diff --git a/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb b/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb
new file mode 100644
index 00000000..2fd64429
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/Cleaning-checkpoint.ipynb
@@ -0,0 +1,6 @@
+{
+ "cells": [],
+ "metadata": {},
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/.ipynb_checkpoints/main-checkpoint.ipynb b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb
new file mode 100644
index 00000000..0ed1ed40
--- /dev/null
+++ b/your-project/.ipynb_checkpoints/main-checkpoint.ipynb
@@ -0,0 +1,3035 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd, numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "pd.set_option('display.max_columns', None)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Reading the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>Technique</th>\n",
+       "      <th>R</th>\n",
+       "      <th>R.1</th>\n",
+       "      <th>R.2</th>\n",
+       "      <th>R.3</th>\n",
+       "      <th>R.4</th>\n",
+       "      <th>R.5</th>\n",
+       "      <th>R.6</th>\n",
+       "      <th>R.7</th>\n",
+       "      <th>R.8</th>\n",
+       "      <th>R.9</th>\n",
+       "      <th>R.10</th>\n",
+       "      <th>R.11</th>\n",
+       "      <th>R.12</th>\n",
+       "      <th>R.13</th>\n",
+       "      <th>R.14</th>\n",
+       "      <th>R.15</th>\n",
+       "      <th>R.16</th>\n",
+       "      <th>R.17</th>\n",
+       "      <th>R.18</th>\n",
+       "      <th>R.19</th>\n",
+       "      <th>R.20</th>\n",
+       "      <th>R.21</th>\n",
+       "      <th>R.22</th>\n",
+       "      <th>R.23</th>\n",
+       "      <th>R.24</th>\n",
+       "      <th>R.25</th>\n",
+       "      <th>R.26</th>\n",
+       "      <th>R.27</th>\n",
+       "      <th>R.28</th>\n",
+       "      <th>R.29</th>\n",
+       "      <th>B</th>\n",
+       "      <th>B.1</th>\n",
+       "      <th>B.2</th>\n",
+       "      <th>B.3</th>\n",
+       "      <th>B.4</th>\n",
+       "      <th>B.5</th>\n",
+       "      <th>B.6</th>\n",
+       "      <th>B.7</th>\n",
+       "      <th>B.8</th>\n",
+       "      <th>B.9</th>\n",
+       "      <th>B.10</th>\n",
+       "      <th>B.11</th>\n",
+       "      <th>B.12</th>\n",
+       "      <th>B.13</th>\n",
+       "      <th>B.14</th>\n",
+       "      <th>B.15</th>\n",
+       "      <th>B.16</th>\n",
+       "      <th>B.17</th>\n",
+       "      <th>B.18</th>\n",
+       "      <th>B.19</th>\n",
+       "      <th>B.20</th>\n",
+       "      <th>B.21</th>\n",
+       "      <th>B.22</th>\n",
+       "      <th>B.23</th>\n",
+       "      <th>B.24</th>\n",
+       "      <th>C</th>\n",
+       "      <th>C.1</th>\n",
+       "      <th>C.2</th>\n",
+       "      <th>C.3</th>\n",
+       "      <th>C.4</th>\n",
+       "      <th>C.5</th>\n",
+       "      <th>C.6</th>\n",
+       "      <th>C.7</th>\n",
+       "      <th>C.8</th>\n",
+       "      <th>C.9</th>\n",
+       "      <th>C.10</th>\n",
+       "      <th>C.11</th>\n",
+       "      <th>C.12</th>\n",
+       "      <th>C.13</th>\n",
+       "      <th>C.14</th>\n",
+       "      <th>C.15</th>\n",
+       "      <th>C.16</th>\n",
+       "      <th>C.17</th>\n",
+       "      <th>C.18</th>\n",
+       "      <th>C.19</th>\n",
+       "      <th>C.20</th>\n",
+       "      <th>C.21</th>\n",
+       "      <th>C.22</th>\n",
+       "      <th>C.23</th>\n",
+       "      <th>C.24</th>\n",
+       "      <th>C.25</th>\n",
+       "      <th>C.26</th>\n",
+       "      <th>C.27</th>\n",
+       "      <th>C.28</th>\n",
+       "      <th>C.29</th>\n",
+       "      <th>P</th>\n",
+       "      <th>P.1</th>\n",
+       "      <th>P.2</th>\n",
+       "      <th>P.3</th>\n",
+       "      <th>P.4</th>\n",
+       "      <th>P.5</th>\n",
+       "      <th>P.6</th>\n",
+       "      <th>P.7</th>\n",
+       "      <th>P.8</th>\n",
+       "      <th>P.9</th>\n",
+       "      <th>P.10</th>\n",
+       "      <th>P.11</th>\n",
+       "      <th>P.12</th>\n",
+       "      <th>P.13</th>\n",
+       "      <th>P.14</th>\n",
+       "      <th>P.15</th>\n",
+       "      <th>P.16</th>\n",
+       "      <th>P.17</th>\n",
+       "      <th>P.18</th>\n",
+       "      <th>P.19</th>\n",
+       "      <th>P.20</th>\n",
+       "      <th>P.21</th>\n",
+       "      <th>P.22</th>\n",
+       "      <th>P.23</th>\n",
+       "      <th>P.24</th>\n",
+       "      <th>P.25</th>\n",
+       "      <th>P.26</th>\n",
+       "      <th>P.27</th>\n",
+       "      <th>P.28</th>\n",
+       "      <th>P.29</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>ID</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Trial #</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Readings</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Technique     R   R.1   R.2   R.3   R.4   R.5   R.6   R.7   R.8   R.9  R.10  \\\n",
+       "0        ID    P1    P1    P1    P1    P1    P2    P2    P2    P2    P2    P3   \n",
+       "1   Trial #     1     2     3     4     5     1     2     3     4     5     1   \n",
+       "2  Readings  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026   \n",
+       "3       NaN  1026  1028  1026  1027  1027  1026  1026  1026  1026  1025  1026   \n",
+       "4       NaN  1026  1028  1026  1026  1027  1026  1026  1026  1026  1026  1026   \n",
+       "\n",
+       "   R.11  R.12  R.13  R.14  R.15  R.16  R.17  R.18  R.19  R.20  R.21  R.22  \\\n",
+       "0    P3    P3    P3    P3    P4    P4    P4    P4    P4    P5    P5    P5   \n",
+       "1     2     3     4     5     1     2     3     4     5     1     2     3   \n",
+       "2  1026  1026  1026  1026  1026  1026  1026  1026  1026  1027  1025  1027   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1026  1027  1027  1025  1026   \n",
+       "4  1026  1026  1026  1026  1026  1027  1027  1026  1027  1027  1024  1027   \n",
+       "\n",
+       "   R.23  R.24  R.25  R.26  R.27  R.28  R.29     B   B.1   B.2   B.3   B.4  \\\n",
+       "0    P5    P5    P6    P6    P6    P6    P6    P1    P1    P1    P1    P1   \n",
+       "1     4     5     1     2     3     4     5     1     2     3     4     5   \n",
+       "2  1027  1026  1026  1026  1027  1026  1027  1026  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1027  1026  1028  1027  1026  1026  1026  1026   \n",
+       "4  1027  1026  1026  1026  1027  1026  1027  1026  1026  1026  1026  1027   \n",
+       "\n",
+       "    B.5   B.6   B.7   B.8   B.9  B.10  B.11  B.12  B.13  B.14  B.15  B.16  \\\n",
+       "0    P2    P2    P2    P2    P2    P3    P3    P3    P3    P3    P4    P4   \n",
+       "1     1     2     3     4     5     1     2     3     4     5     1     2   \n",
+       "2  1026  1026  1026  1026  1027  1026  1027  1026  1026  1027  1026  1026   \n",
+       "3  1027  1027  1026  1026  1027  1026  1027  1027  1028  1027  1027  1026   \n",
+       "4  1027  1027  1026  1026  1027  1026  1026  1027  1028  1027  1026  1026   \n",
+       "\n",
+       "   B.17  B.18  B.19  B.20  B.21  B.22  B.23  B.24     C   C.1   C.2   C.3  \\\n",
+       "0    P4    P4    P4    P5    P5    P5    P5    P5    P1    P1    P1    P1   \n",
+       "1     3     4     5     1     2     3     4     5     1     2     3     4   \n",
+       "2  1027  1027  1026  1027  1026  1021  1026  1026  1027  1026  1027  1026   \n",
+       "3  1026  1027  1026  1026  1023  1021  1025  1026  1026  1026  1026  1026   \n",
+       "4  1026  1027  1026  1026  1024  1022  1025  1026  1026  1026  1026  1027   \n",
+       "\n",
+       "    C.4   C.5   C.6   C.7   C.8   C.9  C.10  C.11  C.12  C.13  C.14  C.15  \\\n",
+       "0    P1    P2    P2    P2    P2    P2    P3    P3    P3    P3    P3    P4   \n",
+       "1     5     1     2     3     4     5     1     2     3     4     5     1   \n",
+       "2  1027  1026  1027  1027  1026  1027  1027  1026  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1026  1026  1023  1025  1026   \n",
+       "4  1027  1026  1027  1026  1026  1026  1026  1026  1026  1023  1025  1026   \n",
+       "\n",
+       "   C.16  C.17  C.18  C.19  C.20  C.21  C.22  C.23  C.24  C.25  C.26  C.27  \\\n",
+       "0    P4    P4    P4    P4    P5    P5    P5    P5    P5    P6    P6    P6   \n",
+       "1     2     3     4     5     1     2     3     4     5     1     2     3   \n",
+       "2  1026  1027  1026  1026  1026  1027  1026  1026  1026  1027  1026  1026   \n",
+       "3  1026  1027  1026  1026  1027  1027  1026  1026  1026  1027  1026  1026   \n",
+       "4  1026  1027  1026  1026  1026  1026  1026  1026  1026  1027  1026  1026   \n",
+       "\n",
+       "   C.28  C.29     P   P.1   P.2   P.3   P.4   P.5   P.6   P.7   P.8   P.9  \\\n",
+       "0    P6    P6    P1    P1    P1    P1    P1    P2    P2    P2    P2    P2   \n",
+       "1     4     5     1     2     3     4     5     1     2     3     4     5   \n",
+       "2  1027  1026  1026  1026  1026  1026  1026  1027  1026  1026  1027  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1027  1026  1026  1026  1026   \n",
+       "4  1027  1026  1026  1026  1026  1021  1026  1026  1026  1026  1027  1026   \n",
+       "\n",
+       "   P.10  P.11  P.12  P.13  P.14  P.15  P.16  P.17  P.18  P.19  P.20  P.21  \\\n",
+       "0    P3    P3    P3    P3    P3    P4    P4    P4    P4    P4    P5    P5   \n",
+       "1     1     2     3     4     5     1     2     3     4     5     1     2   \n",
+       "2  1027  1027  1026  1026  1026  1026  1026  1027  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1025  1026  1026  1026  1028   \n",
+       "4  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1028   \n",
+       "\n",
+       "   P.22  P.23  P.24  P.25  P.26  P.27  P.28  P.29  \n",
+       "0    P5    P5    P5    P6    P6    P6    P6    P6  \n",
+       "1     3     4     5     1     2     3     4     5  \n",
+       "2  1026  1026  1026  1026  1026  1026  1026  1026  \n",
+       "3  1026  1026  1025  1026  1026  1026  1026  1026  \n",
+       "4  1026  1026  1025  1025  1026  1026  1026  1025  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n",
+    "original_data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4749, 116)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['P1', '1', '1026', '1027', '1021', '1025', '1017', '1024', '1019',\n",
+       "       '1031', '1023', '1022', '1015', '1053', '1067', '1078', '1058',\n",
+       "       '1045', '1039', '1040', '1029', '1016', '1028', '1054', '1064',\n",
+       "       '1068', '1051', '1043', '1038', '1033', '1030', '1014', '1009',\n",
+       "       '1010', '1011', '1012', '1013', nan], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.R.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Technique    object\n",
+       "R            object\n",
+       "R.1          object\n",
+       "R.2          object\n",
+       "R.3          object\n",
+       "              ...  \n",
+       "P.25         object\n",
+       "P.26         object\n",
+       "P.27         object\n",
+       "P.28         object\n",
+       "P.29         object\n",
+       "Length: 116, dtype: object"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Defining functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to get only the interesting data:\n",
+    "\n",
+    "As every column is on different time lengths, we need to remove all the NaN produced after the impact."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1084"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def cut_data(data):\n",
+    "    new_data = data[~data.isna()][2:].astype('int64')\n",
+    "    # Taking only from row 2 because 0 and 1 are descriptive.\n",
+    "    return new_data\n",
+    "\n",
+    "data_str = cut_data(data['B.4'])\n",
+    "data_str.max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1dbbad64588>]"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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2H1hmjKkEljnvAdYCVcaYsc44vxQR9z68DwDzgErn4Z9mu/jxs+sBqEtwxaJSHUUq9zVvaGomPzdYDyspSHjrbNWBJUz6xpjlwAFf8UxgkfN6EXC1M+wxY4y7T1iIs/yJSB+gszFmhQleLvioO057C+QEF/SmVKpHSqWhlt40BYJJ363pF+cFTmlaKr2l2qbfyxizC8B57ul+ICLnicjbwBrgRmcj0A+o8Yxf45RZicg8EakWkeq9e/emGGJycpxWJl22VTZraDKhpJ+TE255fXWLv76nOrpWP5BrjHnNGDMKOBe4Q0QKAVv7fcw0a4xZaIypMsZUlZeXt3aIEdyk39SsWV9lhlSW5JOemr7X5r3aB0+mSTXp73GabNymm1r/AMaYdcBRYDTBmn2F5+MKYGeK392q3OadZq3qq0yRyoHcpmbyLTdE//b/raVZK0QZJdWk/xQwx3k9B3gSQEQGuQduRWQAMBzY5jQB1YnIROesndnuOO3NPYeoWU/eURnCdspmIt6zd/yee2f3qYak0kjCw/QishiYCvQQkRrgTmAB8ISIzAV2ANc4g08G5otIA9AMfMEY495w8yaCZwIVAUucR7vTA7kq08RalI0xxDpTuqHJkJdrT/rat35mSZj0jTGzYnw0zTLsY8BjMaZTTbCpJ60ERJt3VPra9cFxPvPQazw29zz6dS2yDnP3n9+hpCDArZcNB2In/YYmEzot03Xo2EnG3r0UIGZN/yfPbWDWhP4p/oL0csvjb3LeoO58+rzM+D2pyPorcsPNO5r0Vfr53+oatuw9yuOv74g5zMP/2MrP/r4p9D7Wkuy/OxbA8xvCh+NirQNF+QFreUf05KqdfPNPa9o7jHaVsVdhNDQ1s23fUZqMISBCfWMzQ3uWsu9IPTkiFOYFKCvJj2jeOXaykYLcQKjsVBypb6QoL0B9YxPF+Yln84GjJzl07CT5uTnkBXIoK8ln276j9CgtoGtxHscbmmg2UJibQ24ghxMNTTQbw57D9XQqzOXQsQb6dS2iKD/AUee7jzU0UVqQy5H6RkryA9TW1dOlKA9jIC8g5PpqdkfqGym1XJgTqzwZJxubMRgKcu2JY+eh4/QoLSA/RtOCV92JBnJECOQIOSIR4xypbyTXKW9qNhG/zxt/Y1MzDU0mlMiamg31jU0U5QU4erIp5d/ZVtxlsaEpcaVk7fsfUNGtiCP19uaY+sZmOvnKDnmabo6ejO524aPj+vGnN99nx/5jnFFWFLN5KDy9k+ytq6cgN4AI9O1aFPoNB46eRIBuJfkcPtHAeweOhfYuTjY207tLIV2L8sgN5NDUbDh07CQHjp6ke2kBpQW5MZeRTbVHqG9swhgoyM3BED4br7HJUFqYS0Ak4vdtqq2jvrGZ0oJcBnQvsU73SH0jew6f4PjJJgqc7+5anE+nwlyajaEwN0BOjnC0vjGUZwzBHkpLCnJjLksnGpo4dKwBg6E4L5figkDMvay2kF5LeCuq/FbiQwZb/v2K0CmbjU2Gkd99lmvGV/Dja84+pe/evv8oF/34hdD7bQuujDt83YkGzvn+0pif3zKtkv9athGAS8/sxUNzqhjxnb9ah13//RmMuvNZxg/oxsrtB7l75ii+++TbXDO+gv9dGb5U4ooxvfn5Z8aH3r+2ZT+fXPgqj94wgSnDwqfJbtt3lKn/8QILPjaGT6Wwi3/+gmXUnWhkwz0fivpsTc0HXHX/y8HvSTCP1r7/AR/+2cuh9wO6F/Pi7RcD8PrWA1z7yxUADOxezLb9x7iwsgePzT2Ppe/s4XOPVvN/X7yAsWd05fOPrWTZ+trQ993957dZtGI7d3xoBD9Ysp7XvzmNnp0LW/w720pewD2l2H6mwSub9oVee+ePjb/P/BMNTXzvz++E3m/ddzRqnI21dQBM+fHz/GpOFdPO7BX3O9ymIpe7vNbWnWDCvy0DYMUdlzDpB3+3jn/JiJ48/C/n8s0/ruF/qt8LlQ/v1Ylnvzolavjn19dy/SNvxI3J5tJ7l4deP/H5SUwYVBbx+bGTjYy+89m405g9aQC3Xz6cMXc9Z/184XXjuWxU76hy/7p7Zp/OLLnlwmRDP2VZ3bxz5GRjKOm7u77exJiq7fuPRbz3r2x+dSfid2y12LNr/7d1e+IOe/xk8LtWbg/2kPjIK9uA6N/1zJrIMzJWvXcIgJc2Rl4Mt/1A8Lf85a1dcb83ln1HTsa8gcemvXVJT8eNLxSXZx6vei/cG+Q2p/yljcFk+Mrm4HP1tuBFRsvWB5sz3CtN3cTiPu84EPnftbdATnAVjVXTr96efE+Y/v/Bv9zZWnf2Hwl3r/xegnlju3rXXV5rD9eHyrbujd64uP7u/D/ehA+wYY99Wdli2VC1lH+Zh+g7idk8umJ73HXX/S2JrNt1OKnhWkvG1vSTsfDFLbzjzPDfvhpOrLf/72q6FOVRVprPym0HOW9wZC1g5faDjOrbhY21RxhQVkznolxe33qQcf27kheQqKR/11NvYwwM6VnCK5v3M2lwd94/dJymZsOA7sU8/kbkAu5XW1cf8X7h8s0xh/3Rsxsi3m+Js4Ld8vibjOrbmde3HuSw0/fQgy9tpbxTAa9uOcC5A8t4ek3wcoqXN+1jwr/9jRsmD2LBkvXMmtCf0oIAz6zZzZzzB4SmufPQCZ7fUMtnfAfK5j7yRtR8XPN+eGH/8bPryQ8EWLfrMOcM6Mrq9z5gSM9SSguCzTDPvR29sfvPv73Lht11MVe8hcs3h64ovefpdREX4P38hc28se1AaOV259OnH3yN2y4fxqMrtnPZyN6UdyrgjW0HOG9QGb/+xzZmju3L/qMnWbfrMDPH9uXtnYep6FbE9v3H2HnoOJeO7MXDL2/l0+cNAGPYvO8oZ/buxKr3PmDCoG68vGk/G/fUcdnIXuw5XM+g8hKWrNnFzLH9KCkIhOLdc/gElT1L+du6YOJwN95v7jjIrAn9GdqzlK///q2YSa8oL8BxX2XDf/Pz2roTEe9tbfreDcVdf36HZ9/eQ3F+sFnjzR0HGdyjlIqyIkb07kSs3pt/+eLm0MYW4NMPvWYf0DO8zR1/fIvt+4/xg4+NoX9ZMbc+sZo/vvl+3GnF0q04L3RW0s/+vil0TOTW6cP4ydJ3k57Ofz+/KeZnz2+oDa2r7+45wjs7D3P1uL7WYd3hqrcdpO5EIxePCO5t33DBoKhm2FMl6d63RlVVlamurm7xeAPnP90G0SjVcf3pC+czrn+30PsLf/R33jtwPPT+/k+P48NnBZOSu/58+8ozuefpdQzuUdIqtWqbgtychLdz9Lv32rP52hOrW/xdbvPf8F6dYu49pJP1359BYV5qB9JFZKUxpspfnrE1/XV3z+C236/maadZorJnKRtrIy8pf/t7lzPKabe7aFg5L767N2JhGtG7E+t317H4cxNDN5ZYv7uOjz/wCvmBnNCNKR6bO4HrfvU6I3p34g83nQ8Ed2tveXwVk4f24GWn3fVbV5zJvz2zjmurKniiOtjcMnfyIH718la+PK2SW6ZV0tDUzK1PrObpNbv4wcfG8NFx/WhqNoiAIKFTS0VgzF3P0dRseOG2qfQvK6a+sZmxdz9HfWMzxfkBjp1s4tfXn8v1vw62eb54+1R6dgq2V5/53WC74gOfOYebfvvP0G8F+K9PjeWWx1cxZVg5y99N3PfRzZcM5caLhgCE5uf3rx7Nx8b1C70HeHB2FecP6R4x7tGTjaG23sK8HE40NPOLz47nxt+sDP1HAO/uqeOjP3/FWoP9y82TGVwePBi3bF0tNy9+k8lDe/DL64LHLH7z6nZ+sGQ911ZVcOdVoxCBny59lwdf2sqXLh7KFy4egjFw++9X88ya3ZxRVhRKhhMGlfH61gP07lzI7sORNWN33iXrDzedz8cfeMX6WV5AuPfasdy8+M2kp+eaMao3IrBkbfyLqPxNFt6ED4QSvte/XjiYf71wMI1NzQyNc5zM/Z9yRELL1nc+PJLv/+WdqONJAF+YOoSfvxCs3brHe+5d+i73LdvI9RcMZO37H/DGtoM8NLuKyZU9aGo2EcuSfw/29zdO4hO/WIFI+JTVJz4/iWt/uYJOBbn887vTyQvk8OaOg3z0569QmB9g24IrOdHQFPP4GMB1Ewfw2KvbAbhp6hAeeGEzN140hC9PG4oxcMcf1/DU6p3cddVIPjWhP83GkJuTQ2Nzc8Sps27siz83kbPP6EKOSChWdw/UQOg4wrJbL6J358LQAeTWlLFJvyg/QIFnt8i2P+PtQtY9KaGsJN9TFizsVpIXGrbEaW7oXJTLPqe9s9g5E6QgLxAazv2z3OEhfFDOu+XOdcqK8oJnDQVyAqHhCnJz4m7li/MD1J1opDAvuLtdlB8+86ggN4djJ5vo5PmNRfmBqNPvOhXmRcTrfV2Y5AJX6PndodhsZfnRZQ2eNgH3+ErnwvAw7vBuH+8lBblRSb+kIDd0hpQ770oKwt/lzkNvnO4uc1F+IDRuoeUMo1xnftrO6HLnXbLOKLOfZw/QpSgvqTOYbLqV5HGkPv5xI4BZD76a8IB5LImaGGzdMduW93jDu7O4S1FeaJy8GOvA/b5mFTe+HJHQhZahdSEvJ3R2jNuC5X5Xolq096wadwkoLQgvM7mh5S03Ylr5MQ6XdirMTepsvk6FuW3WxXVGH8i944ozQ6/dGrL3zBSv788czSerzuD8IT24/fLh/Pr6c/nZrLF8dmJ/KnuGT3RzE1N+IId5Uwbzpy+cj7s4ePNCeOEKFxosZb6FMNa48XjHdafnLvDeU+xyc6L/bnehFWtM4bILK3sAcPHw8PxzLxayxel+1Xc/PDJUZvs53u91/yP3ytDI4aPnsSsQMY3o2N3p2ua7RMz3YOENFwyKGu72y4dHfW+upa+au2eOiip79IYJXH/BQMpLC0JlX3b2jn41J7j3/djc81LuxvjWy4aHYr9iTPhskR98bEzMcRo9G9uxZ3TlPN/ZK4s/N5FbplVGlA3rVUqnwlwurOzBuQPDzUT/OnkQNu4xAu9/1r+sGLAvC9efP4iPjevHDZMHhX6P97/99pVnRo/kcDfO3u9yNzqR/3v0sjCoh/2UTX+coWUrYoUjanrxJHs6eCDJ6aUiY2v6AOWdwiuZuz5984oR1iaLM8qK+eEnzgLgixcPDZXfc3XkiuP+ZyLCN52NysrtB5zPohONbaGJKGuOXght49pI1IvoBOedhm1BcoezbnQ824ipw3vy0sZ9DOxRAhuC8++KMb158KWtEeN+5Oy+PLV6Z2i6N0wexF/f3s3rWw/YNw6W78331Nr8w3nL3N1jW+L2rpi2+W5b+d3huhXne8qChT07h5elAd2L2b7/WEQt0G1OG94rWEEI5Ehot/3siq5RlY0vXVIZqtm7te9tTpv5jFG9+evbkU01G+6ZwfBvRzZD3Dp9GDe7idmJ/YoxfUJnZs2a0J87/mi/EOmoZ8/g/754QdTnk4Z0Z5KvKe65r15knVYs4fkenscfGt2bXy7fglg63u1SnMe9nwzeqrHJssFwm5q8x+tyJPg97rwMTjc4rlvJsf3H3m9//rapodfutL95xQj+/Zn1EcO5y4w39mTX1fAyk1wyt1XQWktG1/S93D8nN8ktbWzRydS2INkWePtCE3z2Jil/bT0R+56DRMUUiLPA2Wrc3jhtscerLXuFx00Uu1PTD+REDS+WjZM7bsCS4G3Tta6snu+wrcC2vR63zLsCu2W5ltht66/tv7VtnELTsBTa5rstmdrUxbiAqzXZKz7Rydw6rrMjkpNgQHdpyw3t2YY/c/+fyOUjemNvna6touA8p7JXHs4/yaXcNsz52Zf0A6c4N201Tltt3V6TjF7gbWVNlunFY0tc9uad6OmZODElWlntCTZOmeX7vcO5v9vtH8ZW07dtRO3/RevEbksSthXYhGqX0bHbVnRbLnOnYd8jCpddPip4gZS9SS56ujZuTf+mqUOSG+EU2GraiZZtf7u81+9vnBR6Hd4AR9fqQxUFz+wP7wnGj9nWFOsuW9aNbZIbsWQrclrTbwWhmd5KbWW2BGJvZokeLidBzSPZ2lA4Fs/K74biJskYw/ljsl1eL7aV1btHYjk8Hu/32H6ObY8pVJrbVwUAAA/CSURBVNO31Xg9S6yxlNm/Pzr2+Bu2+P+FrabvfkfAUuO0rb+2+W1bjkLT8JQN6lFqGTe55PPEG+9hjOHA0eBJCP62/NaU7N5UvHFty+yIPp2jyuItMwHLxjHRHlFzeMDwuM5zoopCvOkl2nNxtWVNP6Pb9G1OdWZa/3hiJ4ZkDx7aNg6J+jlx2aZnSz7Wmr4l9niJLtmmD8uxLuvvsa0stlpb/O+KTr62OFsrdncPI+KMllDzTnI1fRvbnotLrMubbWMff5n5+h/eoubgsVBXE50K2y4F2Pbwkk6Slj02l63MNt/Dw9v2OuN+vXXjYG26jLN35tXSipzW9FtBsm15iRhLTSXZ5JNsLdT9jkR7JbYVPHQ8wLbwW5t3omNvaTOHvWkofpNL+DdEl7kH5ewbougRAknHaWsassXuLcMyXPA517LXEz54GB4+2RXdUrmMO1xETAmaBCcNDh+UfWnTvtBvHRijs7HW0GRdV5JLfvGad+Il9sQH9d29j5ZXqKzrhXvsIeGeS/A52ZaGVujzMfa0227S6aW1kn6ypwQmm2hstbum0MKaepzugp7sbmzi2nKcPQLrgVQsZUnW9OOddWFt8om/gbHHbhnXsocV79iM7QCyrU0/2T02216XdbgUDpB2KwlfU/DmjkOhNv22Ohcc4leGEjVzNIWSqW2vJ3p4t8h2jMhWKUj0l8Rd3hNUcmzCxwOS3di0XdbPoqQffPYvaz/8+Jioq0TjT+dUkqQbg3DdxAF8/qLBzJ08mIpuRUwfGe698NbpwxnYvZiqgam3t4YPfMYfrsV7JNbmqvhJMv4ByvDrn80axzn9u4be2+dn/GlcOrIXZ5QVMW/K4Lix21ZW2x6WdePtPHuTvj++VNZZt9aYaIW3NT18bfpwBnQv5twYbfT5vourjp1sJEdokys+b5o6hOsmDkiwNyV8/JwKvjZ9mHUad141ksqepQztGX38wvu7fzZrHOP6d6VzUR6j+nbmJ54ecgf1KGFYr1Lu+kj42onxA7oxsHsxt10Wfd2FV7NnHl83cQCfnzLY2lwVK6/4/fiasxjZpzPdilt2QV9byJo2fRNeUyJ88tz+fPLc5LsMDq+YnjJbk0acNkEh2E2B6+VvXBLxHWMquvCC021wMixNjUnv0cRLfmIbLqKM2MNFND0QVebyfu9VZ/flqrP7ctA5yOj9rClOTdabfHuUFvDS1yPnZ2vHbm3iI3K4VGpq/mnEYttQj6noEupq2sbfX/vR+iZK8nPbpEb5jRkjALjP6Q7cdoqyAD+5NnYX5hMHd2fp1y6yfuZdBtxlBuDpL0d2T1yYF4i6tqBTYV5S65b3OJC7rn7LufmKRAyXXA3+khG9uGRE/G6pT5eEm3kReVhEakVkraesTESWishG57mbUz5dRFaKyBrn+RLPOOOd8k0icp+05f6LhXvBzakeIHEPGHm7a3C7e+haFN6KF+YFyzoXhberbncNpa108KxHaTAGb4LvUhRZk0g0l+2xu11NhMtssYe7Rghffu6O470kvatTu4nXzUAnS5cY7u+DcLOJd767Em3gWjt2/7LUqSA36toKb+zJSra92d1zaskq5L//bd2JBooLUuvIK1nJzveWOtUm2mS48Xmbv9yboni7UQgvMx2n0SSZ7PMIcD/wqKdsPrDMGLNAROY7778B7AOuMsbsFJHRwLNAP2ecB4B5wKvAM8AMTuPN0RfdMIEX391LWUk+j94wIeVbwFX2LOV7HxnFlWf1CZVNGtKdb195Jteee0ao7CNn96P2cD2zJw3k0jN70dBkmDCojGYD/3L+oFP+PRC8dP/Fd/fSxbPL+NSXLqB620EefGkLEEwgS786hXW7I3sU/MvNk6k5eDwi9usvGMihYw1MGVbO7g9OMHvSQC4bGR37mX06U5AbYEy/LnQvyecjZ/cLTffumaMZ069LRJPZfbPG8fRbuxjWy3/fpqCfXHM2VZ7L+rsW5/ODj43hIs9VrEN7dgrN990fnKDm4PFQp2yJksC/nD8oar5/9dJhcWP/xWfHU9GtiN5dCkOx3zdrHGf27kRJQW5oWXJjd2+aU1YSjv1ofWPUfI/L01TwP/Mm0tBk+OyvorshTvaAr5e/eWf34ROUJNEHzKmYPWkgjc2GGy4YxOi+XcgLCGdVdI2a7y2VKOfblveW8sbu+sqlwygryefqceHYvzdzFKP6dmby0B6n9H2u1og9kaS6VhaRgcBfjDGjnfcbgKnGmF0i0gd4wRgz3DeOENwI9AXKgOeNMSOcz2Y5438+0Xen2rWyy72sOtWOpjqqGf+5nPW761hyy4WcaTmvORO4/+3mf7+iVW5x2RqxvHvPh+Lu0cRbHh9/fQfz/7iGa6sq+NEnzo4a3n09Z9IAFq3Yzp1XjeT6C6IrELZx5k0ZzMLlW0LDVHQromtxHn+5+fTdsak1tdV6nUn5IlbXyqnuk/QyxuwCcJ57Wob5OPCmMaaeYG3f27dqDeE9gDY3ore9hpnJktiWZ4x2zvcREsXSO86tGAc6HX+N6dcl7jTcvzbeHk5PT79TEG7269Ml+P01B493+GWkJSdgqLA22b8TkVHAD4HL3CLLYDEXORGZR7ApiP79W35fVq+Xv3ExXYtb3r7a0YXbfds5kNPgNB8eiivRHsezX53C0Xr7nb4mDu7Os1+ZwrBe0WesALzxrUvJEfjp34J3dor1s1+Zf0nUqZiXjezFuDO6cuDYSb70u2Cf/W6Plx3R8tsvjuhQsbWs/Pal4SujM1SqNf09TrMOznPoXmgiUgH8CZhtjHHve1YDVHjGrwB2xpq4MWahMabKGFNVXm7vCjlZFd2KY96VPpMle7m5al2JNkBdivLo2zV2v/rDe3eKOY3yTgV0Ly1I2Kbft2tR1AH93EAO5w/tEdG9c7wuhdNd/+7FKR+Xi6d7aUGbbEzSSapJ/ylgjvN6DvAkgIh0BZ4G7jDG/MMd2GkCqhORiU5b/2x3HNU2kj39ryO7NcY53u3h6zPin/fdmkIV0Rb8ue6Q3j2AHqWZndyUXTKnbC4GVgDDRaRGROYCC4DpIrIRmO68B/gSMBT4joisch5ue/9NwEPAJmAzp/HMnWwUrzvjTHHztMq0OeD2halDT1sstm4YEnG3D8We2rH3gkCVPRK2exhjZsX4aJpl2HuAe2JMpxoYbftMtb54vQ6qjs1N9i3pMdZt5vPW9NuyCwaVvvRfz1C/vG48v3ttB0PK7QcFVcd1++XDyRGJOF88EXf74G3TL26DNnGV/jTpZ6gB3Usi7hGsMkfX4vyIbjxawttvTFv0u6PSn/7rSmUBW6+W6XSqqzp9tKavVBp7Zf4lobtcnQpN78qlSV+pNNa3a1Hc8/qTpZV65dLmHaWygPcivcqepdqen8W0pq9UFvDW9P/6lSkk09Giykya9JXKAt7WnWD/QNrek610H0+pbKA5Xjk06SuVBbTjPeXSpK9UFkinew6o9qVJX6ksoBdiKZcmfaWygKZ85dKkr1QW0Iq+cmnSVyoL6IFc5dKkr1Q20JyvHJr0lcpg7o3atXlHuTTpK5XBtI8d5ZfMPXIfFpFaEVnrKSsTkaUistF57uaUdxeR50XkiIjc75vOeBFZIyKbROQ+0XPIlGpzXYvyAGhq0r52VFAy1YBHgBm+svnAMmNMJbDMeQ9wAvgOcJtlOg8A84BK5+GfplKqlf3ucxO5/fLhdCvJb+9QVJpImPSNMcuBA77imcAi5/Ui4Gpn2KPGmJcJJv8QEekDdDbGrDDB7v0edcdRSrWdgT1K+OLFQ9s7DJVGUm3w62WM2QXgPPdMMHw/oMbzvsYpU0opdRqdrqM8tvb7mI2MIjJPRKpFpHrv3r1tGJZSSmWXVJP+HqfJxm26qU0wfA1Q4XlfAeyMNbAxZqExpsoYU1VeXp5iiEoppfxSTfpPAXOc13OAJ+MN7DQB1YnIROesndmJxlFKKdX6Et45S0QWA1OBHiJSA9wJLACeEJG5wA7gGs/w24DOQL6IXA1cZox5B7iJ4JlARcAS56GUUuo0Spj0jTGzYnw0LcbwA2OUVwOjk45MKaVUq9PL9ZRSKoto0ldKqSwiwWul0peI7AW2pzh6D2BfK4ZzOnXk2KFjx9+RYweNvz2lU+wDjDFRpz+mfdI/FSJSbYypau84UtGRY4eOHX9Hjh00/vbUEWLX5h2llMoimvSVUiqLZHrSX9jeAZyCjhw7dOz4O3LsoPG3p7SPPaPb9JVSSkXK9Jq+UkopD036SimVRTIy6YvIDBHZ4NyacX7iMdqHiGxzbiG5SkSqnTLrrSidz+5wftMGEbn8NMea9G0z48XaXrfNjBH/XSLyvjP/V4nIFekYv4ic4dyGdJ2IvC0itzjlHWL+x4k/7ee/iBSKyOsistqJ/XtOeYeY91bGmIx6AAFgMzAYyAdWAyPbO64YsW4DevjKfgTMd17PB37ovB7p/JYCYJDzGwOnMdYpwDnA2lOJFXgdmETwHgtLgA+1Y/x3AbdZhk2r+IE+wDnO607Au06MHWL+x4k/7ee/8z2lzus84DVgYkeZ97ZHJtb0JwCbjDFbjDEngccJ3t6xo7DeitIpf9wYU2+M2QpsIvhbTwvTgttmEiNWacfbZsaIP5a0it8Ys8sY80/ndR2wjuCd5zrE/I8TfyxpE78JOuK8zXMehg4y720yMen3A97zvE/nWzMa4DkRWSki85yyWLeiTMff1dJY0/G2mV8Skbec5h93Fz1t4xeRgcA4gjXODjf/ffFDB5j/IhIQkVUEbxa11BjTIee9KxOTfotuzdjOLjDGnAN8CPiiiEyJM2xH+l2xYk233/AAMAQYC+wCfuKUp2X8IlIK/AH4ijHmcLxBLWXpGH+HmP/GmCZjzFiCd/ybICLxuohPq9htMjHp1wBneN7HvTVjezLG7HSea4E/EWyuiXUrynT8XS2NtUW3zWxrxpg9zgrdDDxIuLks7eIXkTyCCfO3xpg/OsUdZv7b4u9I8x/AGHMIeAGYQQea936ZmPTfACpFZJCI5AOfInh7x7QiIiUi0sl9DVwGrCX2rSifAj4lIgUiMgioJHhgqD21KFaTZrfNdFdax0cJzn9Is/id7/oVsM4Yc6/now4x/2PF3xHmv4iUi0hX53URcCmwng4y763a4+hxWz+AKwieIbAZ+FZ7xxMjxsEEj/KvBt524wS6A8uAjc5zmWecbzm/aQOn+cg/sJjgLngDwVrL3FRiBaoIrtybgftxrgpvp/gfA9YAbxFcWfukY/zAZIJNAW8Bq5zHFR1l/seJP+3nP3AW8KYT41rgu055h5j3tod2w6CUUlkkE5t3lFJKxaBJXymlsogmfaWUyiKa9JVSKoto0ldKqSyiSV8ppbKIJn2llMoi/w/TO+ccpzSjKAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_str)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As this graph is not usable, we need to clean it"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to set the mean to 0\n",
+    "\n",
+    "We need to remove the offset created by the lecture.\n",
+    "We substract the mean from the number to have data gathered around value 0."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n",
+    "\n",
+    "def norm(data):\n",
+    "    data_mean = int(data.mean())\n",
+    "#     Because the data is full of integers, we don't want to convert the dataset to a float series.\n",
+    "    new_data = []\n",
+    "    for i in range(len(data)):\n",
+    "        new_point = data.iloc[i] - data_mean\n",
+    "        new_data.append(new_point)\n",
+    "    return new_data\n",
+    "    \n",
+    "# data_norm = norm(data_str)\n",
+    "# max(data_norm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to remove small noise\n",
+    "\n",
+    "There seems to be static noise in the data. We can define the upper and lower limits to remove it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def small_noise(data, lower, upper):\n",
+    "    new_data = [x if (x>upper or x<lower) else 0 for x in data]\n",
+    "    return pd.DataFrame(new_data)\n",
+    "\n",
+    "# data_non_noise = small_noise(data_norm, -10, 10)\n",
+    "# data_non_noise.max()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to smooth the points\n",
+    "\n",
+    "To smooth the points, we make a rolling mean from the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def rolling(data, smoother):\n",
+    "    new_data = data.rolling(window = smoother).sum()\n",
+    "    return pd.DataFrame(new_data)\n",
+    "\n",
+    "# smooth = 3\n",
+    "# data_rolled = rolling(data_non_noise, smooth)\n",
+    "# data_rolled"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " Checking the data cleaning with a graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1dbbae8ab88>]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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/0AwsT3f7IiKSPZmcOVwMdAIPmNmrZna/mU0H5rl7G0A0nRv1XwAcTlm+JWoLmNntZtZkZk2dnZ0ZlCgiIunIJBxKgCuB77v7FcBpoktI47Ax2nysju6+1t0b3b2xtrY2gxJFRCQdmYRDC9Di7i9Fz39BMiw6zKwOIJoeTelfn7L8QqA1g+2LiEiWpB0O7t4OHDazS6Km64CdwAZgddS2Gngsmt8ArDKzcjNbAjQAW9LdvoiIZE9Jhsv/R+AhMysD9gFfIRk4683sNuAQcDOAu+8ws/UkAyQG3OHu8Qy3LyIiWZBROLj7a0DjGC9dN07/bwHfymSbIiKSffoNaRERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkoHAQEZGAwkFERAIKBxERCSgcREQkkHE4mFmxmb1qZhuj59Vm9pSZ7Ymmc1L63m1mzWa228yuz3TbIiKSHRNx5nAnsCvl+Rpgk7s3AJui55jZUmAVcBmwArjPzIonYPsiIjLBMgoHM1sI3Ajcn9K8ElgXza8Dbkppf8TdB9x9P9AMLM9k+yIikh2Znjn8b+CvgERK2zx3bwOIpnOj9gXA4ZR+LVFbwMxuN7MmM2vq7OzMsEQRETlXaYeDmX0OOOruW9/rImO0+Vgd3X2tuze6e2NtbW26JYqISJpKMlj2GuDzZnYDUAFUmdnPgA4zq3P3NjOrA45G/VuA+pTlFwKtGWxfRESyJO0zB3e/290Xuvtikjean3b3W4ANwOqo22rgsWh+A7DKzMrNbAnQAGxJu3IREcmaTM4cxnMPsN7MbgMOATcDuPsOM1sP7ARiwB3uHs/C9kVEJEPmPuZl//NGY2OjNzU15boMEZG8YmZb3b0x3eX1G9IiIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISCDtcDCzejN7xsx2mdkOM7szaq82s6fMbE80nZOyzN1m1mxmu83s+okYgIiITLxMzhxiwH9y9w8CVwN3mNlSYA2wyd0bgE3Rc6LXVgGXASuA+8ysOJPiRUQkO9IOB3dvc/dXovkeYBewAFgJrIu6rQNuiuZXAo+4+4C77weageXpbl9ERLJnQu45mNli4ArgJWCeu7dBMkCAuVG3BcDhlMVaorax1ne7mTWZWVNnZ+dElCgiIucg43AwsxnAo8BfuHv32bqO0eZjdXT3te7e6O6NtbW1mZYoIiLnKKNwMLNSksHwkLv/MmruMLO66PU64GjU3gLUpyy+EGjNZPsiIpIdmXxayYAfA7vc/bspL20AVkfzq4HHUtpXmVm5mS0BGoAt6W5fRESypySDZa8B/gTYZmavRW1fB+4B1pvZbcAh4GYAd99hZuuBnSQ/6XSHu8cz2L6IiGRJ2uHg7s8z9n0EgOvGWeZbwLfS3aaIiEwO/Ya0iIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4i+eLkQfjmLGjZmutKZApQOIjki71PJ6evrDt7P5EJoHAQyRdF0Z9CS8RyW4dMCQoHkXyhcJBJpHAQyRcKB5lECgeRfFFUnJwqHGQSKBxE8sXImYP+R5Zkn8JBJF/ospJMIoWDSL7wRHIaH8ptHTIlKBxE8sXwv1zXmYNMAoWDSL4YDgXdc5BJoHAQyReJ6LKSzhxkEigcRPLFcCgc3QU/+KT+xpJklcJBJF8Mh8NAF7Rvg60P5LYeKWgKB5F84aPuNejeg2SRwkEkX4y+13D6aG7qkClB4SCSL4ZvSA8b6MlNHTIlTHo4mNkKM9ttZs1mtmayty+St0afOfR356YOmRImNRzMrBj4B+CzwFLgS2a2dDJrEMlbo+856MxBsqhkkre3HGh2930AZvYIsBLYOeFbWveHcHzvhK9WJGe6j4x63pL8t6FVC3JTj2TX8q/CJ7+Ws81PdjgsAA6nPG8BPja6k5ndDtwOcNFFF6W3pfqPwew0lxU5H736s7fnl30Btj+anLdiuPja3NQk2VN9cU43P9nhYGO0edDgvhZYC9DY2Bi8/p58+r+ktZjIeSs1HK68FeYshue+AxddDSv/IWdlSWGa7BvSLUB9yvOFQOsk1yCS/0qmwfTa5Lwnzt5XJA2THQ4vAw1mtsTMyoBVwIZJrkEkP33w82/Pl5RDZU1yPtafm3qkoE1qOLh7DPgz4ElgF7De3XdMZg0ieeuLP4FZ0X20kgqovSQ5v+yPc1eTFKzJvueAuz8OPD7Z2xXJe2Zv37UrKYO5l8Jf7oPK6pyWJYVp0sNBRDLg0eczrDg5nX5B7mqRgqY/nyGST0ork9Oi4tzWIQVPZw4i+eTLP4dtv9AvvknWKRxE8kn1Evi9v8x1FTIF6LKSiIgEFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISEDhICIiAXNP73/pTBYz6wQOprl4DXBsAsvJJxr71DWVx6+xv22Ru9emu7LzPhwyYWZN7t6Y6zpyQWOfmmOHqT1+jX3ixq7LSiIiElA4iIhIoNDDYW2uC8ghjX3qmsrj19gnSEHfcxARkfQU+pmDiIikQeEgIiKBggwHM1thZrvNrNnM1uS6nmwwswNmts3MXjOzpqit2syeMrM90XROSv+7o/2x28yuz13l6TGzfzSzo2a2PaXtnMdrZldF+63ZzL5nZjbZYzlX44z9m2Z2JDr+r5nZDSmvFdLY683sGTPbZWY7zOzOqL3gj/1Zxj45x97dC+oBFAN7gYuBMuB1YGmu68rCOA8ANaPavg2siebXAH8bzS+N9kM5sCTaP8W5HsM5jvda4EpgeybjBbYAHwcMeAL4bK7HlubYvwn85zH6FtrY64Aro/mZwFvRGAv+2J9l7JNy7AvxzGE50Ozu+9x9EHgEWJnjmibLSmBdNL8OuCml/RF3H3D3/UAzyf2UN9z9t8CJUc3nNF4zqwOq3H2zJ79ifpKyzHlrnLGPp9DG3ubur0TzPcAuYAFT4NifZezjmdCxF2I4LAAOpzxv4ew7NF858K9mttXMbo/a5rl7GyTfWMDcqL1Q98m5jndBND+6PV/9mZm9EV12Gr6sUrBjN7PFwBXAS0yxYz9q7DAJx74Qw2Gsa2mF+Hnda9z9SuCzwB1mdu1Z+k6VfTJsvPEW0n74PvA+4HKgDfhO1F6QYzezGcCjwF+4e/fZuo7RltfjH2Psk3LsCzEcWoD6lOcLgdYc1ZI17t4aTY8CvyJ5magjOoUkmh6NuhfqPjnX8bZE86Pb8467d7h73N0TwI94+zJhwY3dzEpJfnN8yN1/GTVPiWM/1tgn69gXYji8DDSY2RIzKwNWARtyXNOEMrPpZjZzeB74DLCd5DhXR91WA49F8xuAVWZWbmZLgAaSN6jy3TmNN7r80GNmV0ef1rg1ZZm8MvyNMfJHJI8/FNjYo1p/DOxy9++mvFTwx368sU/asc/1Hfks3eW/geSd/b3AN3JdTxbGdzHJTyW8DuwYHiNwAbAJ2BNNq1OW+Ua0P3Zznn9KY5wxP0zyFHqI5E9Ct6UzXqAx+mLaC9xL9FcCzufHOGP/KbANeCP6plBXoGP/JMlLIG8Ar0WPG6bCsT/L2Cfl2OvPZ4iISKAQLyuJiEiGFA4iIhJQOIiISEDhICIiAYWDiIgEFA4iIhJQOIiISOD/A9jqI5nyjW1IAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "viewing = cut_data(data.iloc[:,2])\n",
+    "\n",
+    "test = rolling(small_noise(norm(cut_data(viewing)), -10, 10), 2)\n",
+    "\n",
+    "plt.plot(viewing)\n",
+    "plt.plot(test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This graph is too small to show anything visible. We need to make other kind of graphs."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "How many graphs do you wish to see? 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x864 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# We plot the original data next to the cleaned and zoomed in data.\n",
+    "# The objective is to show a better lecture of the data.\n",
+    "\n",
+    "number_of_graphs = int(input('How many graphs do you wish to see? '))\n",
+    "fig, ax = plt.subplots(number_of_graphs, 2, figsize= (10,number_of_graphs*4),gridspec_kw={'width_ratios': [2, 1]})\n",
+    "lower, upper = -10, 10\n",
+    "smooth = 3\n",
+    "\n",
+    "for i in range(number_of_graphs):\n",
+    "    viewing = cut_data(data.iloc[:,i+80])\n",
+    "    test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n",
+    "    \n",
+    "    test_max = viewing[viewing == viewing.max()].index[0]\n",
+    "    \n",
+    "    ax[i,0].plot(viewing, color='orange')\n",
+    "    ax[i,1].plot(test)\n",
+    "    ax[i,1].set_xlim(test_max - 30, test_max + 50)\n",
+    "\n",
+    "plt.savefig('figures/cleaning.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Creating a new DataFrame with the hitting point of every strike"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### We need to drop the first column, as it only contains headers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.drop(columns = 'Technique', inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lower, upper, smooth, min_time, max_time = -8, 5, 3, 30, 50\n",
+    "\n",
+    "clean_data = pd.DataFrame()\n",
+    "j = 0\n",
+    "\n",
+    "for column in data.columns:\n",
+    "    name = data[column][0] + '-' + column[0] + '-' + data[column][1]\n",
+    "#     The name will take the person's ID, the class of the strike and the number of trial\n",
+    "\n",
+    "    clean_ = rolling(small_noise(norm(cut_data(data.iloc[:,j])), lower, upper), smooth)\n",
+    "#     We just run all the little functions to clean the data\n",
+    "    \n",
+    "    pos_max = clean_[clean_[0] == clean_[0].max()].index[0]\n",
+    "#     We find which is the maximum of the dataset\n",
+    "\n",
+    "    temp_list = clean_.iloc[pos_max - min_time: pos_max + max_time]\n",
+    "#     We determine the range of the data we want\n",
+    "    \n",
+    "    clean_data[name] = temp_list[0].reset_index(drop=True)\n",
+    "#     We add it to a new dataframe\n",
+    "\n",
+    "    j += 1\n",
+    "# clean_data = clean_data.transpose()\n",
+    "# # We transpose the data in order to access them directly.\n",
+    "\n",
+    "clean_data.to_csv('data/clean_data.csv', sep = ',')\n",
+    "# Save the new DataFrame into a CSV file for further manipulations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(80, 115)"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clean_data.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We converted a (4749, 115) dataset into a (80,115) dataset."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting the maximums of every series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "maxs = clean_data.iloc[30, :].tolist()\n",
+    "plt.plot(maxs)\n",
+    "\n",
+    "plt.savefig('figures/maxs.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the strongest hit on a trial."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "lst_max = []\n",
+    "for i in range(0, len(maxs), 5):\n",
+    "    lst_max.append(maxs[i: i+5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n"
+     ]
+    }
+   ],
+   "source": [
+    "list_of_person_per_kick = []\n",
+    "for i in clean_data.columns:\n",
+    "    if i[:4] not in list_of_person_per_kick:\n",
+    "        list_of_person_per_kick.append(i[:4])\n",
+    "print(list_of_person_per_kick)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_max = dict(zip(list_of_person_per_kick, lst_max))\n",
+    "# dict_max"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x720 with 24 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# As told in the repo of the data, participant 6 didn't perform the Back Kick.\n",
+    "# I decided to hard-code the omission of the graph.\n",
+    "\n",
+    "fig, ax = plt.subplots(4, 6, figsize= (14,10))\n",
+    "colors = ['orange', 'green', 'red', 'black', 'blue', 'yellow']\n",
+    "plt.gca().get_xaxis().set_ticklabels([])\n",
+    "\n",
+    "for i in range(4):\n",
+    "    for j in range(6):\n",
+    "        num = i*6+j\n",
+    "        if num < 11:\n",
+    "            viewing = lst_max[num]\n",
+    "            ax[i,j].plot(viewing, color=colors[j])\n",
+    "            ax[i,j].set_title(list_of_person_per_kick[num])\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='x',          # changes apply to the x-axis\n",
+    "                which='both',      # both major and minor ticks are affected\n",
+    "                bottom=False,      # ticks along the bottom edge are off\n",
+    "                top=False,         # ticks along the top edge are off\n",
+    "                labelbottom=False) # labels along the bottom edge are off\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='y',          # changes apply to the x-axis\n",
+    "                direction='out',   # changes the direction of the tick\n",
+    "                length=2,          # lenght of the tick\n",
+    "                labelsize=7)       # size of the label\n",
+    "            \n",
+    "            \n",
+    "        if num == 11:\n",
+    "            ax[i,j].axis('off')\n",
+    "\n",
+    "        if num > 11:\n",
+    "            viewing = lst_max[num-1]\n",
+    "            ax[i,j].plot(viewing, color=colors[j])\n",
+    "            ax[i,j].set_title(list_of_person_per_kick[num-1])\n",
+    "            plt.gca().get_xaxis().set_ticklabels([])\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='x',          # changes apply to the x-axis\n",
+    "                which='both',      # both major and minor ticks are affected\n",
+    "                bottom=False,      # ticks along the bottom edge are off\n",
+    "                top=False,         # ticks along the top edge are off\n",
+    "                labelbottom=False) # labels along the bottom edge are off\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='y',          # changes apply to the x-axis\n",
+    "                direction='out',   # changes the direction of the tick\n",
+    "                length=2,          # lenght of the tick\n",
+    "                labelsize=7)       # size of the label\n",
+    "\n",
+    "plt.savefig('figures/evolution.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see there is a pattern as the participant is older for each kick.\n",
+    "\n",
+    "Also, we can observe participants weren't consistant on their strikes."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## List of participants"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Participant ID        object\n",
+      "Sex                   object\n",
+      "Age                    int64\n",
+      "Weight (kg)            int64\n",
+      "Experience (years)     int64\n",
+      "Belt                  object\n",
+      "dtype: object\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Participant ID</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight (kg)</th>\n",
+       "      <th>Experience (years)</th>\n",
+       "      <th>Belt</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>M</td>\n",
+       "      <td>7</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Green</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>M</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Red Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>M</td>\n",
+       "      <td>13</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Black Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>14</td>\n",
+       "      <td>43</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>F</td>\n",
+       "      <td>16</td>\n",
+       "      <td>54</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>M</td>\n",
+       "      <td>16</td>\n",
+       "      <td>72</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Participant ID Sex  Age  Weight (kg)  Experience (years)  \\\n",
+       "0             P1   M    7           25                   1   \n",
+       "1             P2   M    9           23                   2   \n",
+       "2             P3   M   13           39                   6   \n",
+       "3             P4   M   14           43                   8   \n",
+       "4             P5   F   16           54                   8   \n",
+       "5             P6   M   16           72                  13   \n",
