+12.1,41.58,1014.41,90.22,462.28
+11.56,39.28,1011.27,82.05,477.71
+10.34,41.74,1020.07,79.17,480.84
+20.76,59.21,1017.94,80.84,447.67
+12.09,38.25,1013.61,81.28,469.29
+7.68,38.06,1020.92,83.87,483.8
+22.78,58.96,1013.65,57.06,452.03
+15.42,40.56,1021.23,59.37,469.33
+21.08,46.93,1014.49,63.33,453.87
+7.25,41.14,1024.99,95.85,477.45
+28.25,66.54,1011.02,43.77,439.67
+29.82,43.21,1011.52,63.54,433.31
+14.55,41.7,1018.58,80.8,454.14
+21.88,69.71,1010.28,97.64,444.39
+31.07,70.98,1007.24,72.03,432.96
+23.08,64.44,1014.85,69.95,448.61
+19.95,57.25,1011.08,88.04,453.03
+21.89,63.94,1019.55,55.09,447.74
+30.11,70.8,1008.57,69.25,432.33
+15.1,41.35,1003.84,97.89,466.14
+16.59,43.56,1012.88,59.61,465.03
+14.71,44,1024.98,85.08,462.87
+18.15,41.23,993.82,61.21,456.32
+12.24,34.03,1018.44,69.27,474.18
+7.71,38.06,1021,83.47,482.78
+28.15,72.99,1007.62,70.03,431.83
+25.11,56.89,1013.33,67.31,441.51
+26.82,69.23,1013.28,50.86,436.36
+20.58,54.5,1015.04,89.83,467.76
+25.04,66.48,1004.12,63.01,433.83
+29.56,51.43,1005.87,59.22,437.93
+18.92,44.06,1017.47,68.75,453.72
+14.72,41.23,997.91,82.69,467.11
+22.76,57.5,1014.75,74.38,451.7
+25.74,63.73,1010.88,70.87,441.9
+10.34,37.5,1010.35,95.56,474.08
+14.64,44.92,1025.54,91.12,462.64
+9.41,34.69,1027.02,78.91,480.87
+4.96,45.87,1007.32,98.78,481.88
+32.73,69.88,1007.86,46.95,434.32
+9.11,36.66,1026.47,74.79,480.74
+21.52,46.21,1010.62,67.62,449.08
+19.39,51.43,1011.06,94.35,456.25
+26.99,68.12,1011.45,58.48,436.95
+30.68,71.8,1010.81,61.4,435.4
+31.23,75.08,1004.93,46.19,439.14
+14.24,39.99,1009.3,83.75,466.2
+9.31,43.56,1015.09,79.96,482.55
+16.1,36.71,1013.58,74.41,471.46
+21.33,50.32,1008.58,85.3,442.44
+17.4,43.14,1018.51,75.31,457.59
+10.59,25.36,1009.59,100.16,470.96
+29.42,74.9,1004.11,64.53,434.66
+18.48,50.16,1011.45,99.92,452.06
+26.91,70.47,1007.55,72.59,434.24
+9.59,38.91,1011.87,81.3,479.96
+25.01,68.63,1013.76,43.65,447.12
+22.71,59.43,1005.68,83.52,441.24
+26.55,60.23,1009.88,79.54,438.95
+13.78,42.03,1017.51,84.94,467.6
+28.32,71.64,1004.73,72.71,436.31
+23.49,73.18,1012.4,90.05,437.01
+22.76,49.21,1014.35,48.85,448.73
+24.96,60.84,1018.13,59.51,442.36
+20.31,45.87,1007.89,73.7,449.54
+14.57,44.84,1023.46,87.2,464.58
+27.17,61.02,1011.38,65.32,437.06
+18.96,47.83,1006.15,75.61,454.35
+29.23,68.14,1004.31,81.46,428.87
+16.49,41.93,1022.92,44.98,467.48
+20.08,44.6,1014.91,36.27,461.07
+31.41,64.44,1013.84,49.49,439.3
+12.12,40,1018.72,84.42,462.1
+25.32,54.5,1015.5,68.17,451.52
+20.21,69.94,1009.33,83.96,447.06
+10.67,45,1022.99,85.91,481.83
+22.44,58.16,1017.28,63.68,452.71
+17.81,45,1022.32,43.84,471
+20.85,48.7,1007.11,87.2,449.57
+18.34,62.1,1020.52,78.6,453.01
+29.6,71.14,1011.46,52.69,430.55
+9.68,38.16,1015.54,79.67,475.51
+28.69,73.18,1012.23,68.57,431.36
+24.47,57.85,1013.05,66.34,445.37
+19.6,48.14,1013.18,68.71,456.57
+17.57,62.1,1019.51,86.14,453.3
+26.21,56.85,1011.45,41.37,439.55
+8.68,41.82,1032.83,73.62,478.61
+24.94,62.96,1019.76,58.44,443.48
+20.58,50.78,1008.87,91.18,445.03
+17.79,40.12,1012.74,79.03,459.13
+22.71,48.06,1012.82,67.81,445.1
+25.53,59.57,1010.65,82.04,445.59
+26.7,49.02,1007.68,67.97,438.92
+27.43,63.87,1017.6,43.33,442.71
+30.26,71.77,1006.24,58.98,429.27
+29.08,67.07,1005.73,57.18,435.57
+22.64,62.44,1011.82,75.07,448.13
+23.75,68.51,1013.21,76.01,441.61
+15.6,43.71,1024.88,80.37,463.34
+28.55,66.51,1015.46,34.04,432.59
+29.86,59.57,1011.24,64.02,439.44
+15.63,37.87,1020.4,74.77,465.28
+7.79,42.03,1017.74,91.48,477.26
+30.06,69.14,1007.5,72.48,436.89
+10.12,38.38,1018.22,85.93,477.73
+10.86,44.85,1014.15,88.36,476.87
+26.37,70.79,1005.31,77.3,428.5
+23.05,65.94,1010.99,69.73,442.39
+25.89,48.41,1008.59,65.38,442.12
+22.77,69.84,1005.75,84.26,436.75
+21.5,44.58,1016.87,57.58,460.2
+11.01,40.22,1011.13,83.09,476.69
+13.53,42.86,1014,90.63,471.73
+25.91,75.6,1018.23,62.65,443.2
+13.93,42.86,1032.37,71.11,468.88
+9.96,41.55,1002.59,65.86,475.91
+18.25,60.1,1009.72,90.15,456.25
+22.59,66.54,1005.11,92.62,436.69
+24.99,48.92,1010.03,41.26,443.12
+23.78,58.86,1015.7,62.95,443.79
+10.31,42.49,1009.43,78.36,479.64
+15.25,52.9,1014.86,76.87,463.93
+22.49,61.27,1019.6,57.1,448.51
+14.04,44.21,1021.93,86.12,468.64
+20.65,48.41,1008.38,91.02,447.35
+24.79,75.6,1017.07,68.23,440.05
+19.7,54.42,1011.83,89.86,450.48
+15.48,41.66,1009.55,66.74,467.06
+11.09,41.58,1020.99,91.09,464.81
+27.22,69.04,1008.89,70.62,440.85
+26.64,62.44,1011.81,72.46,438.67
+15.21,35.4,1016.31,58.26,468.18
+31.85,73.21,1000.98,72.2,435.94
+12.54,41.62,1010.86,83.42,461.08
+14.17,42.99,1007.38,78.88,470.68
+11.48,41.14,1027.67,90.5,464.07
+14.87,41.2,1016.27,70.51,467.01
+29.5,72.86,1004.63,52.17,439.43
+25.77,63.31,1012.76,65.98,439.98
+25.99,71.32,1007.17,83.23,432.41
+18.8,44.71,1016.56,31.29,459.85
+21.23,61.5,1008.98,82.14,450.92
+25.09,65.38,1009.99,54.28,453.58
+23.54,70.32,1010.89,80.76,434.45
+13.71,43.41,1015.45,69.26,466.06
+12.6,40.35,1011.89,80.88,475.42
+21.19,52.3,1008.24,79.19,447.06
+25.21,51.43,1006.43,78.55,439.01
+25.87,63.47,1011.54,65.45,445.87
+29.48,73.21,1000.67,79.35,433.53
+11.62,41.54,1019.94,66.43,477.75
+14.57,25.88,1008.92,69.16,464.11
+9.73,41.01,1021.76,97.71,469.11
+24.25,50.78,1008.82,60.55,443.8
+19.44,60.07,1014.8,69.06,452.89
+13.32,44.2,1020.02,78.78,465.57
+30.57,69.82,1009.86,52.94,437.62
+26.88,79.74,1006.54,93.7,434.77
+13.93,40.24,1017.88,88.35,469.25
+28.56,65.27,1013.28,49.95,437.45
+27.26,66.56,1007.83,60.95,434.88
+12.68,41.16,1020.09,83.32,464.93
+17.03,58.49,1011.91,92.16,460.48
+16.66,36.71,1013.68,70.66,466.07
+14.07,42.86,1032.16,71.53,467.47
+12.41,45.87,1004.78,80.02,468.14
+6.06,41.17,1019.67,84.7,489.62
+7.79,41.16,1023.17,97.11,471.82
+26.8,72.58,1009.22,89.03,431.18
+14.68,58.2,1018.5,83.3,458.51
+27.3,56.85,1011.66,36.09,440.01
+8.99,36.3,1027.08,73.98,478.95
+21.39,51.3,1013.39,89.05,452.7
+27.37,76.2,1006.03,67.07,435.64
+25.02,50.78,1008.79,63.06,444.7
+6.8,41.16,1023.17,95.4,477.8
+11.01,40.05,1015.46,89.22,474.2
+27.91,64.79,1017.7,48.29,440.53
+16.52,42.24,1017.51,67.65,469.13
+29.23,69.59,1009,71.41,437.95
+25.91,68.08,1010.92,74.25,432.07
+15.55,40.66,1016.21,88.5,457.53
+32.67,67.83,1007.81,42.16,425.75
+11.1,40.92,1021.98,94.14,462.07
+21.89,45.38,1014.42,68.95,459.45
+32.48,69.75,1009.05,40.47,438.17
+9.99,43.52,1022.95,99.67,473.64
+18.87,62.96,1020.55,82.87,455.22
+20.77,52.05,1012.22,45.61,455.02
+6.61,38.68,1017.5,63.88,483.88
+31.53,70.94,1007.11,50.04,431.84
+12.93,43.13,1014.91,55.7,474.88
+12.38,43.52,1022.98,100,467.55
+32.2,69.68,1012.12,42.47,437.35
+7.65,40.67,1020.14,72.37,491.1
+15.51,36.71,1014.05,72.92,465.85
+13.26,41.74,1021.89,63.32,473.44
+21.16,78.11,1006.73,78.11,435.71
+21.61,64.63,1020.86,69.73,451.02
+13.95,41.49,1019.95,86.46,465.24
+27.97,68.31,1010.64,55.91,443.34
+26.63,64.44,1012.66,61.19,442
+24.2,63.21,1012.25,79.86,449.03
+8.23,43.79,1016.11,82.11,484.67
+21.06,62.91,1011.92,75.52,455.22
+16.02,44.9,1009.3,82.62,455.48
+23.15,66.48,1003.71,76,435.62
+24.44,69.13,1011.1,87.62,434.34
+26.19,49.3,1003.69,65.88,440.13
+20.09,63.94,1020.82,74.16,449.47
+26.71,70.4,1007.59,82.63,432.64
+10.63,37.5,1008.93,98.14,474.81
+26.14,71.98,1005.98,82.45,428.91
+25.9,59.54,1007.3,78.38,439.36
+15.93,52.75,1024.57,58.71,457.92
+13.09,43.02,1013.17,46.73,470.14
+21.47,60.77,1018.06,85.73,444.02
+13.57,42.99,1007.51,88.95,472.04
+22.32,64.27,1014.35,82.98,446.62
+22.08,41.54,1014.21,73.73,458.74
+32.13,74.34,1003.34,56.39,436.3
+18.32,42.28,1007.86,45.62,460.27
+10.18,35.76,1019.71,66.7,473.31
+23.07,69.23,1011.78,76.06,437.08
+15.16,50.88,1013.88,100.11,460.03
+12.24,41.2,1012.48,89.85,473.22
+31.04,68.31,1010.54,42.74,441.56
+32.34,74.99,1002.77,42.83,433.07
+13.97,45.01,1017.44,89.15,461.96
+26.24,51.43,1011.32,59.52,447.91
+13.82,41.62,1011.48,77.66,454.88
+9.55,39.66,1018.8,74.88,480.74
+16.9,54.3,1017.97,60.57,460.57
+24.47,58.05,1011.27,71.7,446.93
+11.6,40.69,1015.51,86.55,474.99
+21.47,65.61,1015.92,76.22,447.42
+4.15,39.9,1007.62,95.69,489.8
+26.45,71.37,1008,77.06,438.36
+33.6,77.17,1009.01,47.53,430.32
+16.2,38.73,1002.14,75.03,467.89
+23.73,63.94,1010.7,87.1,441.78
+27.45,66.25,1009.3,77.58,437.37
+33.42,68.51,1011.91,45.83,427.66
+28.91,70.72,1009.7,67.5,439.94
+26.51,67.25,1017.85,64.17,435.52
+5.66,40,1022.08,93.03,475.54
+17.99,50.59,1015.9,77.28,462.2
+10.77,41.46,1021.42,87.18,479.22
+10.03,41.79,1020.35,66.42,475.42
+8.69,40.81,1026.19,86.25,484.55
+17.67,43.96,1011.68,82.13,466.31
+9.98,41.01,1017.83,98.07,466.05
+31.87,70.94,1006.94,50.78,429.41
+15.74,43.34,1013.38,81.45,463.24
+22.49,62.96,1020.21,78.99,447.48
+32.21,70.94,1006.76,47.56,430.06
+25.4,69.59,1008.58,82.22,432.58
+10.87,42.02,1002.08,95.22,472.63
+23.55,51.95,1006,76.46,449.54
+27.29,67.32,1013.92,33.41,437.26
+19.36,68.61,1010.85,94.87,454.5
+10.2,41.01,1021.39,96.64,468.27
+11.03,44.78,1013.16,83.85,470.17
+8.97,44.03,1013.16,80.39,474.61
+8.48,36.18,1013.31,75.15,480.63
+26.56,56.57,1013.73,63.9,442.74
+30.65,71.06,1008.61,76.76,432.08
+6.44,39.33,1011.8,93.5,490.57
+21.6,43.43,1010.28,61.87,446.4
+19.46,42.04,1011.3,60.45,466.24
+12.19,40.05,1014.65,85.1,472.68
+23.92,63.21,1012.52,86.51,445.26
+27.11,66.49,1013.71,39.28,435.79
+23.73,61.02,1009.71,78.7,442.22
+28.36,60.23,1010.05,53.03,441.08
+24.38,60.84,1017.85,62.23,440.85
+23.07,57.17,1009.84,76.8,444.08
+15.07,50.88,1014.33,100.12,464.37
+29.58,66.51,1015.57,32.95,435.47
+25.39,70.36,1006.76,73.62,436.5
+14.79,47.83,1007.27,92.04,463.22
+10.61,40.77,1022.09,83.62,471.26
+19.12,44.85,1014.66,43.66,463.71
+20.23,69.45,1013,89.79,445.82
+29.03,43.21,1011.83,65.23,434.11
+15.72,43.02,1011.98,45.74,466.33
+20.72,68.61,1011.25,87.1,447.89
+17.54,58.49,1012.35,91.56,453.02
+27.71,72.99,1007.18,72.68,433.01
+6.4,41.17,1019.54,85.37,488.82
+24.49,65.06,1014.07,63.32,441.4
+15.98,44.68,1018.48,85.94,462.77
+28.85,71.32,1009.09,76.9,435.13
+21.23,57.32,1010.99,75.17,443.87
+27.78,73.56,1007.05,95.32,436.5
+25.27,69.89,1015.21,79.33,436.33
+30.46,66.75,1017.81,54.48,432.45
+26.13,47.93,1002.81,66.19,441.28
+25.95,59.14,1016.42,67.03,438.46
+13.66,40.55,1005.46,96.02,467.7
+17.79,45.01,1015.71,67.13,454.4
+20.1,59.87,1018.97,87.23,444.71
+23.21,62.44,1011.78,76.66,442.47
+29.23,66.51,1011.11,53.12,439.61
+20.16,60.1,1011.24,86.23,453.36
+24.21,71.77,1004.52,84.96,433.42
+26.13,57.32,1012.27,45.78,441.6
+19.07,49.69,1007.22,76.79,453.09
+9.68,41.06,1022.75,87.44,476.67
+16.18,43.99,1021.97,80.96,460.81
+11.57,39.72,1002.26,78.69,474.72
+23.24,68.31,1009.71,80.8,440.78
+5.02,40.64,1021.2,93.27,485.28
+22.27,50.05,1007.1,89.34,442.24
+34.51,73.03,1013.73,39.42,439.8
+2.71,39.42,1026.66,81.11,489.3
+12.93,36.71,1013.22,83.44,472.42
+28.75,57.55,1004.77,57.55,435.33
+10.03,42.02,998.6,99.9,471.07
+13.33,39.39,1013.93,84.74,471.23
+23.29,49.3,1003.88,74.12,442.11
+9.43,41.4,1028.81,85.83,475.8
+24.97,59.87,1018.7,59.94,443.7
+8.95,38.56,1017.85,64.34,475.43
+10.59,37.5,1013.14,81.56,471.38
+29.33,64.84,1010.76,53.32,443.15
+11.42,41.54,1020.21,71.57,477.5
+27.66,69.75,1009.71,84.27,439.18
+13.45,45.87,1008.73,87.06,464.88
+27.76,65.59,1010.8,67.29,439.03
+23.96,58.33,1013.37,59.97,446.01
+13.04,45.09,1013,87.68,467.44
+8.91,40.69,1015.11,89.65,481.59
+24.22,49.82,1014.61,66.82,452.2
+29.71,71.85,1008.81,70.86,428.49
+21.96,69.94,1011.09,80.27,441.15
+26.85,66.86,1006.78,69.4,438.26
+22.91,68.63,1014.92,55.82,448.01
+28.37,63.31,1013.18,49.02,437.64
+9.04,40.11,1023.3,76.32,473.57
+28.23,62.26,1010.88,60.86,435.76
+28.84,74.9,1004.38,66.86,436.42
+31.25,73.5,1010.81,45.2,432.25
+13.04,40.69,1015.96,82.37,473.49
+17.48,52.9,1020.03,76.47,458.34
+26.78,73.06,1007.99,90.47,433.25
+20.51,68.08,1012.73,78.05,445.96
+19.8,67.71,1005.58,69.65,446.03
+14.39,42.77,1017.36,83.28,463.65
+26.35,59.87,1013.24,73.63,447.26
+7.87,43.02,1014.67,83.58,485.61
+27.56,65.59,1010.88,66.47,439.64
+33.76,68.51,1011.33,38.35,429.83
+23.74,62.96,1019.65,63.39,449.48
+16.68,53.16,1014.32,78.02,456.29
+13.58,39.28,1016.17,79.17,472.17
+21.99,42.48,1011.77,74.04,456.65
+23.68,59.27,1010.75,83.82,440.44
+16.73,54.3,1017.96,59.44,460.54
+11.12,44.92,1025.58,93.52,470.82
+10.45,39.61,1020.23,73.39,477.41
+6.38,40.07,1018.53,60.2,492.96
+5.19,40.78,1025.24,95.07,482.46
+14.66,47.83,1006.15,91.98,461.46
+23.49,49.3,1003.35,77.96,442.76
+24.31,65.34,1013.82,63.85,449.88
+16.57,41.79,1005.82,72.25,452.84
+14.43,44.84,1024.34,84,467.45
+15.34,71.14,1019.79,77.56,457.1
+9.75,52.72,1026.03,78.53,473.41
+26.05,58.59,1012.32,49.83,452.41
+10.5,40.8,1024.06,76.05,482.85
+9.87,42.74,1024.61,87.74,470.9
+24.31,65.94,1011.5,61.61,442.69
+24.67,58.05,1011.31,69.95,444.57
+24.18,66.48,1004,64.86,434.5
+27.53,67.83,1009.4,53.73,429.05
+15.21,52.75,1024.32,61.11,458.84
+31.16,64.96,1001.71,44.85,425.82
+20.15,65.59,1014.62,79.39,449.84
+17.51,58.86,1016.78,83.63,453.2
+25.56,60.32,1016.28,59.84,445.01
+8.51,40.81,1015.54,83.16,481.02
+8.96,40.05,1015.91,89.4,467.24
+27.14,71.32,1007.8,87.99,431.96
+29.23,75.6,1017.72,52.26,438.92
+28.97,64.44,1014.55,54.67,438.08
+5.21,41.31,1003.51,91.23,486.46
+13.69,40.1,1014.38,83.57,470.76
+18.34,45.64,1019.05,82.53,460.58
+24.01,42.48,1011.39,55.1,453.12
+25.54,69.13,1001.64,90.98,428.74
+25.5,63.56,1013.85,64.69,442.28
+29.07,72.51,1009.24,58.38,439.8
+14.38,40.71,1023.46,66.12,473.41
+25.89,66.49,1013.08,63.16,434.67
+22.66,63.73,1013.24,83.95,444.41
+17.29,52.72,1024.71,62.32,467.23
+13.43,50.59,1020.38,86.3,469.33
+13.94,44.84,1023.69,95.3,468.06
+24.31,66.49,1011.38,54.35,440.79
+28.45,52.84,1006.18,43.16,439.86
+11.67,37.73,1021.2,68.88,473.54
+26.09,49.3,1003.79,66.19,439.82
+27.66,59.21,1013.12,51.58,438.57
+8.01,40.46,1019.42,76.15,475.42
+24.22,56.89,1013.81,70.02,440.79
+14.77,58.2,1018.78,83.83,460.54
+22.73,43.79,1015.61,42.66,460.2
+8.95,43.13,1017.56,94.85,479.14
+16.8,56.03,1020.65,85.26,461.96
+21.8,51.3,1012.07,89.51,450.25
+25.28,49.5,1013.95,52.79,454.01
+23.19,67.07,1005.67,65.19,442.45
+19.27,50.12,1007.61,100.11,447.63
+25.87,44.57,1007.43,55.92,445.79
+14.27,44.34,1018.95,71.44,470.98
+15.66,41.7,1018,77,452.58
+30.16,73.17,1010.74,58.99,434.43
+13.42,40.35,1011.2,77,472.57
+22.49,61.47,1009.14,90.23,437.01
+27.2,59.74,1011.99,56.74,440.13
+27.08,62.91,1011.9,62.58,442.91
+23.5,50.78,1008.7,57.7,445.09
+12.88,38.53,1010.95,87.16,466.92
+30.05,69.34,1008.26,61.5,436.82
+24.76,63.07,1012.73,70.39,443.04
+21.51,65.48,1017.11,72.99,448.65
+25.05,58.59,1013.37,66.14,442.93
+30.81,71.97,1008.36,75,430.53
+7.57,37.49,1009.73,83.07,481.98
+25.23,58.82,1010.9,70.47,442.64
+10.93,39.16,1016.54,90.56,479.83
+25.08,58.49,1011.1,64.47,446.9
+13.44,41.14,1026.41,77.26,461.44
+16.05,41.96,1011.82,96.05,463.72
+18.49,41.1,1001.9,59.99,460.76
+20.85,56.89,1013.15,68.22,450.07
+15.72,56.89,1013.35,85.06,456.33
+12.93,38.73,1006.41,89.24,471.3
+10.15,39.22,1020.09,68.75,474.87
+26.12,68.94,1007.12,67.08,434.11
+15.97,45.01,1016.58,83.24,456.91
+25.6,71.73,1010.15,68.99,436.7
+27.77,63.87,1017.97,38.77,444.06
+15.63,40.56,1018.68,59.44,472.15
+9.44,44.03,1009.59,86.27,473.61
+30.63,53.3,1004.91,53.3,430.27
+17.68,39.08,1002.77,74.24,454.18
+23.16,57.76,1017.74,63.79,451.79
+27.52,69.68,1011.67,56.94,444.83
+7.97,39.04,1018.51,65.17,483.3
+17.62,43.52,1021.01,71.52,457.45
+25.8,44.57,1008,52.56,450.48
+22.33,70.79,1006.02,93.35,436.74
+28.94,68.67,1005.39,75.24,434.65
+26.72,67.79,1010.35,63.31,444.68
+27.58,66.48,1004.82,51.23,435.34
+26.94,73.21,1002.83,91.25,431.19
+17.74,49.78,1004.9,100.09,450.44
+11.91,40.69,1014.41,83.71,476.71
+7.46,39.81,1018.62,86.73,484.13
+18.34,50.59,1018.42,83.95,457.17
+25.18,69.23,1013.26,57.45,438.72
+25.71,71.64,1008.85,77.31,438.16