+       "\n",
+       "                  Belt  \n",
+       "0                Green  \n",
+       "1          Red Stripe   \n",
+       "2         Black Stripe  \n",
+       "3  Black (Competitive)  \n",
+       "4  Black (Competitive)  \n",
+       "5  Black (Competitive)  "
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_of_people = pd.read_csv('data/Taekwondo_people.csv')\n",
+    "print(list_of_people.dtypes)\n",
+    "list_of_people"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "list_of_people['Description'] = list_of_people['Sex']+'_' + list_of_people['Age'].astype(str) + 'yo_'+ list_of_people['Weight (kg)'].astype(str)+'kg_' + list_of_people['Belt']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "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>Participant ID</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight (kg)</th>\n",
+       "      <th>Experience (years)</th>\n",
+       "      <th>Belt</th>\n",
+       "      <th>Description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>M</td>\n",
+       "      <td>7</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Green</td>\n",
+       "      <td>M_7yo_25kg_Green</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>M</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Red Stripe</td>\n",
+       "      <td>M_9yo_23kg_Red Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>M</td>\n",
+       "      <td>13</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Black Stripe</td>\n",
+       "      <td>M_13yo_39kg_Black Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>14</td>\n",
+       "      <td>43</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>M_14yo_43kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>F</td>\n",
+       "      <td>16</td>\n",
+       "      <td>54</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>F_16yo_54kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>M</td>\n",
+       "      <td>16</td>\n",
+       "      <td>72</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>M_16yo_72kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Participant ID Sex  Age  Weight (kg)  Experience (years)  \\\n",
+       "0             P1   M    7           25                   1   \n",
+       "1             P2   M    9           23                   2   \n",
+       "2             P3   M   13           39                   6   \n",
+       "3             P4   M   14           43                   8   \n",
+       "4             P5   F   16           54                   8   \n",
+       "5             P6   M   16           72                  13   \n",
+       "\n",
+       "                  Belt                      Description  \n",
+       "0                Green                 M_7yo_25kg_Green  \n",
+       "1          Red Stripe            M_9yo_23kg_Red Stripe   \n",
+       "2         Black Stripe         M_13yo_39kg_Black Stripe  \n",
+       "3  Black (Competitive)  M_14yo_43kg_Black (Competitive)  \n",
+       "4  Black (Competitive)  F_16yo_54kg_Black (Competitive)  \n",
+       "5  Black (Competitive)  M_16yo_72kg_Black (Competitive)  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_of_people"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Group the kicks by participant and type."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We need to add the columns of the missing data of Participant 6's back kick in order to have a coherent dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in range(1,6):\n",
+    "    clean_data[f'P6-B-{i}'] = 0.0\n",
+    "\n",
+    "# cols = clean_data.columns.tolist()\n",
+    "# print(cols) # Made to get the columns list needed to rearrange\n",
+    "\n",
+    "added_data = clean_data[['P1-R-1', 'P1-R-2', 'P1-R-3', 'P1-R-4', 'P1-R-5', 'P2-R-1', 'P2-R-2', 'P2-R-3', 'P2-R-4', 'P2-R-5', \n",
+    "                       'P3-R-1', 'P3-R-2', 'P3-R-3', 'P3-R-4', 'P3-R-5', 'P4-R-1', 'P4-R-2', 'P4-R-3', 'P4-R-4', 'P4-R-5',\n",
+    "                       'P5-R-1', 'P5-R-2', 'P5-R-3', 'P5-R-4', 'P5-R-5', 'P6-R-1', 'P6-R-2', 'P6-R-3', 'P6-R-4', 'P6-R-5',\n",
+    "                       'P1-B-1', 'P1-B-2', 'P1-B-3', 'P1-B-4', 'P1-B-5', 'P2-B-1', 'P2-B-2', 'P2-B-3', 'P2-B-4', 'P2-B-5', \n",
+    "                       'P3-B-1', 'P3-B-2', 'P3-B-3', 'P3-B-4', 'P3-B-5', 'P4-B-1', 'P4-B-2', 'P4-B-3', 'P4-B-4', 'P4-B-5', \n",
+    "                       'P5-B-1', 'P5-B-2', 'P5-B-3', 'P5-B-4', 'P5-B-5', 'P6-B-1', 'P6-B-2', 'P6-B-3', 'P6-B-4', 'P6-B-5',\n",
+    "                       'P1-C-1', 'P1-C-2', 'P1-C-3', 'P1-C-4', 'P1-C-5', 'P2-C-1', 'P2-C-2', 'P2-C-3', 'P2-C-4', 'P2-C-5', \n",
+    "                       'P3-C-1', 'P3-C-2', 'P3-C-3', 'P3-C-4', 'P3-C-5', 'P4-C-1', 'P4-C-2', 'P4-C-3', 'P4-C-4', 'P4-C-5', \n",
+    "                       'P5-C-1', 'P5-C-2', 'P5-C-3', 'P5-C-4', 'P5-C-5', 'P6-C-1', 'P6-C-2', 'P6-C-3', 'P6-C-4', 'P6-C-5', \n",
+    "                       'P1-P-1', 'P1-P-2', 'P1-P-3', 'P1-P-4', 'P1-P-5', 'P2-P-1', 'P2-P-2', 'P2-P-3', 'P2-P-4', 'P2-P-5', \n",
+    "                       'P3-P-1', 'P3-P-2', 'P3-P-3', 'P3-P-4', 'P3-P-5', 'P4-P-1', 'P4-P-2', 'P4-P-3', 'P4-P-4', 'P4-P-5', \n",
+    "                       'P5-P-1', 'P5-P-2', 'P5-P-3', 'P5-P-4', 'P5-P-5', 'P6-P-1', 'P6-P-2', 'P6-P-3', 'P6-P-4', 'P6-P-5']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "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",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>P1-R-1</th>\n",
+       "      <th>P1-R-2</th>\n",
+       "      <th>P1-R-3</th>\n",
+       "      <th>P1-R-4</th>\n",
+       "      <th>P1-R-5</th>\n",
+       "      <th>P2-R-1</th>\n",
+       "      <th>P2-R-2</th>\n",
+       "      <th>P2-R-3</th>\n",
+       "      <th>P2-R-4</th>\n",
+       "      <th>P2-R-5</th>\n",
+       "      <th>P3-R-1</th>\n",
+       "      <th>P3-R-2</th>\n",
+       "      <th>P3-R-3</th>\n",
+       "      <th>P3-R-4</th>\n",
+       "      <th>P3-R-5</th>\n",
+       "      <th>P4-R-1</th>\n",
+       "      <th>P4-R-2</th>\n",
+       "      <th>P4-R-3</th>\n",
+       "      <th>P4-R-4</th>\n",
+       "      <th>P4-R-5</th>\n",
+       "      <th>P5-R-1</th>\n",
+       "      <th>P5-R-2</th>\n",
+       "      <th>P5-R-3</th>\n",
+       "      <th>P5-R-4</th>\n",
+       "      <th>P5-R-5</th>\n",
+       "      <th>P6-R-1</th>\n",
+       "      <th>P6-R-2</th>\n",
+       "      <th>P6-R-3</th>\n",
+       "      <th>P6-R-4</th>\n",
+       "      <th>P6-R-5</th>\n",
+       "      <th>P1-B-1</th>\n",
+       "      <th>P1-B-2</th>\n",
+       "      <th>P1-B-3</th>\n",
+       "      <th>P1-B-4</th>\n",
+       "      <th>P1-B-5</th>\n",
+       "      <th>P2-B-1</th>\n",
+       "      <th>P2-B-2</th>\n",
+       "      <th>P2-B-3</th>\n",
+       "      <th>P2-B-4</th>\n",
+       "      <th>P2-B-5</th>\n",
+       "      <th>P3-B-1</th>\n",
+       "      <th>P3-B-2</th>\n",
+       "      <th>P3-B-3</th>\n",
+       "      <th>P3-B-4</th>\n",
+       "      <th>P3-B-5</th>\n",
+       "      <th>P4-B-1</th>\n",
+       "      <th>P4-B-2</th>\n",
+       "      <th>P4-B-3</th>\n",
+       "      <th>P4-B-4</th>\n",
+       "      <th>P4-B-5</th>\n",
+       "      <th>P5-B-1</th>\n",
+       "      <th>P5-B-2</th>\n",
+       "      <th>P5-B-3</th>\n",
+       "      <th>P5-B-4</th>\n",
+       "      <th>P5-B-5</th>\n",
+       "      <th>P6-B-1</th>\n",
+       "      <th>P6-B-2</th>\n",
+       "      <th>P6-B-3</th>\n",
+       "      <th>P6-B-4</th>\n",
+       "      <th>P6-B-5</th>\n",
+       "      <th>P1-C-1</th>\n",
+       "      <th>P1-C-2</th>\n",
+       "      <th>P1-C-3</th>\n",
+       "      <th>P1-C-4</th>\n",
+       "      <th>P1-C-5</th>\n",
+       "      <th>P2-C-1</th>\n",
+       "      <th>P2-C-2</th>\n",
+       "      <th>P2-C-3</th>\n",
+       "      <th>P2-C-4</th>\n",
+       "      <th>P2-C-5</th>\n",
+       "      <th>P3-C-1</th>\n",
+       "      <th>P3-C-2</th>\n",
+       "      <th>P3-C-3</th>\n",
+       "      <th>P3-C-4</th>\n",
+       "      <th>P3-C-5</th>\n",
+       "      <th>P4-C-1</th>\n",
+       "      <th>P4-C-2</th>\n",
+       "      <th>P4-C-3</th>\n",
+       "      <th>P4-C-4</th>\n",
+       "      <th>P4-C-5</th>\n",
+       "      <th>P5-C-1</th>\n",
+       "      <th>P5-C-2</th>\n",
+       "      <th>P5-C-3</th>\n",
+       "      <th>P5-C-4</th>\n",
+       "      <th>P5-C-5</th>\n",
+       "      <th>P6-C-1</th>\n",
+       "      <th>P6-C-2</th>\n",
+       "      <th>P6-C-3</th>\n",
+       "      <th>P6-C-4</th>\n",
+       "      <th>P6-C-5</th>\n",
+       "      <th>P1-P-1</th>\n",
+       "      <th>P1-P-2</th>\n",
+       "      <th>P1-P-3</th>\n",
+       "      <th>P1-P-4</th>\n",
+       "      <th>P1-P-5</th>\n",
+       "      <th>P2-P-1</th>\n",
+       "      <th>P2-P-2</th>\n",
+       "      <th>P2-P-3</th>\n",
+       "      <th>P2-P-4</th>\n",
+       "      <th>P2-P-5</th>\n",
+       "      <th>P3-P-1</th>\n",
+       "      <th>P3-P-2</th>\n",
+       "      <th>P3-P-3</th>\n",
+       "      <th>P3-P-4</th>\n",
+       "      <th>P3-P-5</th>\n",
+       "      <th>P4-P-1</th>\n",
+       "      <th>P4-P-2</th>\n",
+       "      <th>P4-P-3</th>\n",
+       "      <th>P4-P-4</th>\n",
+       "      <th>P4-P-5</th>\n",
+       "      <th>P5-P-1</th>\n",
+       "      <th>P5-P-2</th>\n",
+       "      <th>P5-P-3</th>\n",
+       "      <th>P5-P-4</th>\n",
+       "      <th>P5-P-5</th>\n",
+       "      <th>P6-P-1</th>\n",
+       "      <th>P6-P-2</th>\n",
+       "      <th>P6-P-3</th>\n",
+       "      <th>P6-P-4</th>\n",
+       "      <th>P6-P-5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>-123.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>-129.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-35.0</td>\n",
+       "      <td>-136.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-85.0</td>\n",
+       "      <td>-139.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-108.0</td>\n",
+       "      <td>-141.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   P1-R-1  P1-R-2  P1-R-3  P1-R-4  P1-R-5  P2-R-1  P2-R-2  P2-R-3  P2-R-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-R-5  P3-R-1  P3-R-2  P3-R-3  P3-R-4  P3-R-5  P4-R-1  P4-R-2  P4-R-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-R-4  P4-R-5  P5-R-1  P5-R-2  P5-R-3  P5-R-4  P5-R-5  P6-R-1  P6-R-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     7.0    25.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0    25.0     0.0     0.0    24.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0   100.0     0.0     0.0    24.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0   152.0     0.0     0.0    22.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0   182.0     0.0     0.0    22.0     0.0     0.0   \n",
+       "\n",
+       "   P6-R-3  P6-R-4  P6-R-5  P1-B-1  P1-B-2  P1-B-3  P1-B-4  P1-B-5  P2-B-1  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-B-2  P2-B-3  P2-B-4  P2-B-5  P3-B-1  P3-B-2  P3-B-3  P3-B-4  P3-B-5  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1    -9.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2    32.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3    46.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4    85.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-B-1  P4-B-2  P4-B-3  P4-B-4  P4-B-5  P5-B-1  P5-B-2  P5-B-3  P5-B-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     8.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0    19.0     0.0    10.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0    31.0     0.0    23.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0    38.0     0.0    38.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0    43.0     0.0    40.0   \n",
+       "\n",
+       "   P5-B-5  P6-B-1  P6-B-2  P6-B-3  P6-B-4  P6-B-5  P1-C-1  P1-C-2  P1-C-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P1-C-4  P1-C-5  P2-C-1  P2-C-2  P2-C-3  P2-C-4  P2-C-5  P3-C-1  P3-C-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P3-C-3  P3-C-4  P3-C-5  P4-C-1  P4-C-2  P4-C-3  P4-C-4  P4-C-5  P5-C-1  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P5-C-2  P5-C-3  P5-C-4  P5-C-5  P6-C-1  P6-C-2  P6-C-3  P6-C-4  P6-C-5  \\\n",
+       "0     0.0     0.0    57.0  -123.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0    14.0  -129.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0   -35.0  -136.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "3     0.0     0.0   -85.0  -139.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "4     0.0     0.0  -108.0  -141.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "\n",
+       "   P1-P-1  P1-P-2  P1-P-3  P1-P-4  P1-P-5  P2-P-1  P2-P-2  P2-P-3  P2-P-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-P-5  P3-P-1  P3-P-2  P3-P-3  P3-P-4  P3-P-5  P4-P-1  P4-P-2  P4-P-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-P-4  P4-P-5  P5-P-1  P5-P-2  P5-P-3  P5-P-4  P5-P-5  P6-P-1  P6-P-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P6-P-3  P6-P-4  P6-P-5  \n",
+       "0     0.0     0.0     0.0  \n",
+       "1     0.0     0.0     0.0  \n",
+       "2     0.0     0.0     0.0  \n",
+       "3     0.0     0.0     0.0  \n",
+       "4     0.0     0.0     0.0  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "added_data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P6-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n"
+     ]
+    }
+   ],
+   "source": [
+    "new_list_of_person_per_kick = []\n",
+    "for i in added_data.columns:\n",
+    "    if i[:4] not in new_list_of_person_per_kick:\n",
+    "        new_list_of_person_per_kick.append(i[:4])\n",
+    "print(new_list_of_person_per_kick)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can make means of every kick, by participant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mean_of_kick(data, value):\n",
+    "    test_df = pd.DataFrame()\n",
+    "\n",
+    "    for i in data.columns:\n",
+    "        if i[:4] == value:\n",
+    "            test_df[i] = data.loc[:, i].reset_index(drop=True)\n",
+    "\n",
+    "    new_mean = test_df.mean(axis=1)\n",
+    "    \n",
+    "    return new_mean\n",
+    "\n",
+    "\n",
+    "data_means = pd.DataFrame()\n",
+    "for i in new_list_of_person_per_kick:\n",
+    "    data_means[i] = mean_of_kick(added_data, i)\n",
+    "    \n",
+    "# data_means"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can also make maxs of every kick, by participant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def max_of_kick(data, value):\n",
+    "    test_df = pd.DataFrame()\n",
+    "\n",
+    "    for i in data.columns:\n",
+    "        if i[:4] == value:\n",
+    "            test_df[i] = data.loc[:, i].reset_index(drop=True)\n",
+    "\n",
+    "    new_max = test_df.max(axis=1)\n",
+    "    \n",
+    "    return new_max\n",
+    "\n",
+    "\n",
+    "data_maxs = pd.DataFrame()\n",
+    "for i in new_list_of_person_per_kick:\n",
+    "    data_maxs[i] = max_of_kick(added_data, i)\n",
+    "    \n",
+    "dict_max = dict(data_maxs.iloc[30])\n",
+    "# dict_max"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[150.0, 763.0, 410.0, 504.0, 541.0, 926.0],\n",
+       " [221.0, 446.0, 294.0, 526.0, 1033.0, 0.0],\n",
+       " [96.0, 138.0, 230.0, 319.0, 328.0, 407.0],\n",
+       " [96.0, 171.0, 414.0, 905.0, 319.0, 956.0]]"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# First we bring the previous dictionary into a list\n",
+    "test = []\n",
+    "\n",
+    "for j in list_of_people['Participant ID']:\n",
+    "    for i in dict_max:\n",
+    "        if i[:2] == j:\n",
+    "            test.append(dict_max[i])\n",
+    "            \n",
+    "test\n",
+    "\n",
+    "# Then we can extract the kicks by \n",
+    "lst_lst_max = []\n",
+    "for i in range(0, len(test), 4):\n",
+    "    lst_lst_max.append(test[i: i+4])\n",
+    "    \n",
+    "lst_lst_max\n",
+    "\n",
+    "\n",
+    "    \n",
+    "lst_max_lst = []\n",
+    "for i in range(4):\n",
+    "    lst_max_lst.append([test[i], test[i+4], test[i+8], test[i+12], test[i+16], test[i+20]])\n",
+    "\n",
+    "lst_max_lst"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of mean of participants per strike"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x1440 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "graphs = len(strikes)\n",
+    "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n",
+    "\n",
+    "for j in range(graphs):\n",
+    "    for i in list(data_means.columns):\n",
+    "        if i.endswith(strikes[j][0]):\n",
+    "            ax[j].plot(data_means.loc[:,i], label = i[:2])\n",
+    "            ax[j].set_title(strikes[j])\n",
+    "            ax[j].legend()\n",
+    "plt.savefig('figures/mean_participant_strike.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of mean of strike per participant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x1440 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "values = list_of_people['Participant ID'].tolist()\n",
+    "description = list_of_people['Description'].tolist()\n",
+    "graphs = len(values)\n",
+    "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n",
+    "\n",
+    "for j in range(graphs):\n",
+    "    for i in data_means.columns:\n",
+    "        if i.startswith(values[j]):\n",
+    "            ax[j].plot(data_means.loc[:,i], label = i[3])\n",
+    "    ax[j].set_title(description[j])\n",
+    "    ax[j].legend()\n",
+    "\n",
+    "plt.savefig('figures/mean_strike_participant.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of max of strike per participant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# print(lst_lst_max)\n",
+    "\n",
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "n_cols = 2\n",
+    "n_rows = 3\n",
+    "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n",
+    "\n",
+    "list_of_tuples = []\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))\n",
+    "\n",
+    "for i in list_of_tuples:\n",
+    "    k, v = i\n",
+    "    ax[k][v].bar(strikes, lst_lst_max[k*2+v])\n",
+    "    ax[k][v].set_title(description[k*2+v])\n",
+    "    \n",
+    "plt.savefig('figures/participant_strike.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_cols = 2\n",
+    "n_rows = 2\n",
+    "\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# print(lst_lst_max)\n",
+    "\n",
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "n_cols = 2\n",
+    "n_rows = 2\n",
+    "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n",
+    "\n",
+    "list_of_tuples = []\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))\n",
+    "\n",
+    "for i in list_of_tuples:\n",
+    "    k, v = i\n",
+    "    ax[k][v].bar(values, lst_max_lst[k*2+v])\n",
+    "    ax[k][v].set_title(strikes[k*2+v])\n",
+    "    \n",
+    "plt.savefig('figures/strike_participant.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/your-project/README.md b/your-project/README.md
index 9563cd70..b0ad8ff6 100644
--- a/your-project/README.md
+++ b/your-project/README.md
@@ -1,9 +1,9 @@
 <img src="https://bit.ly/2VnXWr2" alt="Ironhack Logo" width="100"/>
 