+24.48,66.25,1009.42,88.17,441.07
+8.87,41.16,1023.17,94.13,472.45
+23.51,70.04,1011.02,81.39,435.78
+13.3,37.9,997.41,91.51,465.61
+11.69,39.22,1017.05,55.51,472.76
+25.06,78.92,1010.74,90.7,434.55
+20.6,59.15,1013.32,91.07,443.76
+25.79,59.43,1008.61,64.3,435.51
+10.29,40.56,1017.28,69.13,481.7
+26.06,58.59,1012.41,55.22,451.47
+25.8,71.58,1010.08,85.14,435.2
+31.14,67.32,1013.93,38.37,436.64
+22.01,49.39,1019.6,75.8,451.84
+26.05,65.38,1009.43,52.1,449.82
+17.82,56.89,1014.24,77.73,453.83
+20.76,69.05,1001.89,77.86,442.82
+11.64,40.22,1010.58,80.84,477.52
+16.33,42.44,1013.98,84.9,462.44
+10.23,42.32,1017.53,89.93,473.59
+23.35,47.01,1015.03,73.9,456.3
+7.7,40.35,1011.72,92.88,484.57
+22.06,59.39,1015.26,85.04,441.31
+17.14,40.55,1000.05,71.41,461.21
+27.75,66.51,1015.42,39,433.08
+14.58,42.99,1007.55,93.56,468.43
+10.86,37.5,1013.36,75.56,473.75
+7.87,42.85,1012.18,94.21,480.54
+30.96,64.44,1013.63,49.64,437.61
+19.55,42.04,1009.99,67.87,466.4
+20.26,51.19,1008.9,93.47,448.1
+11.61,40.81,1025.68,72.08,473.08
+21.92,64.63,1020.42,65.22,452.49
+14.22,45.01,1014.17,70.14,464.06
+29.77,69.98,1013.32,69.6,430.65
+25.96,63.77,1013.24,65.43,445.26
+27.78,77.17,1009.11,86.54,430.33
+22.49,56.9,1007.65,63.34,449.64
+30.34,75.08,1005.32,52.97,437.26
+23.78,49.3,1003.3,76.56,439.83
+9.06,40.02,1031.16,82.04,478.01
+27.51,49.3,1003.74,61.27,437.09
+30.76,59.57,1010.66,61.76,439.32
+13.86,37.85,1011.4,89.7,469.94
+30.98,67.48,1009.96,58.92,439.39
+31.01,69.04,1009.14,52.81,442.07
+16.58,45.87,1009.66,97.59,457.8
+26.01,61.47,1009.54,75.01,435.78
+32.42,65.74,1010.97,52.73,439.01
+27.96,49.16,1004.8,35.64,442.49
+22.73,63.73,1009.12,94.8,441.75
+15.65,39.59,1012.8,87.63,461.94
+18.22,49.25,1020.33,61.87,454.66
+23.05,62.52,1016.5,65.65,449.98
+22.95,70.98,1005.36,93.76,438.83
+24.34,59.54,1004.01,87.07,440.63
+17.44,44.88,1018.05,68.35,465.72
+22.69,59.44,1012.97,83.47,446.43
+21.31,50.78,1008.68,85.28,445.17
+26.46,61.41,1012.41,56.58,448.83
+26.06,65.34,1014.07,57.63,444.55
+12.24,40.66,1017.4,96.22,464.7
+3.95,35.47,1017.36,84.88,488.64
+31.74,67.32,1013.69,36.59,436.17
+27.01,43.21,1011.71,77.84,434.09
+28.73,68.3,1016.53,55.73,434.15
+24.34,50.16,1004.78,74,445.33
+13,39.85,1012.57,61.56,477.71
+18.62,65.48,1018.45,73.39,451.94
+31.16,67.45,1014.69,32.25,428.35
+21.75,60.27,1018.55,87.81,444.19
+28.71,70.32,1011.78,76.53,435.95
+23.7,70.04,1011.13,84.16,436.28
+14.41,42.77,1019.84,82.54,465.89
+23.83,64.15,1020.93,63.86,447.95
+29.3,73.67,1005.64,65.31,431.07
+23.38,48.78,1019.03,78.69,446.18
+19.95,50.66,1013.21,81.98,458.72
+9.68,40.22,1007.6,89.97,479.56
+30.27,70.32,1007.93,51.61,430.22
+25.82,66.49,1013.2,60.32,434.35
+24.54,57.85,1013.02,65.61,444.93
+19.82,46.63,1013.17,87.1,456.36
+24.9,71.77,1006.24,85.25,427.77
+18.83,58.46,1016.85,87.16,449.63
+22.99,62.96,1019.6,65.05,449.4
+14.28,37.2,1013.96,82.71,467.44
+24.2,60.77,1016.92,71.65,439.13
+22.91,61.86,1012.8,92.69,441.24
+14.16,44.58,1020.75,77.42,473.22
+21.46,50.59,1016.75,67.14,453.67
+25.95,65.61,1014.36,52.54,443.88
+10.36,43.67,1012.16,77.04,478.27
+27,73.42,1012.2,87.28,432.79
+8.14,39.96,1023.41,88.86,477.05
+20.86,67.25,1017.45,81.45,444.5
+25.82,57.19,1007.99,62.95,440.8
+27.25,69.98,1008.55,59.55,431.44
+10.11,42.49,1010.22,82.11,483.56
+23.99,58.62,1016.91,66.36,449.4
+21.55,44.58,1017.2,46.64,464.44
+13.18,40.73,1017.62,94.4,465.96
+9.26,44.68,1023.22,91.44,478.82
+26.3,59.07,1007.84,78.32,441.94
+10.18,43.5,1022.84,88.7,476.91
+22.84,71.25,1001.9,96.45,433.85
+20.36,60.1,1011.21,84.79,454.25
+10.33,40,1021.35,90.84,479.32
+20.46,66.05,1014.93,78.51,454.06
+26,69.89,1015.12,73.06,433.5
+13.16,40.71,1021.99,77.91,475.87
+21.39,52.3,1009.52,88.67,447.77
+14.82,44.2,1018.98,72.8,465.73
+14.38,40.73,1017.48,90.64,462.98
+9.27,38.56,1017.69,62.49,475.42
+26.58,62.39,1006.36,68.98,438.66
+13.85,48.06,1011.13,75.2,462.39
+24.58,56.9,1007.08,68.24,437.16
+20.57,60.1,1011.16,83.45,451.88
+18.26,60.95,1016.94,78.91,457.03
+20.45,48.41,1010.81,86.7,444.69
+22.25,51.86,1013.08,83.64,451.04
+19.82,57.85,1011.58,97.23,447.36
+19.93,62.1,1019.94,76.41,450.57
+28.97,73.5,1010.47,48.24,435.22
+23.53,72.24,1010.84,94.33,436.69
+4.47,35.19,1018.78,92.68,487.43
+16.27,58.2,1018.47,80.03,453.66
+22.32,69.48,1011.1,77.86,439.49
+35.77,73.56,1006.36,36.31,430.14
+14.42,48.92,1011.76,76.03,461.14
+31.2,68.24,1005.71,34.84,428.67
+29.16,55.68,1004.84,55.68,435.04
+19.34,64.79,1018.03,84.77,454.59
+25.31,65.48,1018.31,55.57,439.72
+11.66,44.6,1018.39,89.98,471.3
+17.16,58.86,1016.4,86.39,453.76
+22.11,59.44,1012.82,84.67,448.15
+23.35,59.92,1009.86,88.6,439.82
+17.67,43.7,1015.26,58.76,465.06
+24.11,68.3,1017.33,79.16,432.62
+9.03,37.14,1012.79,76.27,478.95
+20.2,50.9,1011.72,77.63,454.09
+10.95,39.22,1015.69,62.3,474.07
+6.92,39.61,1018.64,82.27,483.83
+23.36,56.89,1014.23,78.34,440.51
+16.63,39.16,1005.85,72.02,460.29
+15.36,40.89,1007.59,86.08,464.12
+9.15,39.61,1018.69,84.47,475.64
+28.61,68.12,1011.71,47.57,432.94
+12.45,40.1,1015.4,82.61,473.63
+29.25,69.98,1010.74,57.42,430.45
+25.24,63.47,1011.3,66.21,442.75
+11.98,44.6,1018.59,86.71,470.02
+12.62,34.03,1019.06,74.78,471.55
+24.14,69.23,1012.4,73.26,433.92
+24.3,69.23,1013.17,59.91,440.56
+22.49,62.52,1016.57,63.69,451.87
+28.77,75.23,1010.01,59,437.93
+7.21,42.03,1017.81,90.12,482.26
+24.13,48.98,1014.74,40.13,460.38
+28.14,65.34,1014.44,46.17,443.11
+28.04,69.14,1007.16,80.38,436.37
+21.18,70.02,1010.27,96.46,442.51
+6.84,39.4,1011.9,93.75,484.09
+26.92,64.69,1006.66,76.14,437.62
+33.83,67.9,1005.94,29.86,428.12
+11.81,40.75,1016.13,84.14,477.22
+10.28,41.46,1018.44,85.23,479.66
+6.72,38.91,1016.89,90.47,485.89
+10.02,38.18,1017.43,68.4,476.83
+8.64,39.69,1001.57,98.27,473.55
+20.45,58.96,1014.53,65.36,454.26
+20.01,45.09,1014.21,38.19,453.96
+31.61,69.04,1008.11,47.96,439.19
+14.69,53.82,1016.54,63.49,463.52
+26.89,49.16,1003.84,41.22,442.39
+24.41,73.67,1007.39,86.92,435.56
+16.36,53.82,1015.05,71.95,461.62
+14.08,41.93,1023.02,59.41,475.15
+17.32,44.34,1019.52,56.24,468.8
+10.38,40.71,1025.27,80.87,481.3
+11.6,40.27,1008.55,72.12,473.89
+19.54,54.9,1017.15,70.37,455.86
+17.5,42.23,1013.37,86.87,462.57
+6.04,41.14,1027.8,86.4,480.39
+7.28,39.81,1017.61,87.56,483
+23.45,69.05,1003.03,66.41,440.24
+16.75,36.99,1006.42,87.18,464.18
+24.01,60.84,1018.83,63.82,436.32
+26.67,70.94,1007.7,56.56,439.13
+11.57,44.63,1020.7,91.11,469.64
+27.33,66.17,1011.06,64.55,443.89
+14.51,44.84,1023.23,82.33,465.09
+18.1,48.06,1015.47,82.47,454.04
+33.58,77.54,1010.19,53.49,433.75
+30.04,64.44,1014.46,52.19,437.95
+23.91,50.23,1017.25,68.57,455.41
+15.27,39.54,1010.64,81.91,464.49
+13.41,49.83,1008.83,87.14,466.38
+29.95,67.25,1017.68,51.91,433.13
+27,71.25,1002.66,70.59,437.22
+24.56,58.82,1011.42,72.47,442.76
+18.84,61.27,1019.64,71.95,454.47
+22.7,61.41,1012.08,78.08,449.75
+23.21,74.22,1009.68,88.46,440.46
+14.54,41.17,1015.15,67.78,470.19
+26.45,74.33,1013.81,61.7,433.16
+1.81,39.42,1026.92,76.97,490.55
+22.95,66.54,1004.53,88.06,434.41
+8.88,36.3,1015.27,56.96,478.7
+13.44,39.64,1013.23,73.43,474.79
+8.83,36.25,1028.86,85.6,478.45
+15.57,38.78,1013.51,95.38,463.47
+16.69,43.52,1021.78,80.87,460.51
+22.53,60.95,1015.12,75.1,449.43
+18.55,52.84,1004.45,86.82,450.23
+22.81,58.96,1013.5,55.66,452.89
+30.13,71.98,1004.95,63.62,431
+14.04,40.83,1008.98,82.04,469.75
+12.14,48.04,1011.8,100.13,465.08
+25.18,56.89,1012.26,64.46,442.42
+7.82,41.16,1023.3,87.7,475.66
+22.2,59.21,1017.87,73.34,445.29
+26.42,59.39,1013.95,66.03,438.54
+9.29,39.04,1022.72,74.29,482.55
+29.31,68.67,1006.18,63.38,435.57
+19.24,58.33,1013.65,85.47,449.26
+27.22,66.49,1013.45,42.41,437.24
+10.09,41.01,1019.89,96.55,471.15
+30.47,68.24,1009.55,64.98,427.94
+24.85,70.47,1006.64,85.37,434.47
+17.75,55.5,1020.15,81.26,459.43
+26.09,60.23,1010.74,60.88,445.88
+12.21,44.34,1017.98,86.17,475.06
+21.5,50.32,1008.65,81.68,442.71
+9.18,42.44,1014.52,98.04,480.49
+24.66,66.49,1010.83,70.06,438.01
+18.56,67.71,1004.77,85.28,444.9
+25.14,73.67,1006.94,88.51,430.89
+12.08,49.83,1008.21,96.01,467.54
+18.88,62.96,1020.62,82.01,456.18
+26.59,60.96,1011.9,52.41,439.77
+10.42,41.46,1021.04,89.16,479.24
+13.03,39.35,1015.34,79.18,474.02
+29.43,66.75,1017.63,42.72,434.6
+27.86,61.5,1009.23,46.19,439.49
+24.73,48.6,1004.03,63.37,439.99
+20.74,58.12,1015.43,77.88,449.91
+9.41,40.43,1025.68,79.49,492.88
+19.33,58.96,1014.88,67.86,456.54
+25.04,70.47,1006.82,84.75,433.1
+19.35,43.43,1009.4,66.11,454.02
+14.72,39,1016.42,76.42,464.93
+26.88,74.78,1010.42,64.81,440.84
+20.72,44.57,1008.96,72.57,449.76
+9,39.18,1024.38,84.91,483.26
+25.45,75.23,1011.41,73.33,441.65
+13.23,52.72,1026.4,75.78,465.26
+30.88,69.51,1011.48,46.58,433.14
+23.32,66.48,1003.92,72.25,436.26
+25.15,68.61,1011.03,53.59,447.91
+19.67,60.77,1017.33,88.13,444.87
+6.92,43.13,1018.26,89.23,486.36
+14.74,43.71,1024.35,81.53,465.49
+22.7,59.92,1011.05,90.84,436.7
+13.85,41.39,1018.62,75.55,471.45
+31.59,43.5,1005.12,43.5,429.96
+17.27,40.55,1000.89,70.66,461.31
+27.49,71.94,1006.62,73.35,435.29
+26.71,70.72,1010.3,78.18,438.72
+23.25,59.87,1018.69,66.4,444.23
+30.13,68.94,1005.88,40.71,441.78
+26.53,60.07,1016.55,54.79,438.54
+12.02,43.69,1016.12,74.07,477.74
+13.77,42.86,1030.72,77.3,471.38
+26.97,67.32,1014.35,55.07,439.61
+25.76,73.5,1011.44,81.36,437
+14.43,35.85,1021.99,78.25,464.6
+21.03,70.02,1010.21,95.69,444.53
+24.45,70.02,1010.75,71.37,445.8
+15.43,41.1,1005.2,85.06,467.21
+17.48,46.21,1014.02,80.78,455.35
+23.96,65.34,1015.52,56.82,449.23
+25.77,71.37,1008.88,78.96,433.45
+25.52,61.25,1012.84,75.98,435.48
+14.52,40.35,1011.11,69.84,470.8
+24.8,68.3,1018.01,80.41,436.17
+30.8,73.17,1010.51,51.93,432.24
+7.9,40,1018.74,79.55,474.5
+10.25,41.46,1020.65,87.07,481.94
+30.97,74.22,1007.93,49.74,431.58
+10.7,44.77,1017.8,82.37,484.94
+32.83,74.33,1011.44,50.42,427.36
+11.35,40.66,1016.86,96.4,466.55
+21.28,44.05,1005.69,83.2,444.56
+12.9,44.63,1020.72,89.51,467.41
+16.47,44.89,1010.04,82.01,459.69
+31.18,77.95,1014.89,65.62,431.58
+21.92,48.14,1013.44,67.8,449.65
+9.46,36.66,1026.22,72.58,479.06
+7.29,39.37,1019.24,73.46,478.19
+24.05,61.87,1009.64,54.54,442.16
+11.75,41.2,1012.7,89.86,475.35
+28.82,71.8,1010.97,67.64,436.71
+5.3,35.19,1019.33,93.86,484.42
+14.17,41.67,1013.4,72.77,471.42
+21.63,60.84,1018.16,77.53,445.93
+12.62,40.92,1021.85,81.41,465.68
+6.94,38.91,1018.94,90.64,485.12
+24.73,65.34,1015.42,52.8,446.92
+14.94,41.35,1004.82,98.04,466.73
+16.88,38.58,1014.72,73.99,462.7
+10.7,36.18,1018.16,63.15,475.08
+25.21,50.23,1016,56.58,454.64
+12.51,41.14,1027.36,87.86,463.79
+30.7,74.22,1008.12,50.39,432.51
+24.61,69.68,1012.06,92.47,438.51
+22.4,58.12,1015.24,78.03,449.13
+5.98,38.91,1016.5,91.83,488.85
+20.06,62.1,1020.21,72.21,451.81
+12.7,39.72,1017.89,62.97,467.77
+11.42,40.43,1025.5,75.85,490.02
+24.23,49.3,1003.61,74.44,440.65
+29.91,70.02,1010.18,64.1,437.63
+22.87,71.29,1008.1,73.1,442.27
+23.79,58.59,1013.94,72.5,443.19
+17.4,44.58,1018.9,60.58,468.01
+27.21,64.05,1010.08,76.69,442.37
+10.23,41.46,1018.89,83.06,479.48
+26.54,69.48,1010.7,66.09,432.56
+32.46,74.33,1012.61,37.07,427.87
+21.31,42.8,1014.1,75.77,459.84
+13.4,40.89,1010.67,91.66,472.36
+31.87,68.67,1005.64,48.85,435.66
+26.05,73.88,1005.67,82.08,439.96
+24.4,69.94,1005.75,58.1,438.76
+11.88,41.58,1016.56,90.18,465.47
+11.3,40.55,1005.97,97.99,476.72
+16.83,46.48,1007.21,87.23,455.64
+19.72,46.21,1010.54,77.74,449.33
+30.74,69.59,1008.69,68.04,437.81
+6.9,40.71,1021.78,94.8,471.43
+7.7,40.72,1022.81,81.97,482.79
+19.18,65.06,1015.99,77.06,448.26
+24.26,68.14,1005.09,59.49,438.79
+5.66,40.62,1015.87,84.97,485.18
+14.97,58.2,1019.52,81.13,458.68
+14.96,39.31,1010.52,71.28,461.97
+13.9,44,1025.1,87.17,466.24
+22.97,42.48,1012.84,64.71,466.7
+32.91,73.56,1007.02,55.03,434.03
+26.56,65.59,1012.6,64.25,443.66
+14.76,49.64,1026.31,75.67,461.16
+12.5,41.38,1021.87,57.59,474.4
+5.89,35.77,1019.78,79.58,479.86
+25.11,58.79,1015.99,60.55,442.34
+16.73,45,1023.44,60.68,467.08
+6.93,41.14,1027.18,84.67,479.06
+24.01,63.56,1014.19,64.31,444.1
+10.33,40.62,1017.41,64.22,473.16
+10.04,39.13,1011.26,88.91,474.61
+7.73,37.8,1020.71,63.93,483.94
+30.24,73.9,1006.74,56.39,441.31
+10.35,39.82,1013.33,94.78,477.14
+23.19,58.82,1009.96,81.05,446.44
+24.55,67.07,1005.66,63.58,443.39
+29.01,66.44,1011.21,71.56,430.61
+12.04,42.34,1019.72,94.67,465.36
+29.85,61.85,1005.45,61.85,436.46
+22.19,60.37,1008.45,92.43,440.75
+10.02,39.82,1012.86,89.47,482.47
+28.09,63.31,1013.01,52.6,438.6
+22.36,51.43,1007.47,87.33,442.53
+30.7,69.59,1008.03,66.78,433.4
+7.06,41.38,1021.94,83.55,487.71
+14.07,45.09,1013.32,94.45,462.69
+10.58,39.61,1020.39,71.69,477.18
+20.59,59.8,1015.27,77.94,453.83
+22.06,47.43,1009.85,76.85,453.5
+31.61,75.08,1004.83,42.29,436.67
+19.98,56.53,1020.22,73.53,454.89
+11.02,40,1015.75,74.83,468.09
+8.34,40.72,1023.62,83.75,483.14
+14.69,35.71,1015.78,57.34,467.39
+14.84,42.03,1017.47,79.27,466.2
+7.67,35.77,1017.55,60.97,480.06
+16.76,43.77,1012.25,77.95,457
+18.21,49.69,1013.54,80.16,454.25
+7.85,37.8,1020.9,59.19,478.68
+17.81,37.2,1011.98,67.27,470.97
+9.23,37.36,1015.01,67.38,481.08
+30.2,71.85,1008.25,59.1,425.21
+28.86,73.18,1012.46,68.8,427.01
+26.05,46.21,1011.31,55.25,450.86
+17.46,42.42,1008.97,69.19,469.63
+25.65,43.77,1011.65,46.18,444.01
+26.81,74.9,1003.99,79.88,435.56
+10.3,41.79,1021.09,49.39,471.58
+30.07,70.04,1010.84,55.74,426.35
+16.25,58.86,1015.94,86.52,456.49
+31.09,74.22,1007.56,46.36,430.3
+9.06,41.92,1029.9,90.88,473.37
+21.4,47.93,1005.16,88.44,445.2
+7.68,42.85,1012.51,91.51,479.16
+30.26,77.24,1008.39,74.25,430.51
+15.93,40.89,1011.57,74.55,468.8
+23.25,69.45,1013.85,70.14,437.18
+10.59,41.46,1016.87,85.7,480.83
+18.86,50.78,1008.46,91.67,446.7
+27.97,69.48,1010.4,57.24,432.18
+30.17,76.86,998.23,73.61,430.3
+15.19,41.43,1011.34,89.67,470.41
+13.88,39.39,1014.08,80.48,471.39
+11.26,40.43,1025.68,74.67,489.66
+25.36,74.99,1002.21,65.96,440.25
+21.17,52.3,1009.67,88.88,444.5
+30.62,66.54,1004.11,55.36,429.01
+27.41,74.67,1016.57,80.16,429.21
+11.82,41.74,1022.36,74.06,476.21
+32.41,67.83,1008.54,55.96,426.85
+12.59,39.18,1024.18,67.57,471.32
+27.81,64.69,1006.59,71.75,437.02
+25.1,71.77,1004.34,82.8,429.7
+15.29,25.88,1009.21,66,464.25
+16.37,39.99,1007.05,80.61,464.69
+27.63,70.17,1000.42,85.22,432.46
+21.11,74.78,1009.71,84.35,442.68
+30.66,66.25,1007.67,63.03,439.55
+14.57,37.86,1022.44,68.82,463.58
+10.92,40.92,1021.84,83.03,467.05
+16.23,43.72,1009.96,83.01,457.9
+26.85,71.73,1010.06,65.24,429.97
+33.5,70.8,1008.99,57.24,433.19
+17.85,53.16,1013.05,82.72,456.49
+7.54,37.7,1014.58,78.43,481.56
+23.39,64.63,1020.45,58.22,449.27
+18.03,53.16,1013.02,81.95,456.55
+10.95,43.8,1022.61,63.46,473.2
+18,52.08,1003.07,100.09,450.85
+17.46,39.54,1008.21,74.24,462.52
+11.88,40.64,1020.5,85.43,470.06
+10.11,39.72,1019.1,69.68,476.8
+26.36,54.5,1015.35,66.87,451.81
+16.41,41.48,1016.28,45.19,451.93
+18.81,45.01,1015.28,65.91,457.85
+26.44,69.34,1009.55,73.18,440.43
+20.6,44.58,1017.67,48.36,466.2
+29.32,63.77,1013.24,55.1,438.09
+19.15,44.89,1009.6,74.52,451.09
+21.09,67.07,1004.38,89.01,444.75
+34.1,73.03,1014.01,41.26,437.65
+20.02,58.66,1011.5,76.74,454.21
+12.97,40.75,1016.05,79.67,476.28
+28.31,64.79,1016.58,60.88,440.96
+28.31,50.05,1005.75,50.17,436.75
+19.29,67.71,1007.94,63.71,449.28
+12.09,40.6,1013.85,85.72,474.35
+31.12,68.94,1006.05,68.46,431.92
+13.94,38.47,1015.03,53.9,466.54
+27.59,59.21,1012.93,51.46,437.49
+11.68,40.23,1018.49,83.43,475.47
+13.8,44.34,1019.43,66.74,468.8
+9.82,39.96,1024.72,97.69,471.96
+26.92,78.92,1011.65,96.22,434.64
+23.66,62.08,1022.42,64.13,447.06
+12.34,43.22,1009.28,78.23,468.52
+23.81,46.93,1013.19,54.82,449.58
+20.54,61.27,1019.6,61.87,451.95
+14.79,41.04,1025.32,75.81,456.97
+18.28,44.2,1018.83,52.88,458.59
+26.9,69.59,1008.9,85.08,434.1
+21.83,63.87,1018.93,63.07,452.21
+21.85,59.8,1016.89,75.28,454.26
+7.95,40.72,1023.7,84.19,486.14
+16.09,50.59,1015.69,84.41,463.64
+13.72,54.3,1017.89,79.08,467.05
+9.56,41.55,1002.67,70.27,481.24
+16.24,41.93,1021.66,44.91,467.69
+31.91,67.83,1008.76,53.22,425.28
+7.73,39.04,1018.61,68.23,482.39
+28.35,71.14,1010.65,60.38,429.21
+19.6,60.95,1015.4,84.26,456.06
+14.13,41.23,994.6,93.02,467.84
+16.84,56.03,1020.25,70.37,437.14
+14.76,43.79,1016.17,75.72,464.14
+28.43,68.08,1011.32,58.19,433.05
+23.71,50.23,1017.55,73.24,458.59
+19.44,48.7,1008.66,94.71,444.9
+22.78,71.77,1005.26,89.23,435.46
+32.84,77.95,1014.68,45.8,431.97
+18.06,56.65,1020.2,81.59,459.14
+16.41,47.24,1015.75,88.78,457.94
+10.05,41.58,1021.35,95.19,469.03
+24.06,71.25,1002.39,92.18,438.85
+8.63,39.96,1024.39,99.47,475.79
+29.77,69.48,1009.8,52.6,432.69
+9.2,40.77,1011.88,89.86,479.82
+20.18,43.56,1013.14,39.16,462.8
+16.26,38.58,1016.04,76.7,462.54
+15,41.35,1006.6,86.95,467.71
+4,39.9,1009.64,97.16,490.79
+17.47,58.59,1014.03,97.13,449.41
+4.78,42.85,1013.39,93.36,481.47
+25.33,73.21,1002.19,97.24,433.43
+7.03,41.74,1021.92,86.44,486.91
+31.33,73.03,1014.18,49.28,438.49
+6.76,37.49,1011.66,80.91,484.85
+4.61,40.27,1012.32,77.28,492.85
+23.21,73.42,1010.34,88.29,439.66
+23.28,48.92,1010.23,41.55,449.27
+5.95,37.8,1022.03,67.97,479.2
+3.21,38.44,1017.11,84.86,492.93
+28.5,73.77,1002.82,86.38,431.7
+12.93,41.39,1018.5,80.28,472.57
+21.04,69.48,1011.07,89.92,439.53
+23.84,49.21,1013.35,45.4,446.54
+18.79,49.15,1021.69,70.16,458.75
+13.83,44.45,1021.5,68.75,462.6
+32.78,71.22,1005.12,48.77,438.77
+24.79,75.6,1017.07,68.23,440.05
+5.49,40.81,1014.43,90.41,487.36
+21.67,61.45,1010.84,92.19,443.82
+12.02,41.92,1030.1,84.45,465.82
+10.46,41.06,1021.41,82.34,481.47
+16,40.66,1016.12,89.23,457.12
+29.35,68.51,1007.63,70.67,430.22
+20.92,70.02,1011.06,85.63,437.96
+32.39,74.16,1008.53,61.09,431.17
+11.57,41.38,1021.71,61.49,473.94
+19.13,66.86,1012.95,71.24,453.31
+30.57,73.03,1013.75,73.68,437.42
+8.27,40.69,1020.13,86.1,484.97
+18.43,57.76,1016.13,87.34,452.65
+29.79,67.69,1006.86,55.93,428.71
+24.7,58.82,1009.4,75.91,442.98
+13.57,41.4,1021.27,72.55,464.23
+28.28,61.86,1012.07,64.49,439.65
+32.07,67.83,1007.91,41.61,429.31
+19.1,43.79,1016.02,77.34,462.28
+22.69,54.2,1012.92,65.55,444.26
+27.44,59.74,1010.99,56.42,452
+9.81,71.14,1019.43,87.93,469.64
+26.05,65.27,1013.69,56.46,440.75
+25.96,71.64,1003.84,86.83,432.93
+13.79,45.08,1025.02,84.36,469.55
+20.13,43.43,1009.75,66.16,453.47
+13.99,45,1023.83,77.92,472.55
+23,57.76,1017.64,56.86,451.39
+20.37,60.08,1017.44,76.33,454.47
+19.16,63.09,1017.71,91.15,449.51
+10.8,41.74,1020.24,78.62,479.32
+19.12,45.01,1014,59.95,453.24
+14.46,44.78,1007.64,67.03,459.31
+17.75,49.78,1004.49,100.09,452.02
+33.15,68.51,1012.9,51.91,428.89
+32.16,68.14,1004.86,37.77,429.64
+32.66,73.68,1014.64,40.88,425.17
+24.34,66.05,1019.26,74.58,440.67
+31.93,72.58,1006.9,56.27,425.14
+9.18,42.18,1017.4,87.3,475.57
+28.57,62.26,1010.75,62.12,437.41
+16.63,53.82,1015.18,66.09,458.29
+17.25,43.14,1018.34,76.17,462.8
+32.06,69.88,1006.88,63.53,432.47
+19.72,66.51,1015.07,74.7,458.07
+10.22,41.74,1022.65,83.58,479.01
+21.78,68.28,1001,79.3,443.24
+16.34,47.45,1009.41,92.96,448.59
+10.29,41.74,1019.9,80.51,480.62
+13.5,44.92,1023.87,87.17,468.85
+13.88,39.16,1010.8,75.69,464.37
+31.26,76.09,1006.66,63.91,430.36
+13.55,40.1,1015.7,86.68,474.59
+12.8,44.9,1007.58,66.6,466.95
+26.96,72.86,1004.86,59.17,441.12
+11.49,35.76,1019.08,60.04,472.45
+12.27,41.17,1019.39,52.18,473.84
+30.95,73.06,1008.86,74.86,431.77
+13.7,44.47,1027.51,70.77,468.79
+30.28,79.74,1006.96,70.21,433.45
+8.61,37.49,1009.35,82.62,477.13
+27.18,59.27,1012.57,64.18,439.69
+19.8,52.9,1017.75,66.67,456.64
+12.88,40.64,1020.76,92.58,474.58
+14.19,39.52,1018.34,77.25,467.14
+15.15,39.58,1011.94,73.63,466.78
+28.8,73.4,1011.34,54.01,439.65
+6.69,40.64,1020.54,92.83,483.01
+26.43,58.41,1013.57,64.67,444.74
+20.13,47.03,1012.59,83.03,459.15
+14.24,39.52,1018.22,77.19,468.51
+15.92,41.79,1006.24,79.42,458.68
+30.74,73.67,1005.79,57.89,428.92
+16.55,54.3,1017.95,60.84,460.59
+16.39,41.96,1011.7,94.85,463.99
+19.73,56.65,1020.7,69.49,457.46
+14.62,43.99,1023.6,86.7,461.88
+10.12,40,1021.33,95.29,476.03
+26.1,44.57,1007.47,55.15,446.49
+11.23,39.72,1018.46,60.62,475.04
+27.24,69.13,1009.28,70.85,432.36
+21.48,61.27,1019.29,61.43,450.88
+27.52,66.25,1008.21,78.8,438.51
+13.74,43.71,1025.45,86.62,465.24
+18.65,52.08,1005.48,99.94,449.55
+17.38,43.14,1011.09,61.9,459.02
+15.25,41.17,1016,62.05,468.76
+8.04,40.64,1020.64,89.26,477.78
+26.59,66.49,1013.32,49.76,439.72
+8.49,39.61,1021.05,87.74,483.94
+25.15,57.32,1012.41,41.84,440.1
+22.02,46.93,1014.32,55.92,451.92
+23.23,63.31,1012.52,75.1,441.5
+7.78,40.8,1026.7,85.61,488.54
+12.93,39.58,1010.93,75.9,473.09
+6.87,40.07,1017.91,57.64,491.4
+30.35,71.32,1009.17,64.61,434.62
+25.89,48.41,1008.49,68.58,440.92
+8.11,41.92,1029.61,91.92,483.52
+26.22,67.45,1013.7,44.04,440.17
+12.64,41.49,1019.78,94,468.78
+27.89,73.17,1009.85,64.22,432.83
+21.11,58.66,1011.7,68.71,457.89
+13.51,43.41,1015.94,75.22,463.86
+25.07,77.95,1012.87,83,438.55
+26.53,69.71,1009.88,76.26,446.17
+16.13,43.48,1014.41,50.05,459.47
+31.4,66.54,1003.55,57.73,425.91
+22.65,57.85,1012.6,68.52,445.36
+10.22,39.16,1015.71,96.2,478.45
+22.72,65.61,1014.64,70.53,449.04
+25.77,58.59,1012.51,55.84,449.65
+13.6,39.82,1013.34,86.1,470.69
+29.59,70.17,999.71,71,434.85
+14.09,43.99,1021.02,94.39,468.09
+13.67,40.71,1016.19,66.15,467.62
+14.94,42.77,1018.9,73.95,462.67
+14.77,41.39,1018.95,65.61,470.21
+20.77,69.51,1012.96,62.89,442.82
+12.75,42.86,1014.9,88.44,475.09
+16.34,42.28,1008.08,52.8,463.29
+14.24,41.16,1010.16,87,471
+10.11,39.35,1015.19,90.74,479.83
+23.38,59.07,1009.29,92.4,442.83
+21.97,58.79,1010.93,86.7,448.8
+17.66,62.1,1019.49,86.3,452.03
+5.53,35.79,1011.19,94.01,484.64
+23.48,73.67,1007.07,88.49,437.19
+11.91,41.49,1019.69,96.39,470.07
+10.17,40.46,1018.54,68.21,470.33
+21.96,48.78,1019.56,85.05,451.58
+23.63,73.5,1011.46,89.39,438.21
+32.28,75.33,1002.14,62.49,433.42
+30.08,67.25,1017.57,47.77,432.1
+30.25,68.24,1006.58,31.9,432.05
+29.8,64.69,1006.6,54.43,437.85
+16.58,41.79,1006.24,72.95,452.95
+16.98,53.16,1013.95,82.8,458.93
+29.83,71.43,1011.93,55.8,439.34
+6.13,40.81,1026.31,91.66,483.8
+15.85,46.18,1013.14,97.8,462.88
+13.27,40.27,1006.1,40.04,473.88
+29.09,75.33,1001.61,71.06,433.29
+18.96,50.16,1010.72,100.09,451.2
+18.22,44.34,1019.35,56.78,469.27
+19.07,44.63,1020.23,44.93,456.37
+24.02,70.94,1008,79.55,441.57
+24.35,70.04,1010.92,73.88,438.4
+16.82,45,1022.05,37.28,468.22
+23.79,50.16,1005.32,75.82,435.49
+25.48,65.12,1016.12,53.66,447.85
+23.56,51.86,1014.04,73.9,448.04
+15.09,41.76,1022.4,76.22,463.27
+18.77,49.39,1021.06,82.95,454.53
+18.64,52.08,1004.24,99.9,451.3
+9.77,44.68,1023.37,91.4,477.56
+26.43,51.43,1006.3,71.48,441.01
+4.95,42.07,1004.87,80.88,485.67
+10.39,40.22,1004.95,91.65,476.49
+18.9,56.03,1020.77,71.83,457.66
+17.14,41.66,1010.97,57.66,463.38
+28.28,68.67,1006.36,69.9,435.29
+18.07,44.92,1024.72,69.15,457.53
+28.06,68.24,1010.27,69.72,429.47
+24.88,49.16,1006.04,64.54,445.18
+31.46,66.54,1002.86,53.75,427.76
+27.14,64.27,1012.71,54.4,441.68
+22.05,48.14,1015.81,69.94,447.37
+15.77,41.79,1007.96,80.69,455.87
+18.18,67.71,1004.5,87.26,449.24
+15.33,36.71,1013.99,73.89,468.36
+25.98,60.95,1014.5,48.01,442.9
+18.12,44.63,1001.26,89.72,453.55
+23.84,63.47,1012.54,76.33,444.48
+21.67,62.39,1007.98,92.96,445.85
+23.86,66.54,1005.23,90.89,432.17
+31.95,67.17,1007.11,61.58,432.6
+17.96,47.83,1005,85.72,454.59
+15,50.88,1014.04,100.12,459.37
+21.97,58.95,1017.78,76.95,443.61
+19.27,43.14,1013.17,39.85,463.14
+30.21,69.4,1003.69,62.89,438.18
+8.51,38.5,1013.33,64.28,482.39
+8.51,39.96,1026.34,96.1,475.96
+7.8,43.65,1018.92,60.77,479.78
+15.6,41.7,1019.15,84.1,461.38
+10.03,43.13,1014.85,70.09,482.16
+22.38,71.85,1009.56,74.91,441.47
+11.77,40.92,1021.85,81.55,467.31
+29.84,74.87,1009.64,61.39,435.05
+32.51,73.56,1007.06,59.6,435.23
+14.47,41.76,1021.98,78.41,464
+21.93,62.91,1013.45,74.62,449.17
+31.85,69.04,1008.35,46.09,434.79
+23.66,61.86,1013.33,83.09,444.27
+18.83,63.91,1010.8,96.18,448.15
+26.54,69.34,1009.5,87.18,435.51
+17.51,41.85,1016.25,72.03,465.05
+14.14,39.59,1010.84,96.02,465.23
+30.68,71.25,999.98,68.99,433.47
+23.24,51.95,1006.21,78.08,448.5
+29.77,67.07,1005.82,48.38,433.89
+14.04,40.56,1018.4,65.79,472.98
+26.38,59.92,1009.99,71.91,444.85
+5.28,42.07,1003.82,80.84,485.24
+12.37,46.97,1013.95,90.76,464.4
+13.86,35.71,1015.21,63.16,471.63
+14.73,39.82,1012.67,80.82,470.41
+30.12,69.68,1012.89,60.64,436.34
+19.68,44.34,1019.49,49.5,468.27
+8.27,35.77,1015.3,73.36,478.13
+5.21,35.79,1011.5,95.08,484.03
+31.13,67.45,1015.02,41.34,435.14
+28.93,72.99,1007.23,64.41,434.45
+17.05,44.88,1017.69,88.19,459.63
+12.61,43.22,1013.41,78.94,466.85
+4.93,35.19,1018.04,92.94,486.39
+5.73,40.35,1012.24,91.84,490.5
+24.57,72.24,1011.44,79.19,434.93
+15.55,39.63,1004.98,89.82,466.83
+23.43,71.97,1009.42,94.27,442.19
+20.67,63.56,1013.27,79.39,450.7
+5.95,35.57,1025.84,77.61,487.72
+18.11,43.43,1008.65,73.3,451.38
+11.02,39.96,1025.64,93.58,467.41
+23.37,63.87,1016.67,60.44,446.42
+23.22,69.04,1009.65,89.05,448.6
+12.31,41.06,1021.19,74.38,475.76
+15.34,41.23,996.87,86.56,465.16
+28.69,67.25,1017.71,44.6,436.21
+11.34,43.67,1011.54,87.95,472.77
+6.02,41.38,1021.2,88.71,490.57
+11.2,42.02,999.99,96.69,472.27
+9.09,41.92,1029.36,91,478.98
+29.47,65.51,1014.71,58.28,444.8
+23.12,69.71,1008.98,84.41,442.21
+10.29,41.46,1020.84,89.03,480.32
+13.36,39.64,1010.3,93.26,471.89
+18.38,55.28,1020.22,68.33,451.29
+22.76,49.02,1007.5,88.56,442.84
+28.19,62.6,1017.34,46.95,449.61
+24.16,48.98,1015.19,42.55,459.27
+29.75,73.5,1011.13,67.31,433.63
+25.38,62.96,1019.98,56.88,444.83
+21.98,59.39,1015.25,84.52,446.79
+9.82,36.18,1019.18,65.8,475.21
+27.5,65.34,1014.93,47.46,439.59
+7.84,43.52,1022.23,96.51,483.79
+23.49,47.45,1008.46,66.18,446.72
+10.91,37.92,1008.66,66.53,473.72
+12.95,41.23,993.74,96.35,469.05
+7.92,41.66,1014.84,76.12,483.38
+21.98,55.5,1017.89,57.9,457.29
+9.39,41.79,1021.6,50.09,473.73
+30.04,67.25,1017.57,38.14,434.83
+14.56,39.39,1014.23,80.61,471.72
+12.26,43.48,1016.41,72.95,467.83
+18.87,60.07,1015.15,70.91,453.27
+21.16,45.38,1014.65,73.06,458.63
+27.65,67.07,1005.65,60.42,439.03
+16.03,65.46,1013.96,87.56,455.17
+14.45,44.84,1023.28,82.79,461
+11.76,39.28,1016.9,91.06,478.07
+13.83,43.22,1010.62,70.8,464.39
+6.18,41.55,1001.58,98.79,484.87
+14.82,40,1016.32,66.3,458.46
+32.1,69.98,1013.31,55.84,431.09
+15.11,45.01,1014.35,65.03,460.91
+28.76,69.48,1008.62,55.86,430.14
+5.54,45.87,1008.69,95.91,478.02
+23.97,62.44,1013.64,88.5,442.46
+19.77,54.42,1011.73,89.26,458.21
+22.42,71.77,1005.5,90.62,435.06
+25.57,66.54,1005.22,83.48,430.92
+22.29,43.79,1015.68,41.75,461.23
+19.55,39.39,1013.55,57.82,464.36
+6.13,40.64,1020.69,94.57,481.13
+25.21,46.21,1010.87,59.35,439.55
+16.78,58.95,1017.74,96.24,450.02
+17.55,45.87,1008.07,80.98,454.29
+18.88,40.79,1004.98,92.65,459.06
+20.32,49.16,1007.47,91.12,443.59
+2.64,39.64,1011.02,85.24,481.29
+22.88,69.45,1014.02,65.13,441.76
+9.47,36.54,1007.93,77.65,475.48
+31.98,64.05,1010.49,58.01,439.56
+5.84,41.38,1020.34,82.41,489.4
+25.23,60.84,1017.79,56.42,442.02
+18.99,44.6,1014.7,40.11,463.48
+28.16,73.21,1002.27,88.26,432.78
+21.53,52.84,1005.06,88.22,444.04
+23.13,72.24,1010.92,92.3,437.67
+23.46,59.27,1010.6,79.79,445.57
+28.62,59.14,1016.36,53.1,436.09
+15.79,38.28,1014.4,74.84,465.64
+23.19,45.61,1013.18,73.46,454.62
+25.43,60.95,1014.62,51.39,444.65
+31.52,76.2,1008.31,57.35,435.31
+10.67,40.56,1022.39,77.92,482.36
+6.25,39.64,1010.98,83.45,483.43
+14.33,43.41,1015.43,55.4,462.94
+27.62,68.27,1008.04,63.04,427.67
+25.4,70.4,1006.8,94.78,439.04
+9.83,41.17,1019.34,72.29,478.21
+20.24,56.65,1020.72,62.9,455.49
+28.42,73.5,1011.23,72.79,435.59
+22.72,58.82,1012.54,77.72,448.67
+24.59,72.24,1011.42,81.5,433.31
+16.37,36.99,1006.37,90.11,463.76
+8.52,41.55,1002.09,86.81,483.63
+18.01,62.26,1011.89,89.29,451.14
+27.02,72.58,1009.21,89.13,437.8
+19.68,51.19,1008.64,94.88,452.04
+10.38,43.02,1013.37,78.53,474.44
+26.64,69.13,1010.6,79.23,430.41
+8.09,43.02,1014.79,81.06,484.35
+25.24,57.17,1010.44,74,442.77
+21.8,65.94,1012.02,63.52,448.66
+17.39,42.44,1013.72,73.79,461.55
+16.84,39.63,1004.67,82.98,466.06
+20.65,66.51,1014.94,71.83,456.49
+15.56,41.1,1004.65,84.58,467.32
+12.27,43.8,1023.21,57,468.55
+5.6,38.91,1019.31,85.33,491.1
+15.54,41.96,1011.78,97.46,467.1
+22.83,58.62,1017.82,69.76,450.96
+25.1,43.77,1010.9,49.68,444.99
+20.91,58.2,1018.1,62.8,446.19
+14.03,44.88,1019.6,57.63,465.51
+20.71,46.63,1013.1,74.49,453.05
+16.15,44.21,1020.76,85.41,462.02
+5.15,35.19,1018.63,93.94,488.42
+25.89,74.22,1007.43,81.55,433.73
+6.24,35.77,1019.24,70.7,483.36
+26.35,69.48,1008.45,70.47,435.23
+10.94,39.04,1021.62,86.41,479.8
+7.61,39.37,1015.84,83.73,483.74
+28.56,69.51,1012.45,46.59,434.35
+13,39.28,1016.7,81.94,473.6
+8.82,34.69,1026.81,82.54,481.44
+27.22,66.48,1004.59,52.66,436.06
+15.08,42.77,1018.67,73.89,461.6
+7.67,42.85,1012.02,93.35,478.94
+11.83,44.6,1018.49,89.06,469.96
+29.44,64.33,1011.4,61.78,442.32
+30.36,74.87,1008.96,61.87,435.31
+32.26,73.68,1014.75,60.9,426.48
+28.86,73.4,1011.37,58.76,439.33
+9.28,40.22,1009.23,88.43,480.73
+10.52,41.78,1013.54,71.52,474.58
+26.9,60.93,1007.1,67.32,435.87
+24.86,44.05,1005.69,66.65,447.2
+13.39,49.83,1007.14,90.88,466.04
+27.98,71.98,1005.58,81,428.44
+26.95,70.8,1009.73,82.95,436.8
+3.2,41.31,997.67,98.84,489.86
+13.45,42.44,1012.79,83.12,473.96
+20.08,54.42,1011.79,89.35,457.14
+30.07,70.98,1007.74,75.68,437.55
+7.5,40.02,1031.39,82.53,476.01
+33.59,79.05,1007.79,63.55,436.51
+30.39,70.98,1007.55,72.76,435.48
+21.64,44.05,1007.73,74.79,447.96
+13.08,39.28,1012.41,77.98,474.13
+13.39,44.58,1016.5,79.26,474.7
+22.94,58.05,1012.27,80.12,433.77
+28.07,64.09,1005.41,64.09,436.61
+20.27,63.09,1016.6,90.7,446.75
+11.83,43.14,1010.06,88.14,471.98
+21.25,67.71,1006.9,55.76,444.98
+24.35,60.27,1017.6,75.45,441.74
+12.41,41.44,1015.46,76.9,472.06
+28.61,68.12,1012.23,46.45,435.28
+25.6,66.48,1006.16,69.34,435.12
+13.11,42.99,1007.6,97,472.84
+21.39,63.9,1013.44,70.95,449.38
+12.41,37.92,1008.09,65.23,470.49
+29.06,64.96,1000.88,62.07,430.24
+18.38,62.1,1020.12,77.27,452.91
+16.6,41.93,1022.01,48.98,467.51
+31.18,74.34,1003.81,63.59,434.15
+27.88,62.66,1009.51,56.44,441.32
+26.18,68.08,1012.92,55.7,436.51
+15.07,39.82,1012.78,84.46,471.31
+21.47,50.12,1009.19,93.68,448.11
+10.35,44.2,1018.46,88.6,478.36
+20.3,44.9,1008.25,64.08,457.6
+26.94,66.48,1005.46,60.62,440.12
+25.72,47.45,1007.74,58.35,442.78
+24.19,58.95,1017.78,58.78,441.91
+20.71,49.69,1010.26,69.97,455.69
+7.81,39.64,1011.42,86.68,482.22
+27.11,48.6,1002.78,53.39,439.4
+21.26,51.43,1009.96,80.66,455.45
+29.12,73.06,1009.98,80.21,434.9
+17.3,43.72,1009.64,77.86,456.55
+15.02,42.07,1017.89,83.68,460.82
+12.79,41.62,1010.52,81.83,466.91
+19.89,51.43,1007.38,91.79,448.85
+18.39,38.52,1019.66,66.93,453.89
+22.8,69.23,1011.8,76.95,439.3
+21.98,58.79,1010.72,86.85,448.84
+20.01,68.63,1012.34,69.49,454.5
+27.2,77.95,1009.48,78.53,433.39
+14.07,42.99,1007.57,96.05,468.87
+20.29,49.69,1008.94,69.91,454.74
+28.22,76.2,1006.11,62.17,437.62
+29.98,47.93,1002.46,42.73,438.79
+18.55,43.69,1016.84,47.95,465.2
+23.74,49.21,1012.78,42.5,447.67
+19.13,42.18,1001.45,98.77,456.04
+28.85,68.12,1012.05,46.31,436.15
+22.76,58.96,1013.85,55.95,454.05