 # Title of My Project
-*[Your Name]*
+*[Octavi Fernández]*
 
-*[Your Cohort, Campus & Date]*
+*[Data Analysis, Barcelona & March 2020]*
 
 ## Content
 - [Project Description](#project-description)
@@ -19,54 +19,53 @@
 - [Links](#links)
 
 ## Project Description
-Write a short description of your project: 3-5 sentences about what your project is about, why you chose this topic (if relevant), and what you are trying to show.
+The project is an analysis of the data on the impact of different techniques from Tae-Kwon-Do students into an ADC sensor (Analog to Digital Converter).
+I chose this project because I was looking for data on this martial art, as I am a practicioner myself too.
+My goal was to deliver some insights about the data found by cleaning and ordering the different readings of the 115 strikes.
 
 ## Hypotheses / Questions
 * What data/business/research/personal question you would like to answer?
-* What is the context for the question and the possible scientific or business application?
-* What are the hypotheses you would like to test in order to answer your question?  
-Frame your hypothesis with statistical/data languages (i.e. define Null and Alternative Hypothesis). You can use formulas if you want but that is not required.
+* I would like to know if there is a correlation between the weight and experience of the students to the intensity of the impact delivered.
+* Is the intensity difference between the strikes related to the experience?
+* Is there any kind of consistency on the different students? Do they strike with the same intensity for every technique?
+
+* The business application could be to develop an app to help the teachers know the fortes and train on the weak points regarding to data.
 
 ## Dataset
-* Where did you get your data? If you downloaded a dataset (either public or private), describe where you downloaded it and include the command to load the dataset.
-* Did you build your own datset? If so, did you use an API or a web scraper? PRovide the relevant scripts in your repo.
+* The dataset was downloaded from a Kaggle file (https://www.kaggle.com/ali2020armor/taekwondo-techniques-classification).
 * For all types of datasets, provide a description of the size, complexity, and data types included in your dataset, as well as a schema of the tables if necessary.
+* There are two CSV files in the dataset:
+- The first one describes the six participants of the readings. 
+- The second, and largest one, contains the readings. There are 115 columns, each for one reading. Each participant had 5 trials on 4 different kind of strikes: Round kick, Back kick, Cut kick and Punch. The sixth participant was the only one not to perform the trials for the Back kick.
 * If the question cannot be answered with the available data, why not? What data would you need to answer it better?
 
 ## Cleaning
-Describe your full process of data wrangling and cleaning. Document why you chose to fill missing values, extract outliers, or create the variables you did as well as your reasoning behind the process.
 
-## Analysis
-* Overview the general steps you went through to analyze your data in order to test your hypothesis.
-* Document each step of your data exploration and analysis.
-* Include charts to demonstrate the effect of your work.
-* If you used Machine Learning in your final project, describe your feature selection process.
+The first thing I noticed is that there is not a transformation from the reading to any known scale. We can not extrapolate into any kind of energy output. We then can only evaluate the data in between itself.
+Also, the data had not the same length on every reading. I deduced it responded to the fact that the timeframes were not standardized.
+This meant I had to cut the non-numerical data out. Then I had to clear the offset (usually on 1026) and reduce the noise.
+The only interesting part of the data was concentrated around the moment of the impact. In order to have representative data, this meant centering on it. I decided to take a window of 80ms where the impact would be on 30ms. This reduced the data from 4000+ rows to 80 rows.
+Finally, knowing when the impact happened, it was easy to extract the peak moment and arrange it for different kind of visualizations.
 
-## Model Training and Evaluation
-*Include this section only if you chose to include ML in your project.*
-* Describe how you trained your model, the results you obtained, and how you evaluated those results.
+## Analysis
+* Except for the round kick of P2, or P4's punch, every strike follows a clear progression line related to the age/weight/experience of the participant.
 
 ## Conclusion
-* Summarize your results. What do they mean?
-* What can you say about your hypotheses?
-* Interpret your findings in terms of the questions you try to answer.
+* We can observe the strongest strike is the back kick, but it needs more technique and only the more experienced participants are able to perform it. It would have been interesting to see what P6 would have scored.
+* The students don't seem to have a "best" strike. Some have a peak, but, for most of the strikes, they stay around their own mean.
+* Unfortunately, there was not enough data to corroborate the hypothesis.
 
 ## Future Work
-Address any questions you were unable to answer, or any next steps or future extensions to your project.
+I would love to be able to have more consistent data, as in values more around a mean for each kind of strike and participant to see if the intensity can really depend on weight and/or experience.
 
 ## Workflow
-Outline the workflow you used in your project. What were the steps?
-How did you test the accuracy of your analysis and/or machine learning algorithm?
+The workflow started with cleaning the data so it could become readable and comparable to the other inputs. Then, it was possible to gather information and make questions/hypotheses.
 
 ## Organization
-How did you organize your work? Did you use any tools like a trello or kanban board?
+As I was discovering what to do with the data, I could not rely on a Trello board to organize my work.
 
-What does your repository look like? Explain your folder and file structure.
+My repository consists on the main Jupyter Notebook file, and two different folders: one containing the dowloaded data and the cleaned data; the other with the figures obtained for the analysis.
 