+33.2,70.8,1008.75,59.41,430.71
+30.85,70.94,1007.47,54.79,431.77
+8.07,43.69,1017.05,87.34,485.18
+24.78,66.49,1010.55,68.12,436.62
+12.45,43.67,1013.61,91.34,474.27
+32.8,68.67,1005.27,44.53,432.28
+29.7,57.19,1008.41,55.07,436.29
+5.4,39.4,1011.45,91.84,485.86
+15.85,42.28,1007.4,82.12,467.3
+9.16,41.03,1021.3,76.08,484.96
+21.53,59.8,1016.46,74.72,454.99
+18.16,39.99,1008.13,68.5,461.16
+12.31,44.03,1007.78,94.42,468.13
+23.77,64.15,1021.02,55.87,448.43
+24.94,67.69,1008.86,68.97,439.08
+22.53,70.98,1005.48,93.95,440.96
+17.04,56.03,1020.38,68.69,462.48
+10.48,40,1021.35,88.52,478.86
+7.08,39.99,1010.55,91.44,482.83
+29.95,73.42,1011.44,66.32,432.81
+13.56,42.34,1017.95,93.83,462.6
+8.16,39.72,1020.54,82.11,480.21
+18.95,46.21,1013.47,81.22,457.58
+33.45,73.88,1006.23,44.14,435.48
+28.03,60.23,1010.23,66.04,438.88
+25.19,63.94,1012.78,75.15,438.73
+29.9,64.79,1016.9,48.24,441.41
+24.13,45.61,1012.63,71.36,453.19
+25.6,56.9,1006.35,81.58,437.82
+19.83,51.43,1007.36,91.64,449.45
+11.75,40.55,1018.09,97.7,472.43
+6.28,41.06,1020.96,90.91,489.79
+26.12,70.47,1009.93,72.13,434.67
+7.92,36.08,1021.01,81.84,482.98
+13.63,40.92,1021.89,80.5,462.4
+23.84,68.94,1007.45,71.35,436.05
+5.25,40.07,1019.48,67.7,495.23
+13.91,44.58,1021.36,78.98,472.67
+10.63,44.2,1018.63,90.26,477.19
+22.48,67.45,1014.77,63.9,445.55
+27.36,66.54,1011.31,45.3,436.69
+27.99,66.91,1008.47,59.63,439.74
+30.93,71.85,1008.63,58.47,427.82
+20.37,44.58,1016.77,66.22,463.2
+7.01,37.8,1021.47,62.84,483.95
+16.98,63.09,1020.44,95.18,450.55
+30.03,70.02,1010.07,64.2,436.88
+6.34,40.64,1020.62,94.39,478.78
+14.59,35.71,1015.19,54.13,469.32
+10.72,41.17,1019.68,60.71,479.21
+26.89,56.85,1012.27,43.84,436.44
+11.84,39.28,1016.97,90.52,477.51
+29.59,71.77,1006.33,62.35,426.62
+12.02,39.69,1006.05,84.66,470.17
+18.89,43.56,1012.79,38.63,463.91
+18.18,50.16,1010.22,99.73,451.14
+27.82,52.84,1006.23,52.18,440.31
+20.77,51.3,1013.89,88.72,450.97
+28.21,73.06,1008.26,86.29,430.46
+15.86,43.67,1011.11,82.24,465.46
+25.65,69.23,1012.55,62.02,435.25
+31.18,70.36,1006.38,56.74,438.46
+10.05,40.23,1019.71,90.41,475.48
+30.33,70.36,1006.72,70.31,438.47
+26.19,73.77,1001.31,91.87,433.34
+28.09,70.02,1010.84,51.29,437.83
+19.02,47.45,1007.44,76.76,453.08
+15.49,40.89,1007.16,82.16,465.37
+23.26,64.05,1012.96,88.31,442.75
+15.99,43.34,1014.2,78.66,465.96
+23.95,60.37,1004.96,79.48,440.9
+30.91,70.32,1011.92,65.59,433.71
+8.35,42.85,1010.46,90.13,483.63
+7,38.5,1014.09,81.32,489.52
+20.53,49.16,1007.11,90.02,444.69
+25.04,65.48,1017.66,57.08,440.92
+24.51,51.95,1005.57,63.53,449.73
+21.23,68.08,1012.82,74.57,445.41
+7.01,40.72,1024,86.37,489.64
+16.78,41.35,1000.23,70.52,459.64
+9.08,40.02,1031.2,75.34,476.69
+30.78,69.14,1007.27,62.77,433.96
+23.02,63.47,1012.21,80.61,443.66
+25.56,74.67,1016.62,76.1,435.81
+17.53,42.24,1016.9,60.95,470.63
+21.12,62.96,1020.83,69.96,454.65
+13.01,41.49,1019.82,92.86,466.5
+7.47,40.07,1015.45,50.3,489.59
+13.17,36.71,1012.82,72.76,474.93
+15.25,43.02,1012.04,41.43,467.23
+28.89,70.72,1009.36,70.33,433.02
+27.19,62.91,1011.57,53.66,444.8
+21.46,74.87,1009.23,86.58,445.5
+32.16,76.2,1008.04,51.74,433.29
+25.42,68.08,1011.2,76.58,433.82
+22.83,59.43,1005.51,83.93,440.76
+15.63,41.79,1006.7,78.28,455.24
+30.83,77.3,1001.7,57.85,435.87
+15.78,43.99,1022.19,83.7,461.07
+25.46,56.89,1012.59,62.9,443.5
+20.57,44.78,1008.89,38.78,465.69
+10.02,42.44,1014.57,99.16,478.5
+11.61,52.75,1020.94,77.56,464.68
+23.14,51.19,1009.56,77.2,443.87
+15.04,38.01,1022.46,78.29,468.12
+10.27,52.75,1026.19,76.78,470.76
+21.19,74.93,1015.75,80.84,443.29
+12.69,40.71,1021.62,80.19,477.14
+28.37,71.64,1007.39,71.06,434.91
+19.12,58.79,1017.34,92.45,447.02
+23.49,64.63,1020.75,65.16,450.28
+19,58.95,1018.05,83.38,451.96
+11.58,41.74,1020.41,74.09,478.06
+15.2,39,1016.1,72.76,463.88
+15.71,40.12,1012.81,97.46,462.6
+23.27,65.48,1019.05,61.36,443.43
+19.78,62.1,1019.72,78.36,450.43
+14.1,39.16,1008.19,74.05,464.07
+19.62,58.79,1017.59,87.39,446.29
+13.9,39.59,1011.84,94.74,465
+31.37,74.87,1009.22,56.58,436.16
+26.86,71.32,1007.38,81.14,430.44
+18.35,57.76,1019.64,77.94,458.41
+30.29,59.22,1013.05,60.46,441.57
+25.91,58.98,1010.02,75.31,442.65
+15.98,42.99,1008.24,83.78,467.42
+15.72,41.76,1023.07,66.95,462.19
+22.81,71.85,1009.61,75.17,440.4
+13.73,41.78,1011.75,49.65,464.94
+5.33,39.33,1009.61,94.97,491.17
+14.71,52.72,1024.7,70.29,462.34
+24.26,42.8,1013.72,61.62,459.65
+27.78,72.43,1006.72,74.53,429.62
+16.5,53.29,1017.7,95.66,458.37
+8.51,39.66,1015.16,86.61,483.54
+18.6,58.71,1009.8,86.42,430.38
+6.52,39.85,1012.55,86.36,483.01
+14.76,40.71,1017.37,71.07,465.58
+28.8,70.02,1010.76,49.61,435.45
+11.53,41.39,1018.39,85.52,474.49
+12.15,45.01,1018.89,90.02,468.07
+9.61,44.03,1008.3,91.36,473.54
+13.67,38.53,1009.3,81.85,470.39
+25.88,71.73,1010.01,72.8,430.86
+26.82,66.51,1016.32,55.76,439.48
+28.11,69.84,1004.68,67.08,427.33
+28.9,60.07,1015.96,45.06,440.62
+26.97,71.58,1010.13,75.16,433.88
+26.84,71.94,1006.6,79.12,427.2
+25.28,67.69,1009.05,68.54,445.34
+9.02,38.08,1019.02,69.98,478.32
+12.89,36.71,1013.36,87.29,475.13
+17.35,39.72,1003,64.62,459.83
+26.86,71.14,1007.11,76.61,426.97
+15.43,39.16,1016.44,79.8,470.74
+29.72,68.24,1009.92,66.42,426.54
+31.4,70.32,1011.62,65.01,433.42
+21.6,59.8,1016.9,76.59,450.14
+7.06,41.74,1021.95,90.38,448.97
+18.9,62.96,1020.69,80.57,455.88
+27.77,63.9,1013.62,51.43,441.3
+13.2,40.83,1007.75,94.98,472.41
+22.59,60.32,1016.84,78.58,447.17
+28.5,64.84,1011.47,54.41,441.74
+27.98,67.9,1006.3,73.53,436.08
+27.64,75.6,1017.35,54.78,441.04
+9.6,37.73,1021.87,77.75,481.03
+10.61,43.79,1016.03,76.33,480.28
+31.41,76.09,1007.68,70.49,430.81
+28.53,66.51,1015.9,40.68,436.16
+7.24,41.17,1020.35,80.56,486.76
+7.32,41.26,1010.11,95.18,482.1
+26.93,67.07,1005.65,60.26,437.76
+9.76,40.71,1020.88,91.82,470.95
+22.85,59.15,1014.74,63.92,448.61
+13.24,40.83,1007.9,87.53,472.22
+29.14,61.5,1009.64,39.95,437.76
+22.18,62.91,1012.14,68.86,449.77
+15.07,43.48,1015.22,57.74,459.96
+25.43,72.39,1002.65,88.13,436.1
+14.64,39.58,1011.46,71.9,467.8
+14.43,41.76,1024.02,83.57,467.33
+8.44,41.17,1019.9,70.72,486.15
+32.33,69.89,1014.18,50.93,427.29
+23.62,61.87,1010.07,48.77,447.93
+25.83,70.47,1006.24,81.83,434.45
+17.74,49.69,1006.09,80.7,457.05
+23.54,67.83,1009.44,65.48,426.24
+26.07,69.23,1013.32,54.03,436.94
+27.38,77.24,1008.25,82.49,435.81
+23.54,41.1,1002.05,38.05,448.56
+28.73,50.05,1005.79,52.4,436.35
+14.93,43.02,1012.11,45.56,468.19
+34.76,68.94,1006.75,41.31,427.42
+23.64,63.31,1014.5,61.83,440.7
+29.84,58.9,1005.24,56.18,440.93
+10.33,40.6,1015,88.62,478.3
+25.74,59.07,1007.37,79.89,441.05
+31.92,75.33,1002.13,65.73,431.32
+13.97,39.16,1016.05,84.6,470.96
+25.44,61.25,1012.57,87.65,441.77
+12.88,44.71,1018.73,51.95,469.12
+7.74,42.49,1009.07,90.11,481.69
+11.8,43.99,1020.86,98.44,466.75
+11.87,40.67,1011.43,62.92,479.18
+18.41,42.04,1011.69,64.88,465.64
+12.65,44.34,1014.74,92.81,473.46
+7.05,43.65,1018.41,72.36,480.47
+12.6,41.5,1013.07,86.22,472.45
+30.69,71.98,1004.53,65.86,430.33
+27.76,72.58,1009.04,84.96,429.25
+16.31,52.75,1024.4,55.69,456.58
+25.21,63.21,1012.24,85.14,441.04
+29.53,77.54,1010.39,66.13,432.89
+26.71,76.86,1002.86,74.5,437.31
+15.94,41.76,1023.32,67.17,462.44
+7.33,41.16,1023.17,92.43,466.16
+14.31,40.78,1024.3,76.41,463.54
+12.57,41.79,1014.99,87.8,461.88
+30.61,69.13,1009.32,55.17,429.1
+14.94,40,1017.69,65.43,456.41
+14.65,44.84,1023.39,87.76,467.18
+25.76,74.87,1010.18,65.15,443.7
+24.4,71.14,1009.7,59.26,436.68
+34.18,78.05,1010.71,66.77,432.1
+23.02,67.25,1017.17,72,443.44
+8.22,40.77,1009.11,95.61,480.38
+7.16,38.56,1019.17,70.1,486.12
+28.32,77.95,1014.61,77.17,436.97
+15.5,44.34,1019.21,65.21,468.53
+26.79,62.44,1011.51,72.46,440.55
+13.62,42.34,1017.87,89.67,464.79
+8.86,40.23,1017.57,90.47,478.05
+7.14,44.71,1019.98,71.9,487.71
+27.29,64.45,1013.46,45.35,446.94
+24.06,58.98,1010.66,81.16,443.75
+18.36,56.65,1020.29,82,456.49
+13.83,40.78,1024.85,73.08,458.85
+21.43,60.95,1015.27,75.49,449.12
+19.08,58.59,1013.42,68.88,451.05
+31.46,71.29,1008.57,41.79,430.8
+24.54,66.49,1011.1,69.14,437.38
+10.41,41.01,1020.12,94.27,472.82
+10.49,42.49,1009.81,78.92,478.75
+15.03,44.45,1020.94,65.57,460.06
+8.53,40.02,1031.27,85.57,476.73
+14.64,39.31,1008.84,79.3,462.72
+24.31,58.62,1017.29,64.44,449.12
+33.95,80.18,1010.3,56.69,432.22
+10.39,40.22,1006.59,87.77,479.14
+19.69,56.65,1020.77,62.83,456.29
+21.45,45.09,1013.83,52.26,453.15
+26.04,72.43,1006.82,84.88,432.94
+24.39,71.85,1009.73,72.24,438.2
+19.69,39.72,1001.49,60.34,456.55
+15.37,43.67,1011.9,91.48,468.23
+22.3,57.19,1006.4,75.28,445.1
+18.64,43.79,1016.01,51.17,465.13
+7.3,39.72,1020.85,77.83,485.1
+28.59,68.08,1013.2,42.96,436.7
+14.48,44.06,1018.73,75.88,467.46
+10.16,41.55,1005.69,58.04,477.27
+30.75,71.25,1000.07,65.47,431.93
+12.54,44.03,1007.05,84.03,471.86
+27.28,78.92,1011.05,75.48,434.78
+23.54,65.27,1013.78,64.28,445.19
+26.68,62.91,1012.33,60.78,441.04
+9.88,40,1021.4,92.06,481.58
+9.27,40.22,1008.1,89.24,481.23
+26.38,65.12,1016.1,47.57,441.07
+26.64,58.69,1007.99,75.68,439.32
+23.63,58.62,1016.45,69.97,445.51
+24.39,51.86,1014.92,59.98,447.7
+23.09,63.76,1009.82,72.36,443.86
+32.38,67.17,1006.97,60.04,438.67
+27.44,58.9,1003.86,66.74,442.19
+9.37,44.77,1020.61,87.31,474.41
+30.96,71.77,1006.26,52.76,425.66
+12.06,48.04,1010.01,100.13,465.63
+20.1,58.95,1018.46,80.87,446.7
+9.64,36.66,1027.1,70.11,479.08
+28.02,71.77,1006.5,72.41,428.58
+25.24,71.14,1008.73,79.39,435.09
+24.96,60.27,1018.68,69.97,442.67
+27.5,49.3,1004.02,59.23,439.77
+20.83,44.78,1008.51,35.9,460.6
+28.44,69.84,1003.25,68.24,426.69
+21.89,58.05,1011.31,85.71,441.76
+16.87,52.05,1012.7,71.63,460.31
+23.48,51.43,1007.13,84.83,441.78
+15.23,37.87,1020.17,85.02,464.02
+23.57,66.75,1018.06,80.19,439.71
+22.17,60.27,1018.21,89.55,443.31
+30.97,69.13,1009.78,58.92,435.6
+23.84,49.21,1013.6,47.63,447.03
+23.55,61.87,1009.65,54.83,443.54
+17.32,42.24,1017.35,62.96,472.33
+21.61,41.54,1014.5,75.62,458.47
+12.85,41.14,1027.04,86.29,464.86
+22.39,58.18,1008.52,87.48,448.37
+22.22,66.05,1016.15,80.58,442.95
+24.67,70.94,1007.99,75.64,443.51
+6.76,39.22,1013.91,77,487.08
+13.35,39.18,1023.24,61.98,469.34
+11.43,44.78,1013.43,82.45,471.09
+13.18,37.91,1018.09,88.84,469.63
+29.53,71.14,1011.39,53.41,431.97
+25.07,56.85,1011.25,51.99,442.44
+28.36,66.75,1017.71,52.6,433.88
+32.67,77.95,1014.62,50.73,432.32
+22.3,74.87,1009.69,86.18,442.78
+16.85,49.78,1005.61,100.1,455.33
+7,39.81,1017.47,87.65,484.51
+12.74,41.5,1012.94,86.28,469.92
+32.88,72.29,1008.5,62.74,431.74
+17.46,53.29,1018.07,91.01,458.06
+29.05,64.84,1011.1,51.39,442.58
+11.32,36.18,1015.03,64.68,472.67
+19.65,57.85,1011.73,93.89,450.5
+22.69,64.45,1012.82,45.03,450.65
+28.31,74.34,998.42,79.23,431.95
+27.97,66.17,1010.81,63.73,441.7
+21.45,69.94,1010.5,82.17,443.31
+21.45,66.05,1014.81,73.73,453.38
+20.51,45.38,1014.29,69.14,461.87
+14.57,44.45,1021.42,66.23,462.48
+22.21,48.14,1015.08,66.8,448.33
+15.06,41.85,1016.78,88.23,466.72
+24.84,59.22,1013.18,83.08,442.7
+24.44,47.93,1003.13,67.04,440.53
+27.05,59.15,1012.83,56.31,441.39
+33.92,77.95,1010.15,58.89,433.01
+15.42,39.82,1012.89,83.54,469.9
+26.87,74.99,1002.48,71.91,437.78
+8.69,41.04,1026.87,80.28,477.2
+14.19,49.83,1006.52,90.72,462.86
+18.23,45.01,1012.24,73.86,454.06
+25.47,56.89,1013.02,63.21,440.38
+12.62,40.83,1010.06,81.52,470.94
+13.61,42.34,1017.57,91.35,465.65
+23.91,67.69,1008.28,66.71,439.84
+14.73,39.52,1017.01,74.21,470.45
+21.62,50.05,1007.2,92.9,444.16
+15.29,38.73,1000.9,81.17,468.62
+23.66,72.43,1008,89.49,439.02
+25.14,60.29,1017.91,53.3,444.5
+22.56,48.92,1010.7,51.63,445.07
+13.56,39.58,1011.05,73.62,473.16
+28.74,71.14,1011.53,48.6,430.12
+6.93,38.68,1017.61,61.28,482.37
+13.52,39.3,1018.99,69.22,469.41
+28.69,67.79,1011.01,66.4,439.87
+7.9,43.79,1016.14,83.05,485.26
+19.5,65.12,1015.53,73.87,453.99
+22.27,48.98,1014.47,49.33,451.74
+27.83,59.57,1011.22,71.05,443.85
+25.34,64.27,1013.38,66.02,443.94
+23.57,67.9,1006.08,70.12,446.72
+29.73,73.06,1010.27,84.84,432.73
+27.63,64.96,1006.3,75.38,434.22
+17.28,39.99,1007.09,74.25,463.28
+20.58,39.53,1005.68,62.09,460.1
+24.6,49.3,1003.72,72.26,439.46
+29.98,76.09,1007.62,75.6,432
+12.19,41.17,1019.43,65.47,475.64
+30.71,68.27,1007.76,68.04,428.27
+24.92,63.94,1017.7,44.92,441.07
+25.94,60.75,1007.22,64.76,439.46
+23.92,71.98,1006.22,92.96,433.23
+11.04,39.96,1025.75,94.44,468.84
+22.1,65.94,1009.79,67.57,443.95
+19.45,41.1,1001.88,52.16,458.26
+24.56,63.21,1013.79,82.38,444.34
+31.86,73.88,1005.6,57.68,435.91
+22.49,45.61,1013.1,75.69,455.12
+19.13,50.78,1008.51,87.54,447.03
+20.55,68.63,1012.5,67.07,453.47
+15.92,41.2,1016.04,73.37,468.91
+18.4,43.69,1016.59,52.44,462.05
+12.73,44.34,1015.11,93.55,472.94
+7.68,39.96,1023.73,87.48,477.84
+14.02,44.85,1016.54,75.73,469.53
+30.94,64.44,1014.36,53.76,439.84
+9.42,41.4,1030.38,87.8,472.99
+11.12,41.54,1020.13,75.07,477.69
+3.92,41.31,999.22,95.26,487.35
+20.38,66.54,1013.95,77.8,448.93
+25.6,73.67,1005.78,84.82,433.25
+23.22,59.15,1014.58,75.18,443.7
+25.14,60.37,1006.63,77.17,438.39
+7.92,42.28,1008.55,81.68,484.75
+24.77,69.71,1009.86,85.56,441.29
+30.36,69.82,1010.02,54.22,439.05
+21.81,65.06,1014.6,66.41,447.13
+27.12,70.32,1009.94,52.67,429.08
+8.97,39.66,1021.63,78.94,482.62
+23.31,60.37,1005.17,82.75,438.52
+20.8,69.45,1013.7,82.48,443.77
+9.31,41.39,1018.3,93.68,480.25
+27.5,59.54,1004.88,72.7,438.81
+10.47,41.06,1022.24,81.16,477.47
+13.86,50.59,1019.2,97.22,467.23
+23.42,50.05,1006.79,86.45,441.8
+15.56,41.1,1003.55,76.92,464.42
+16.96,46.36,1019.91,89.11,460.57
+18.68,62.1,1019.78,83.67,453.25
+18.33,49.64,1025.36,62.57,468.14
+13.78,40.1,1014.49,81.86,445.98
+12.19,41.06,1021.35,74.98,474.63
+15.56,41.04,1025.8,64.81,457.11
+32.87,70.8,1009.54,59.85,433.1
+25.76,57.32,1011.93,43.61,440.26
+11.27,40.69,1014.35,86.63,476.27
+26.69,70.36,1006.82,68.29,435.04
+6.45,35.77,1018.86,67.84,483.12
+23.86,74.93,1016.88,71.44,444.38
+27.16,47.43,1009.17,45.79,442.85
+33.97,72.29,1008.98,44.32,432.33
+10.37,40.03,1017.47,90.47,477.91
+25.15,71.14,1011.68,70.33,434.99
+10.52,41.48,1018,68.99,469.8
+28.88,66.56,1006.26,59.15,426.66
+19.89,68.08,1012.65,80.25,448.71
+19.31,43.56,1013.65,41.54,463.35
+7.14,41.22,1016.6,97.09,435.58
+28.18,71.14,1011.56,48.03,432.72
+26.08,57.32,1012.2,47.06,441.32
+29.01,64.79,1017.62,44.31,442.12
+21.84,58.86,1014.13,69.67,445.16
+16.82,49.15,1020.68,72.07,462.22
+29.03,67.79,1010.86,54.03,445.03
+14.78,41.17,1016.42,67.42,469.69
+15.55,43.71,1024.34,79.61,465.14
+30.22,70.32,1011.63,65.97,435.98
+25.97,68.12,1013.11,61.97,437.11
+19.21,53.16,1013.18,81.64,454.01
+18.94,48.7,1007.82,92.88,453.36
+22.2,44.05,1007.34,75.13,445.32
+26.9,77.95,1017.47,75.58,434.18
+16.58,46.18,1010.4,96.29,463.51
+10.72,35.76,1019.71,62.26,473.48
+13.64,34.03,1018.32,62.2,469.61
+24.34,70.79,1006.82,85.66,433.83
+30.9,73.68,1014.95,40.9,430.29
+7.76,39.61,1021.63,80.67,488.32
+9.08,36.18,1020.24,68.37,477.26
+9.45,39.04,1023.08,75.81,483.66
+28.71,51.43,1006.4,64.79,440.17
+25.3,49.3,1003.67,69.08,436.62
+24.47,48.6,1002.49,75.04,442.08
+15.59,52.05,1013.67,78.55,456.07
+29.72,77.95,1014.9,72.73,434.99
+32.81,71.32,1007.69,47.29,434.38
+29.2,70.79,1004.8,63.74,425.2
+25.34,70.47,1006.46,83.94,433.34
+10.37,37.83,1006.5,90.99,470.66
+13.12,52.75,1023.69,67.5,462.7
+14.8,44.21,1021.59,89.24,466.21
+11.51,41.06,1021.3,78.11,476.91
+14.4,41.26,1021.41,73.11,462.78
+22.36,58.79,1016.69,73.6,445.76
+20.61,44.63,1008.54,77.54,456.68
+13.86,41.78,1010.75,57.9,467.39
+12.27,39.82,1012.18,85.58,477.54
+13.13,50.59,1020.26,87.44,470.03