 ## Links
-Include links to your repository, slides and trello/kanban board. Feel free to include any other links associated with your project.
-
-
-[Repository](https://github.com/)  
-[Slides](https://slides.com/)  
-[Trello](https://trello.com/en)  
+[Repository](https://github.com/Octavifdez/Project-Week-8-Final-Project/tree/master/your-project)  
+[Slides](https://slides.com/octavifernandez/analysis-of-tae-kwon-do-strikes/fullscreen)  
diff --git a/your-project/data/Taekwondo_Technique_Classification_Stats.csv b/your-project/data/Taekwondo_Technique_Classification_Stats.csv
new file mode 100644
index 00000000..2d49d8a5
--- /dev/null
+++ b/your-project/data/Taekwondo_Technique_Classification_Stats.csv
@@ -0,0 +1,4750 @@
+Technique,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,R,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,B,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P,P
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+Trial #,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5,1,2,3,4,5
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+,,1027,1027,1027,1026,1037,1026,1026,1029,1024,1026,1026,1028,1025,1026,1027,1024,1026,1025,1015,1024,1027,1031,1024,1026,1028,1037,1031,1027,1026,1026,1026,1027,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,1019,1028,1026,1027,1027,1026,1024,1022,1026,1024,1022,1023,1026,1027,1026,1026,1028,1026,1027,1029,1026,1026,1026,1026,1029,1032,1027,1025,1026,1023,1029,1025,1031,1030,1024,1028,1136,1025,1029,1021,1026,1028,1028,1026,1026,1026,1026,1026,1054,1026,1029,1027,1026,,1026,1025,1026,1021,1026,1025,1027,1032,1024,1027,1026,1024,1026,1029,1023,1024,1028,1030
+,,1026,1026,1026,1026,1033,1026,1026,1029,1025,1026,1026,1027,1025,1026,1027,1024,1026,1025,992,1024,1027,1029,1023,1026,1027,1035,1030,1027,1026,1026,1026,1027,1026,1026,1025,1026,1026,1025,1026,1026,1025,1026,1021,1028,1026,1027,1027,1026,1024,1021,1026,1025,1022,1023,1026,1026,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1028,1033,1026,1025,1025,1023,1029,1026,1031,1030,1024,1028,1135,1025,1029,1020,1026,1028,1028,1026,1025,1026,1027,1026,1060,1026,1029,1027,1026,,1026,1025,1026,1021,1026,1025,1026,1031,1025,1027,1026,1024,1026,1029,1023,1025,1028,1029
+,,1027,1026,1027,1026,1030,1026,1026,1029,1025,1026,1026,1027,1026,1026,1026,1025,1026,1025,1037,1025,1026,1020,1024,1025,1027,1034,1031,1027,1026,1026,1026,1027,1026,1026,1024,1026,1026,1025,1026,1026,1025,1026,1020,1028,1026,1027,1027,1026,1024,1021,1026,1025,1022,1023,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1028,1028,1026,1025,1023,1023,1029,1026,1030,1031,1024,1027,1130,1025,1029,1020,1026,1029,1028,1026,1026,1026,1027,1026,1063,1026,1029,1028,1026,,1026,1025,1025,1021,1026,1025,1026,1033,1025,1027,1025,1024,1026,1029,1025,1024,1028,1031
+,,1026,1027,1027,1026,1027,1026,1026,1029,1025,1026,1026,1027,1025,1026,1026,1025,1026,1025,1070,1025,1027,1015,1023,1025,1027,1036,1030,1027,1026,1026,1026,1027,1026,1026,1024,1026,1026,1026,1026,1026,1025,1026,1020,1027,1026,1027,1027,1026,1024,1022,1026,1025,1022,1024,1026,1026,1026,1026,1028,1026,1026,1029,1026,1026,1027,1027,1028,1034,1026,1024,1024,1023,1029,1026,1030,1031,1024,1028,1125,1025,1029,1019,1026,1029,1028,1026,1025,1026,1027,1026,1040,1026,1029,1027,1026,,1026,1025,1025,1021,1026,1025,1026,1031,1025,1027,1026,1024,1026,1030,1024,1025,1027,1032
+,,1026,1027,1027,1026,1024,1026,1026,1030,1025,1026,1026,1027,1025,1026,1026,1025,1026,1025,1058,1025,1027,1019,1024,1025,1027,1036,1031,1027,1026,1026,1026,1027,1026,1026,1024,1026,1026,1026,1026,1026,1025,1026,1021,1028,1026,1027,1027,1026,1024,1021,1026,1025,1022,1024,1026,1026,1026,1026,1028,1026,1026,1029,1026,1026,1029,1026,1027,1036,1026,1024,1024,1024,1029,1026,1030,1030,1024,1027,1117,1026,1029,1018,1026,1030,1028,1026,1025,1026,1027,1026,1043,1026,1029,1026,1026,,1026,1025,1026,1021,1026,1025,1026,1031,1025,1028,1026,1024,1026,1029,1024,1025,1028,1032
+,,1027,1026,1027,1026,1023,1025,1025,1030,1037,1026,1026,1026,1025,1024,1026,1025,1026,1025,1068,1024,1026,1022,1023,1025,1027,1035,1032,1027,1026,1026,1026,1026,1025,1026,1025,1026,1027,1025,1026,1026,1025,1027,1022,1027,1026,1027,1027,1026,1024,1020,1026,1023,1022,1023,1026,1027,1026,1026,1028,1025,1026,1029,1026,1026,1026,1026,1027,1035,1026,1024,1022,1023,1029,1025,1030,1030,1024,1027,1106,1026,1029,1016,1026,1029,1027,1026,1026,1026,1026,1026,1047,1026,1028,1025,1026,,1026,1025,1026,1020,1026,1025,1026,1031,1025,1027,1025,1024,1026,1029,1023,1025,1028,1028
+,,1026,1026,1026,1026,1025,1026,1026,1031,1025,1026,1026,1027,1025,1025,1026,1024,1026,1026,1042,1026,1027,1024,1023,1025,1027,1034,1030,1026,1026,1026,1025,1027,1026,1026,1024,1025,1026,1026,1026,1026,1024,1026,1024,1027,1026,1027,1027,1026,1024,1021,1026,1024,1022,1023,1025,1027,1025,1026,1028,1026,1026,1028,1026,1026,1026,1026,1027,1030,1026,1024,1023,1023,1028,1025,1029,1030,1024,1027,1092,1025,1029,1016,1026,1029,1028,1026,1026,1026,1026,1026,1056,1026,1028,1027,1025,,1025,1025,1025,1020,1026,1024,1025,1032,1024,1026,1025,1025,1025,1028,1024,1024,1028,1027
+,,1026,1026,1027,1026,1029,1026,1025,1031,1026,1026,1026,1027,1026,1025,1026,1025,1026,1026,1040,1025,1026,1025,1024,1025,1027,1032,1032,1027,1027,1026,1026,1027,1026,1026,1024,1026,1026,1026,1026,1026,1025,1026,1024,1027,1026,1027,1027,1026,1024,1021,1026,1024,1022,1024,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1026,1026,1027,1028,1026,1024,1024,1024,1028,1025,1030,1030,1024,1027,1076,1025,1029,1015,1026,1029,1028,1026,1027,1026,1026,1026,1051,1026,1028,1027,1026,,1026,1025,1025,1021,1026,1025,1026,1033,1025,1027,1026,1025,1026,1029,1024,1025,1027,1027
+,,1027,1026,1027,1026,1032,1026,1025,1031,1024,1026,1026,1027,1026,1026,1026,1025,1026,1026,1057,1025,1027,1030,1024,1025,1027,1030,1032,1027,1027,1026,1026,1027,1026,1026,1024,1026,1027,1025,1026,1026,1023,1026,1024,1027,1026,1027,1027,1026,1023,1021,1026,1024,1022,1024,1026,1027,1026,1026,1027,1026,1026,1029,1026,1026,1026,1026,1027,1027,1027,1024,1023,1023,1028,1025,1029,1030,1024,1027,1054,1024,1029,1014,1026,1029,1027,1026,1026,1026,1027,1026,1056,1026,1029,1026,1026,,1026,1025,1026,1021,1026,1025,1026,1031,1025,1027,1026,1024,1026,1028,1025,1025,1027,1028
+,,1026,1026,1027,1026,1040,1026,1025,1025,1149,1026,1026,1027,1026,1020,1026,1025,1026,1026,1068,1021,1026,1030,1024,1025,1027,1032,1032,1027,1027,1026,1026,1027,1020,1026,1024,1026,1026,1021,1021,1026,1024,1026,1025,1028,1026,1028,1027,1026,1018,1016,1027,1025,1023,1019,1026,1027,1026,1026,1028,1022,1026,1029,1026,1021,1026,1026,1021,1026,1027,1019,1019,1018,1028,1020,1029,1030,1024,1027,1045,1022,1029,1007,1026,1030,1027,1026,1026,1026,1026,1026,1063,1026,1029,1021,1026,,1026,1025,1026,1016,1026,1026,1025,1030,1024,1027,1026,1023,1026,1028,1020,1025,1022,1027
+,,1027,1026,1026,1026,1044,1026,1025,1030,1123,1027,1021,1027,1026,1025,1021,1020,1026,1026,1081,1026,1026,1030,1024,1025,1027,1032,1034,1027,1026,1026,1026,1027,1026,1026,1019,1021,1026,1026,1026,1026,1025,1021,1026,1027,1026,1028,1027,1026,1023,1021,1027,1026,1023,1024,1026,1027,1026,1026,1028,1026,1026,1023,1026,1026,1027,1026,1027,1024,1026,1024,1025,1023,1023,1025,1029,1031,1024,1027,1047,1025,1029,1013,1026,1030,1027,1026,1026,1021,1026,1026,1056,1021,1029,1026,1020,,1026,1026,1021,1021,1021,1025,1026,1029,1024,1020,1026,1018,1020,1027,1025,1020,1027,1027
+,,1027,1026,1027,1026,1044,1026,1025,1029,1166,1027,1026,1026,1025,1025,1026,1025,1026,1026,1067,1026,1026,1034,1023,1025,1027,1034,1032,1027,1026,1026,1026,1027,1026,1026,1024,1026,1026,1026,1026,1026,1024,1026,1026,1027,1026,1028,1027,1026,1023,1021,1027,1025,1023,1024,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1026,1028,1027,1024,1025,1024,1028,1025,1029,1031,1024,1027,1061,1025,1029,1012,1026,1030,1027,1026,1026,1026,1026,1026,1054,1026,1029,1026,1026,,1026,1026,1025,1021,1026,1025,1026,1032,1024,1028,1026,1023,1026,1027,1025,1025,1027,1028
+,,1027,1026,1027,1026,1042,1026,1025,1028,1072,1027,1026,1027,1026,1025,1026,1026,1026,1026,1063,1027,1026,1035,1024,1025,1027,1031,1033,1027,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1027,1028,1026,1028,1027,1026,1023,1021,1027,1024,1023,1025,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1026,1030,1026,1024,1026,1024,1028,1025,1028,1031,1023,1027,1071,1026,1029,1013,1026,1030,1027,1026,1027,1026,1027,1026,1038,1026,1029,1026,1025,,1026,1026,1026,1021,1026,1025,1026,1031,1024,1027,1026,1023,1026,1026,1025,1025,1026,1027
+,,1027,1026,1027,1026,1043,1026,1025,1028,1061,1026,1026,1026,1026,1025,1026,1026,1026,1026,1083,1027,1026,1034,1024,1025,1028,1029,1034,1027,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1027,1026,1024,1026,1027,1027,1026,1028,1027,1026,1023,1021,1027,1025,1023,1025,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1026,1030,1026,1024,1027,1024,1028,1025,1028,1031,1024,1025,1075,1027,1029,1013,1026,1030,1027,1026,1027,1026,1027,1026,1037,1026,1028,1026,1026,,1025,1026,1025,1021,1026,1026,1026,1030,1025,1028,1026,1023,1026,1026,1025,1025,1027,1027
+,,1027,1026,1027,1027,1041,1026,1025,1027,991,1027,1026,1026,1026,1025,1026,1026,1026,1026,1074,1027,1026,1032,1024,1025,1027,1028,1033,1026,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1028,1026,1026,1027,1027,1026,1024,1021,1027,1024,1023,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1026,1026,1031,1026,1024,1027,1024,1028,1026,1028,1030,1024,1025,1076,1028,1029,1013,1026,1030,1027,1026,1026,1026,1026,1026,1037,1026,1028,1026,1026,,1026,1026,1026,1021,1026,1026,1026,1031,1024,1027,1026,1023,1026,1026,1025,1025,1026,1029
+,,1027,1027,1027,1027,1038,1026,1025,1026,986,1027,1026,1026,1026,1025,1026,1026,1026,1026,1088,1027,1026,1032,1024,1025,1027,1030,1033,1027,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1028,1027,1026,1028,1027,1026,1024,1021,1027,1024,1023,1025,1026,1027,1026,1026,1028,1026,1026,1029,1026,1026,1027,1026,1025,1031,1026,1024,1029,1024,1028,1026,1028,1030,1024,1024,1070,1028,1030,1014,1026,1030,1026,1026,1026,1026,1026,1026,1037,1026,1028,1025,1026,,1025,1026,1026,1021,1026,1026,1025,1031,1024,1027,1026,1023,1026,1026,1025,1026,1027,1027
+,,1027,1026,1027,1026,1037,1026,1025,1026,953,1027,1026,1026,1026,1025,1026,1026,1026,1026,1087,1027,1026,1034,1024,1025,1027,1030,1033,1027,1027,1026,1026,1028,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1029,1027,1025,1028,1027,1026,1024,1021,1027,1026,1023,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1026,1025,1032,1027,1023,1029,1024,1028,1025,1028,1030,1024,1024,1061,1029,1030,1015,1025,1030,1026,1026,1027,1026,1026,1026,1036,1026,1027,1025,1025,,1026,1026,1026,1021,1027,1025,1026,1030,1024,1028,1026,1023,1025,1026,1026,1025,1026,1028
+,,1027,1026,1027,1026,1037,1026,1025,1026,977,1026,1026,1026,1026,1025,1026,1026,1026,1026,1072,1027,1026,1037,1024,1025,1027,1030,1034,1027,1027,1026,1026,1027,1026,1026,1024,1027,1027,1026,1026,1026,1024,1026,1030,1027,1025,1028,1027,1026,1024,1021,1027,1025,1023,1025,1026,1027,1026,1026,1028,1026,1027,1028,1026,1026,1026,1027,1025,1030,1027,1024,1030,1024,1028,1025,1027,1030,1024,1024,1059,1029,1029,1015,1025,1030,1026,1026,1027,1026,1027,1026,1034,1026,1027,1026,1026,,1026,1027,1026,1020,1026,1026,1026,1030,1024,1027,1026,1023,1026,1026,1027,1026,1026,1029
+,,1027,1026,1027,1026,1036,1026,1025,1025,1013,1027,1026,1026,1026,1025,1026,1026,1026,1026,1066,1027,1026,1037,1024,1025,1027,1030,1032,1026,1028,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1031,1027,1025,1028,1027,1026,1023,1022,1027,1026,1023,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1026,1025,1030,1026,1023,1029,1024,1028,1025,1028,1030,1024,1023,1060,1029,1030,1016,1025,1031,1026,1026,1026,1026,1026,1026,1033,1026,1026,1025,1025,,1026,1027,1026,1021,1026,1026,1026,1030,1024,1027,1026,1023,1026,1026,1027,1025,1026,1027
+,,1027,1026,1027,1026,1036,1026,1025,1025,1071,1027,1026,1026,1027,1025,1026,1026,1026,1026,1078,1027,1026,1044,1024,1025,1027,1028,1034,1025,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1027,1026,1024,1026,1031,1027,1026,1028,1027,1026,1023,1021,1027,1025,1023,1025,1026,1027,1026,1026,1027,1026,1027,1028,1026,1026,1027,1027,1024,1027,1027,1023,1031,1024,1027,1025,1027,1030,1024,1023,1062,1029,1030,1017,1025,1031,1026,1026,1026,1026,1026,1026,1035,1026,1026,1026,1026,,1026,1027,1026,1021,1026,1026,1026,1030,1023,1027,1026,1023,1026,1026,1027,1025,1026,1028
+,,1027,1027,1027,1026,1036,1026,1025,1025,1118,1027,1026,1026,1027,1025,1026,1026,1026,1026,1082,1026,1026,1049,1024,1025,1027,1028,1034,1027,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1032,1027,1026,1028,1027,1026,1024,1022,1027,1026,1023,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1026,1024,1026,1026,1023,1032,1025,1027,1024,1027,1030,1024,1023,1065,1028,1030,1017,1025,1031,1026,1026,1027,1026,1026,1026,1032,1026,1026,1025,1026,,1026,1027,1026,1021,1026,1026,1025,1030,1023,1027,1026,1023,1025,1026,1028,1026,1026,1029
+,,1027,1026,1027,1026,1036,1026,1025,1025,1115,1026,1026,1026,1027,1025,1026,1026,1026,1027,1089,1026,1026,1050,1024,1025,1027,1030,1032,1027,1028,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1032,1027,1025,1028,1027,1026,1023,1022,1026,1026,1024,1025,1027,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1026,1024,1024,1027,1023,1033,1024,1027,1024,1027,1029,1024,1022,1066,1028,1030,1016,1025,1031,1026,1026,1026,1026,1026,1026,1034,1026,1025,1025,1025,,1025,1027,1026,1021,1026,1026,1025,1030,1022,1027,1026,1024,1026,1026,1029,1026,1026,1027
+,,1027,1027,1027,1026,1036,1026,1025,1025,1116,1027,1026,1026,1027,1025,1026,1026,1026,1026,1095,1026,1026,1052,1025,1025,1026,1031,1034,1026,1027,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1032,1027,1026,1027,1027,1026,1023,1022,1027,1026,1024,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1026,1026,1024,1026,1026,1023,1034,1025,1027,1025,1027,1029,1023,1022,1065,1028,1030,1017,1025,1031,1026,1026,1026,1026,1027,1026,1038,1026,1024,1025,1026,,1026,1027,1026,1021,1026,1026,1025,1031,1022,1027,1026,1024,1026,1026,1029,1026,1025,1028
+,,1027,1026,1027,1026,1036,1026,1025,1025,1104,1027,1026,1026,1027,1025,1026,1025,1026,1026,1093,1026,1026,1055,1024,1025,1026,1032,1034,1026,1028,1026,1026,1027,1026,1027,1024,1026,1027,1026,1026,1026,1024,1026,1033,1027,1025,1028,1027,1026,1023,1022,1027,1027,1023,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1027,1024,1025,1026,1023,1035,1025,1027,1025,1027,1029,1024,1022,1058,1028,1030,1017,1025,1031,1026,1026,1026,1026,1027,1026,1039,1026,1025,1025,1026,,1026,1027,1026,1021,1026,1026,1026,1031,1022,1027,1026,1024,1025,1026,1029,1025,1025,1029
+,,1027,1026,1027,1026,1035,1026,1025,1024,1094,1027,1026,1026,1027,1025,1026,1025,1026,1026,1092,1025,1026,1051,1025,1025,1027,1030,1034,1027,1028,1026,1026,1027,1026,1026,1024,1026,1028,1026,1026,1026,1024,1026,1033,1027,1025,1027,1027,1026,1024,1022,1027,1026,1022,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1026,1026,1024,1023,1027,1023,1035,1025,1027,1025,1027,1029,1024,1022,1056,1027,1030,1017,1025,1031,1026,1026,1027,1026,1027,1026,1038,1026,1024,1025,1026,,1025,1028,1026,1021,1026,1026,1026,1031,1022,1027,1026,1024,1026,1026,1029,1025,1026,1027
+,,1027,1027,1027,1026,1034,1026,1025,1024,1104,1026,1026,1026,1027,1025,1026,1026,1026,1026,1090,1025,1026,1039,1024,1025,1026,1029,1035,1026,1028,1026,1026,1027,1027,1027,1024,1026,1027,1026,1026,1026,1024,1026,1032,1027,1025,1027,1027,1026,1023,1022,1027,1026,1024,1025,1026,1026,1026,1026,1028,1026,1026,1028,1026,1026,1026,1027,1024,1021,1027,1023,1036,1025,1027,1025,1027,1029,1023,1022,1052,1027,1031,1017,1025,1031,1027,1026,1027,1026,1027,1026,1033,1026,1024,1025,1026,,1025,1027,1026,1021,1026,1026,1026,1033,1022,1027,1026,1024,1025,1026,1030,1026,1026,1028
+,,1027,1026,1027,1026,1034,1026,1025,1024,1097,1027,1026,1026,1027,1025,1026,1026,1026,1025,1088,1025,1026,1029,1025,1025,1026,1029,1036,1026,1028,1026,1026,1027,1026,1026,1024,1026,1028,1026,1026,1026,1024,1026,1032,1027,1026,1027,1027,1026,1024,1022,1026,1026,1024,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1027,1027,1024,1023,1026,1023,1037,1025,1027,1025,1027,1029,1024,1021,1042,1026,1031,1017,1025,1031,1026,1026,1026,1026,1026,1026,1031,1026,1025,1025,1026,,1025,1027,1026,1021,1026,1026,1026,1032,1022,1027,1025,1024,1025,1026,1031,1026,1026,1029
+,,1027,1026,1027,1026,1034,1026,1025,1025,1090,1027,1026,1026,1027,1025,1026,1026,1026,1025,1083,1025,1026,1049,1025,1025,1026,1030,1036,1026,1028,1026,1026,1026,1026,1026,1025,1026,1027,1026,1027,1026,1024,1026,1031,1027,1025,1027,1027,1026,1023,1022,1026,1027,1024,1025,1026,1027,1026,1026,1028,1026,1026,1028,1026,1026,1026,1026,1025,1022,1027,1023,1038,1025,1027,1024,1027,1029,1024,1021,1036,1026,1031,1017,1025,1031,1026,1026,1026,1027,1026,1026,1029,1027,1025,1025,1025,,1026,1028,1026,1021,1026,1026,1026,1032,1022,1027,1026,1025,1025,1026,1031,1026,1026,1027
+,,1027,1026,1027,1026,1032,1026,1025,1025,1083,1027,1026,1026,1027,1024,1026,1027,1026,1026,1076,1024,1026,1048,1025,1025,1026,1031,1036,1026,1027,1026,1026,1027,1026,1027,1024,1026,1028,1026,1026,1026,1023,1026,1031,1026,1026,1026,1027,1026,1023,1022,1026,1027,1024,1025,1027,1027,1026,1026,1027,1026,1026,1028,1026,1026,1027,1027,1024,1024,1026,1023,1039,1025,1027,1025,1026,1029,1024,1021,1032,1026,1030,1018,1024,1031,1026,1026,1026,1026,1027,1026,1028,1026,1025,1025,1026,,1025,1028,1026,1022,1026,1026,1026,1032,1023,1027,1026,1025,1025,1027,1031,1026,1026,1028
+,,1026,1026,1027,1026,1031,1026,1025,1025,1078,1027,1026,1026,1027,1025,1026,1027,1026,1026,1059,1024,1026,1047,1025,1024,1026,1031,1036,1026,1028,1026,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1024,1026,1031,1027,1026,1027,1027,1026,1024,1022,1026,1026,1025,1025,1026,1027,1026,1027,1027,1026,1026,1028,1026,1026,1027,1027,1025,1026,1027,1023,1040,1026,1027,1025,1027,1029,1024,1021,1028,1026,1031,1019,1025,1030,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1025,,1025,1028,1026,1021,1026,1026,1026,1032,1023,1027,1025,1025,1025,1027,1032,1025,1026,1029
+,,1027,1026,1027,1026,1030,1026,1026,1025,1060,1027,1026,1026,1026,1025,1025,1028,1026,1026,1042,1024,1026,1052,1025,1025,1026,1029,1037,1026,1027,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1026,1023,1026,1031,1026,1025,1027,1027,1026,1024,1022,1027,1028,1024,1025,1027,1027,1026,1026,1027,1026,1026,1028,1026,1026,1027,1026,1025,1026,1027,1023,1041,1026,1027,1025,1027,1028,1024,1021,1023,1026,1031,1019,1025,1030,1026,1026,1027,1026,1026,1026,1023,1026,1026,1025,1026,,1025,1027,1027,1021,1026,1026,1026,1032,1023,1027,1025,1026,1025,1026,1033,1025,1026,1027
+,,1027,1026,1027,1026,1028,1025,1025,1024,1032,1026,1026,1025,1026,1024,1025,1030,1024,1026,1028,1023,1025,1052,1024,1024,1026,1028,1035,1026,1027,1026,1027,1026,1025,1027,1025,1026,1027,1025,1026,1025,1023,1026,1030,1026,1025,1026,1027,1026,1023,1022,1027,1026,1024,1025,1026,1026,1026,1026,1027,1026,1026,1028,1026,1026,1027,1026,1025,1026,1027,1023,1042,1025,1027,1024,1027,1028,1024,1021,1011,1025,1031,1018,1025,1029,1026,1026,1026,1026,1026,1026,1021,1026,1026,1024,1026,,1025,1027,1027,1020,1026,1026,1026,1031,1023,1027,1025,1026,1026,1027,1032,1025,1026,1028
+,,1026,1026,1026,1026,1026,1026,1025,1025,1001,1027,1026,1026,1027,1024,1025,1193,1026,1026,1016,1024,1026,1055,1025,1024,1025,1028,1033,1026,1028,1025,1026,1027,1026,1026,1024,1026,1027,1026,1026,1026,1023,1025,1029,1026,1025,1026,1028,1026,1024,1023,1026,1028,1023,1026,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,1026,1025,1026,1026,1023,1043,1026,1026,1025,1026,1029,1024,1021,1010,1025,1031,1019,1025,1030,1027,1025,1026,1025,1026,1026,1020,1026,1026,1025,1025,,1025,1028,1026,1021,1026,1025,1025,1032,1023,1026,1024,1026,1025,1026,1032,1025,1026,1028
+,,1027,1026,1027,1026,1023,1026,1025,1025,985,1027,1026,1026,1026,1025,1026,1203,1025,1026,1017,1024,1026,1052,1025,1024,1026,1030,1033,1026,1027,1026,1026,1027,1026,1027,1025,1027,1027,1026,1026,1026,1023,1026,1029,1026,1025,1026,1027,1026,1022,1023,1027,1027,1025,1026,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1027,1026,1025,1026,1026,1023,1043,1026,1027,1025,1027,1028,1025,1022,1004,1024,1031,1019,1025,1030,1026,1026,1026,1026,1026,1026,1018,1026,1027,1025,1026,,1025,1028,1026,1022,1026,1026,1025,1031,1023,1027,1025,1026,1025,1027,1032,1025,1026,1026
+,,1027,1026,1026,1026,1019,1026,1025,1025,979,1027,1026,1026,1026,1025,1026,1186,1026,1026,1009,1025,1026,1054,1025,1025,1025,1032,1033,1026,1027,1026,1027,1027,1026,1027,1025,1026,1028,1026,1026,1026,1024,1026,1029,1026,1025,1026,1027,1026,1024,1023,1027,1027,1025,1026,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1027,1027,1026,1025,1026,1023,1042,1026,1027,1025,1027,1028,1025,1022,999,1024,1030,1022,1025,1029,1026,1026,1026,1026,1026,1026,1020,1026,1027,1025,1026,,1025,1028,1027,1022,1026,1026,1026,1028,1023,1027,1025,1027,1025,1026,1032,1026,1026,1028
+,,1027,1026,1027,1021,1018,1026,1020,1025,974,1026,1026,1020,1026,1020,1025,1071,1026,1022,1006,1025,1026,1049,1025,1024,1026,1027,1032,1026,1022,1026,1026,1026,1020,1026,1025,1026,1028,1021,1021,1021,1024,1026,1030,1026,1020,1026,1027,1026,1020,1018,1027,1028,1024,1026,1026,1027,1026,1021,1027,1021,1021,1027,1021,1021,1026,1027,1020,1025,1026,1018,1040,1026,1027,1020,1026,1028,1020,1018,997,1024,1032,1013,1026,1029,1022,1026,1027,1026,1027,1026,1021,1026,1023,1020,1026,,1025,1028,1027,1017,1026,1026,1025,1030,1023,1027,1025,1027,1025,1026,1032,1026,1026,1030
+,,1027,1026,1027,1026,1015,1026,1025,1026,970,1027,1026,1026,1026,1025,1025,1029,1025,1026,1008,1026,1026,1054,1026,1025,1025,1028,1032,1026,1027,1021,1021,1027,1026,1022,1025,1026,1028,1026,1026,1026,1018,1021,1030,1026,1025,1026,1028,1021,1024,1022,1026,1027,1025,1026,1020,1027,1026,1026,1027,1027,1026,1022,1026,1026,1027,1027,1026,1025,1027,1023,1039,1026,1020,1025,1026,1028,1025,1022,994,1018,1031,1020,1026,1029,1026,1021,1026,1021,1026,1026,1022,1026,1027,1025,1026,,1021,1028,1027,1022,1021,1026,1025,1030,1023,1027,1020,1022,1025,1026,1033,1026,1027,1027