+25.1,60.37,1005.83,72.53,438.44
+8.47,42.02,1005.37,92.73,477.67
+21.18,60.1,1011.02,78.19,452.39
+11.02,43.02,1012.32,66.54,478.81
+28.69,58.33,1013.67,34.1,448.54
+18.85,41.1,1001.95,61.75,462.4
+29.83,62.66,1007.98,47.07,438.71
+27.63,71.98,1005.45,82.88,426
+17.7,49.21,1015.16,67.91,455.97
+22.69,48.14,1013.7,62.05,448.52
+10.56,39.13,1010.19,87.12,463.14
+14.86,44.85,1016.19,67.43,468.87
+27.24,44.89,1009.61,51.89,442.84
+22.74,61.87,1009.66,55.03,444.59
+25.31,61.5,1009.31,63.31,437.03
+29.13,68.3,1014.96,37.08,437.25
+8.42,43.14,1011.62,80.32,483.49
+30.76,73.17,1009.89,50.43,430.98
+28.46,49.16,1004.61,38.1,438.02
+18.15,41.67,1012.75,52.69,464.44
+28.71,71.64,1005.21,71.11,432.05
+9.65,44.68,1022.9,98.08,476.71
+7.28,38.56,1018.96,67.98,485.57
+16.26,44.89,1010.48,86.57,456.86
+25.86,60.32,1015.91,53.37,446.58
+11.6,39.96,1011.65,80.79,473.22
+21.43,63.47,1011.95,94.47,448.17
+28,74.22,1008.68,66,433.94
+28.83,72.43,1006.69,67.04,428.85
+12.42,43.14,1015.88,79.48,471.1
+33.37,71.37,1003.75,45.26,432.67
+7.41,40.81,1026.15,88.96,488.48
+14.54,42.77,1019.61,81.82,466.37
+26.63,61.47,1008.18,69,444.16
+29.87,69.13,1001.08,72.75,426.47
+14.97,42.28,1007.31,79.25,466.62
+34.62,69.05,1000.68,38.35,425.41
+32.11,78.05,1010.36,58.78,431.31
+4.69,39.42,1024.58,79.35,486.34
+17.1,48.98,1016.48,85.63,454.43
+13.77,42.86,1012.86,88.83,471.94
+21.75,59.8,1016.65,72.94,453.17
+24.98,58.05,1011.69,69.97,447.15
+26.48,73.06,1008.07,90.73,433.31
+13.78,40,1018.38,68.67,458.74
+5.54,41.38,1020.47,82.91,490.07
+22.07,69.94,1011.18,80.86,440.09
+30.45,43.21,1011.35,63.59,438.68
+21.79,61.45,1011.11,91.78,446.99
+15.81,54.3,1017.8,68.45,461.63
+6.86,38.08,1019.62,77.37,486.92
+10.23,43.72,1011.18,97.93,471.61
+22.09,65.59,1015.54,72.44,447.28
+28.37,75.6,1017.48,55.19,439.25
+10.07,40.92,1021.43,97.15,467.01
+26.02,59.57,1011.16,76.93,446.5
+25.96,60.95,1014.52,50.03,444.19
+11.3,25.36,1008.66,96.18,471.19
+15.12,41.04,1025.95,69.67,460.58
+15.08,37.85,1009.85,85.9,465.58
+32.95,67.9,1005.88,45.15,425.89
+23.8,48.6,1002.43,67.32,440.89
+6.86,41.38,1021.35,90.78,487.49
+17.3,58.59,1015.52,87.17,454.88
+26.85,75.6,1017.43,74.55,433.48
+26.82,60.96,1012.25,57.41,449.81
+7.87,41.17,1020.33,77.77,486.2
+15.58,40.66,1016.34,87.42,460.61
+24.39,60.84,1018.5,61.73,442.72
+11.93,41.38,1021.76,57.63,473.88
+6.67,36.08,1022.31,83.51,486.52
+29.45,68.84,1011.64,59.7,438.41
+22.26,60.77,1018.26,85.94,442.58
+25.64,47.01,1014.81,62.29,454.48
+22.46,58.33,1013.21,68.68,445.9
+24.12,51.43,1006.55,83.77,441.49
+31.85,68.3,1014.76,47.06,428.72
+25.63,58.86,1014.86,52.75,443.84
+17.09,42.42,1009.03,72.01,464.11
+26.22,69.89,1015.46,76.63,433.61
+8.26,39.42,1025.89,70.53,474.72
+23.2,73.17,1012,89.92,438.64
+20.92,63.86,1020.49,72.98,449.09
+6.67,39.37,1019.99,75.61,486.84
+29.6,71.94,1007.07,62.65,429.02
+23.27,67.9,1006.17,71.01,447.25
+28.43,63.31,1013.44,49.99,432.62
+13.84,42.18,1015.74,79.76,468.66
+11.42,40.35,1011.55,82.71,478.7
+23.66,69.51,1012.9,52.59,435.39
+26.09,70.4,1007.41,85.37,432.52
+18.5,47.03,1013.97,93.6,460.08
+16.28,42.99,1007.5,77.27,464.13
+8.61,41.04,1024.81,95.6,473.62
+26.11,62.44,1010.68,72.59,438.87
+5,40.64,1021.05,94.84,485.27
+22.95,63.94,1013.91,81.52,438.33
+15.92,39.16,1006.59,71.32,460.45
+23.07,65.27,1013.24,58.38,443.42
+26.42,59.54,1007.02,76.28,438.5
+11.64,38.25,1013.33,85.79,472.34
+17.11,49.78,1007.25,100.09,453.22
+7.17,41.92,1031.97,83.86,485.08
+27.52,66.48,1004.99,52.54,429.67
+8.25,43.14,1011.3,87.1,479.95
+24.49,59.87,1018.4,59.95,444.54
+28.19,71.97,1008.85,84.67,438.8
+17.76,40.55,1002.82,73.77,461.8
+20.9,67.71,1007.16,59.02,446.57
+22.31,61.45,1009.25,98.56,437.05
+8.88,41.54,1019.05,80.77,484.99
+20.01,52.9,1018.05,58.88,455.57
+23.36,59.15,1013.71,86.64,442.53
+25.54,61.08,1013.14,71.15,447.06
+24.5,58.66,1011.54,57.92,451.03
+12.68,43.7,1016.07,86.89,471.8
+11.52,39.18,1023.43,83.29,474.35
+28.08,64.44,1013.02,64.34,440.26
+28.66,74.93,1014.04,51.26,440.79
+30.02,69.04,1009.68,56.01,440.49
+9.53,40.62,1015.57,75.49,469.9
+18.58,63.78,1016.24,78.74,453.96
+8.91,40.11,1022.87,78.39,475.43
+26.44,59.15,1013.35,60.71,439.65
+23.86,73.5,1011.34,87.32,438.62
+30.02,73.5,1010.52,44.91,429.84
+12.17,49.83,1008.05,96.44,469.52
+25.58,61.08,1013.37,71.27,446.32
+12.73,40.27,1005.68,68.77,475.61
+10.74,44.85,1014.25,71.61,476.83
+15.25,46.36,1019.69,95.83,461.68
+27.35,77.95,1012.14,74.14,431.72
+30.28,67.22,1014.39,53.32,447.67
+24.88,51.43,1011.28,67.38,441.03
+33.74,69.98,1012.51,43.3,425.35
+32.57,65.74,1011.03,46.27,440.56
+27.54,68.27,1008.12,56.42,433
+16.09,44.71,1017.86,42.74,464.95
+23.86,52.84,1006.56,48.94,444.66
+27.78,70.8,1009.81,79.57,431.44
+24.11,68.63,1014.34,45.28,448.45
+6.39,35.57,1025.53,77.23,487.69
+14.16,39.28,1015.63,77.29,471.27
+13.43,43.56,1013.02,66.36,472.94
+20.11,42.04,1010.79,60.31,464.13
+7.32,39.42,1026.15,76.51,476.12
+13.71,45.08,1023.35,82.93,468.43
+21.49,68.28,1004.68,80.64,438
+15.25,39.58,1012.1,73.05,466.21
+19.81,56.65,1020.62,67.99,457.72
+25.71,71.73,1009.72,75.29,434.16
+9,36.3,1027.11,75.89,480.31
+28.85,57.19,1008.2,58.4,436.8
+14.66,40.73,1017.45,88.57,459.23
+21.94,57.5,1014.64,78.52,451.1
+26.48,66.54,1011.61,51.9,438.87
+24.08,49.3,1003.23,70.42,443.46
+25.95,63.47,1011.77,66.22,445.5
+19.76,62.1,1020.07,73.55,450.44
+5.07,40.07,1019.32,66.17,494.87
+5.62,41.38,1020.91,86.21,490.83
+6.8,37.8,1021.09,70.02,485.96
+24.77,57.17,1010.66,73,441.12
+18.59,44.63,1003.99,86.22,459.65
+11.17,44.77,1018.2,79.6,470.85
+25.87,47.01,1014.67,61.87,452.32
+15.46,37.64,1014.57,87.53,462.96
+22.63,58.41,1013.69,90.32,445.43
+29.59,74.78,1009.45,55.75,436.77
+22.25,60.84,1018.07,73.67,443.99
+31.53,74.99,1003.93,58.29,432.34
+17.95,49.21,1012.05,59.44,455.1
+29.45,64.96,1005.52,59.92,433.04
+31.31,64.44,1014.24,51.08,438.14
+8.41,40.67,1019.97,69.2,489.25
+22.85,60.08,1018.05,67.12,452.5
+16.02,39.54,1007.73,72.81,466.15
+15.12,43.79,1016.37,75.62,470.11
+14.47,48.79,1017.05,69.87,466.25
+12.1,41.17,1013.72,75.61,478.1
+15.38,43.99,1022.42,83.41,462.48
+22.16,65.48,1017.22,70.51,446
+26.31,72.39,1001.16,88.43,434.53
+15.14,39.72,1002.96,72.52,460.15
+26.49,61.86,1012.55,74.24,440.21
+23.06,56.85,1012.5,64.03,440.03
+16.21,50.9,1012.46,84.45,462.68
+8.76,41.82,1033.29,76.5,480.08
+11.92,40.55,1016.91,100.07,472.45
+28.64,73.4,1011.48,52.84,441.32
+17.95,59.15,1012.73,84.27,449.14
+33.82,73.03,1013.49,42.17,439.3
+5.82,40.78,1024.82,96.01,470.02
+20.41,48.06,1012.62,76.21,451.26
+31.23,72.58,1006.61,60.8,427.58
+6.58,40.07,1014.22,55.44,493.72
+13.1,41.48,1009,87.41,460.34
+20.13,40.33,1005.31,85.42,460.09
+29.12,74.87,1009.85,62.51,435.51
+19.57,68.61,1011.13,96.4,448.73
+25.38,72.24,1010.76,89.64,432.3
+12.56,41.4,1019.23,74.26,472.54
+28.25,57.19,1007.99,67.9,436.99
+27.24,77.17,1009.37,81.51,439.12
+16.41,44.92,1024.27,84.16,462.12
+26.1,63.56,1013.12,61,442.75
+17.37,41.23,998.79,68.44,461.08
+31.81,66.44,1011.21,53.55,426.84
+13.83,45.08,1024.2,80.52,465.5
+28.43,73.18,1012.52,71.05,427.11
+12.07,38.25,1012.67,81.66,470.36
+14.73,58.2,1019.45,82.48,458.56
+16.65,56.89,1013.52,87.44,452.52
+22.56,60.29,1018.19,67.53,447.15
+23.76,61.5,1009.15,68.52,441.16
+14.72,38.91,1015.17,61.75,468.87
+22.63,58.49,1010.94,72.7,448.38
+21.82,58.66,1011.71,64.37,452.16
+20.88,47.45,1007.5,76.21,449.34
+18.4,43.96,1012.4,77.81,464.63
+23.29,65.61,1014.81,70.27,447.67
+26.65,74.67,1015.73,77.32,435.9
+24.62,72.43,1007.97,84.36,436.89
+27.94,69.84,1003.11,70.47,428.67
+27.96,68.51,1007.26,63.21,432.07
+25.52,71.73,1009.91,79.55,434.67
+9.28,41.38,1021.96,72.22,486.18
+20.5,51.19,1009,91.79,445.35
+24.38,47.01,1015.17,68.96,454.85
+25.69,59.54,1004.05,81.69,439.06
+13.86,44.21,1022.6,83.56,468.3
+31.44,64.44,1014.04,49.15,437.6
+26.88,69.51,1012.76,45.03,436.3
+27.83,69.04,1009.69,63.79,443.24
+29.66,59.22,1013.25,61.2,441.58
+11.49,41.54,1020.17,70.91,476.74
+5.62,41.31,1001.37,89.16,485.6
+31,71.77,1006.29,48.56,431.07
+28.18,71.85,1008.78,82.88,427.83
+5.76,40.07,1013.22,62.99,494.67
+14.73,36.99,1007.32,90.84,468.23
+24.91,57.17,1010.88,72.97,446.01
+25.12,77.95,1009.26,82.95,433.4
+21.42,56.89,1014.39,84.05,444.86
+26.06,54.5,1015.52,67.12,451.67
+21.14,58.98,1009.05,94.36,448.31
+6.91,39.37,1019.58,71.02,488.2
+13.97,53.82,1016.81,62.32,465.24
+14.64,42.77,1017.59,79.6,464.27
+31.58,66.54,1003.26,54,429.73
+10.27,41.44,1017.04,77.09,479.3
+7.94,43.65,1018.75,59.45,479.8
+9.32,36.3,1027.67,73.25,479.52
+11.87,41.58,1017.29,90.3,464.77
+22.58,43.79,1015.66,44.18,460.3
+19.2,59.21,1017.84,89.56,450.86
+30.18,68.24,1009.31,64.06,427.38
+26.27,71.98,1005.72,86.15,427.65
+19.39,43.14,1012.75,44.21,464.55
+12.81,44.34,1015.55,90.37,474.03
+30.93,69.98,1013.33,62.1,432.25
+20.03,57.19,1007.31,81.69,446.46
+27.34,71.29,1008.32,56.51,434.94
+17.7,48.98,1015.79,83.18,454.41
+20.61,65.61,1014.91,83.82,449.72
+13.82,40.2,1013.19,90.11,466.99
+31.77,76.09,1007.4,73.36,431.69
+26.55,69.45,1013.88,55.39,435.64
+20.42,62.96,1020.34,84,452.08
+20.76,59.04,1012.51,85.39,448.92
+26.08,76.86,1003.3,79.49,436.85
+22.86,66.48,1003.77,71.22,435.56
+30.33,70.32,1007.75,52.49,430.1
+27.22,67.9,1005.73,57.29,441.22
+25.22,69.88,1007.17,80.26,443.24
+15.3,38.62,1017.19,70.63,462.65
+24.01,50.16,1004.22,75.32,443.03
+8.01,40.62,1015.62,86.43,476.22
+19.31,44.71,1016.13,30.59,463
+22.07,70.72,1010.52,82.96,442.88
+27.31,68.14,1005.73,50.74,437.83
+19.89,50.78,1008.85,92.97,446.35
+14.07,46.18,1017.77,87.83,465.05
+12.07,40.81,1025.63,68.02,475.96
+31.19,69.68,1012.6,52.06,440.97
+26.7,62.26,1011,71.64,435.03
+21.94,58.79,1010.3,88.21,447.52
+12.19,40.23,1017.76,81.44,474.92
+13.03,41.26,1022.17,79.79,466.02
+28.55,74.33,1011.77,73.34,426.48
+15.73,38.73,1002.48,76.91,466.63
+16.22,41.35,1000.96,79.59,462.21
+27.44,47.93,1002.71,59.44,437.76
+25.51,64.27,1013.28,61.85,444.76
+19.14,56.65,1020.84,82.97,458.06
+16.5,44.2,1018.94,63.59,458.3
+13.78,45.51,1015.56,69.92,468.17
+13.29,71.14,1019.63,75.09,464.18
+27.06,77.17,1008.71,90.6,432.2
+13.67,44.92,1023.6,85.35,467.71
+14.7,44.9,1021.87,83.9,468.69
+11.48,37.5,1014.38,69.75,472.9
+16.95,58.86,1015.96,87.8,453.2
+22.3,50.78,1008.85,81.27,449.86
+27.37,70.72,1009.77,67.87,441.9
+18.61,44.06,1016.91,75.01,452.68
+27.98,74.87,1010.02,66.44,435.32
+9.39,39.66,1019.22,75.33,482.16
+22.19,48.78,1017.84,76.01,446.51
+25.48,60.29,1017.55,51.22,443.77
+27.51,71.32,1007.59,80.02,433.16
+11.37,39.16,1016.54,87.05,480.54
+8.68,43.14,1011.94,79.06,480.73
+25.3,59.43,1009.15,58.3,442.5
+12.82,48.14,1017.47,81.45,467.48
+20.31,49.69,1011.57,69.03,455.37
+23,49.5,1014.15,66.68,454.44
+14.24,45.01,1013.54,88.68,461.64
+20.17,50.66,1014.38,82.09,454.79
+7.69,38.06,1020.72,83.47,483.54
+30.36,69.04,1009.6,58.73,436.72
+29.12,66.51,1015.69,37.9,432.88
+27.01,67.98,1006.01,67.98,434.65
+24.24,72.43,1008.02,86.4,436.6
+22.49,58.71,1009.75,76.43,443.33
+23.76,70.32,1012.13,78.84,434.64
+18.09,43.72,1008.64,74.15,453.02
+15.96,41.66,1011.93,55.47,466.39
+25.54,61.08,1013.77,69.64,448.57
+22.96,70.79,1005.68,93.93,434.47
+14.76,39.64,1010.37,81.99,465.82
+16.16,52.05,1013.19,75.37,463.09
+22.36,59.44,1013.1,84.74,446.75
+25.79,65.27,1013.26,55.35,440.04
+18.78,63.09,1019.22,80.2,452.86
+6.49,36.3,1016.52,69.1,483.43
+19.4,49.69,1012.89,75.53,455.6
+6.16,38.5,1012.83,93.68,490.92
+15.31,41.35,1005.09,95.25,466.5
+5.74,40.62,1016.31,84.91,481.15
+30.31,77.24,1008.02,67.84,435.28
+24.54,72.24,1011.43,74.1,435.08
+22.97,72.24,1011.15,95.85,437.41
+22.45,59.87,1018.92,72.73,445.34
+13.9,41.17,1016.84,72.9,468.96
+17.78,52.08,1006.9,100.09,453.31
+9.59,40.11,1026.05,74.27,470.71
+11.91,44.45,1021.39,84.49,466.52
+31.26,70.36,1006.49,60.47,438.15
+23.82,64.15,1020.96,60.11,447.37
+25.02,69.75,1010.04,91.86,437.87
+25.47,70.36,1005.79,77.73,437.02
+27.13,59.54,1004.33,73.27,438.32
+24.6,48.78,1018.1,73.71,442.23
+24.95,76.16,1006.2,76.16,437.47
+7.55,41.04,1027.03,83.32,476.58
+34.24,74.67,1016.24,25.56,425.58
+19.94,44.9,1008.52,74.69,459.47
+27.14,63.13,1013.38,75.68,438.82
+28.56,74.22,1007.45,69.6,434.54
+13.05,44.34,1018.47,81.2,473.4
+26.72,74.87,1010.18,70.74,441.93
+12.5,43.67,1013.99,90.91,473.26
+20.62,68.12,1012.33,79.88,447.16
+16.17,38.01,1022.19,70.99,462.54
+9.58,38.08,1019.49,67.54,478.5
+25.42,73.21,1001.91,93.78,432.04
+30.31,70.36,1006.55,59.92,439.11
+23.76,51.19,1009.69,70.87,442.9
+29.42,79.74,1007.24,61.26,437.61
+8.8,42.32,1017.91,86.8,483.88
+27.16,72.58,1009.24,90.26,429.59
+19.75,49.02,1009.38,92.89,446.63
+30.44,68.84,1010.97,55.34,438.31
+18.6,41.67,1013.07,64.23,458.91
+19.65,45.01,1014.18,56.77,451.63
+15.99,49.21,1015.17,76.4,463.47
+8.73,41.26,1020.54,91.37,476.42
+15.99,39.63,1006.09,89.92,464.95
+5.56,45.87,1006.99,96.48,476.61
+8.88,39.66,1015.21,88.29,481.45
+5.42,41.38,1020.77,86.02,491.38
+8.97,36.24,1013.21,90.77,477.89
+18.18,61.87,1008.64,66.28,453.1
+12.87,41.5,1013.51,85.72,469.44
+14.23,46.18,1017.39,87.29,463.86
+18.17,66.86,1011.29,78.48,452.77
+19.73,49.69,1007.78,73.02,454.28
+25.36,61.41,1011.89,55.64,452.29
+29.78,73.42,1011.27,52.79,445.58
+32,58.9,1003.48,51.38,437.81
+18.64,67.71,1003.84,89.63,442.26
+13.16,43.71,1024.44,85.68,469.06
+7.64,40.02,1031.58,71.19,479.43
+11.87,41.78,1012.97,64.79,470.84
+20.56,59.14,1016.02,68.59,448.82
+11.41,39.61,1018.69,69.44,467.19
+26.11,52.36,1013.9,59.62,453.76
+19.06,56.65,1020.82,82.14,455.7
+9.13,40.02,1031.08,74.76,473.47
+8.44,41.17,1019.9,70.72,486.15
+14.44,42.32,1015.61,76.85,462.13
+6.3,39.33,1010.63,94.26,489.95
+13.47,44.88,1017.56,93.23,476.67
+20.66,41.54,1014.68,79.7,461.55
+23.62,45.87,1007.75,58.69,445.55
+16.69,46.18,1011,97.85,458.57
+28.01,44.89,1008.98,48.52,444.76
+21.73,64.63,1020.84,68.9,450.36
+30.35,69.51,1009.95,39.24,430.07
+8.67,36.66,1026.8,84.36,480.38
+30.51,59.57,1011.08,61.94,436.92
+26.12,66.75,1017.86,79.02,433.67
+13.11,38.73,1005.89,89.02,473.38
+21.41,62.39,1007.84,88.83,452.8
+12.33,45.51,1016.49,79.2,471.16
+24.02,77.54,1008.33,83.92,438.52
+9.37,38.56,1016.84,62.07,482.77
+11.26,44.92,1023.63,88.99,474.69
+30.12,69.71,1009.1,52.02,435.85
+4.65,35.19,1018.23,94.78,489.36
+28.21,70.8,1010.45,77.92,435.99
+30.83,71.58,1009.92,48.8,432.11
+6.59,39.37,1020.34,77.92,488.17
+21.84,64.69,1007.57,77.34,450.25
+31.63,70.17,999.4,59.94,432.07
+4.7,39.9,1007.45,91.02,487.78
+31.11,75.33,1002.32,64.25,433.37
+18.21,41.23,993.11,62.29,457.53
+9.82,39.64,1010.79,69.22,477.93
+16.77,38.01,1023.04,65.5,460.16
+16.88,39.99,1007.08,74.29,462.83
+21.08,70.32,1011.39,88.79,440.59
+22.79,69.13,1010.87,91.47,438.08
+26.96,62.39,1008.14,73.95,437.41
+30.87,67.32,1013.78,34.54,436.96
+19.74,45.38,1015.11,80.67,459.39
+24.22,71.14,1009.38,64.53,438.88
+16.27,44.21,1020.56,82.22,462.11
+14.41,46.18,1016.25,88.88,462.49
+10.48,41.38,1021.97,65.22,481.41
+14.24,44.84,1023.6,94.06,466.67
+23.08,74.78,1009.85,83.67,437.86
+25.77,73.68,1014.18,87.53,429.84
+17.94,62.1,1019.81,82.65,453.55
+9.43,41.4,1028.42,84.92,479.28
+13.98,41.79,1010.6,83.84,457.12
+25.02,47.45,1008.07,60.42,446.62
+30.99,69.82,1009.41,50.84,437.46
+17.17,63.09,1020.54,95.98,446.75
+19.4,42.44,1013.19,58.63,459.76
+24.1,68.08,1012.73,65.24,440.33
+12.07,39.99,1009.7,93.27,473.06
+9.55,40.72,1023.12,68.06,481.08
+9.57,52.75,1022.32,75.4,470.93
+21.74,70.32,1011.88,85.95,439.19
+30.99,68.51,1008,71.35,430.09
+17.88,45.87,1008.39,93.63,455.83
+17.51,53.16,1013.13,82.86,457.45
+7.79,43.13,1019.67,85.35,484.42
+31.56,66.44,1008.91,64.16,430.11
+30.58,68.84,1011.34,51.29,439.71
+13.35,39.64,1010.1,93.3,471.69
+17.9,67.71,1004.3,89.59,449.73
+21.94,50.32,1008.44,86.98,444.89
+31.49,69.13,1009.33,53.9,425.74