+,,1027,1026,1027,1026,1013,1026,1025,1026,966,1026,1026,1026,1026,1024,1025,1031,1026,1026,1011,1026,1026,1051,1025,1024,1025,1029,1031,1026,1027,1026,1026,1027,1026,1026,1025,1026,1029,1026,1026,1026,1024,1026,1031,1027,1025,1026,1028,1026,1024,1022,1026,1025,1025,1026,1026,1026,1026,1026,1027,1024,1026,1027,1026,1026,1027,1027,1025,1026,1026,1023,1037,1026,1027,1025,1026,1027,1024,1022,993,1023,1031,1020,1026,1029,1026,1026,1026,1026,1026,1026,1024,1026,1028,1025,1026,,1026,1027,1027,1022,1026,1026,1025,1030,1022,1027,1025,1027,1025,1026,1032,1025,1026,1029
+,,1027,1026,1027,1026,1009,1026,1024,1026,967,1027,1026,1026,1026,1025,1025,1018,1026,1026,1021,1027,1026,1053,1026,1024,1025,1029,1029,1026,1027,1026,1026,1027,1026,1026,1025,1026,1028,1026,1027,1026,1024,1026,1028,1026,1026,1026,1028,1026,1024,1022,1026,1027,1025,1026,1026,1027,1026,1026,1027,1026,1026,1027,1026,1027,1026,1027,1026,1026,1026,1023,1035,1026,1027,1025,1026,1027,1025,1022,991,1022,1032,1019,1026,1029,1026,1026,1027,1026,1026,1026,1023,1026,1028,1025,1026,,1026,1027,1027,1023,1026,1026,1025,1030,1022,1027,1025,1027,1025,1026,1033,1025,1026,1028
+,,1027,1027,1027,1027,1009,1026,1025,1026,969,1027,1026,1026,1026,1025,1025,1022,1026,1026,1046,1027,1027,1052,1026,1024,1025,1030,1028,1026,1027,1026,1026,1027,1026,1026,1025,1027,1029,1026,1026,1026,1024,1026,1029,1026,1025,1026,1027,1026,1025,1022,1025,1027,1024,1027,1027,1026,1026,1026,1026,1028,1026,1027,1026,1026,1026,1026,1026,1026,1026,1023,1034,1026,1027,1025,1026,1026,1025,1022,989,1022,1031,1020,1027,1029,1027,1026,1026,1026,1026,1026,1021,1026,1028,1025,1026,,1025,1028,1028,1024,1026,1026,1025,1029,1023,1027,1025,1028,1025,1026,1033,1024,1026,1027
+,,1027,1026,1027,1026,1012,1026,1025,1027,973,1026,1026,1026,1026,1025,1025,1042,1026,1026,1036,1028,1026,1052,1026,1024,1025,1030,1027,1026,1027,1026,1026,1027,1026,1027,1025,1027,1028,1026,1026,1026,1023,1026,1029,1026,1025,1026,1027,1026,1024,1022,1025,1027,1024,1027,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,1027,1026,1027,1026,1023,1033,1026,1027,1025,1026,1026,1025,1022,990,1021,1032,1019,1027,1029,1026,1026,1026,1026,1026,1026,1022,1026,1028,1025,1026,,1025,1027,1027,1025,1026,1026,1025,1029,1022,1027,1025,1028,1025,1026,1033,1024,1026,1028
+,,1027,1026,1027,1026,1009,1026,1025,1026,997,1027,1026,1026,1026,1025,1025,1074,1026,1026,1028,1029,1026,1051,1026,1024,1025,1030,1025,1026,1027,1026,1026,1027,1026,1027,1025,1027,1028,1026,1026,1026,1024,1026,1029,1026,1026,1026,1027,1026,1024,1022,1025,1030,1024,1026,1026,1026,1026,1026,1027,1027,1026,1027,1026,1026,1027,1026,1026,1027,1027,1023,1033,1026,1027,1025,1026,1026,1025,1022,990,1021,1032,1020,1027,1029,1026,1026,1026,1026,1026,1026,1022,1026,1028,1025,1026,,1025,1028,1027,1022,1026,1026,1025,1029,1022,1027,1026,1028,1025,1026,1033,1024,1027,1028
+,,1027,1027,1026,1026,1010,1026,1025,1026,1002,1026,1026,1026,1026,1025,1025,1066,1026,1026,1029,1028,1026,1049,1026,1024,1025,1029,1025,1026,1027,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1026,1024,1026,1029,1026,1025,1026,1027,1026,1023,1022,1025,1028,1024,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1027,1026,1023,1033,1027,1027,1025,1025,1026,1024,1022,993,1020,1031,1020,1028,1029,1026,1026,1026,1026,1026,1026,1022,1026,1027,1025,1026,,1026,1027,1028,1022,1026,1026,1025,1028,1022,1027,1026,1028,1025,1026,1033,1024,1027,1027
+,,1026,1027,1027,1027,1014,1026,1025,1027,1007,1027,1026,1026,1026,1026,1025,1089,1026,1026,1021,1029,1026,1049,1026,1024,1025,1028,1023,1026,1028,1026,1026,1027,1026,1027,1025,1027,1028,1026,1026,1026,1024,1026,1029,1026,1025,1026,1027,1026,1027,1021,1025,1027,1024,1027,1027,1027,1026,1026,1026,1027,1026,1027,1026,1026,1026,1027,1026,1026,1026,1023,1033,1027,1027,1026,1025,1025,1025,1022,995,1019,1032,1020,1028,1028,1026,1026,1026,1026,1026,1026,1022,1026,1028,1025,1026,,1025,1027,1028,1022,1026,1026,1025,1028,1022,1026,1026,1028,1025,1026,1032,1023,1027,1027
+,,1027,1027,1027,1026,1018,1026,1024,1026,1013,1026,1026,1026,1026,1025,1025,1087,1026,1026,1016,1030,1026,1046,1026,1024,1024,1031,1022,1026,1027,1026,1026,1027,1026,1027,1026,1027,1028,1026,1026,1026,1024,1026,1029,1026,1025,1026,1027,1026,,1021,1025,1027,1024,1027,1026,1026,1026,1026,1026,1027,1026,1027,1027,1026,1027,1027,1026,1027,1026,1023,1032,1027,1027,1025,1025,1025,1025,1022,998,1019,1031,1021,1028,1028,1027,1026,1026,1026,1027,1026,1022,1026,1028,1025,1026,,1025,1027,1028,1022,1026,1026,1025,1027,1022,1027,1026,1028,1025,1026,1033,1023,1026,1028
+,,1027,1026,1027,1026,1020,1026,1024,1027,1015,1026,1026,1025,1025,1025,1025,1090,1026,1027,1015,1030,1026,1048,1026,1024,1024,1033,1021,1026,1027,1026,1026,1027,1026,1026,1025,1027,1028,1026,1027,1026,1024,1026,1030,1026,1025,1026,1027,1026,,1021,1024,1029,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1026,1026,1026,1026,1023,1033,1027,1027,1026,1025,1025,1025,1022,999,1020,1031,1021,1029,1028,1026,1026,1027,1026,1026,1026,1021,1026,1028,1025,1026,,1025,1027,1027,1023,1026,1026,1025,1028,1022,1027,1026,1028,1025,1026,1032,1023,1026,1027
+,,1027,1026,1027,1026,1024,1026,1024,1027,1015,1026,1026,1025,1025,1026,1025,1083,1026,1026,1014,1029,1022,1043,1026,1024,1025,1032,1020,1026,1026,1026,1026,1027,1026,1027,1026,1027,1028,1026,1026,1026,1024,1026,1029,1026,1026,1026,1027,1026,,1022,1024,1028,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1027,1026,1026,1026,1023,1033,1027,1027,1025,1024,1025,1025,1022,1002,1020,1031,1021,1029,1028,1026,1026,1026,1026,1027,1026,1022,1026,1027,1025,1026,,1025,1027,1027,1023,1026,1026,1025,1027,1022,1027,1025,1028,1025,1026,1033,1022,1027,1028
+,,1027,1026,1027,1026,1027,1026,1024,1027,1019,1026,1026,1026,1025,1026,1025,1077,1026,1027,1014,1030,1028,1044,1026,1024,1025,1030,1019,1025,1027,1026,1027,1027,1026,1026,1026,1027,1028,1026,1026,1026,1024,1026,1028,1026,1025,1026,1027,1026,,1021,1024,1028,1023,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1026,1026,1023,1032,1027,1027,1025,1024,1025,1025,1022,1003,1021,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1021,1026,1027,1026,1026,,1025,1027,1028,1023,1027,1026,1025,1027,1022,1027,1025,1028,1025,1026,1032,1022,1028,1029
+,,1027,1026,1027,1026,1027,1026,1024,1027,1024,1027,1026,1026,1025,1026,1025,1083,1025,1026,1018,1031,1026,1041,1026,1024,1024,1028,1019,1026,1026,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1026,1024,1026,1028,1026,1025,1025,1027,1026,,1022,1025,1027,1023,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1023,1031,1027,1027,1026,1024,1025,1026,1022,1006,1022,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1022,1026,1027,1025,1026,,1026,1027,1028,1023,1026,1025,1025,1027,1022,1026,1026,1028,1025,1025,1032,1023,1028,1027
+,,1027,1026,1027,1026,1026,1026,1024,1027,1030,1026,1026,1026,1025,1026,1025,1060,1026,1026,1021,1031,1026,1042,1026,1024,1024,1029,1019,1025,1027,1026,1026,1027,1026,1026,1025,1027,1029,1026,1026,1027,1024,1026,1028,1026,1025,1026,1027,1026,,1021,1024,1029,1023,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,1027,1023,1030,1026,1027,1026,1023,1025,1026,1023,1010,1022,1031,1022,1030,1028,1026,1026,1026,1026,1026,1026,1023,1026,1027,1026,1026,,1025,1027,1027,1023,1026,1026,1025,1027,1022,1027,1026,1028,1025,1025,1032,1022,1028,1028
+,,1027,1026,1027,1027,1023,1026,1024,1027,1036,1026,1026,1026,1025,1026,1025,1040,1026,1027,1023,1032,,1043,1027,1025,1024,1032,1019,1026,1026,1026,1026,1027,1026,1027,1025,1026,1028,1026,1026,1026,1025,1026,1028,1026,1025,1026,1027,1026,,1024,1024,1028,1023,1027,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1027,1026,1027,1026,1026,1023,1029,1027,1027,1026,1023,1025,1026,1023,1010,1022,1031,1023,1030,1028,1026,1026,1026,1026,1027,1026,1024,1026,1027,1025,1026,,1025,1027,1028,1023,1026,1026,1025,1027,1021,1026,1026,1028,1025,1025,1032,1022,1027,1029
+,,1027,1026,1027,1026,1020,1026,1024,1027,1040,1026,1026,1025,1025,1026,1025,1048,1026,1026,1030,1031,,1040,1027,1025,1024,1032,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1026,1028,1026,1026,1026,1027,1026,,1022,1023,1029,1023,1027,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,1027,1026,1026,1023,1028,1027,1028,1025,1022,1024,1026,1023,1013,1022,1031,1023,1031,1028,1026,1026,1026,1026,1026,1026,1023,1026,1027,1026,1026,,1025,1027,1028,1023,1026,1026,1025,1027,1021,1027,1025,1028,1025,1025,1031,1022,1026,1028
+,,1027,1026,1027,1026,1019,1026,1024,1027,1043,1026,1026,1025,1025,1026,1025,1061,1026,1027,1034,1031,,1040,1027,1025,1024,1030,1018,1026,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1026,1028,1026,1026,1025,1027,1026,,1022,1023,1029,1022,1027,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1025,1026,1023,1027,1027,1028,1026,1022,1024,1026,1024,1017,1022,1031,1023,1029,1028,1026,1026,1026,1026,1026,1026,1024,1026,1027,1026,1026,,1026,1027,1028,1023,1026,1026,1025,1028,1022,1027,1026,1028,1025,1025,1032,1022,1027,1029
+,,1027,1026,1027,1026,1017,1026,1025,1027,1046,1026,1026,1025,1025,1026,1025,1065,1026,1026,1039,1031,,1044,1027,1025,1024,1027,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1028,1026,1026,1026,1025,1027,1028,1026,1026,1025,1027,1026,,1022,1024,1028,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,1023,1027,1027,1027,1026,1022,1024,1027,1024,1019,1022,1031,1022,1029,1028,1026,1026,1026,1026,1026,1026,1024,1026,1027,1026,1026,,1025,1027,1027,1024,1026,1026,1025,1028,1021,1026,1026,1028,1025,1024,1031,1022,1028,1029
+,,1026,1026,1027,1026,1017,1026,1036,1027,1046,1026,1026,1026,1025,1026,1025,1076,1026,1026,1041,1031,,1047,1027,1025,1024,1028,1018,1025,1026,1026,1026,1027,1026,1027,1025,1027,1028,1026,1026,1026,1025,1026,1028,1026,1025,1025,1028,1026,,1022,1025,1030,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1027,1026,1025,1026,1023,1026,1027,1028,1026,1022,1024,1026,1024,1020,1023,1031,1023,1028,1028,1026,1026,1027,1026,1026,1026,1024,1026,1027,1025,1026,,1026,1027,1028,1024,1026,1026,1025,1027,1022,1026,1025,1029,1025,1024,1030,1022,1028,1027
+,,1027,1026,1027,1026,1018,1026,1026,1027,1046,1026,1026,1025,1025,1026,1025,1073,1026,1027,1041,1031,,1045,1027,1025,1024,1031,1018,1025,1026,1026,1026,1027,1026,1026,1025,1027,1028,1026,1026,1027,1025,1026,1028,1025,1025,1026,1028,1026,,1022,1025,1031,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1023,1026,1026,1027,1026,1021,1024,1027,1024,1020,1023,1031,1023,1029,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1026,,1025,1027,1028,1024,1027,1026,1025,1028,1022,1026,1025,1028,1025,1025,1031,1022,1027,1027
+,,1026,1026,1027,1026,1019,1026,1025,1028,1046,1026,1026,1025,1025,1026,1025,1078,1026,1027,1040,1032,,1046,1027,1025,1024,1032,1017,1024,1026,1026,1026,1027,1026,1026,1026,1027,1028,1025,1026,1027,1025,1027,1028,1026,1025,1026,1027,1026,,1022,1025,1031,1022,1027,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1026,1025,1026,1023,1026,1026,1027,1026,1021,1024,1027,1024,1026,1023,1031,1022,1029,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,1025,1027,1028,1024,1026,1026,1025,1028,1022,1026,1026,1028,1025,1023,1031,1022,1027,1028
+,,1026,1026,1027,1026,1017,1025,1023,1027,1047,1026,1026,1025,1024,1025,1025,1074,1026,1026,1033,1031,,1049,1026,1025,1024,1030,1016,1024,1025,1025,1026,1026,1025,1026,1026,1027,1028,1024,1026,1026,1025,1027,1028,1025,1025,1025,1027,1026,,1021,1024,1030,1021,1026,1026,1026,1026,1025,1026,1026,1025,1026,1025,1026,1027,1026,1026,1026,1027,1022,1026,1026,1028,1025,1021,1023,1027,1024,1025,1023,1030,1022,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,,1025,1026,1028,1023,1026,1027,1025,1027,1022,1026,1025,1028,1025,1023,1030,1022,1026,1025
+,,1026,1026,1026,1027,1016,1026,1024,1028,1049,1026,1026,1026,1025,1026,1025,1069,1025,1026,1028,1031,,1046,1027,1025,1024,1027,1018,1024,1026,1025,1026,1027,1026,1026,1025,1026,1027,1025,1026,1027,1025,1026,1027,1026,1025,1025,1027,1026,,1022,1024,1031,1020,1027,1025,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,1022,1026,1026,1028,1026,1020,1024,1027,1025,1023,1024,1031,1023,1028,1027,1026,1026,1026,1026,1027,1026,1026,1026,1026,1025,1025,,1025,1027,1027,1024,1026,1025,1024,1028,1022,1025,1025,1028,1024,1023,1030,1022,1027,1025
+,,1027,1027,1027,1026,1014,1026,1023,1028,1049,1026,1026,1026,1025,1026,1025,1064,1026,1026,1027,1031,,1046,1027,1025,1024,1028,1017,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1025,1027,1027,1026,1026,1025,1027,1026,,1022,1025,1031,1020,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,1022,1026,1026,1028,1026,1020,1023,1027,1025,1022,1025,1031,1023,1028,1027,1026,1026,1027,1027,1026,1026,1027,1026,1027,1025,1026,,1025,1027,1028,1024,1027,1026,1025,1028,1022,1026,1025,1028,1025,1023,1030,1022,1027,1028
+,,1027,1027,1027,1026,1014,1026,1023,1028,1047,1026,1026,1026,1024,1026,1025,1053,1026,1027,1025,1031,,1044,1027,1025,1024,1030,1018,1025,1025,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1026,1025,1026,1027,1026,1026,1025,1027,1026,,1022,1025,1031,1020,1027,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,1022,1023,1026,1027,1026,1019,1023,1028,1025,1024,1025,1031,1023,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1026,,1025,1027,1028,1024,1026,1026,1025,1027,1022,1026,1025,1028,1025,1024,1031,1022,1026,1025
+,,1026,1027,1027,1027,1010,1026,1025,1028,1046,1026,1026,1020,1025,1026,1025,1044,1026,1022,1026,1031,,1045,1027,1020,1024,1027,1018,1020,1026,1026,1026,1027,1020,1026,1026,1027,1028,1020,1021,1027,1023,1027,1032,1026,1020,1025,1027,1026,,1017,1024,1029,1020,1028,1026,1021,1026,1021,1026,1026,1021,1026,1026,1026,1027,1026,1021,1025,1026,1017,1025,1026,1028,1026,1019,1024,1023,1020,1020,1026,1030,1017,1028,1027,1026,1026,1027,1026,1027,1026,1026,1026,1027,1025,1026,,1025,1026,1027,1019,1026,1026,1025,1028,1022,1026,1025,1028,1025,1023,1029,1022,1027,1025
+,,1021,1027,1027,1026,1016,1026,1023,1028,1051,1026,1026,1026,1025,1026,1025,1036,1026,1026,1026,1030,,1044,1027,1026,1024,1029,1018,1025,1025,1026,1021,1027,1026,1021,1026,1021,1027,1026,1026,1027,1025,1021,1027,1026,1026,1026,1027,1021,,1022,1024,1030,1020,1028,1020,1026,1021,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1022,1022,1025,1026,1028,1026,1019,1024,1028,1025,1026,1026,1031,1023,1028,1027,1026,1021,1027,1026,1027,1026,1027,1026,1027,1026,1021,,1020,1027,1028,1024,1021,1026,1024,1028,1022,1026,1025,1023,1025,1023,1029,1017,1026,1027
+,,1026,1027,1027,1027,1015,1026,1023,1028,1051,1026,1026,1026,1025,1026,1025,1031,1027,1026,1025,1030,,1043,1027,1025,1024,1027,1018,1025,1025,1026,1027,1027,1026,1026,1026,1027,1027,1025,1026,1027,1025,1027,1027,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,1026,1022,1025,1026,1028,1026,1019,1023,1028,1025,1026,1026,1031,1023,1028,1027,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,,1025,1026,1028,1024,1026,1026,1024,1028,1022,1026,1026,1028,1025,1022,1031,1023,1027,1026
+,,1026,1026,1027,1027,1017,1026,1023,1028,1049,1026,1026,1025,1025,1026,1025,1031,1026,1026,1026,1030,,1043,1027,1025,1024,1028,1018,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1027,1025,1027,1027,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1025,1027,1022,1026,1027,1028,1026,1019,1024,1028,1026,1026,1026,1030,1024,1027,1027,1026,1026,1027,1026,1026,1026,1028,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1024,1028,1022,1026,1025,1028,1025,1022,1030,1023,1027,1026
+,,1026,1026,1027,1026,1017,1026,1023,1028,1046,1026,1026,1026,1025,1026,1025,1029,1026,1027,1027,1029,,1042,1027,1025,1024,1031,1017,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1025,1026,1027,1026,1027,1027,1025,1026,1026,1027,1026,,1022,1024,1030,1020,1028,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1025,1027,1022,1026,1026,1027,1026,1018,1024,1028,1025,1027,1026,1030,1024,1027,1027,1026,1026,1026,1026,1026,1026,1028,1026,1026,1025,1026,,1026,1027,1028,1025,1026,1026,1025,1028,1022,1026,1025,1028,1025,1022,1029,1023,1027,1027
+,,1026,1026,1027,1026,1018,1026,1024,1028,1042,1026,1026,1026,1025,1026,1025,1027,1026,1027,1030,1029,,1039,1027,1025,1025,1033,1017,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1026,1025,1027,1026,1026,1026,1026,1027,1026,,1022,1024,1032,1020,1028,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1025,1027,1022,1026,1026,1027,1026,1019,1023,1028,1026,1026,1027,1030,1024,1027,1027,1026,1026,1026,1026,1027,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1026,1028,1025,1022,1029,1023,1027,1026
+,,1027,1027,1027,1027,1019,1026,1023,1028,1038,1026,1026,1026,1025,1026,1025,1019,1026,1027,1031,1029,,1038,1028,1025,1025,1030,1018,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1025,1027,1026,1025,1026,1026,1027,1026,,1022,1024,1033,1021,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1027,1026,1028,1026,1019,1023,1028,1026,1027,1027,1030,1024,1027,1027,1026,1026,1026,1026,1026,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1026,1026,1025,1028,,1026,1025,1027,1025,1021,1029,1024,1027,1026
+,,1026,1026,1027,1027,1019,1026,1024,1028,1034,1026,1026,1026,1025,1026,1026,1014,1026,1027,1031,1028,,1039,1028,1025,1025,1028,1018,1024,1023,1026,1026,1027,1026,1026,1026,1028,1027,1026,1026,1026,1025,1027,1025,1025,1026,1026,1028,1026,,1022,1025,1032,1021,1028,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1026,1027,1027,1026,1019,1024,1029,1026,1029,1027,1030,1024,1027,1027,1026,1026,1027,1026,1026,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1026,1026,1025,1028,,1026,1025,1028,1025,1021,1028,1024,1027,1027
+,,1026,1026,1027,1027,1020,1026,1024,1028,1031,1026,1026,1026,1025,1026,1025,1009,1026,1027,1030,1028,,1040,1027,1025,1025,1029,1018,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1026,1027,1025,1025,1026,1026,1027,1026,,1022,1025,1032,1022,1028,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,1026,1024,1026,1022,1026,1027,1028,1026,1019,1024,1029,1026,1029,1028,1030,1025,1027,1027,1026,1026,1026,1026,1027,1026,1029,1026,1027,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1025,1028,1025,1021,1028,1024,1027,1026
+,,1026,1026,1027,1027,1020,1026,1023,1029,1030,1026,1026,1026,1025,1026,1026,1000,1026,1027,1030,1028,,1039,1028,1025,1025,1032,1018,1025,1025,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1025,1027,1026,1025,1026,1026,1028,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,1026,1024,1027,1022,1026,1026,1028,1026,1019,1024,1029,1026,1030,1028,1029,1025,1027,1027,1026,1026,1026,1026,1027,1027,1030,1026,1026,1026,1026,,1025,1026,1028,1025,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1027,1024,1027,1026
+,,1026,1027,1027,1026,1022,1026,1024,1028,1028,1026,1026,1026,1025,1025,1026,1004,1026,1026,1027,1028,,1038,1028,1025,1025,1032,1018,1024,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1026,1027,1026,,1022,1025,1035,1022,1029,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1026,1021,1026,1027,1028,1026,1019,1024,1029,1026,1031,1028,1029,1025,1026,1026,1026,1026,1026,1026,1026,1026,1030,1026,1027,1026,1026,,1025,1026,1028,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1026,1024,1027,1026
+,,1027,1026,1027,1026,1023,1026,1023,1029,1027,1026,1026,1026,1025,1026,1026,1007,1026,1026,1027,1027,,1038,1028,1026,1025,1030,1019,1024,1026,1026,1026,1027,1026,1026,1026,1028,1027,1026,1026,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1022,1028,1026,1026,1025,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1026,1021,1025,1026,1027,1026,1019,1024,1029,1026,1031,1029,1029,1025,1026,1026,1026,1026,1027,1026,1026,1026,1030,1026,1026,1026,1026,,1025,1026,1029,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1026,1024,1027,1026
+,,1027,1026,1027,1027,1023,1026,1024,1029,1026,1026,1026,1026,1025,1025,1026,1011,1026,1026,1027,1027,,1036,1028,1026,1024,1030,1019,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1024,1027,1021,1026,1026,1028,1026,1019,1024,1029,1026,1032,1029,1029,1025,1026,1026,1026,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,,1025,1026,1029,1026,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1025,1024,1026,1027
+,,1027,1027,1027,1026,1023,1026,1024,1029,1026,1026,1026,1026,1026,1025,1026,1018,1027,1026,1027,1027,,1036,1028,1026,1025,1032,1019,1025,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1032,1022,1029,1026,1026,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,1024,1027,1022,1025,1026,1027,1026,1019,1024,1029,1025,1032,1028,1029,1026,1026,1027,1026,1026,1027,1026,1026,1026,1031,1026,1026,1025,1026,,1025,1026,1029,1026,1027,1026,1025,1030,,1026,1025,1027,1025,1021,1025,1024,1027,1026
+,,1026,1026,1027,1026,1024,1026,1024,1029,1025,1026,1026,1026,1026,1025,1026,1011,1027,1025,1027,1027,,1034,1028,1026,1024,1032,1020,1024,1025,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1027,1026,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1022,1029,1026,1026,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,1024,1027,1021,1025,1026,1027,1026,1019,1024,1029,1025,1032,1030,1029,1026,1026,1026,1026,1026,1027,1026,1027,1026,1031,1026,1027,1025,1026,,1025,1026,1028,1026,1026,1026,1025,1029,,1026,1025,1027,1025,1021,1025,1025,1027,1027
+,,1027,1026,1026,1027,1024,1026,1026,1028,1022,1026,1026,1026,1026,1025,1026,1014,1026,1026,1027,1027,,1034,1028,1026,1025,1030,1021,1025,1026,1025,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1026,1027,1025,1025,1026,1028,1027,1026,,1023,1024,1033,1023,1029,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1026,1024,1026,1022,1025,1026,1027,1026,1018,1024,1029,1025,1032,1029,1029,1026,1025,1026,1026,1026,1026,1026,1026,1026,1031,1026,1027,1025,1026,,1025,1026,1028,1026,1027,1026,1025,1030,,1026,1025,1027,1025,1021,1024,1025,1026,1026