+8.48,42.49,1010.77,88.68,483.5
+26.85,73.77,1001.2,90.13,431.24
+26.75,60.96,1012.05,56.77,447.93
+24.91,64.45,1013.02,42.34,450.84
+23.03,68.08,1012.63,70.37,441.71
+12.99,40.55,1007.52,94.15,472.18
+23.79,48.06,1012.92,60.03,447.59
+23.42,63.07,1011.72,75.81,444.23
+32.09,69.4,1003.1,56.91,430.62
+21.78,51.43,1007.45,88.71,446.56
+31.92,69.13,1000.77,58.91,425.19
+22.79,50.78,1008.65,58.39,447.12
+10.52,42.18,1014.9,95.67,469.03
+7.64,42.28,1008.46,84.29,484.78
+15.8,41.2,1016.08,77.83,468.55
+17.3,46.21,1013.56,87.57,456.77
+18.26,61.27,1019.1,74.74,428.67
+14.03,41.79,1008.07,83.32,457.98
+24.55,58.86,1015.22,60.53,445.8
+24.6,57.32,1012.48,45.14,442.64
+25.04,70.36,1006.56,75.91,436.47
+32.31,62.04,1010.45,38.01,449.65
+21.17,64.15,1021.25,62.38,454.15
+9.15,40.11,1023.82,75.4,475.01
+27.34,63.78,1016.5,48.4,446.56
+11.7,43.41,1016.08,62.27,467.51
+27.58,73.06,1009.63,88.31,438.1
+20.53,54.9,1016.61,61.28,454.67
+9.55,41.44,1015.07,85.94,481.75
+9.94,41.44,1015.21,87.02,481.24
+6.71,40.72,1022.78,80.69,483.11
+31.09,64.05,1011.32,61.14,440.62
+17.23,40.12,1013.52,81.55,456.2
+18.27,58.2,1018.34,72.73,448.17
+9.06,36.3,1015.14,58.71,477.38
+14.66,41.66,1012.89,62.41,466.87
+23.79,58.2,1016.77,55.88,446.88
+31.33,58.9,1003.77,52.34,439.54
+10.26,43.14,1019.68,98.97,466.75
+33.75,64.96,1002.54,39.28,432.62
+18.72,60.07,1015.81,70.55,454.35
+20.71,58.18,1007.63,98.44,447.06
+28.87,71.97,1008.74,82.61,435.86
+12.63,48.04,1013,100.13,464.6
+13.69,34.03,1018.45,65.76,469.12
+20.3,67.32,1013.49,80.9,441.51
+14.93,42.44,1012.65,86.8,471.24
+25.43,69.13,1002.2,86.44,431.53
+24.85,71.98,1005.97,95.09,433.64
+14.67,45.01,1014.28,67.91,460.47
+3.63,38.44,1016.16,87.38,487.87
+28.54,72.99,1007.42,67.87,432
+15.26,41.2,1016,76.06,467.98
+29.88,68.08,1011.14,55.78,429.33
+5.65,40.72,1022.46,85.17,487.09
+9.2,39.82,1013.19,91.25,482.89
+18.85,44.63,1009.06,84.75,456.72
+28.16,61.47,1009.19,62.53,442.48
+13.15,42.44,1014.51,99.53,469.34
+16.97,50.9,1012.31,82.65,463.28
+17.33,42.28,1007.97,50.33,462.26
+17.39,46.21,1013.94,82.73,454.06
+26.26,65.06,1013.58,52.72,440.92
+13.72,45.01,1014.07,77,464.59
+10.99,44.63,1020.67,90.09,473.29
+8.94,41.74,1022.55,90.74,483.53
+22.5,59.43,1010.31,72.17,441.92
+23.62,68.63,1013.18,50.57,447.3
+17.17,44.68,1018.72,83.58,462.53
+12.47,38.25,1012.74,82.89,469.56
+16.65,46.18,1010.6,95.69,465.6
+24.56,71.94,1006.81,89.59,437.97
+25.49,47.45,1007.89,57.04,444.52
+7.33,40,1018.96,80.76,478.16
+20.52,43.79,1015.9,68.1,463.93
+13.61,41.16,1020.49,75.09,462.67
+22.5,45.38,1014.11,65.08,458.19
+28.24,65.27,1013.43,48.74,439.36
+30.04,67.25,1017.65,52.84,435.17
+14.38,44.84,1024.59,81.68,471.6
+24.78,68.63,1013.96,43.7,448.43
+19.99,40.79,1003.15,87.55,455.28
+16.01,43.69,1017.12,62.43,465.89
+29.09,72.43,1006.86,65.47,427.3
+13.31,40.03,1017.73,84.48,470.31
+33.34,69.88,1007.65,42.72,437.84
+26.88,59.21,1013.54,58.13,437.11
+15.69,37.87,1022.63,87.71,462.16
+27.58,78.05,1010.83,94.98,431.95
+20.51,63.86,1020.65,75.36,447.18
+13.56,39.52,1016.61,78.35,470.67
+22.64,59.27,1012.58,83.55,446.2
+30.29,71.58,1010.01,54.03,434.27
+10.15,41.62,1015.86,97.4,463.89
+23.07,57.5,1015.7,75.47,447.49
+7.29,40.96,1023.01,90.78,488.65
+25.34,69.48,1008.4,74.79,433.81
+19.66,58.79,1017.17,84.16,447.93
+17.77,56.53,1019.57,79.89,457.94
+14.34,42.86,1031.75,66.81,466.17
+14.4,42.99,1010.3,89.72,469.34
+18.31,62.1,1020.38,79.02,455.24
+13.56,40.03,1017.73,83.76,472.59
+6.17,41.31,1002.49,87.59,481.27
+25.04,51.95,1005.56,66.53,449.45
+14.49,41.16,1000.5,82.17,465.24
+22.31,43.43,1010.64,56.44,449.67
+16.38,46.97,1013.6,73.67,459.87
+23.48,65.12,1015.82,60.83,445.66
+11.58,39.69,1005.17,86.55,469.6
+14.74,43.99,1023.13,86.31,461.82
+15.33,42.28,1008.19,66.15,465.2
+26.14,69.14,1007.1,88.27,439.03
+32.86,68.51,1008.43,46.78,432.38
+28.88,63.76,1010.16,56.34,435.54
+27.59,54.2,1013.1,51.61,439.31
+21.85,69.94,1010.89,79.4,443
+6.58,43.02,1014.03,84.95,488.22
+20.38,62.52,1017.85,75.56,456.56
+9.53,38.18,1018.43,75.33,476.54
+16.76,53.16,1014.13,81.87,457.98
+32.31,68.94,1006.11,71.78,431.14
+10.22,39.96,1025.05,96.05,471.36
+10.72,39.35,1015.35,86.43,480.18
+21.68,64.15,1021.09,70.88,454.32
+21.13,51.43,1007.43,88.72,445.4
+29.14,75.23,1010.15,54.87,434.82
+12.04,43.69,1016.58,80.16,474.97
+10.1,41.4,1024.29,85.94,474.28
+28.72,68.14,1005.82,46.52,443.26
+28.84,60.23,1009.7,59,437.82
+18.68,52.84,1004.65,88.27,450.19
+16.5,44.63,1020.58,64.11,458.78
+27.18,64.44,1012.81,61.27,440.3
+20.08,58.79,1017.32,81.59,451.21
+19.64,56.65,1020.79,73.88,456.03
+27.77,62.26,1010.88,66.45,430.19
+31.4,71.06,1008.44,74.77,433.34
+3.68,39.64,1011.31,84.05,490.02
+11.89,40.03,1019.53,89.48,471.85
+7.63,40.56,1023.13,81.01,486.7
+26.38,71.73,1010.04,69.45,431.66
+22.89,48.98,1014.55,48.21,448.56
+17.98,53.29,1018.29,83.46,455.71
+14.22,48.6,1006.26,88.05,459.69
+22.35,57.76,1017.92,68.18,453.74
+22.2,57.17,1009.82,78.43,447.75
+16.89,49.21,1015.19,70.39,458.25
+22.51,59.21,1018.35,71.97,444.66
+15.11,42.99,1007.53,85.75,466.25
+25.15,73.67,1007.42,85.48,435.9
+15.47,44.9,1021.59,81.74,465.61
+11.1,40,1021.29,86.58,477.2
+20.78,60.84,1018.66,80.4,445.82
+20.94,68.12,1012.43,78.2,446.41
+5.52,42.85,1012.77,93.82,478.98
+16.19,36.99,1007.37,92.4,462.94
+27.06,72.58,1009.24,90.31,429.18
+19.92,48.98,1014.32,64.99,455.57
+18.53,61.27,1019.84,75.22,454.72
+12.21,41.67,1012.88,85.19,475.07
+11.59,40.05,1014.96,86.22,474.46
+26.61,72.43,1007.71,75.82,427.61
+18.4,44.92,1024.88,64.89,458.36
+24.8,66.51,1016.74,65.72,441.34
+25.47,60.75,1007.27,65.91,438.42
+28.57,75.33,1003.16,76.14,431.58
+31.01,73.5,1010.92,48.61,432.41
+24.38,57.17,1009.85,74.46,444.59
+28.46,60.23,1010.2,63.38,439.88
+18.16,43.72,1008.64,75.22,454.98
+10.6,41.17,1018.38,87.92,478.47
+24.19,68.94,1007.37,70.83,439.52
+12.2,39.72,1018.07,54.83,471.33
+27.95,73.5,1010.42,58.01,435.45
+30.38,71.58,1010.17,50.45,433.75
+28.48,54.2,1013.14,49.51,440.55
+11.3,43.14,1019.56,99.83,469.73
+29.19,70.32,1008.28,55.42,427.9
+30.75,71.22,1006.47,48.06,437.96
+12.37,43.22,1009.1,76.06,468.49
+25.75,60.95,1014.75,53.3,443.73
+28.18,67.17,1006.84,75.55,438.49
+21.89,74.93,1016.11,77.88,448.47
+24.79,50.78,1008.78,61.88,445.3
+30.86,70.32,1011.88,62.68,433.71
+13.51,43.22,1009.63,75.02,465.89
+29.35,68.31,1010.46,46.2,445.86
+19.98,60.77,1017.72,90.71,448.46
+21.77,42.23,1013.03,67.44,462.51
+12.43,41.62,1011.87,80.57,460.61
+3.4,39.64,1011.1,83.43,459.86
+24.73,74.22,1010.15,79.83,436.55
+25.54,70.47,1009.28,73.5,436.16
+25.88,63.73,1009.48,77.17,438.42
+23.07,70.47,1008.64,83.37,439.04
+30.66,70.98,1007.6,72.08,435.66
+13.77,41.58,1020.63,72.94,459.75
+12.57,43.8,1023.2,56.85,466.68
+31.1,71.32,1008.09,45.87,437.54
+22.24,64.27,1012.97,89.54,443.76
+29.08,52.84,1006.14,40.09,438.24
+19.35,39.72,1002.5,51.24,455.29
+28.88,54.89,1007.16,46.6,440.99
+31.7,70.36,1006.26,58.18,438.38
+13.25,44.92,1024.11,89.34,469.18
+18.55,41.1,1002.02,65.16,459.97
+28.69,71.29,1009.22,68.35,433.07
+13.74,42.74,1029.54,70,465.92
+23.97,64.33,1010.54,84.65,443.87
+18.44,39.72,1001.14,66.83,460.44
+16.88,56.89,1014.01,82.1,457
+12.82,46.18,1018.53,88.46,466.06
+7.18,38.56,1016.49,70.37,487.63
+24.34,62.96,1019.7,61.44,446.09
+26.63,62.44,1010.86,70.82,438.25
+11.43,41.16,1022.81,92.04,466.86
+27.24,66.75,1017.78,69.6,433.65
+15.01,42.77,1018.21,73.22,462.6
+11.21,40.75,1016.45,86.14,479.2
+31.46,71.8,1010.75,54.88,434.96
+13.65,42.86,1015.41,87.67,471.75
+9.57,39.82,1013.12,89.15,468.02
+11.46,44.85,1014.3,63.24,475.33
+25.03,60.84,1017.69,59.23,441.58
+14.6,44.84,1023.58,88.21,464.88
+28.88,73.68,1015.25,47.73,432.93
+13.82,44.84,1023.72,95.24,467.95
+7.87,41.06,1020.91,87.64,486.57
+2.34,39.42,1028.47,69.68,490.34
+23.58,70.04,1010.95,76.32,435.47
+21.49,70.32,1009.07,92.25,443.04
+15.84,41.66,1009.69,62.81,465.5
+25.82,61.08,1013.64,66.4,448.46
+10.18,40.81,1015.79,81.42,475.13
+28.4,69.34,1009.76,70.4,436.5
+12.35,41.38,1021.99,55.38,474.94
+16.52,43.7,1015.08,58.36,466.73
+9.6,42.03,1017.66,92.27,474.65
+7.54,38.56,1016.49,69.1,486.76
+8.04,41.92,1029.7,92.21,482.58
+11.82,41.26,1020.74,91.14,466.95
+21.62,48.78,1020.06,85.09,448.52
+15.41,44.78,1007.69,65.17,456.83
+26.47,63.13,1013.72,79.4,441.81
+31.5,74.16,1011.72,56.42,436.43
+12.24,49.83,1007.9,94.28,466.83
+13.52,41.44,1015.81,65.97,472.11
+10.02,39.66,1016.34,79.98,480.05
+21.01,44.05,1010.61,64.12,445.07
+8.35,43.52,1022.78,97.34,479.31
+14.12,39.52,1016.79,75.89,472.32
+35.2,73.56,1006.56,45.72,434.37
+25.28,72.39,1002.28,89.43,432.52
+14.3,41.93,1020.6,65.38,471.32
+19.32,52.9,1016.86,68.2,457.66
+22.04,69.51,1013.25,56.15,446.34
+28.07,66.17,1010.58,64.11,443.77
+23.09,60.95,1015.02,68.78,450.31
+27.17,61.25,1013.03,70.43,435.9
+26.44,71.64,1004.55,85.53,435.61
+27.23,44.05,1005.69,58.91,440.2
+17.68,40.89,1011.24,61.37,462.08
+27.18,79.05,1008.99,94.32,434.01
+27.89,68.12,1012.78,48.72,435.69
+13.5,54.3,1016.2,77.46,468.92
+28.11,66.17,1010.51,65.16,444.2
+28.75,70.02,1010.33,46.55,440.31
+25.56,74.99,1005.41,85.75,433.63
+12.84,50.59,1020.08,88.08,470.96
+20.18,56.53,1020.3,77.1,454.14
+25.65,69.45,1013.95,50.42,436.24
+21.08,52.05,1012.28,45.25,453.4
+14.33,45.51,1015.42,71.55,468.92
+29.13,62.26,1010.51,52.94,436.37
+31.73,74.67,1016.38,44.51,425.34
+18,53.16,1013.02,82.47,455.69
+12.39,44.58,1016.38,84.95,475.37
+28.26,63.13,1012,68.35,440.58
+14.59,42.44,1012.7,83.92,470.86
+16.22,46.36,1020.04,91.73,460.73
+25.99,59.54,1007.78,74.48,441.32
+20.84,59.8,1016.96,75.05,451.13
+26.85,74.16,1008.66,93.8,431.16
+7.24,39.04,1019,68.69,485.57
+14.01,43.34,1016.95,83.41,463.81
+17.66,44.9,1020.5,71.33,457.11
+11.6,40.96,1023.95,86.83,473.66
+16.72,44.78,1007.75,56.79,453.39
+12.77,40.71,1014.66,72.81,471.59
+11.08,38.16,1014.45,74.99,473.32
+8.96,40.02,1031.21,82.32,475.47
+9.86,41.01,1018.49,98.71,467.37
+17.18,46,1002.74,100.1,454.02
+14.5,53.82,1016.81,62.89,464.27
+24.01,65.18,1012.57,76.02,437.27
+24.79,67.83,1009.32,61.46,438.36
+11.67,44.6,1018.09,92.53,467.96
+21.28,70.32,1011.06,90.12,439
+20.96,69.48,1011.04,82.63,444.31
+26.57,73.21,1002.31,92.51,431.68
+16.43,48.06,1010.73,61.26,459.63
+26.22,65.34,1015.17,47.25,444.06
+24.88,52.36,1014.45,68.39,452.31
+12.22,40.71,1021.25,80.83,477.07
+22.28,58.12,1014.54,83.27,448.97
+9.14,37.36,1015.22,78.06,491.97
+27.34,70.98,1008.82,71.42,438.73
+24.9,58.49,1011.06,65.14,444.19
+13.26,40.83,1007.97,90.63,472.14
+21.86,64.45,1015.83,63.36,457.8
+18.55,41.85,1015.24,62.47,467.51
+26.26,74.9,1003.85,81.94,437.44
+5.15,40.78,1025.34,95.84,483.03
+10.8,39.58,1011.99,87.54,478.24
+27.99,71.64,1007.79,72.67,437.81
+18.4,50.16,1011.51,98.07,453.78
+15.17,36.71,1013.5,77.44,471.93
+13.18,40.83,1007.67,95.44,472.36
+30.37,67.45,1015.35,45.6,431.38
+24.88,71.94,1006.85,87.32,433.3
+14.87,42.77,1017.94,75.06,462.03
+20.34,69.45,1012.76,91.05,442.73
+5.71,40.77,1022.51,89.58,485.75
+28.62,79.74,1008.12,65.39,436.12
+12.75,39.58,1010.8,77.31,473.46
+19.76,48.92,1010.48,46.57,456.69
+19.75,54.2,1011.43,83.5,448.89
+11.61,41.17,1019.57,58.82,476.81
+9.63,43.02,1012.4,68.41,480.21
+26.65,63.78,1015.32,53.95,440.26
+24.63,65.38,1010.43,40.68,446.23
+19.94,56.53,1020.48,76.43,453.8
+15.18,43.67,1011.59,92.58,467.74
+25.79,63.9,1014.39,60.49,442.7
+12.64,40.71,1024.2,65.21,476.37
+21.7,70.32,1009.12,91.3,438.52
+12.19,40.23,1017.45,82.07,474.91
+27.73,67.69,1007.47,59.42,431.72
+20.83,70.72,1009.56,89.37,446.48
+16.7,46.18,1011.2,96.84,456.2
+8.27,39.64,1011,84.64,479.91
+27.17,67.45,1015.67,49.03,429.87
+14.92,46.18,1014.21,98.82,465.63
+27.47,66.86,1006.1,70.2,437.45
+9.72,41.44,1015.17,84.41,481.85
+19.97,50.78,1008.75,92.7,446.57
+18.37,51.86,1018.8,74.3,461.14
+14.85,40.8,1025.38,53.29,471.78
+22.92,60.37,1007.05,89.94,438.86
+15.2,40.55,1005,88.4,465.09
+28.07,61.47,1008.68,64.83,442.59
+10.72,41.17,1019.68,60.71,479.21
+16.09,48.78,1015.78,91.12,454.23
+18.68,53.29,1018.16,75.01,459.89
+14.48,40.83,1009.42,81.74,469.64
+28.41,61.47,1008.94,56.56,442.54
+24.03,62.44,1010.96,79.88,430.66
+28.31,74.33,1011.89,69.77,428.46
+21.79,60.93,1006.44,87.68,443.01
+28.53,69.84,1004.46,68.03,427.72
+9.84,36.66,1026.7,70.02,477.62
+34.66,74.33,1012,32.19,425.89
+21.99,58.96,1014.09,61.3,453.38
+23.69,73.67,1007.19,86.73,437.57
+21.94,64.69,1007.39,77.58,449.36
+14.51,49.83,1006.27,91.65,460.45
+13.72,45.09,1012.95,87.41,466.24
+15.03,43.71,1025.07,83.25,463.12
+6.99,39.37,1020.19,75.06,487.18
+28.03,68.67,1005.52,58.16,438.8
+10.9,41.93,1014.96,96.24,477.93
+5.51,41.03,1022.28,84.5,491.84
+17.02,51.86,1021.53,81.28,460
+14.39,44.21,1019.77,85.7,465.03
+24.05,70.4,1006.83,92.35,442.07
+20.99,50.78,1008.55,75.14,449.07
+21.02,61.5,1008.52,77.74,448.08
+31.01,69.13,1000.93,62.96,425.69
+12.38,41.62,1012.37,84.15,461.07
+23.37,70.94,1008.01,81.28,441.56
+12.22,40.78,1024.02,85.46,464.12
+15.28,48.14,1012.55,69.65,460.75
+25.09,57.43,1013.2,70.42,446.11
+23.87,50.39,1012.96,76.05,452.59
+15.43,40.89,1010.63,73.03,468.35
+24.34,48.78,1018,73.44,448.54
+25.09,71.58,1010.17,86.01,434.51
+16.37,53.16,1014.89,74.84,459.52
+11.8,41.54,1020,65.85,476.12
+24.85,68.37,1006.5,68.37,442.66
+17.16,40.55,1000.26,72.21,461.58
+13.09,54.3,1017.61,82.38,471
+10.25,41.46,1018.67,84.41,479.28
+28.39,65.51,1014.52,66.48,438.78
+31.55,69.75,1010.12,58.36,435.01
+23.84,49.21,1013.1,44.72,445.44
+14.46,42.86,1031.34,69.84,464.44
+24.16,65.06,1013.88,58.96,442.32
+20.82,63.77,1014.28,86.37,448.9
+17,49.78,1005.32,100.1,453.77
+11.45,45.01,1018.88,92.12,470.4
+18.26,58.96,1014.04,69.7,457.43
+10.74,43.67,1011.75,80.1,477.32
+20.89,67.71,1006.12,59.12,445.39
+11.82,41.54,1019.96,67.65,476.97
+25.44,65.06,1013.82,55.72,440.09
+29.92,69.75,1009.12,67.15,441.5
+21.11,58.49,1011.6,80.44,449.16
+14.6,53.82,1016.28,64.83,462.86
+25.96,63.78,1016.95,49.47,443.8
+18.32,39.53,1008.15,64.85,454.44
+21.36,68.28,1007.6,72.37,445.91
+15.7,42.99,1007.51,76.05,464.59
+26.82,75.08,1005.93,60.81,441.14
+15.22,41.35,1003.12,95.45,464.56
+27.68,69.34,1008.28,70.9,436.37
+27.14,70.32,1007.08,73.08,427.21
+28.99,54.2,1012.79,41.9,442.6
+32.55,69.89,1013.87,40.09,428.84
+27.01,63.78,1016.72,47.89,442.6
+6.31,42.07,1004.61,77.74,483.27
+23.31,60.08,1017.14,64.35,452.65
+10.66,41.93,1016.12,94.16,479.61
+26.82,64.96,999.72,63.55,427.51
+12.36,45.09,1013.05,88.4,467.2
+10.2,40.67,1016.15,73.2,482.26
+29.17,74.34,1004.51,82.02,433.03
+12.03,40.75,1015.93,85.07,474.97
+31.27,69.13,1009.45,57.01,425.48
+24.8,72.24,1011.58,83.61,435.25
+24.43,72.43,1008.03,85.56,434.71
+24.14,63.21,1012.28,89.08,440.74
+28.13,56.9,1007.17,51.66,436.95
+19.15,39.72,1001.49,58.62,457.45
+11.05,40.75,1016.55,87.08,478.07
+25.23,66.44,1011.37,51.3,438.28
+26.86,70.47,1007.18,72.38,434.59
+12.15,71.14,1019.56,86.06,462.51
+18.5,41.85,1015.81,64.78,466.8
+21.93,58.96,1014.23,58.58,453.42
+10.14,45.01,1018.12,94.32,473.56
+14.04,48.79,1017.62,75.25,464.09
+24.14,60.07,1016.56,58.08,440.17
+13.48,41.44,1015.64,71.46,471.39
+14.26,43.34,1017.24,81.54,464.62
+19.99,65.94,1012.28,75.42,447.22
+16.52,53.16,1014.68,76.82,457.81
+22.75,58.79,1011.44,84.47,445.67
+15.31,40.66,1016.46,84.64,458.26
+21.33,58.46,1016.17,79.73,445.27
+30.28,74.67,1016.45,55.76,428.27
+19.08,44.63,1020.05,41.07,455.95
+23.94,51.95,1008.18,71.87,451.84
+21.12,62.52,1015.62,78.98,450.93
+22.61,60.27,1018.81,83.27,440.98
+14.85,44.63,1020.67,75.76,460.06
+27.26,63.77,1014.07,66.58,436.01
+31.96,71.29,1008.39,47.51,433.04
+25.3,58.46,1015.91,69.71,439.25
+24.49,65.61,1014.71,63.47,447.26
+24.44,72.99,1008.38,91.66,435.47
+17.89,44.78,1010.03,53.78,457.74
+11.92,43.8,1022.96,60.49,470.33
+23.34,63.73,1012.1,79.11,443.68
+18.89,66.86,1012.38,71.96,454.02