+,,1027,1026,1027,1026,1024,1026,1024,1029,1020,1026,1026,1026,1026,1025,1026,1030,1026,1026,1027,1027,,1034,1028,1026,1024,1030,1021,1025,1025,1026,1027,1027,1026,1026,1026,1027,1027,1026,1027,1027,1027,1027,1025,1025,1026,1028,1027,1026,,1022,1025,1033,1022,1030,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1027,1026,1026,1023,1027,1022,1025,1026,1028,1026,1019,1024,1029,1025,1032,1029,1029,1026,1025,1026,1026,1026,1026,1026,1027,1026,1031,1026,1026,1025,1026,,1025,1026,1029,1027,1027,1026,1025,1030,,1026,1026,1027,1025,1021,1024,1026,1025,1026
+,,1027,1026,1027,1026,1024,1026,1024,1029,1019,1026,1026,1026,1026,1025,1026,1033,1026,1026,1025,1027,,1033,1028,1026,1025,1033,1020,1024,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1027,1027,1027,1027,1026,1025,1026,1027,1027,1026,,1022,1025,1033,1023,1029,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1026,1023,1027,1022,1025,1026,1027,1026,1019,1025,1029,1025,1033,1029,1029,1026,1025,1026,1026,1026,1026,1026,1026,1026,1031,1026,1027,1026,1026,,1025,1026,1028,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1024,1026,1026,1026
+,,1027,1026,1026,1026,1024,1026,1024,1029,1018,1026,1026,1026,1026,1025,1026,1038,1026,1026,1022,1027,,1033,1028,1026,1025,1033,1020,1024,,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1027,1027,1027,1025,1025,1026,1028,1027,1026,,1022,1026,1033,1022,1029,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1026,1023,1027,1022,1025,1026,1027,1026,1019,1024,1029,1024,1032,1029,1029,1026,1024,1026,1026,1026,1027,1026,1026,1026,1032,1026,1026,1026,1026,,1025,1026,1029,1027,1027,1026,1025,1029,,1026,1026,1027,1025,1021,1023,1026,1026,1026
+,,1027,1026,1027,1026,1023,1026,1024,1029,1016,1026,1026,1026,1026,1025,1026,1036,1027,1026,1022,1028,,1032,1028,1026,1025,1031,1021,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1026,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1023,1026,1034,1022,1030,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1026,1026,1026,1023,1026,1022,1024,1026,1027,1026,1019,1025,1029,1024,1032,1029,1029,1027,1024,1026,1026,1026,1026,1026,1026,1026,1032,1026,1026,1025,1026,,1025,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1023,1026,1026,1025
+,,1027,1027,1027,1026,1022,1026,1024,1029,1012,1026,1026,1026,1026,1025,1026,1039,1026,1026,1023,1027,,1034,1028,1026,1025,1030,1022,1025,,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1023,1026,1033,1022,1030,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,1023,1027,1022,1024,1026,1027,1026,1019,1025,1030,1023,1033,1029,1029,1027,1024,1026,1026,1026,1027,1026,1026,1026,1032,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1025,1021,1022,1026,1026,1025
+,,1027,1026,1027,1026,1022,1026,1024,1028,1009,1025,1026,1026,1026,1024,1026,1033,1026,1026,1024,1026,,1034,1028,1026,1025,1032,1022,1024,,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,1027,1027,1027,1025,1024,1026,1028,1027,1026,,1022,1025,1034,1022,1030,1026,1026,1026,1025,1026,1034,1026,1026,1026,1026,1027,1026,1025,1023,1026,1022,1023,1026,1027,1025,1019,1025,1029,1023,1031,1029,1028,1026,1023,1026,1026,1026,1026,1026,1026,1026,1031,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1029,,1026,1025,1027,1026,1021,1022,1027,1025,1026
+,,1027,1026,1027,1026,1020,1025,1023,1027,1002,1025,1026,1026,1026,1024,1026,1038,1026,1026,1025,1025,,1033,1027,1026,1025,1033,1021,1024,,1026,1026,1026,1025,1026,1026,1028,1027,1025,1026,1026,1026,1027,1025,1024,1025,1027,1027,1026,,1022,1025,1034,1022,1030,1026,1026,1026,1026,1026,1036,1026,1026,1026,1026,1026,1026,1025,1023,1027,1022,1022,1026,1027,1025,1020,1025,1029,1023,1030,1029,1028,1026,1023,1025,1026,1026,1026,1026,1026,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1028,,1026,1025,1026,1025,1021,1021,1026,1026,1025
+,,1026,1026,1026,1026,1022,1026,1024,1028,1000,1026,1025,1026,1026,1024,1025,1041,1026,1026,1024,1025,,1032,1028,1026,1024,1031,1023,1024,,1025,1026,1027,1026,1026,1025,1027,1026,1027,1027,1027,1026,1026,1025,1024,1026,1027,1027,1025,,1023,1025,1034,1021,1030,1026,1026,1025,1026,1026,1038,1026,1026,1026,1026,1026,1026,1026,1023,1026,1023,1023,1026,1027,1026,1019,1025,1030,1023,1030,1029,1029,1027,1023,1025,1026,1026,1027,1026,1026,1026,1030,1026,1026,1025,1025,,,1026,1028,1027,1027,1025,1024,1028,,1025,1025,1026,1025,1020,1022,1026,1027,1024
+,,1027,1026,1027,1026,1022,1026,1024,1028,997,1026,1026,1026,1026,1025,1026,1037,1026,1025,1025,1026,,1032,1028,1027,1025,1031,1023,1024,,1026,1026,1027,1026,1026,1026,1028,1027,1026,1027,1027,1026,1027,1024,1024,1026,1028,1027,1026,,1023,1026,1036,1022,1030,1026,1026,1026,1026,1026,1039,1026,1026,1026,1026,1026,1026,1026,1024,1027,1023,1023,1026,1027,1026,1020,1025,1030,1023,1031,1029,1029,1027,1022,1026,1026,1026,1026,1026,1027,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1027,,1026,1026,1026,1025,1021,1022,1026,1027,1025
+,,1027,1027,1027,1027,1024,1026,1024,1028,997,1026,1027,1026,1026,1024,1026,1031,1026,1026,1026,1025,,1031,1028,1026,1025,1033,1024,1025,,1025,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1027,1027,1024,1024,1026,1027,1027,1026,,1023,1026,1033,1022,1030,1026,1026,1026,1026,1026,1038,1026,1026,1026,1026,1027,1026,1026,1024,1026,1023,1023,1026,1027,1026,1020,1025,1029,1023,1030,1029,1028,1027,1022,1026,1026,1026,1027,1026,1027,1026,1030,1026,1026,1025,1026,,,1026,1029,1027,1027,1026,1025,1027,,1026,1025,1026,1025,1022,1022,1027,1026,1025
+,,1027,1027,1027,1027,1016,1026,1024,1028,1004,1026,1026,1026,1026,1024,1026,1027,1026,1026,1027,1026,,1031,1028,1026,1025,1032,1018,1020,,1025,1027,1027,1020,1026,1026,1028,1027,1021,1026,1022,1026,1027,1024,1019,1026,1022,1027,1026,,1023,1026,1035,1022,1031,1026,1021,1026,1026,1021,1037,1026,1026,1026,1022,1026,1026,1021,1027,1026,1018,1015,1026,1026,1026,1021,1021,1030,1023,1030,1030,1028,1021,1024,1026,1026,1026,1026,1026,1027,1021,1025,1026,1021,1020,1026,,,1021,1029,1022,1027,1026,1025,1027,,1026,1025,1026,1026,1021,1021,1027,1026,1024
+,,1022,1026,1027,1026,1023,1026,1024,1028,1013,1026,1026,1026,1026,1024,1026,1019,1026,1026,1027,1025,,1030,1028,1027,1025,1032,1023,1025,,1026,1021,1027,1026,1021,1026,1028,1019,1026,1027,1027,1027,1027,1024,1024,1026,1028,1027,1026,,1023,1022,1035,1017,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1022,1026,1026,1024,1026,1024,1023,1026,1027,1026,1021,1026,1030,1023,1030,1025,1028,1027,1022,1026,1026,1021,1027,1021,1026,1026,1030,1019,1026,1025,1026,,,1026,1024,1027,1022,1021,1025,1026,,1026,1026,1026,1025,1022,1022,1021,1026,1025
+,,1027,1026,1027,1027,1024,1026,1025,1028,1013,1026,1026,1026,1027,1024,1026,1022,1026,1026,1027,1025,,1031,1028,1026,1025,1031,1023,1025,,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1027,1027,1027,1025,1024,1026,1027,1027,1026,,1023,1026,1034,1022,1031,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1026,1026,1026,1024,1027,1024,1023,1027,1027,1026,1021,1025,1030,1023,1030,1030,1028,1027,1022,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1029,1028,1027,1026,1025,1026,,1026,1026,1026,1025,1022,1022,1027,1027,1025
+,,1027,1027,1027,1027,1024,1026,1025,1028,1013,1026,1026,1026,1027,1024,1026,1022,1026,1026,1026,1025,,1031,1028,1027,1025,1033,1024,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1026,1027,1027,1027,1026,1024,1024,1026,1027,1027,1026,,1023,1026,1034,1023,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1027,1026,1026,1023,1026,1024,1023,1027,1027,1026,1022,1026,1030,1023,1031,1031,1028,1027,1021,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1029,1028,1027,1026,1025,1026,,1026,1026,1026,1026,1021,1022,1027,1027,1024
+,,1027,1026,1027,1027,1024,1026,1024,1028,1014,1026,1026,1026,1027,1024,1026,1022,1026,1025,1026,1025,,1032,1028,1026,1025,1032,1024,1024,,1026,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1026,1026,1024,1024,1026,1026,1027,1026,,1023,1027,1035,1023,1031,1026,1026,1026,1026,1026,1034,1026,1026,1026,1026,1026,1026,1025,1023,1027,1025,1024,1026,1026,1026,1022,1026,1030,1023,1031,1031,1028,1027,1021,1025,1026,1026,1027,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1025,1021,1022,1027,1026,1025
+,,1027,1026,1027,1027,1024,1026,1024,1028,1015,1026,1026,1026,1027,1024,1026,1023,1026,1026,1026,1024,,1031,1028,1026,1025,1029,1023,1025,,1026,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1024,1024,1026,1026,1027,1026,,1023,1027,1035,1023,1031,1026,1026,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,1023,1026,1025,1024,1027,1027,1026,1023,1026,1030,1023,1032,1030,1028,1028,1021,1025,1026,1026,1026,1026,1026,1026,1029,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1025,1021,1022,1027,1027,1025
+,,1027,1026,1027,1026,1025,1026,1025,1028,1018,1026,1026,1026,1027,1024,1026,1025,1026,1026,1026,1024,,1030,1028,1027,1025,1031,1023,1025,,1026,1026,1027,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1025,1024,1026,1026,1027,1026,,1024,1027,1037,1023,1031,1027,1026,1026,1026,1026,1033,1026,1026,1026,1026,1027,1026,1025,1023,1026,1025,1024,1027,1026,1026,1022,1026,1030,1022,1032,1031,1028,1028,1021,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1026,1026,1022,1022,1026,1028,1025
+,,,1027,1026,1027,1025,1026,1025,1028,1018,1026,1026,1026,1027,1024,1025,1026,1026,1026,1025,1024,,1031,1028,1027,1025,1033,1023,1025,,1026,1027,1026,1026,1026,1026,1028,1026,1027,1027,1027,1027,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1036,1023,1031,1026,1026,1026,1026,1026,1032,1026,1026,1026,1026,1027,1026,1025,1023,1026,1025,1024,1027,1026,1026,1023,1026,1030,1022,1034,1031,1028,1028,1021,1026,1026,1026,1026,1026,1026,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1025,1026,1025,1022,1022,1026,1027,1024
+,,,1027,1027,1027,1025,1026,1026,1029,1022,1026,1026,1026,1027,1024,1025,1027,1026,1025,1026,1024,,1030,1028,1027,1025,1031,1023,1024,,1025,1026,1026,1026,1027,1026,1028,1027,1026,1027,1027,1026,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1037,1023,1031,1026,1026,1026,1026,1026,1031,1026,1026,1026,1026,1026,1026,1025,1022,1027,1025,1024,1027,1026,1027,1023,1026,1030,1022,1036,1031,1028,1028,1022,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1026,1027,1025
+,,,1027,1027,1026,1024,1026,1027,1029,1026,1026,1026,1026,1027,1024,1025,1026,1026,1025,1025,1025,,1030,1028,1027,1025,1030,1024,1025,,1025,1026,1026,1026,1026,1026,1028,1027,1027,1027,1027,1026,1026,1025,1024,1026,1025,1027,1026,,1024,1027,1036,1022,1031,1026,1026,1026,1026,1026,1031,1026,1026,1026,1026,1026,1026,1025,1023,1026,1026,1024,1027,1026,1026,1023,1026,1030,1022,1038,1031,1027,1028,1022,1026,1026,1026,1026,1026,1027,1026,1028,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1191,1027,1025
+,,,1027,1027,1027,1023,1026,1047,1030,1029,1026,1026,1026,1027,1024,1025,1026,1026,1025,1025,1025,,1030,1028,1027,1025,1031,1023,1025,,1025,1027,1026,1026,1026,1026,1028,1027,1026,1027,1027,1026,1026,1025,1024,1027,1024,1027,1026,,1024,1027,1036,1023,1031,1026,1026,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1025,1022,1026,1026,1024,1027,1026,1027,1024,1026,1030,1022,1041,1030,1027,1028,1022,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1025,1025,1025,1021,1022,1111,1028,1023
+,,,1026,1027,1027,1024,1026,1164,1029,1032,1026,1026,1026,1027,1024,1025,1026,1026,1026,1025,1026,,1029,1028,1027,1025,1031,1022,1024,,1025,1026,1026,1026,1026,1026,1028,1026,1026,1027,1027,1026,1026,1025,1024,1027,1024,1027,1026,,1024,1026,1037,1024,1031,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1022,1026,1025,1025,1027,1026,1026,1024,1027,1030,1022,1039,1030,1027,1028,1023,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1025,1025,1025,1025,1021,1022,1111,1028,1024
+,,,1026,1027,1027,1024,1026,1255,1029,1035,1027,1026,1026,1027,1024,1025,1024,1026,1025,1025,1026,,1029,1028,1027,1025,1029,1022,1025,,1026,1026,1026,1026,1027,1026,1028,1026,1027,1027,1027,1026,1026,1025,1024,1027,1023,1026,1026,,1024,1027,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1022,1026,1026,1025,1027,1026,1027,1024,1027,1030,1022,1036,1030,1027,1028,1022,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1025,1026,,,1026,1030,1028,1028,1026,1025,1026,,1026,1026,1025,1025,1021,1022,1274,1028,1024
+,,,1026,1027,1026,1024,1026,1305,1029,1040,1026,1026,1026,1027,1024,1025,1025,1026,1025,1025,1026,,1031,1028,1027,1025,1028,1022,1025,,1025,1026,1026,1026,1026,1026,1028,1027,1027,1027,1027,1026,1026,1025,1025,1026,1023,1027,1026,,1025,1026,1036,1023,1031,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1026,1022,1026,1026,1025,1027,1026,1027,1024,1027,1030,1022,1031,1029,1027,1029,1022,1026,1026,1026,1027,1026,1027,1026,1027,1026,1026,1025,1026,,,1026,1031,1028,1028,1026,1026,1026,,1025,1026,1025,1025,1021,1022,1338,1027,1023
+,,,1026,1026,1027,1024,1026,1281,1029,1042,1026,1026,1026,1027,1024,1025,1025,1026,1025,1025,1027,,1030,1028,1027,1025,1030,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1027,1027,1027,1025,1025,1025,1026,1023,1026,1026,,1024,1027,1036,1024,1032,1026,1026,1026,1026,1026,1029,1027,1026,1026,1026,1026,1026,1025,1021,1026,1026,1025,1027,1026,1027,1024,1027,1030,1022,1028,1030,1026,1029,1023,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1030,1027,1028,1026,1025,1026,,1026,1026,1024,1025,1021,1022,1179,1028,1023
+,,,1027,1027,1027,1025,1026,1168,1029,1043,1026,1026,1026,1027,1025,1025,1027,1026,1025,1025,1028,,1030,1028,1027,1025,1029,1023,1025,,1025,1026,1026,1026,1027,1026,1028,1026,1027,1027,1027,1026,1026,1026,1025,1026,1022,1026,1026,,1025,1027,1036,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1021,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1025,1030,1026,1030,1023,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1030,1027,1028,1027,1025,1026,,1026,1026,1025,1025,1021,1022,1088,1028,1023
+,,,1027,1026,1027,1025,1026,1122,1029,1043,1026,1026,1026,1027,1025,1025,1027,1026,1025,1025,1028,,1030,1028,1027,1025,1025,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1026,1027,1027,1025,1025,1025,1026,1021,1026,1026,,1025,1026,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1021,1026,1026,1025,1027,1026,1027,1025,1027,1030,1021,1023,1030,1026,1029,1024,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1022,1216,1028,1021
+,,,1027,1027,1027,1025,1026,1010,1029,1042,1026,1026,1026,1027,1024,1025,1028,1026,1025,1025,1029,,1029,1028,1028,1025,1028,1022,1024,,1025,1026,1026,1026,1026,1026,1029,1026,1027,1025,1027,1026,1026,1025,1025,1026,1020,1026,1026,,1025,1027,1037,1023,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1020,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1021,1030,1026,1029,1023,1027,1026,1026,1026,1027,1026,1026,1027,1027,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1023,1114,1027,1020
+,,,1027,1027,1027,1026,1026,938,1029,1041,1026,1026,1026,1027,1024,1025,1028,1026,1026,1024,1029,,1030,1028,1027,1025,1028,1022,1025,,1025,1027,1026,1026,1026,1026,1029,1026,1027,1025,1027,1026,1026,1025,1025,1026,1019,1026,1026,,1025,1026,1036,1024,1031,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1020,1026,1026,1026,1027,1026,1027,1025,1027,1030,1021,1019,1030,1026,1029,1024,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1025,1026,,,1026,1031,1027,1028,1027,1025,1025,,1026,1026,1025,1025,1022,1023,1085,1028,1021
+,,,1027,1026,1027,1026,1026,906,1029,1040,1026,1026,1026,1027,1025,1026,1027,1026,1025,1024,1030,,1031,1028,1027,1025,1026,1022,1025,,1025,1026,1026,1027,1026,1026,1028,1026,1027,1025,1027,1026,1026,1025,1025,1027,1018,1026,1026,,1025,1026,1037,1024,1032,1026,1026,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1027,1026,1027,1025,1027,1030,1022,1020,1029,1026,1029,1024,1027,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1031,1027,1028,1026,1025,1026,,1026,1026,1025,1025,1022,1023,1166,1028,1022
+,,,1026,1027,1026,1026,1026,973,1029,1038,1026,1026,1026,1027,1025,1025,1027,1026,1026,1025,1030,,1029,1028,1027,1025,1026,1023,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1027,1026,1025,1025,1026,1018,1026,1026,,1025,1026,1035,1024,1032,1026,1026,1026,1026,1027,1029,1024,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1027,1026,1027,1025,1027,1030,1022,1019,1029,1026,1029,1025,1026,1026,1026,1026,1026,1027,1026,1027,1027,1026,1026,1026,,,1026,1032,1027,1028,1026,1025,1025,,1025,1026,1026,1025,1022,1023,1096,1028,1021
+,,,1026,1027,1027,1026,1026,1018,1029,1036,1026,1026,1026,1027,1025,1025,1029,1026,1026,1024,1031,,1029,1028,1027,1025,1028,1022,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1017,1026,1026,,1025,1027,1037,1024,1031,1026,1026,1026,1026,1026,1029,1032,1026,1026,1026,1026,1026,1025,1019,1026,1026,1026,1026,1026,1027,1025,1027,1030,1022,1017,1030,1025,1029,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,1026,1026,,,1026,1032,1027,1028,1026,1025,1025,,1026,1026,1026,1025,1022,1024,1079,1027,1022
+,,,1026,1027,1026,1026,1026,1042,1028,1034,1025,1026,1025,1027,1024,1025,1028,1026,1025,1025,1032,,1029,1027,1027,1025,1027,1023,1025,,1025,1026,1026,1025,1026,1026,1028,1026,1026,1026,1027,1027,1026,1025,1024,1025,1016,1025,1026,,1024,1027,1036,1024,1031,1026,1026,1026,1026,1026,1029,1034,1026,1026,1026,1026,1025,1025,1019,1026,1026,1026,1027,1026,1026,1025,1026,1029,1021,1016,1030,1025,1029,1025,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1025,1026,,,1026,1032,1026,1028,1027,1025,1025,,1026,1026,1026,1025,1022,1023,1050,1027,1023
+,,,1027,1026,1027,1028,1026,1089,1028,1032,1026,1026,1025,1028,1025,1024,1035,1026,1026,1024,1032,,1030,1028,1027,1024,1023,1024,1025,,1024,1025,1026,1026,1025,1025,1028,1025,1027,1026,1027,1026,1025,1025,1025,1026,1016,1026,1026,,1024,1025,1035,1023,1031,1025,1026,1026,1026,1026,1029,1034,1026,1026,1026,1025,1026,1025,1018,1026,1026,1027,1027,1026,1027,1025,1027,1030,1022,1017,1030,1025,1029,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1031,1027,1028,1026,1025,1026,,1025,1025,1025,1025,1021,1024,962,1028,1021
+,,,1027,1026,1027,1028,1026,1108,1029,1030,1026,1026,1025,1027,1025,1025,1035,1026,1026,1024,1033,,1030,1028,1027,1025,1026,1024,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1015,1026,1026,,1025,1026,1037,1024,1031,1026,1026,1026,1026,1026,1029,1038,1026,1026,1026,1025,1026,1025,1019,1026,1026,1027,1027,1026,1027,1026,1027,1030,1022,1017,1030,1025,1030,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1032,1027,1028,1027,1025,1026,,1026,1026,1026,1025,1022,1024,1058,1027,1022
+,,,1027,1026,1027,1029,1026,1115,1029,1028,1026,1026,1025,1027,1025,1025,1035,1026,1026,1024,1033,,1028,1028,1027,1025,1027,1024,1026,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1015,1026,1026,,1025,1026,1034,1024,1029,1026,1026,1026,1026,1026,1025,1039,1026,1026,1027,1026,1026,1025,1019,1026,1026,1027,1027,1026,1027,1026,1027,1029,1023,1018,1029,1024,1030,1027,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1032,1026,1028,1027,1025,1026,,1026,1026,1026,1025,1022,1023,1018,1027,1023
+,,,1027,1026,1027,1029,1026,1080,1029,1022,1026,1026,1020,1022,1019,1025,1035,1026,1021,1025,1034,,1029,1028,1027,1025,1025,1024,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1021,1026,1027,1026,1026,1025,1020,1026,1009,1021,1026,,1025,1026,1036,1024,1032,1026,1026,1026,1021,1021,1029,1039,1026,1027,1021,1026,1026,1020,1018,1026,1026,1022,1022,1026,1027,1026,1027,1029,1018,1019,1029,1025,1030,1022,1026,1026,1026,1022,1026,1026,1020,1026,1026,1021,1021,1026,,,1022,1032,1026,1028,1027,1025,1026,,1026,1026,1026,1025,1022,1019,1019,1028,1023
+,,,1026,1021,1027,1029,1026,1072,1029,1026,1026,1026,1025,1027,1025,1025,1035,1026,1026,1024,1034,,1029,1028,1028,1024,1023,1024,1025,,1020,1021,1026,1026,1021,1021,1023,1026,1027,1026,1027,1021,1026,1020,1025,1026,1014,1026,1021,,1025,1020,1035,1018,1032,1020,1026,1021,1026,1026,1029,1041,1026,1026,1026,1026,1025,1025,1013,1021,1027,1027,1027,1026,1027,1026,1027,1029,1023,1020,1028,1024,1030,1026,1027,1026,1026,1026,1021,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1026,1023,1021,1021,1026,,1026,1026,1021,1020,1022,1024,1059,1028,1023
+,,,1027,1026,1027,1030,1026,1047,1028,1026,1026,1026,1024,1028,1025,1025,1031,1027,1026,1025,1034,,1029,1028,1027,1025,1026,1025,1026,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1014,1026,1026,,1025,1026,1036,1025,1031,1026,1026,1026,1026,1026,1029,1038,1026,1026,1026,1026,1025,1026,1018,1026,1027,1027,1027,1026,1027,1026,1027,1029,1023,1021,1028,1024,1030,1026,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,,,1026,1032,1026,1028,1027,1025,1026,,1026,1026,1026,1025,1023,1024,1066,1028,1023
+,,,1026,1026,1027,1030,1026,1047,1029,1026,1026,1026,1025,1027,1025,1025,1030,1026,1025,1025,1035,,1028,1028,1028,1025,1025,1024,1025,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1025,1025,1026,1014,1026,1026,,1025,1025,1037,1024,1031,1026,1026,1026,1026,1026,1030,1038,1026,1026,1026,1026,1026,1025,1019,1026,1027,1027,1027,1026,1027,1026,1027,1029,1023,1020,1028,1025,1030,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1027,1033,1026,1028,1027,1025,1026,,1026,1026,1026,1025,1022,1025,1105,1027,1023
+,,,1027,1026,1026,1031,1026,1036,1028,1025,1026,1026,1024,1027,1025,1025,1029,1027,1026,1025,1035,,1028,1028,1028,1025,1021,1025,1026,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1026,,1025,1026,1026,1014,1026,1026,,1025,1025,1036,1024,1031,1026,1026,1026,1026,1026,1029,1038,1026,1026,1026,1026,1025,1025,1019,1026,1027,1027,1027,1027,1027,1026,1027,1029,1024,1020,1028,1024,1030,1027,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1032,1026,1028,1027,1026,1026,,1026,1026,1026,1025,1023,1025,1064,1028,1023
+,,,1027,1027,1026,1031,1026,1017,1028,1025,1026,1026,1024,1027,1025,1025,1027,1026,1026,1025,1035,,1029,1028,1027,1025,1023,1025,1026,,1025,1026,1027,1026,1026,1026,1027,1026,1027,1027,1027,1026,,1026,1025,1026,1015,1026,1026,,1026,1025,1036,1025,1031,1026,1026,1026,1026,1026,1029,1038,1026,1026,1026,1026,1025,1025,1019,1027,1027,1027,1027,1026,1026,1026,1027,1029,1024,1021,1028,1024,1031,1027,1027,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1032,1026,1028,1027,1026,1026,,1026,1026,1026,1025,1023,1025,1107,1028,1024