+18.63,50.16,1010.21,97.13,450.14
+24.43,60.07,1015.59,59.99,444.71
+9.83,41.17,1019.34,72.29,478.21
+16.68,43.14,1018.39,76.48,459.83
+22.29,45.01,1012.4,51.58,449.08
+5.63,39.22,1013.35,77.67,486.83
+13.72,34.03,1018.57,65.95,469.25
+13.02,45.51,1015.24,80.05,468.46
+8.9,40.77,1011.67,90.26,479.18
+26.44,71.73,1009.52,81.75,430.55
+27.07,74.87,1010.09,58.97,440.47
+27.74,70.32,1009.58,50.29,433.47
+31.5,70.32,1011.44,64.09,435.13
+21.81,43.77,1011.97,64.72,453.13
+15.86,49.69,1015.59,87.26,462.84
+20.31,69.94,1009.7,86.53,446.87
+23.23,64.69,1008.12,76.6,444.01
+18.39,52.08,1006.53,100.09,449.96
+30.68,73.67,1005.63,57.05,429.64
+29.09,67.07,1005.99,41.39,429.93
+27.35,60.75,1008.98,67.56,435.14
+28.46,73.67,1005.67,71.21,429.15
+31.21,66.44,1008.57,65.76,430.7
+18.89,63.09,1018.47,84.85,450
+26.71,68.3,1015.07,62.7,436.66
+13.52,42.07,1017.91,90.21,464.07
+24.17,48.41,1008.46,76.19,442.62
+7.67,41.66,1016.25,77,485.03
+19.44,59.21,1018.5,88.35,448.04
+27,69.4,1004.86,82.2,433.83
+18.16,43.96,1012.78,78.33,465.26
+19.28,65.46,1013.77,64.24,448.91
+15.43,38.58,1016.58,81.17,463.44
+16.32,43.5,1021.3,72.6,460.07
+33.12,68.31,1010.3,42.29,441.13
+8.48,38.5,1013.5,66.51,485.29
+20.76,70.72,1009.73,89.04,448.85
+18.76,52.9,1016.27,64.7,458.26
+24.5,60.77,1017.15,73.66,439.91
+32.4,68.14,1004.44,34.53,425.91
+17.82,65.48,1019.64,86.6,449.21
+27.27,67.9,1006.36,62.12,436.64
+20.14,65.06,1014.81,80.01,444.84
+24.8,65.48,1018.56,62.05,442.02
+26.42,71.06,1008.12,87.32,435.6
+15.34,41.96,1012.08,100.12,468.33
+28.66,50.05,1006.08,47.74,435.94
+14.2,52.75,1025.64,61.02,465.48
+26.12,75.6,1017.41,72.31,439.68
+24.14,62.66,1007.33,73.27,439.93
+23.43,54.42,1013.58,70.99,454.86
+10.41,36.71,1022.02,84.56,474.2
+23.27,60.84,1019.13,67.24,440.22
+18.36,53.16,1013.14,79.89,457.94
+15.8,40.66,1016.15,88.24,458.55
+22.95,63.94,1013.87,80.37,447.13
+19.79,60.1,1010.47,84.04,452.41
+34.43,68.51,1010.17,34.09,431.39
+26.31,68.51,1013.26,68.66,435.91
+11.94,44.6,1018.69,85.33,468.53
+10.82,39.96,1025.53,95.89,468.57
+17.49,40.55,1001.73,73.15,462.37
+26.23,59.87,1012.93,66.62,447.16
+7.26,41.22,1014.86,97.82,488.75
+9.42,41.4,1029.21,86.4,474.75
+16.85,39.64,1008.82,80.81,464.2
+26.31,52.09,1013.39,53.59,447.04
+30.69,69.89,1013.9,42.85,431.01
+16.55,39.64,1009.07,77.8,465.29
+16.29,50.88,1013.79,99.15,456.28
+12.49,38.25,1012.61,83.32,470.63
+10.15,41.46,1019.56,81.79,479.32
+21.71,58.05,1013.07,85.75,449.38
+13.92,44.47,1029.36,70.86,467.29
+24.04,51.95,1006.13,73.92,450.07
+20.03,69.45,1013.47,86.66,441.54
+31.7,76.09,1007.06,72.39,441.36
+26,69.88,1007.99,87.07,434.79
+25.35,74.33,1015.29,77.84,435.66
+24.49,49.82,1017.09,64.02,451.42
+24.27,63.87,1018.88,53.96,420.26
+24.51,58.79,1016.11,61.7,443.5
+12.06,52.72,1024.53,80.05,467.21
+18.53,48.98,1014.24,74.29,452.73
+18.31,42.23,1012.88,79.32,464.45
+24.97,63.86,1018.64,52.01,441.61
+10.02,39.96,1024.88,96.85,473.22
+25.45,72.24,1011.44,80.54,434.92
+26.74,49.02,1008.18,67.59,438.06
+23.45,51.95,1005.23,76.17,449.07
+11.1,44.85,1014.27,65.08,477.03
+24.16,60.29,1018.09,63.49,446.17
+5.45,39.04,1020.07,77.05,487.33
+24.99,51.43,1006.95,79.63,441.45
+18.32,65.94,1012.74,86.77,450.5
+21.63,71.85,1009.44,76.89,434.1
+8.53,38.18,1017.54,76.49,480.86
+28.85,59.27,1011.69,51.8,440.3
+23.23,60.32,1016.73,78.35,447.09
+4.93,38.44,1015.65,71.47,485.01
+18.76,44.71,1015.15,30.83,462.18
+25.52,67.17,1007.33,85.12,440.02
+12.38,48.04,1012.78,100.13,465.99
+16.05,43.14,1010.67,79.36,463.06
+26.75,70.32,1007.61,54.09,433.46
+30.03,68.84,1011.41,53.82,439.31
+24.78,50.16,1004.56,70.22,448.51
+26.97,64.45,1009.43,53.96,443.75
+27.98,67.17,1007.32,75.29,440.68
+26.33,61.41,1011.9,52.1,452.79
+11.34,45.17,1018.32,96.24,472.13
+18.8,44.78,1009.65,46,462.79
+5.23,40.78,1025.13,92.74,483.12
+10.8,39.28,1010.7,82.62,478.8
+19.32,44.71,1015.3,28.81,464.38
+33.15,70.4,1003.72,53.98,430.15
+12.8,39.16,1015.94,89.83,472.47
+19.3,46.93,1014.83,66.71,456.62
+26.33,60.06,1005.86,41.57,450.16
+30.8,70.94,1007.06,63.09,432.44
+21.52,66.51,1015.32,72.85,444.87
+18.63,45.87,1007.98,79.9,453.79
+16.69,44.78,1010.41,58.18,456.17
+12.49,41.62,1011.37,82.68,461.35
+32.06,75.33,1001.96,63.15,432.92
+8.82,43.56,1014.95,81.54,482.71
+25.14,64.63,1020.63,54,446.63
+21.71,60.27,1015.74,89.76,441.19
+19.65,44.89,1009.76,75.36,451.35
+22.63,58.96,1013.62,56.67,451.41
+11.82,41.67,1012.94,84.51,476.73
+18.41,44.89,1009.75,77.24,448.88
+32.09,70.4,1003.73,55.65,434.64
+33.4,70.8,1009.17,57.01,432.46
+11.83,44.21,1019.37,85.31,463.62
+6.33,39.33,1012.06,93.16,492.22
+15.02,37.64,1016.49,83.28,463.93
+28.93,74.78,1009.48,56.4,437.34
+14.81,39.58,1011.62,73.64,467.32
+13.25,41.62,1010.8,77.81,457.64
+18.27,65.94,1013.09,84.72,450.33
+23.77,51.43,1006.67,84.09,441.54
+12.8,44.34,1016.52,86.73,473.42
+13.94,47.83,1004.83,81.2,465.13
+16.44,43.96,1013.66,76.31,468.57
+29.53,64.44,1013.22,59.75,440.1
+29.1,70.4,1003.97,77.57,430.98
+6.04,41.14,1027.92,87.12,481.37
+25.11,62.26,1011.12,78.01,434.97
+17.13,42.86,1014.15,73.6,463.09
+20.54,49.15,1021.02,56,458.6
+14.02,44.47,1028.02,68.97,465.93
+10.22,37.83,1005.94,93.53,471.79
+31.46,77.17,1009.26,59.61,435.56
+23.64,71.25,1004.92,93.87,442.26
+26.69,59.21,1012.55,57.59,436.33
+25.1,69.89,1015.42,85.81,434.98
+6.23,40.96,1022.49,93.15,488.82
+13.74,38.73,1004.34,82.82,470.06
+27.35,61.47,1008.43,70.65,443.67
+26.84,70.36,1007.41,71.47,442.17
+23.69,77.54,1009.32,89.7,440.21
+21.06,50.59,1016.42,66.12,454.15
+12.28,43.67,1012.69,70.23,475.08
+22.35,58.59,1013.99,79.78,444.04
+6.12,40.81,1014.77,88.15,487.24
+32.31,66.44,1009.6,63.92,428.44
+9.1,39.42,1025.28,68.78,471.85
+12.99,42.34,1018.04,96.25,465.98
+25.75,71.14,1008.33,77.12,433.64
+22.92,58.62,1016.37,71.38,447.48
+12.33,39.28,1011.84,80.01,476.49
+13.66,41.67,1013.43,80.56,469.17
+22.24,60.07,1015.93,62.25,446.14
+13.48,41.26,1021.92,78.24,466.88
+26.6,63.07,1011.97,61.3,442.25
+31.82,71.29,1008.44,41.7,431.23
+18.35,62.1,1019.97,78.36,455.29
+31.44,72.86,1003.74,61.45,433.59
+19.94,50.78,1008.78,92.07,449.6
+18.13,60.1,1009.67,84.75,455.82
+12.28,42.34,1019.19,95.8,467.03
+18.6,60.1,1009.91,87.13,453.94
+21.01,60.1,1010.93,78.6,450.99
+27.64,75.6,1017.35,54.78,441.04
+13.47,41.14,1026.09,82.96,463.67
+7.96,38.91,1016.35,89.17,482.17
+16.81,45.87,1008.7,98,455.96
+22.69,58.46,1017.74,75.21,443.47
+25.74,68.94,1007.7,67.56,433.45
+5.75,42.07,1004.24,78.23,485.23
+29.54,74.99,1005,69.69,432.94
+27.36,63.31,1013.7,51.58,440.4
+11.75,35.76,1018.99,57.92,473.01
+12.02,40.66,1017.27,96.72,464.5
+31.02,69.51,1011.16,47.64,431.15
+20.11,50.78,1008.73,93.24,447.42
+12.24,41.62,1013.38,90.26,461.23
+29.11,74.78,1009.6,56.93,438.75
+12.58,43.67,1012.86,94.01,472.65
+25.21,59.21,1013.19,62.85,438.7
+25.64,68.08,1011.06,71.06,431.77
+15.5,39.16,1016.24,78.13,469.52
+28.61,70.36,1006.95,73.06,440.16
+6.57,42.07,1004.48,74.82,483.86
+29.5,71.14,1011.27,52.81,430.85
+27.4,66.48,1004.71,51.5,439.66
+22.06,43.43,1010.46,58.01,448.92
+23.35,71.77,1005.99,90.79,434.6
+6.76,40.62,1015.67,87.16,478.56
+20.62,48.41,1007.37,87.51,445.4
+27.2,65.18,1011.47,47.14,436.99
+24.17,71.25,1003.9,90.36,435.66
+12.88,44,1022.71,88.58,470.31
+29.23,74.22,1008.49,57.88,428.9
+11.62,43.48,1016.66,76.32,468.37
+28.41,66.91,1008.22,57.93,440.52
+29.25,67.32,1013.88,38.57,437.94
+5.43,39.9,1007.5,86.27,487.84
+10.28,39.64,1010.45,74.15,477.65
+7.95,37.49,1009.32,80.8,479.78
+17.33,53.16,1013.77,82.77,459.78
+11.02,41.26,1020.69,92.13,471.93
+14.41,43.13,1016.32,59.55,467.46
+19.69,56.65,1020.72,70.86,456.18
+6.65,38.5,1014.01,87.6,491.54
+8.88,36.66,1026.61,76.16,480.2
+16.46,48.6,1006.08,89,449.58
+20.2,60.1,1010.66,84.24,451.17
+22.87,74.22,1009.36,93.05,438.67
+28.83,71.32,1006.28,75.65,437.99
+16.7,36.99,1006.19,89.33,464.7
+22.36,64.15,1021.05,68.43,453.94
+23.96,46.93,1013.98,47.22,450.86
+23.19,60.75,1008.33,82,439.43
+25.65,68.08,1011.27,75.26,435.91
+13.22,40.83,1007.82,92.72,472.72
+18.75,44.9,1007.99,75.76,452.77
+28.02,63.9,1013.96,46.2,444.42
+23.09,63.91,1012.23,83.25,447.9
+26.21,65.12,1016.06,44.31,444.44
+33.8,64.96,1004.88,49.37,427.28
+26.45,47.43,1008.87,53.25,442.12
+30.82,78.87,1012.06,70.69,432.01
+14.22,44.99,1012,75.28,460.53
+29.45,75.6,1018.12,50.68,437.31
+6.99,35.19,1019.32,68.95,480.05
+22.43,55.97,1008.97,85.98,443.74
+16.57,63.31,1016.19,81.02,454.78
+23.75,66.54,1004.41,85.44,436.57
+29.05,71.85,1008.6,78.69,428.39
+13.28,43.8,1023.17,63.98,466.78
+7.76,37.7,1014.82,76.47,480.7
+14.93,39.39,1014.31,80.68,468.88
+18.5,47.45,1009.23,83.21,450.22
+24.35,58.79,1010.13,72.1,448.19
+26.66,70.02,1010.88,58.37,439.99
+12.05,48.04,1009.14,100.13,464.14
+14.79,39.54,1007.25,82.54,469.23
+10.33,43.99,1020.7,96.68,474.17
+28.23,64.05,1011.98,75.23,442.3
+24.91,69.89,1015.25,82.39,438.29
+23.82,73.67,1007.26,88.16,438.42
+10.44,37.83,1006.31,97.2,474.42
+28.74,70.32,1008.15,45.99,431.93
+30.7,67.69,1005.92,51.58,429.58
+17.12,58.95,1016.74,90.41,451.67
+6.71,40.96,1022.71,91.89,486.58
+29.08,70.83,1007.98,51.95,430.91
+12.48,39.85,1012.93,60.23,477.17
+15.92,44.85,1015.84,59.99,467.41
+16.37,54.3,1017.94,63.63,459.97
+12.05,40.55,1016.63,100.14,472.19
+21.55,44.57,1006.03,71.54,446.84
+13.52,40.83,1009.94,87.53,470.47
+24.21,70.98,1007.02,95.57,441.78
+24.87,58.33,1013.76,54.55,440.79
+28.55,72.43,1007.2,65.82,430.06
+26.93,62.44,1011.02,70.05,435.11
+18.59,41.1,1001.93,58.16,459.72
+23.59,59.43,1009.96,65.8,440.61
+23.83,50.32,1008.41,72.23,445.17
+17.86,50.88,1015.59,88.28,457.33
+17.01,50.59,1015.8,80.95,463.4
+20.04,58.2,1017.56,74.31,448.92
+27.32,76.09,1007.77,74.64,443.13
+31.13,64.05,1011.51,61.27,439.24
+19.69,56.65,1020.86,70.02,454.87
+12,39.96,1011.73,77.77,471.42
+7.97,38.5,1013.84,72.36,487.19
+8.14,41.26,1020.61,91.28,477.57
+28.07,68.08,1013.13,44.67,437.65
+13.44,40.69,1014.54,77.97,473
+14.8,43.99,1022.89,85.25,461.97
+16.98,43.99,1021.65,81.17,456.07
+15.29,44.88,1018.85,73.67,463.32
+19.35,64.15,1021.37,68.53,457.74
+21.65,58.18,1008.33,95.28,441.05
+22.18,59.39,1014.82,85.31,440.94
+28.15,74.9,1003.67,76.32,433.63
+7.74,39.96,1025.78,95.81,475.23
+26.48,51.43,1006.76,74.3,438.1
+27.6,67.25,1017.78,54.25,438.42
+10.57,41.26,1008.32,97.96,472.9
+23.28,68.28,1000.79,81.35,442.04
+14.6,44.47,1028.46,69.96,465.24
+30.6,72.29,1010.54,41.52,441.5
+25.4,65.34,1013.11,53.93,445.82
+16.52,44.88,1017.61,90.08,459.73
+10.42,44.85,1014.18,88.36,479.03
+15.55,45.09,1014.33,62.19,457.36
+14.12,41.39,1018.73,76.51,472.88
+16.57,43.7,1015.67,71.95,465.78
+34.09,68.51,1009,32.96,431.19
+22.25,43.79,1015.78,52.68,461.93
+21.51,48.92,1010.36,38.27,455.11
+5.37,40.07,1012.75,63.58,494.21
+26.94,71.14,1011.63,62.74,434.03
+22.57,68.3,1017.43,87.69,440.81
+24.33,46.93,1013.61,53.02,450.04
+21.3,59.39,1013.83,84.53,444.21
+30.9,69.4,1003.53,66.69,425.3
+16.29,53.82,1014.97,73.15,459.95
+12.46,40.73,1017.53,93.47,464.7
+28.44,74.93,1013.88,52,441.52
+17.85,45.64,1020.11,82.94,459.59
+25.56,50.05,1005.67,69.29,442.49
+23.85,72.43,1008.01,88.34,439.02
+19.83,46.33,1013.27,96.4,451.22
+24.12,62.44,1013.83,88.02,443.3
+22.54,61.27,1019.12,54.02,450.01
+8.94,41.38,1021.5,79.45,479.95
+16,43.34,1013.58,78.87,461.7
+32.83,74.16,1007.57,60.2,432.05
+24.6,67.69,1008.67,67.69,440.22
+17.9,52.08,1006.41,100.09,451.94
+23.81,60.08,1017.29,62.66,450.33
+30.55,68.24,1009.43,63.84,426.8
+14.39,44.85,1014.19,75.16,465.88
+8.36,40.67,1014.99,73.65,489.1
+29.03,67.79,1010.67,55.42,444.09
+17.68,44.92,1024.55,69.7,458.12
+13.51,40.1,1014.29,86.34,470.65
+19.11,60.29,1017.1,76.62,454.16
+17.46,40.22,1006.7,91.96,461.74
+23.7,64.45,1012.87,38.24,451.16
+13.68,44.47,1027.81,69.53,469.37
+26.39,49.02,1007.62,70.82,438.53
+8.05,40.62,1018.16,73.67,477.2
+18.4,40.79,1006.18,92.36,461.29
+14.75,40.66,1016.7,81.65,463.83
+31.66,73.91,1004.49,68.13,431.26
+5.28,45.87,1008.25,97.88,479.91
+24.42,65.94,1011.25,65.04,439.63
+8.68,39.61,1021.54,77.98,486.31
+25.68,68.27,1008.05,68.48,434.89
+18.19,41.85,1014.93,61.37,466.86
+4.44,38.44,1016.14,75.35,486.53
+14.42,44.88,1019.35,59.17,462.72
+10.57,41.55,1003.62,67.89,475.6
+27.83,72.29,1012.04,48.86,445.73
+28.94,62.26,1010.64,50.41,436.04
+11.02,44.58,1016.4,83.57,481.85
+29.05,75.6,1017.63,51.16,439.14
+31.37,76.86,997.34,62.94,431.03
+7.54,40.72,1023.82,85.15,485.92
+27.57,70.36,1007.18,71.1,441.86
+18.81,52.08,1004.43,99.6,450.87
+14.54,41.16,1000,81.34,463.9
+9.55,40.67,1018.56,70.72,486.34
+18.55,46.48,1007.34,80.67,452.37
+14.59,41.23,999.48,86.66,466.83
+28.7,49.16,1004.42,36.51,439.45
+14.63,40,1018.03,63.4,457.09
+29.4,57.19,1008.34,53.95,436.92
+20.76,57.25,1011.01,90.31,444.85
+15.03,35.71,1015.26,56.55,467.61
+13.42,40.92,1022.84,75.89,458.49
+35.01,74.67,1016.1,26.3,428.48
+17.34,47.03,1013.36,98.13,463.89
+26.2,72.24,1011.3,78.29,432.65
+17.48,44.71,1014.99,36.71,465.61
+7.75,38.06,1020.83,83.39,483.56
+18.99,59.27,1012.15,89.39,453.4
+26.8,49.3,1003.86,62.75,438.56
+31.7,69.13,1000.29,46.27,427.95
+22.83,41.1,1002,38.62,449.99
+22.42,62.52,1016.83,63.27,451.64
+13.78,39.85,1012.7,71.99,474.9
+24.81,60.95,1014.72,54.71,446.09
+25.37,58.33,1013.49,51.42,444.46
+21.24,44.57,1008.72,72.57,447.03
+11.61,39.69,1006.85,83.69,470.78
+15.79,49.21,1015.08,75.8,457.7
+6.84,41.06,1021.04,89.59,489.96
+25.53,71.85,1009.19,74.7,431.26
+3.51,35.47,1017.53,86.56,489.07
+7,35.77,1018.21,64.84,482.8
+12.71,43.8,1023.15,71.16,466.2
+25.33,71.73,1009.78,77.78,435.23
+30.91,79.74,1006.92,56.32,433.84
+17.79,43.52,1020.65,68.29,458.57
+32.15,72.29,1010.13,50.19,435.71
+16.96,63.31,1016.42,77.09,454.14
+26.48,68.14,1004.83,55.96,432.19
+19.88,47.03,1012.27,91.99,456.44
+16.18,50.88,1014.06,100.09,455.14
+10.59,38.38,1021.58,68.23,474.94
+17.51,39.54,1010.22,71.53,462.12
+23.63,63.57,1011.05,87.96,449.01
+24.6,71.73,1010.08,78.77,436.28
+28.01,73.18,1012.25,75.02,431.02
+23.67,71.77,1004.76,86.13,434.47
+15.21,43.5,1021.6,82.06,464.08
+9.38,41.44,1015.09,86.8,481.96
+14.93,41.79,1008.88,81.48,456.75
+28.18,73.03,1014.18,67.72,439.74
+24.86,60.77,1016.85,71.24,440.68
+12.14,40.83,1010.56,78.31,474.82
+31.24,72.39,999.47,68.17,430.7
+25.2,65.59,1013,71.34,439.14
+27.02,61.86,1012.38,70.28,442.67
+27.09,59.15,1013.02,55.18,438.9
+13.7,42.86,1030.68,79.77,470.28
+6.61,38.91,1015.77,92.31,484.32
+10.1,41.79,1019.36,78.07,474.09
+23.02,69.94,1007.94,64.66,439.4
+23.69,58.05,1012.08,74.26,444.46
+22.5,64.69,1007.03,74.92,440.73
+19.66,42.18,1001.51,95.75,454.46
+24.71,60.77,1016.67,69.7,443.52
+15.62,41.23,992.89,83.99,463.21
+15.28,44.58,1016.45,83.07,467.92
+20.67,57.5,1014.42,81.89,453.29
+20.79,50.66,1013.39,77.93,454.78
+24.54,48.41,1008.61,73.53,439.79
+25.21,64.63,1020.56,51.31,448.66
+34.18,67.9,1005.87,30.34,425.5
+29.85,68.24,1007.01,30.99,433.43
+18.37,44.89,1010.61,86.74,454.37
+19.87,49.69,1012.23,68.57,456.03
+25.28,66.25,1009.77,84.55,439.77
+13.47,43.34,1012.75,87.04,468.8
+13.7,43.22,1012.01,71.57,463.99
+20.91,59.14,1017.25,74.7,442.67
+19.09,65.94,1012.53,81.06,446.34
+9.33,44.03,1011.73,86.04,474.15
+10.11,44.85,1014.2,84.81,478.71
+28.64,69.23,1013.11,37.13,434.4
+29.86,69.34,1007.76,54.12,433.57
+24.42,62.66,1007.65,71.57,443.09
+13.49,43.41,1015.75,57.86,461.06
+30.1,47.93,1002.64,42.06,435.27
+9.43,43.69,1017.28,91.8,478.48
+24.78,50.78,1008.81,62.97,443.98
+20.6,60.08,1017.84,75.92,454.39
+14.77,39.16,1016.12,81.88,470.39
+17.26,49.78,1007.38,100.06,453.54
+24.48,64.45,1014.69,51.43,452.82
+25.57,44.05,1005.79,65.14,443.84
+11.82,41.17,1019.5,55.74,475.61
+25.46,70.32,1010.65,64.7,433.08
+23.75,59.07,1007.73,88.82,443.54
+24.2,59.43,1009.69,62.3,440.66
+27.62,72.43,1007.54,71.33,428.76
+14.4,42.18,1015.47,77.7,464.81
+14.1,43.34,1012.91,86.45,465.22
+6.07,41.14,1027.57,86.98,480.19
+17.31,58.49,1011.8,92.77,456.84
+9.19,42.44,1014.38,94.24,481.55
+17.5,42.44,1012.55,76.85,466.78
+20.57,63.78,1016.76,74,449.93
+12.28,41.49,1019.73,94.79,467.44
+22.99,61.02,1009.88,81.56,440.85
+28.38,64.05,1010.19,71.84,439.83
+17.57,44.06,1015.43,72.75,459.73
+8.36,38.91,1016.27,88.82,482.09
+4.86,39.4,1012.73,91.39,488.63
+16.7,40.56,1019.04,50.9,470.84
+6.22,39.33,1012.31,93.23,491.77
+27.47,63.78,1016.07,48.47,446.69
+21.99,71.85,1009.5,74.77,441.1
+24.67,61.5,1009.06,72.77,437.37
+8.62,42.49,1009.06,86.93,481.87
+18.14,67.71,1003.82,95.69,442.45
+20.33,57.76,1016.47,75.35,450.25
+26.1,58.9,1004.18,71.63,444.4
+4,39.9,1008.46,97.21,490.68
+22.26,60.37,1008.14,92.37,441.33
+23.57,64.15,1020.95,68.19,450.08
+17.7,43.69,1016.98,61.98,462.63
+9.47,41.4,1026.21,89.08,480.79
+16.69,50.9,1013.21,84.98,460.75
+9.82,41.04,1026.72,77.28,473.98
+10.78,41.93,1015.56,95.71,478.88
+25.63,48.92,1009.99,34.64,439.87
+9.29,35.77,1015.34,63.29,475.88
+9.86,37.83,1005.05,100.15,472.46
+11.37,40.56,1017.56,64.8,478.88
+25.79,70.4,1007.11,86.03,437.98
+24.93,70.32,1007.34,61.25,436.03
+28.41,75.6,1018.48,56.07,440.28
+9.25,41.26,1020.51,91.21,473.87
+26.49,71.73,1010.07,74.48,431.06
+15.98,39.64,1009.31,81.21,467.22
+20.77,56.85,1012.4,83.63,442.85
+13.69,41.74,1021.19,60.86,471.84
+26.03,64.44,1012.75,62.24,445.89
+9.43,41.4,1028.03,84.98,474.16
+26.37,69.84,1002.71,83.51,428.6
+7.64,41.17,1020.01,75.14,488.53
+28.76,51.43,1011.88,49.79,449.98
+27.84,68.08,1013.34,46.19,436.37
+9.42,39.64,1010.86,74.03,478.05
+25.08,51.43,1011.8,71.98,446.67
+21.73,61.45,1010.27,91.59,442.78
+5.18,41.31,1000.59,92.14,485.2
+21.17,58.46,1017.71,83.98,446.66
+22.52,66.48,1003.87,78.29,435.02
+12.76,41.48,1014.06,70.34,461.61
+27.71,62.39,1006.43,68.21,435.84
+24.66,48.78,1018.39,71.79,449.11
+7.2,40.02,1031.71,69.89,480.53
+6.14,39.4,1011.21,90.87,485.94
+23,60.27,1018.72,84.25,442
+13.26,42.99,1007.58,94.26,472.52
+22.34,52.84,1004.05,73.96,449.06
+12.31,37.73,1023.3,63.01,472.08
+23.63,58.98,1010.99,81.16,444.43
+23.39,68.51,1013.09,78.6,438.35
+28.8,71.77,1006.41,66.03,426.87
+23.28,72.24,1011.3,90.5,434.21
+28.6,71.22,1003.15,58.33,443.01
+15.89,41.7,1018.93,82.68,463.33
+15.46,42.07,1017.9,81.12,459.15
+22.86,62.4,1010.59,78.24,445.66
+20.9,67.07,1005.43,82.85,443.46
+17.75,49.25,1020.86,63.67,454.41
+25.93,60.29,1017.62,50.03,444.04
+23.99,50.32,1008.41,67.4,444.23
+18.76,56.53,1020.04,86.62,452.5
+7.44,38.5,1012.81,70.27,488.12
+25.18,65.06,1013.64,55.77,440.27
+9.12,41.49,1020.58,96.23,475.69
+20.01,59.87,1019,84.12,448.39
+30.66,73.77,1003.13,78.09,430
+32.2,72.29,1008.61,69.94,432.52
+14.77,44.47,1028.38,71.18,464.25
+13.48,39.35,1014.56,81.25,470.66
+20.64,61.86,1012.81,99.97,447.14
+17.42,44.06,1016.63,82.15,456.57
+18.76,58.79,1016.66,88.22,453.44
+31.16,69.88,1007.01,68.28,433.24
+18.05,56.03,1020.69,77.87,459.09
+7.29,41.04,1024.06,89.19,474.71
+30.36,68.08,1010.76,51.32,429.97
+8.81,43.14,1012.46,73.99,481.56
+21.17,59.8,1016.06,77.73,455.66
+18,43.7,1015.4,61.28,464.26
+13.2,44.9,1022.43,87.68,468.92
+28.16,70.72,1009.81,65.32,441.37
+14.84,43.69,1016.31,68.67,472.07
+30.2,70.02,1009.85,63.39,437.48
+6.53,42.85,1012.65,91.6,480.98
+29.51,75.6,1017.92,50.61,431.18
+12.58,39.72,1018.08,64.25,469.38
+12.12,38.28,1013.7,91.27,469.59
+3.74,35.19,1018.58,98.84,490.5
+30.98,71.29,1008.78,47.7,432.99
+14.09,44.47,1029.08,72.36,466.53
+24.84,56.89,1012.15,67.24,440.36
+14.79,44.06,1018.53,74.79,465.77
+9.7,40.71,1025.63,80.34,483.19
+28.55,65.27,1013.34,48.95,437.62
+20.98,42.23,1012.9,70.7,462.27
+15.86,39.82,1013.12,77.37,466.89
+15.29,41.35,1006.32,82.56,466.27
+13.31,42.18,1016,83.94,466.56
+16.78,39.63,1005.84,87.91,465.97
+19.66,45.01,1014.42,60.14,453.45
+23.73,59.15,1014.08,62.65,444.07
+33.63,77.54,1009.82,58.04,431.81
+25.56,69.13,1002.46,68.26,434.48
+27.95,77.54,1010.12,78.97,434.7
+26.92,67.25,1017.74,61.68,434.05
+10.2,41.46,1019.12,83.26,480.11
+16.09,65.46,1013.84,85.52,454.88
+33.82,77.17,1008.96,58.91,435.58
+13.85,44.9,1019.11,76.79,467.2
+15.24,39.39,1013.01,74.24,469.79
+10.03,43.72,1011.46,96.89,473.26
+17.2,58.49,1012.06,92.01,458.5
+12.72,40.64,1021.11,93.24,475.73
+25.97,70.32,1007.48,57.01,435.27
+10.1,40.22,1007.1,90.36,478.43
+10.48,37.5,1009.81,95.26,474.57
+25.84,69.14,1009.22,88.47,431.35
+18.51,48.06,1015.14,79.83,455.44
+22.82,60.08,1017.95,65.71,450.86
+8.76,40.96,1025.21,90.72,483.79
+6.49,39.33,1010.85,91.85,489.22
+21.01,50.9,1012.24,70.82,453.99
+13.31,40.1,1014.81,82.11,468.74
+26.13,71.64,1004.16,87.18,439.73
+5.34,39.22,1012.73,81.42,472.66
+8.72,40.72,1023.48,77.87,485.3
+25.32,71.94,1009.94,62.93,435.06
+25.68,58.41,1013.71,70.61,440.78
+24.04,60.77,1017.62,75.23,442.25
+20.21,60.84,1018.5,82.73,447.73
+25.97,57.32,1012.13,47.48,442.73
+25.68,46.21,1011.01,57.53,442.98
+19.51,66.51,1015.28,80.75,448.04
+27.57,71.32,1002.59,76.68,436.61
+10.15,41.46,1019.78,83.56,481.31
+13.75,41.49,1019.9,88.23,469.02
+11.02,41.44,1015.28,83.53,476.68
+19.44,39.53,1006.99,63.18,457.09
+14.83,53.82,1016.57,63.47,464
+25.59,61.5,1009.12,68,439.14
+27.29,71.32,1006.39,81.59,435.25
+31.04,66.54,1003.83,53.05,431.66
+28.15,72.24,1010.88,62.39,431.75
+25.3,71.29,1007.86,62.98,437.17
+10.76,40.78,1023.81,87.96,469.97
+6.81,37.49,1010.74,88.25,482.21
+25.41,77.54,1009.68,89.09,434.09
+9.82,37.83,1005.29,100.07,473.66
+15.3,43.67,1011.75,95.31,468.14
+12.64,40.69,1015.86,82.06,474.08
+12.51,41.92,1031.21,64.66,468.41
+17.78,58.95,1016.32,89.61,450.89
+28.4,75.23,1011.12,55.01,441.78
+7.49,39.81,1018.2,85.96,483.71
+11.67,42.74,1025.92,79.57,474.75
+28.68,70.32,1008.51,45.73,430.48
+10.24,39.28,1010.13,81.61,477.53
+22.95,45.61,1013.65,73.92,457.91
+7.95,41.26,1008.48,97.92,480.6
+5.72,40.81,1025.78,92.46,487.8
+24.24,68.3,1018.03,81.51,437.12
+30.01,73.18,1012.23,60.9,429.84
+9.36,44.03,1010.3,87.2,474.68
+22.44,63.86,1020,64.83,447.3
+21.39,64.27,1011.71,95.39,445.12
+26.78,66.54,1010.14,49.01,440
+16.76,45.09,1014.28,57.71,458.67
+10.12,43.72,1011.33,97.62,473.05
+19.84,65.48,1019.54,76.6,449.85
+28.32,66.54,1010.28,45.6,436.42
+8.25,41.26,1020.59,91.84,475.17
+24.2,68.67,1006.72,78.08,444.09
+28.32,71.32,1008.02,78.82,433.82
+22.29,61.27,1019.05,58.23,449.81
+29.05,69.71,1009.03,64.25,434.05
+17.34,46.48,1007.18,83.15,452.06
+17.25,39.39,1014.27,67.8,465.74
+13.82,42.32,1016.32,81.19,463.06
+27.05,77.95,1009.57,76.56,434.09
+15.99,43.5,1021.34,73.22,460.7
+26.01,58.41,1013.56,70.84,443.74
+31.31,67.48,1009.71,57.06,440.38
+25.57,65.46,1014.81,38.58,444.46
+16.74,38.01,1022.63,69.19,463.61
+20.35,56.53,1020.23,70.05,456.04
+6.71,39.37,1020.28,71.15,487.05
+12.84,39.54,1011.47,89.86,468.22
+29.57,67.83,1009.19,55.74,427.62
+20.46,51.43,1010.06,83.79,456.7
+29.29,71.14,1011.49,49.97,432.58
+10.13,38.16,1013.57,79.04,474.92
+26.93,59.54,1004.02,75.5,437.58
+14.39,43.56,1012.97,59.17,469.35
+5.18,40.27,1010.84,81.64,489.1
+20.1,57.17,1011.96,87.68,452.67
+8.53,43.14,1012.25,78.88,480.08
+24.1,52.84,1006.47,47.58,444.69
+9.29,34.03,1018.84,74.81,483.74
+22.07,58.95,1017.98,75.83,442.4
+23.57,61.47,1009.27,84.17,435.82
+20.45,59.8,1015.13,79.21,452.96
+9.97,41.62,1013.99,96.02,464.86
+26.62,76.2,1006.06,69.13,437.81
+27.11,69.59,1008.56,79.2,437.2
+19.51,48.78,1021.03,86.33,453.27
+18.01,54.9,1017.04,77.82,455.91
+14.41,40.71,1016.78,69.77,467.01
+24.66,72.24,1011.35,77.45,434.33
+10.59,41.54,1019.94,73.88,477.05
+12.28,40.55,1005.72,98.56,472.47
+11.19,40.64,1020.57,84.49,472.86
+14.62,42.86,1015.56,84.5,470.79
+10.05,37.14,1012.64,75.97,474.16
+24.91,71.29,1008.29,69.06,437.03
+30.96,69.82,1009.6,51.55,438.74
+30.31,74.16,1010.69,58.81,436.23
+17.47,43.77,1012.25,76.78,456.41
+30.36,71.8,1010.9,63.27,437.4
+25.06,44.57,1007.39,56.07,443.66
+20.57,42.8,1013.1,75.48,460.43
+17.79,46.21,1010.38,85.25,448.74
+18.51,50.9,1012.95,82.71,459.11
+13.21,40.56,1018.12,64.49,475.86
+30.24,68.3,1016.21,48.25,431.82
+24.4,67.45,1015.63,57.1,435.47
+8.72,40.02,1031.32,78.09,477.86
+11.16,40.96,1023.49,83.7,478.3
+20.28,48.78,1017.4,82.51,451.59
+8.57,41.17,1020.18,72.47,484.2
+31.2,73.17,1010.28,53.23,431.23
+21.83,63.07,1011.57,87.02,443.1
+14.43,44.47,1028.57,70.7,466.56
+31.35,70.8,1010.11,66.37,432.19
+12.27,41.17,1019.41,58.1,475.13
+10.09,41.62,1015.21,96.56,463.86
+5.24,38.68,1018.03,78.65,486.67
+7.14,39.4,1011.68,91.84,482.82
+6.63,39.42,1024.81,72.58,482.02
+27.37,65.06,1013.09,50.92,440.5
+30.39,71.8,1010.87,64.11,435.82
+15.75,47.45,1009.86,86.68,451.5
+28.82,71.43,1011.51,58.58,443.68
+24,75.23,1010.69,72.46,443.78
+28.17,72.43,1007.37,68.92,428.88
+27.2,78.05,1010.15,90.2,430.55
+30.08,68.14,1003.99,77.38,425.27
+9.65,41.03,1021.09,64.97,481.68
+28.15,70.72,1009.76,73.38,436.19
+27.21,68.12,1012.96,54.69,435.2
+14.65,41.92,1030.61,63.07,464.95
+32.18,65.74,1010.89,46.52,435.58
+7.57,41.14,1028.23,87.97,477.8
+27.2,49.16,1005.33,46.73,440.57
+25.89,59.22,1013.4,80.17,445.75
+25.01,66.56,1009.68,64.94,435.73
+26.68,68.08,1011.41,67.33,433.04
+17.72,50.9,1012.02,85.55,456.4
+28.62,70.94,1007.38,53,432.71
+27.06,61.41,1011.99,45.23,452.85
+24.27,74.99,1007.73,82.49,438.26
+32.15,69.98,1013.3,55.13,429.86
+17.08,38.58,1015.41,73.42,461.49
+22.08,45.61,1014.02,75.71,456.71
+13.27,52.75,1025.86,65.12,464.82
+30.24,68.24,1009.68,64.67,426.25
+13.13,40.75,1016.05,80.87,472.5
+26.2,63.56,1013.39,67.07,442.4
+9.74,41.01,1019.12,98.39,465.8
+23.83,58.79,1009.77,78.13,444.34
+24.49,60.27,1018.96,72.62,440.87
+26.66,64.27,1012.83,58.88,437.87
+14.42,44.66,1016.1,93.89,461.34
+10.76,44.58,1016.41,79.24,483.54
+21.79,58.2,1017.21,66.74,446.94
+9.51,38.38,1022.77,73.82,474.93
+11.06,41.16,1018.52,89.14,467.46
+27.69,69.71,1009.9,69.91,440.43
+20.48,39.72,1001.61,57.32,455.58
+22.03,64.79,1017.95,76.2,450.25
+5.81,45.87,1009.63,94.38,479.66
+12.23,41.58,1018.76,87.66,464.45
+6.29,40.78,1024.75,96.37,478.29
+24.64,58.79,1009.82,73.96,444.26
+24.05,67.83,1009.35,63.8,442.53
+11.06,36.71,1021.67,80.44,473.85
+32.49,71.32,1005.03,57.12,433.59
+19.69,57.32,1012.41,75.51,449.59
+23.82,44.89,1009.39,74.69,445.45
+11,40.23,1019.08,86.5,475.9
+10.15,41.14,1025.5,91.54,473.56
+23.41,74.99,1007.22,84.55,442.51
+19.31,67.71,1005.31,77.15,446.23
+30.34,68.08,1010.85,49.4,428.34
+25.2,57.5,1015.19,59.62,446.26
+28.26,69.23,1013.01,42.1,436.31
+23.39,73.5,1011.37,88.48,441.18
+5.98,39.61,1017.27,84.86,482.17
+29.62,73.18,1012.21,61.6,427.22
+22.59,70.32,1007.07,74.39,437.39
+21.53,58.05,1012.9,87.57,447.93
+15.86,38.62,1016.65,67.51,462.58
+12.36,40.56,1022.11,72.99,474.71
+21.09,59.8,1016.94,76.95,451.98
+25.07,60.27,1018.13,70.33,439.52
+31.12,67.69,1005.3,50.46,425.21
+30.27,64.69,1006.3,53.69,435.67
+19.48,63.09,1019.28,78.04,449.6
+12.95,43.71,1025.63,90.7,469.15
+23.62,67.45,1014.63,59.8,439.45
+18.93,67.71,1005.04,82.4,444.55
+14.57,42.18,1015.13,74.89,465.75
+22.75,57.76,1017.83,66.54,452.33
+25.5,67.83,1009.29,61.29,437.49
+29.67,66.51,1015.6,34.1,434.8
+25.88,69.13,1002.44,85.67,426.14
+14.57,39.28,1015.1,76.94,469.27
+13.44,42.34,1018,96.65,459.6
+18.67,44.06,1017.13,77.18,454.51
+29.53,71.97,1008.6,79.25,434.96
+18.31,52.9,1015.99,66.14,459.61
+13.09,41.62,1011.82,83.14,457.29
+26.56,52.3,1007.4,62.04,439.25
+10.46,37.5,1013.12,76.74,472.16
+20.73,41.1,1001.86,47.51,456.44
+28.82,77.24,1008.35,78.93,433.69
+28.52,70.72,1009.64,66.76,437.72
+16.13,53.82,1015.63,63.08,459.16
+22.82,64.63,1020.78,66.73,449.34
+22.84,67.32,1013.77,64.67,438.36
+30.56,69.04,1009.29,55.73,442.24
+29.9,74.99,1002.28,59.76,436.77
+8.47,41.03,1021.72,70.16,485.1
+27.89,70.94,1007.54,49.18,435.21
+12.12,41.17,1017.68,78.72,470.67
+20.42,45.01,1012.23,66.5,451.28
+33.2,73.88,1005.67,48.48,438.12
+23.62,56.85,1011.11,64.44,442.96
+14.79,46.48,1007.46,92.4,462.55
+19.94,44.63,1004.73,78.48,455.58
+17.16,53.16,1013.2,82.85,456.93
+8.67,40.77,1011.81,89.4,479.23
+21.41,56.9,1007.03,79.41,441.41
+7.93,42.28,1008.43,85.57,484.75
+29.7,67.17,1007.31,66.56,438.04
+15.84,41.04,1025.64,63.43,456.21
+25.63,69.89,1015.17,77.42,434.47
+5.71,45.87,1012.04,93.42,482.49
+25.31,67.9,1006.34,68.04,440.36
+29.65,72.86,1004.26,69.63,434.67
+20,69.48,1011.05,85.51,448.79
+13.78,41.16,1021.65,75.77,460.44
+14.14,43.34,1017.1,81.77,464.36
+23.65,71.98,1006.09,93.39,434.11
+15.33,43.13,1015.41,53.17,466.86
+26.98,43.77,1010.95,40.8,446.05
+29.29,70.36,1006.64,60.82,431.26
+30.85,68.94,1007.31,68.99,426.1
+11.35,38.91,1017.93,83.45,474.22
+30.26,59.22,1013.18,61.08,442.98
+28.16,71.94,1007.69,68.17,430.46
+34.03,73.56,1006.49,51.07,440.29
+20.15,58.59,1014.13,91.96,443.85
+17.01,50.9,1013.23,82.03,460.14
+9.88,40.71,1015.34,84.32,471.8
+12.71,41.39,1019.3,74.2,475.13
+30.89,74.87,1008.99,56.58,432.68
+10.84,40.27,1005.24,87.27,479.22
+27.34,59.87,1012.06,59.04,448.26
+14.81,44.88,1019.1,66.7,464.65
+18.2,45.01,1013.82,68.14,452.21
+22.7,60.84,1019.15,71.48,438.59
+22.43,63.94,1012.76,93.24,444.53
+30,61.5,1009.4,48.63,435.6
+25.72,59.21,1012.37,66.62,437.72
+20.88,56.85,1010.91,84.28,440.08
+28.31,66.17,1009.75,72.66,444.51
+12.42,41.58,1019.49,86.31,466.05
+21.35,58.16,1017.21,67.66,452.83
+26.66,73.56,1006.9,99.27,433.62
+16.61,45.87,1009.34,97.93,455.86
+17.14,58.16,1018.59,77.22,458.61
+20.98,42.23,1013.12,67.37,461.9
+13.41,54.3,1016.48,79.28,467.88
+11.99,49.83,1008.33,95.2,468.22
+17.27,44.9,1007.85,78.8,454.19
+22.58,59.14,1017.2,80.91,439.78
+18.89,58.66,1010.96,84.07,453.33
+22.41,70.98,1005.67,95.03,441.51
+24.06,69.94,1005.47,60.46,436.88
+30.37,76.09,1006.95,65.93,435.01
+13.42,41.74,1020.96,61.8,473.45
+10.63,42.28,1008.37,92.68,474.97
+10.94,25.36,1009.47,100.1,470.9
+31,77.95,1010.14,65.97,431.62
+8.47,41.26,1020.57,91.28,477.14
+18.33,52.08,1001.78,100.09,448.23
+28.43,69.59,1008.79,73.33,439.26
+24.97,58.95,1017.19,56.24,440.03
+10.5,39.28,1016.55,91.75,480.92
+27.35,77.95,1017.43,73.36,437.61
+25.06,64.63,1020.66,54.93,446.57
+29.39,68.24,1009.06,66.76,427.96
+24.18,58.49,1011.3,77.82,445.49
+15.75,39.99,1007.02,77.44,464.95
+10.32,42.02,998.27,99.12,472.16
+17.36,39.53,1008.28,68.87,456.57
+12.27,41.17,1019.41,58.1,475.13
+15.11,40.71,1017.96,69.31,465.42
+22.2,63.94,1017.38,56.17,445.6
+22.88,59.21,1011.51,86.93,440.25
+28.96,75.23,1010.88,49.45,439.03
+5.35,35.57,1027.12,80.81,488.65
+20.2,64.45,1009.03,61.77,452.33
+11.01,37.5,1015.08,73.36,474.36
+15.5,44.92,1024.16,86.44,462.12
+20.19,62.26,1011.37,89.69,443.58
+24.95,64.33,1011.34,81.05,440.97
+19.7,51.3,1014.88,88.1,454.94
+28.57,65.27,1013.27,51.11,440.51
+8.07,41.01,1023.26,97.5,474.09
+19.68,68.28,1002.62,71.57,452.47
+8.64,38.56,1016.51,66.03,484.45
+10.53,37.5,1008.55,99.91,472.32
+23.53,50.05,1005.63,78.4,443.71
+24.9,67.25,1017.77,66.17,433.71
+5.01,39.4,1003.69,91.9,475.34
+22.66,69.84,1006.16,82.79,439.06
+29.76,57.19,1008.59,51.1,436.21
+26.3,61.41,1012.45,56.85,448.55
+30.17,74.22,1007.46,49.27,432
+8.02,40.23,1017.42,90.26,484.22
+19.12,50.16,1011.52,99.71,451.49
+14.87,42.18,1015.23,74.41,465.89
+9.71,42.44,1014.29,94.03,481.03
+24.33,77.54,1008.5,82.45,435.38
+7.17,39.4,1011.48,90.38,484.33
+24.61,62.96,1020.1,63.83,445.79
+23.48,66.44,1011.28,61.11,443.21
+23.7,70.32,1007.21,66.85,439.59
+25.44,69.59,1008.22,80.73,433.97
+17.46,62.1,1019.96,83.99,451.06
+22.97,62.4,1010.25,75.18,445.3
+26.22,49.82,1015.48,55.8,454.2
+23.27,68.28,1005.01,74.83,444.86
+11.76,41.58,1020.91,88.35,465.45
+14.02,40.1,1015.56,82.44,467.32
+16.65,49.69,1014.01,91,460.03
+13.19,39.18,1023.67,66.78,469.62
+31.32,74.33,1012.92,36.48,429.57
+24.48,69.45,1013.86,62.39,435.74
+21.6,62.52,1017.23,67.87,453.28
\ No newline at end of file