+,,,1027,1027,1027,1031,1026,1002,1028,1025,1026,1026,1024,1028,1025,1025,1026,1026,1026,1025,1036,,1028,1028,1027,1025,1025,1026,1026,,1025,1026,1026,1026,1026,1026,1028,1026,1027,1027,1027,1026,,1025,1025,1026,1015,1026,1026,,1026,1025,1036,1025,1031,1026,1026,1026,1026,1026,1029,1049,1026,1026,1026,1026,1025,1026,1020,1026,1027,1027,1028,1027,1026,1026,1027,1029,1024,1022,1027,1024,1030,1026,1027,1026,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1032,1026,1028,1027,1026,1026,,1026,1026,1025,1025,1023,1026,1063,1027,1024
+,,,1027,1026,1026,1032,1026,990,1028,1026,1026,1026,1023,1027,1025,1025,1025,1026,1026,1025,1037,,1028,1028,1027,1025,1022,1026,1026,,1024,1026,1026,1026,1026,1026,1027,1026,1027,1027,1027,1026,,1025,1025,1026,1015,1026,1026,,1025,1025,1035,1025,1031,1026,1026,1026,1026,1026,1029,1067,1026,1026,1026,1026,1025,1026,1021,1027,1027,1027,1027,1026,1026,1026,1027,1028,1024,1021,1027,1024,1031,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1032,1026,1029,1027,1025,1026,,1026,1026,1025,1025,1023,1026,1011,1027,1023
+,,,1026,1026,1027,1031,1026,984,1028,1026,1026,1026,1024,1028,1025,1025,1027,1026,1026,1025,1037,,1028,1028,1028,1025,1022,1026,1026,,1025,1026,1026,1026,1026,1026,1027,1026,1026,1027,1027,1026,,1025,1025,1026,1015,1025,1026,,1026,1025,1034,1025,1033,1026,1027,1026,1026,1026,1029,1075,1026,1026,1026,1026,1026,1025,1022,1026,1027,1027,1027,1026,1026,1026,1027,1028,1024,1021,1027,1024,1031,1027,1027,1026,1026,1026,1026,1026,1026,1025,1027,1026,1026,1026,,,1027,1030,1026,1029,1027,1026,1026,,1026,1025,1025,1025,1023,1026,1051,1028,1023
+,,,1027,1027,1026,1031,1026,988,1028,1025,1026,1026,1023,1028,1025,1025,1028,1026,1026,1025,1038,,1028,1028,1027,1025,1024,1026,1026,,1025,1026,1026,1026,1026,1026,1027,1026,1027,1027,1027,1026,,1026,1025,1026,1015,1025,1026,,1026,1025,1034,1025,1031,1026,1026,1026,1026,1026,1029,1066,1026,1026,1026,1025,1025,1025,1023,1027,1027,1027,1027,1026,1026,1026,1027,1028,1024,1022,1027,1023,1031,1026,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1030,1026,1028,1027,1026,1026,,1026,1026,1025,1025,1024,1026,1056,1028,1024
+,,,1026,1026,1027,1032,1026,1005,1028,1025,1026,1026,1023,1028,1025,1025,1028,1027,1026,1024,1038,,1027,1028,1028,1025,1024,1026,1026,,1025,1026,1026,1026,1026,1025,1027,1026,1027,1027,1026,1026,,1025,1025,1026,1016,1025,1026,,1026,1024,1032,1026,1031,1026,1026,1026,1026,1026,1029,1060,1026,1026,1026,1025,1025,1025,1025,1026,1027,1027,1028,1027,1026,1026,1027,1028,1024,1022,1026,1024,1031,1026,1027,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,,,1027,1029,1025,1028,1027,1026,1025,,1026,1025,1026,1025,1024,1026,1029,1027,1024
+,,,1027,1026,1026,1032,1026,1003,1027,1024,1026,1026,1023,1028,1025,1025,1029,1027,1026,1025,1038,,1028,1028,1028,1025,1022,1026,1026,,1025,1026,1026,1026,1026,1026,1027,1026,1026,1027,1027,1027,,1025,1025,1026,1015,1025,1026,,1026,1025,1031,1026,1032,1026,1026,1026,1026,1026,1029,1055,1026,1026,1026,1025,1025,1025,1027,1026,1027,1027,1028,1027,1026,1026,1027,1028,1024,1022,1025,1023,1031,1026,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1028,1025,1028,1027,1026,1025,,1026,1026,1026,1025,1024,1026,1024,1027,1023
+,,,1027,1026,1027,1032,1026,1010,1027,1024,1026,1026,1023,1027,1025,1025,1029,1027,1026,1024,1038,,1028,1028,1028,1025,1025,1026,1026,,1025,1026,1026,1026,1026,1025,1027,1026,1027,1027,1027,1026,,1026,1025,1026,1015,1025,1026,,1026,1025,1033,1026,1032,1026,1026,1026,1026,1026,1029,1055,1026,1026,1026,1026,1025,1025,1029,1026,1027,1027,1027,1027,1026,1026,1026,1028,1024,1021,1025,1024,1031,1025,1027,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1027,1027,1025,1028,1027,1026,1026,,1026,1025,1026,1025,1024,1027,1029,1028,1024
+,,,1027,1027,1027,1032,1026,1015,1027,1024,1026,1026,1023,1028,1025,1025,1027,1027,1026,1024,1038,,1028,1027,1027,1025,1024,1026,1026,,1025,1026,1026,1026,1026,1025,1027,1026,1027,1028,1027,1026,,1025,1025,1026,1016,1025,1026,,1026,1025,1032,1026,1032,1026,1026,1026,1026,1026,1029,1054,1026,1026,1026,1025,1025,1025,1029,1026,1027,1027,1028,1027,1026,1025,1026,1028,1025,1021,1024,1023,1031,1025,1028,1026,1026,1027,1026,1026,1026,1025,1027,1026,1026,1026,,,1027,1026,1025,1028,1027,1026,1026,,1026,1026,1026,1025,1024,1027,1040,1028,1024
+,,,1027,1026,1027,1032,1026,1018,1027,1024,1026,1026,1023,1027,1025,1025,1027,1027,1026,1024,1038,,1028,1028,1027,1025,1022,1025,1026,,1025,1026,1026,1026,1027,1026,1027,1026,1027,1028,1027,1026,,1025,1026,1026,1016,1025,1026,,1026,1025,1032,1026,1032,1026,1026,1026,1026,1026,1029,1053,1027,1026,1026,1025,1025,1025,1032,1026,1027,1027,1027,1027,1026,1025,1027,1028,1024,1022,1024,1023,1031,1025,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,,1027,1026,1026,1028,1027,1026,1026,,1026,1026,1026,1025,1024,1027,1043,1027,1024
+,,,1027,1026,1027,1032,1026,1023,1027,1024,1026,1026,1023,1027,1025,1025,1027,1027,1026,1024,1038,,1028,1028,1027,1025,1024,1025,1026,,1025,1026,1026,1026,1026,1026,1027,1026,1024,1028,1027,1026,,1026,1026,1026,1016,1021,1026,,1026,1026,1031,1025,1032,1026,1026,1026,1026,1026,1029,1053,1026,1026,1026,1026,1025,1025,1034,1026,1027,1027,1028,1027,1026,1025,1026,1028,1024,1023,1024,1023,1031,1025,1028,1026,1026,1027,1026,1026,1026,1025,1026,1026,1026,1026,,,1027,1027,1026,1028,1027,1026,1026,,1026,1026,1026,1025,1025,1027,1040,1027,1025
+,,,1026,1026,1027,1032,1026,1018,1027,1024,1026,1026,1023,1027,1026,1026,1028,1027,1026,1024,1037,,1028,1028,1027,1025,1025,1026,1026,,1025,1026,1026,1027,1026,1026,1027,1026,1026,1027,1027,1026,,1025,1026,1026,1016,1025,1026,,1025,1025,1030,1025,1031,1026,1026,1026,1026,1026,1029,1043,1026,1026,1026,1026,1025,1025,1034,1027,1027,1027,1027,1027,1026,1025,1026,1028,1024,1024,1024,1023,1031,1025,1028,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1028,1025,1029,1027,1026,1025,,1026,1026,1026,1026,1025,1027,1022,1028,1024
+,,,1026,1026,1027,1033,1026,1027,1027,1024,1026,1026,1023,1028,1025,1025,1027,1027,1026,1024,1037,,1028,1027,1026,1025,1023,1026,1026,,1025,1027,1026,1026,1026,1026,1027,1026,1026,1028,1027,1026,,1026,1026,1026,1017,1025,1026,,1025,1026,1031,1024,1032,1026,1026,1026,1026,1026,1029,1040,1026,1026,1026,1026,1025,1025,1031,1026,1028,1027,1027,1027,1026,1025,1026,1028,1024,1024,1024,1023,1032,1025,1028,1026,1027,1026,1026,1026,1026,1025,1027,1026,1026,1026,,,1027,1028,1026,1028,1027,1026,1026,,1026,1026,1026,1026,1025,1027,1040,1028,1023
+,,,1026,1026,1027,1032,1026,1032,1026,1025,1026,1026,1023,1028,1025,1025,1028,1027,1026,1024,1037,,1028,1027,1027,1025,1022,1026,1026,,1025,1026,1026,1026,1027,1025,1027,1026,1027,1028,1027,1026,,1026,1026,1026,1018,1025,1026,,1026,1025,1030,1024,1032,1026,1026,1026,1026,1026,1028,1037,1026,1026,1026,1026,1025,1025,1026,1026,1027,1027,1028,1027,1026,1025,1026,1028,1024,1025,1024,1023,1031,1024,1028,1027,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,,1027,1028,1025,1028,1027,1026,1025,,1026,1025,1026,1025,1025,1028,1035,1027,1024
+,,,1026,1026,1027,1032,1026,1036,1026,1026,1026,1026,1023,1028,1026,1025,1030,1027,1026,1025,1036,,1027,1027,1027,1025,1025,1026,1026,,1025,1026,1026,1026,1027,1026,1027,1026,1027,1028,1027,1026,,1026,1026,1026,1018,1025,1026,,1026,1026,1030,1024,1032,1026,1027,1026,1026,1026,1029,1035,1026,1026,1026,1026,1025,1025,1030,1026,1027,1027,1027,1027,1026,1025,1026,1027,1024,1025,1024,1023,1032,1024,1028,1026,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,,1027,1028,1026,1028,1026,1026,1026,,1026,1025,1026,1025,1025,1027,1045,1028,1024
+,,,1027,1027,1027,1032,1026,1036,1026,1026,1026,1027,1023,1027,1025,1025,1031,1027,1026,1025,1037,,1027,1027,1027,1025,1024,1026,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1027,1028,1027,1026,,1026,1026,1026,1018,1025,1026,,1026,1025,1030,1027,1032,1026,1026,1026,1026,1026,1028,1030,1027,1026,1026,1025,1025,1025,1030,1026,1027,1027,1028,1027,1026,1025,1026,1028,1025,1026,1024,1022,1032,1024,1028,1026,1026,1026,1026,1026,1026,1025,1027,1026,1026,1026,,,1027,1027,1026,1028,1027,1026,1026,,1026,1025,1026,1025,1026,1028,1048,1028,1023
+,,,1027,1026,1027,1032,1026,1037,1026,1026,1027,1026,1024,1027,1025,1025,1031,1027,1026,1025,1037,,1027,1027,1027,1025,1021,1026,1026,,1024,1026,1026,1026,1027,1026,1026,1026,1039,1028,1027,1026,,1026,1025,1026,1018,1025,1026,,1026,1025,1029,1027,1031,1026,1026,1026,1026,1026,1028,1030,1027,1026,1026,1026,1025,1025,1030,1026,1026,1027,1027,1027,1026,1025,1026,1028,1024,1026,1024,1022,1032,1023,1028,1026,1026,1026,1026,1026,1026,1025,1027,1026,1026,1026,,,1027,1028,1026,1028,1027,1026,1026,,1026,1025,1026,1026,1026,1028,1068,1028,1024
+,,,1026,1026,1026,1031,1025,1037,1025,1026,1026,1026,1023,1027,1025,1026,1031,1027,1026,1026,1037,,1027,1026,1026,1025,1024,1026,1026,,1024,1026,1026,1025,1027,1026,1026,1027,1099,1027,1026,1026,,1026,1025,1025,1018,1022,1026,,1025,1025,1028,1027,1030,1026,1026,1026,1025,1026,1028,1026,1027,1026,1026,1026,1024,1025,1031,1027,1026,1026,1027,1027,1025,1025,1025,1027,1024,1026,1024,1022,1031,1023,1027,1026,1026,1026,1026,1026,1025,1025,1027,1025,1026,1026,,,1026,1028,1025,1028,1027,1026,1026,,1026,1026,1026,1025,1026,1027,1045,1026,1024
+,,,1027,1026,1027,1032,1026,1044,1026,1027,1026,1026,1024,1027,1026,1025,1031,1027,1026,1025,1037,,1026,1027,1026,1025,1024,1027,1026,,1024,1026,1027,1026,1026,1025,1025,1025,1148,1028,1027,1026,,1025,1026,1026,1018,1025,1026,,1025,1025,1028,1025,1031,1025,1026,1026,1026,1026,1028,1019,1026,1026,1026,1025,1024,1025,1032,1026,1027,1027,1027,1027,1026,1025,1026,1028,1024,1028,1024,1022,1032,1023,1028,1027,1026,1026,1026,1027,1026,1025,1026,1026,1026,1025,,,1027,1027,1026,1027,1026,1026,1025,,1025,1024,1025,1025,1025,1028,1041,1028,1023
+,,,1027,1026,1027,1031,1026,1047,1026,1027,1026,1026,1024,1027,1026,1025,1030,1027,1026,1026,1036,,1027,1027,1026,1025,1022,1027,1026,,1025,1026,1026,1026,1027,1026,1026,1025,1178,1028,1027,1026,,1026,1026,1026,1019,1024,1026,,1026,1025,1029,1027,1030,1026,1026,1026,1026,1026,1028,1015,1026,1026,1026,1026,1024,1025,1033,1026,1027,1027,1027,1027,1025,1026,1026,1028,1025,1028,1025,1022,1032,1023,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1028,1025,1027,1026,1027,1026,,1026,1025,1026,1025,1026,1028,1007,1028,1023
+,,,1026,1027,1027,1031,1026,1047,1026,1028,1027,1026,1024,1027,1026,1026,1029,1027,1026,1026,1033,,1027,1027,1027,1025,1023,1026,1026,,1025,1026,1026,1027,1027,1025,1026,1026,1168,1028,1027,1026,,1026,1026,1026,1024,1025,1026,,1025,1025,1029,1026,1030,1026,1027,1026,1026,1026,1028,1014,1027,1026,1026,1026,1024,1025,1032,1026,1027,1027,1027,1027,1026,1026,1026,1028,1024,1028,1024,1022,1031,1024,1027,1026,1026,1026,1027,1027,1026,1026,1027,1026,1026,1026,,,1027,1028,1026,1027,1027,1026,1026,,1026,1025,1026,1025,1026,1028,1039,1028,1024
+,,,1027,1026,1027,1031,1026,1046,1026,1028,1021,1026,1020,1027,1026,1025,1028,1027,1026,1026,1036,,1026,1027,1027,1025,1023,1026,1026,,1025,1026,1022,1020,1027,1026,1026,1025,1178,1028,1027,1026,,1026,1020,1026,1015,,1027,,1026,1025,1029,1024,1030,1026,1027,1026,1026,1026,1028,1018,1027,1021,1026,1026,1019,1020,1031,1026,1027,1022,1027,1027,1025,1026,1026,1028,1019,1024,1025,1017,1031,1018,1027,1022,1026,1026,1026,1027,1021,1025,1027,1021,1021,1026,,,1022,1028,1025,1028,1027,1027,1020,,1026,1025,1026,1025,1026,1023,1029,1028,1024
+,,,1026,1026,1027,1031,1026,1051,1026,1028,1026,1026,1025,1027,1026,1020,1027,1027,1026,1026,1035,,1027,1027,1026,1026,1022,1027,1026,,1025,1021,1027,1026,1022,1021,1021,1025,1178,1028,1027,1021,,1026,1026,1026,1020,,1021,,1026,1020,1028,1028,1029,1026,1026,1026,1026,1026,1028,1014,1026,1026,1026,1025,1024,1026,1030,1022,1027,1027,1027,1027,1025,1021,1027,1028,1024,1029,1026,1022,1032,1024,1027,1026,1021,1026,1022,1027,1026,1026,1022,1026,1026,1021,,,1027,1022,1026,1022,1022,1021,1026,,1026,1025,1026,1020,1021,1028,1015,1028,1023
+,,,1026,1026,1027,1031,1026,1049,1026,1028,1026,1026,1025,1027,1026,1025,1026,1027,1026,1027,1035,,1026,1027,1026,1025,1024,1027,1027,,1025,1027,1026,1026,1027,1026,1026,1026,1144,1028,1027,1026,,1026,1026,1026,1020,,1026,,1026,1025,1027,1026,1029,1026,1026,1026,1026,1026,1028,1014,1026,1026,1026,1025,1024,1026,1030,1027,1027,1027,1027,1027,1025,1026,1026,1028,1024,1030,1026,1022,1031,1023,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1025,1027,1026,1026,1026,,1026,1025,1026,1025,1027,1028,1018,1028,1024
+,,,1027,1026,1027,1031,1026,1047,1026,1028,1027,1026,1025,1027,1026,1026,1026,1027,1026,1027,1034,,1026,1026,1026,1025,1023,1028,1027,,1025,1026,1026,1026,1027,1026,1026,1026,1086,1028,1027,1026,,1026,1026,1026,1020,,1026,,1026,1025,1027,1026,1028,1026,1026,1026,1026,1026,1028,1011,1027,1026,1026,1026,1025,1026,1028,1026,1027,1027,1027,1027,1025,1026,1026,1028,1024,1030,1027,1022,1031,1023,1027,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1027,1026,1026,,1026,1025,1026,1025,1026,1028,1015,1028,1024
+,,,1027,1026,1027,1031,1026,1044,1026,1028,1026,1026,1025,1027,1026,1025,1025,1027,1026,1027,1034,,1025,1026,1026,1026,1023,1028,1027,,1025,1026,1026,1026,1027,1026,1026,1026,1045,1028,1027,1026,,1026,1026,1026,1021,,1026,,1026,1025,1028,1026,1028,1026,1026,1026,1026,1026,1028,1013,1026,1026,1026,1026,1024,1026,1028,1026,1027,1027,1027,1028,1026,1026,1026,1028,1025,1030,1027,1022,1030,1024,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1025,1027,1027,1027,1026,,1026,1025,1026,1026,1026,1027,1011,1028,1023
+,,,1026,1026,1027,1031,1026,1043,1026,1028,1026,1026,1025,1027,1026,1025,1024,1028,1027,1027,1035,,1026,1026,1027,1025,1023,1027,1027,,1025,1026,1026,1026,1027,1026,1025,1026,1022,1028,1027,1026,,1026,1026,1026,1021,,1026,,1026,1025,1027,1026,1027,1026,1026,1026,1026,1026,1028,1013,1026,1026,1027,1026,1024,1026,1028,1026,1027,1027,1028,1027,1026,1026,1026,1029,1025,1031,1028,1022,1030,1024,1027,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1027,1026,1026,,1026,1025,1025,1025,1026,1027,1011,1028,1023
+,,,1027,1026,1027,1030,1026,1041,1025,1028,1026,1026,1025,1027,1026,1025,1024,1027,1026,1027,1035,,1026,1026,1026,1026,1023,1028,1026,,1024,1026,1026,1027,1027,1026,1026,1026,990,1028,1027,1026,,1026,1026,1026,1022,,1026,,1026,1025,1027,1026,1027,1026,1026,1026,1026,1026,1028,1013,1027,1026,1026,1027,1024,1026,1025,1027,1027,1026,1027,1028,1025,1025,1027,1028,1025,1030,1028,1022,1030,1024,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1026,1026,1026,,1026,1026,1025,1025,1026,1028,1012,1028,1024
+,,,1027,1026,1027,1030,1026,1039,1025,1029,1026,1026,1025,1027,1026,1025,1024,1027,1026,1027,1034,,1025,1026,1026,1026,1025,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1026,982,1028,1027,1026,,1026,1026,1026,1022,,1026,,1026,1025,1027,1026,1026,1026,1026,1026,1026,1026,1028,1011,1027,1026,1027,1027,1025,1026,1026,1026,1027,1026,1027,1028,1025,1026,1026,1029,1025,1030,1028,1023,1030,1024,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1026,1027,1025,,1026,1025,1026,1025,1026,1028,1013,1028,1024
+,,,1026,1026,1027,1030,1026,1038,1025,1029,1026,1027,1025,1027,1026,1025,1024,1028,1027,1027,1034,,1025,1026,1026,1026,1023,1028,1026,,1025,1026,1026,1027,1027,1026,1026,1026,1007,1028,1027,1026,,1026,1026,1026,1023,,1026,,1025,1025,1027,1026,1026,1026,1026,1026,1026,1026,1028,1010,1027,1026,1026,1027,1024,1026,1028,1026,1026,1027,1028,1028,1025,1026,1026,1028,1025,1031,1029,1023,1030,1024,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1027,1027,1025,,1026,1025,1026,1025,1026,1028,1017,1029,1023
+,,,1027,1026,1027,1029,1026,1037,1025,1029,1026,1026,1025,1027,1026,1025,1023,1028,1027,1027,1033,,1025,1026,1026,1025,1023,1029,1026,,1025,1026,1026,1026,1027,1026,1025,1026,1025,1028,1026,1026,,1026,1026,1025,1023,,1026,,1025,1025,1027,1026,1026,1026,1027,1026,1026,1026,1028,1009,1026,1026,1026,1026,1024,1026,1031,1026,1027,1026,1027,1028,1026,1026,1026,1028,1025,1030,1029,1023,1029,1024,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1026,1026,1027,1027,1027,1025,,1026,1025,1026,1025,1026,1028,1016,1028,1024
+,,,1026,1026,1027,1029,1026,1036,1025,1029,1026,1026,1026,1027,1026,1025,1023,1028,1027,1027,1033,,1025,1026,1026,1025,1025,1029,1026,,1025,1026,1026,1027,1027,1026,1025,1026,1029,1028,1027,1026,,1027,1026,1026,1023,,1026,,1026,1025,1028,1026,1025,1026,1026,1026,1026,1026,1028,1012,1027,1026,1026,1026,1024,1026,1032,1026,1027,1027,1028,1028,1025,1026,1026,1029,1025,1030,1029,1023,1029,1024,1027,1026,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1027,1026,1027,1026,1027,1026,,1026,1025,1026,1025,1026,1028,1016,1027,1025
+,,,1026,1026,1027,1029,1026,1036,1025,1029,1026,1026,1025,1027,1026,1025,1023,1028,1027,1027,1033,,1025,1026,1026,1025,1022,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1060,1028,1027,1026,,1026,1026,1026,1024,,1026,,1025,1025,1027,1026,1026,1026,1026,1026,1026,1026,1028,1013,1027,1026,1026,1026,1024,1026,1032,1027,1027,1026,1027,1028,1025,1026,1026,1029,1025,1030,1030,1023,1029,1024,1027,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1026,1027,1025,,1026,1025,1026,1025,1026,1028,1019,1028,1023
+,,,1026,1026,1027,1029,1026,1035,1025,1029,1026,1026,1026,1026,1026,1026,1023,1028,1027,1027,1033,,1025,1026,1026,1026,1024,1029,1026,,1025,1026,1026,1027,1027,1026,1026,1026,1082,1028,1027,1026,,1026,1026,1026,1024,,1026,,1025,1025,1028,1026,1025,1026,1026,1026,1026,1026,1028,1012,1026,1026,1026,1026,1024,1026,1033,1026,1027,1026,1027,1028,1026,1026,1026,1029,1025,1030,1031,1023,1028,1024,1027,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1027,1027,1026,1027,1026,1027,1026,,1026,1025,1026,1025,1026,1028,1024,1028,1025
+,,,1026,1026,1027,1028,1026,1034,1025,1029,1026,1026,1026,1027,1026,1025,1023,1028,1027,1026,1033,,1025,1026,1026,1025,1024,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1086,1028,1027,1026,,1027,1026,1026,1025,,1026,,1025,1025,1027,1027,1025,1025,1026,1027,1026,1026,1028,1013,1027,1026,1026,1026,1024,1027,1033,1026,1027,1026,1027,1028,1025,1026,1026,1029,1025,1029,1031,1023,1028,1023,1027,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1026,1027,1026,1027,1025,,1026,1025,1026,1025,1026,1028,1028,1028,1025
+,,,1026,1026,1027,1028,1026,1033,1025,1030,1026,1026,1026,1026,1026,1025,1023,1028,1027,1026,1033,,1025,1026,1026,1025,1022,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1083,1028,1027,1026,,1026,1026,1025,1026,,1026,,1025,1025,1027,1026,1025,1025,1026,1026,1026,1026,1028,1014,1027,1026,1026,1026,1024,1027,1032,1026,1027,1026,1027,1028,1026,1026,1026,1029,1025,1030,1030,1024,1028,1023,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1027,1026,1027,1026,1027,1025,,1026,1025,1026,1025,1026,1029,1031,1027,1024
+,,,1026,1026,1027,1029,1026,1034,1025,1030,1026,1026,1026,1026,1026,1025,1023,1028,1027,1026,1033,,1024,1026,1026,1025,1025,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1025,1059,1028,1027,1026,,1026,1026,1026,1026,,1026,,1026,1026,1028,1027,1025,1026,1026,1026,1026,1026,1027,1015,1027,1026,1026,1026,1024,1027,1031,1026,1027,1027,1027,1028,1026,1026,1026,1030,1025,1029,1031,1023,1027,1023,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1026,1027,1026,1027,1025,,1026,1025,1026,1025,1027,1029,1033,1028,1025
+,,,1026,1026,1027,1028,1026,1032,1025,1029,1026,1026,1026,1026,1026,1025,1023,1028,1027,1026,1033,,1024,1025,1026,1025,1024,1029,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1045,1028,1027,1026,,1027,1026,1026,1026,,1026,,1025,1025,1028,1026,1024,1026,1026,1026,1026,1026,1028,1015,1027,1026,1026,1026,1024,1027,1030,1026,1027,1027,1027,1028,1026,1025,1025,1029,1026,1029,1031,1024,1027,1022,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1027,1026,1026,1026,1027,1026,,1026,1025,1026,1025,1026,1029,1036,1027,1025
+,,,1026,1026,1027,1028,1025,1031,1025,1030,1026,1026,1026,1026,1026,1025,1023,1028,1027,1026,1033,,1024,1026,1026,1026,1022,1028,1026,,1025,1026,1026,1026,1027,1026,1026,1026,1040,1028,1027,1026,,1027,1026,1026,1026,,1026,,1025,1025,1027,1026,1024,1026,1026,1026,1026,1026,1028,1016,1027,1026,1026,1026,1024,1027,1030,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1029,1032,1023,1026,1022,1026,1026,1026,1027,1027,1026,1026,1026,1027,1026,1026,1026,,,1027,1027,1027,1027,1026,1027,1026,,1026,1025,1026,1025,1026,1029,1037,1027,1025
+,,,1026,1026,1027,1028,1026,1030,1025,1030,1026,1026,1026,1026,1026,1026,1024,1027,1027,1025,1033,,1024,1026,1026,1026,1024,1029,1026,,1025,1026,1026,1026,1027,1026,1026,1025,1042,1028,1027,1026,,1026,1026,1026,1026,,1026,,1025,1025,1029,1026,1024,1026,1026,1026,1026,1026,1027,1018,1027,1026,1026,1026,1024,1027,1030,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1030,1032,1024,1026,1022,1026,1027,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,1027,1026,1027,1026,,1026,1025,1025,1025,1025,1030,1037,1027,1025
+,,,1026,1026,1027,1028,1025,1030,1025,1031,1026,1027,1026,1026,1026,1026,1024,1027,1027,1026,1033,,1024,1025,1026,1026,1023,1029,1026,,1025,1026,1026,1027,1027,1026,1026,1026,1035,1028,1027,1026,,1026,1026,1026,1026,,1026,,1025,1025,1027,1026,1024,1026,1026,1026,1026,1026,1027,1019,1027,1026,1026,1026,1024,1027,1029,1026,1027,1026,1027,1028,1026,1026,1025,1030,1025,1030,1032,1024,1026,1022,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1027,1027,1027,1027,1026,1027,1026,,1026,1025,1026,1025,1027,1029,1036,1028,1025
+,,,1026,1026,1027,1028,1026,1030,1025,1031,1026,1026,1026,1026,1026,1026,1024,1027,1027,1025,1033,,1024,1026,1026,1026,1024,1029,1026,,1025,1027,1026,1026,1027,1026,1026,1025,1038,1028,1027,1026,,1026,1026,1026,1027,,1026,,1025,1024,1028,1025,1024,1026,1026,1026,1026,1026,1027,1019,1027,1026,1026,1027,1024,1027,1030,1026,1027,1026,1027,1033,1026,1026,1025,1030,1026,1030,1032,1020,1026,1022,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,1027,1027,1026,1027,1026,,1026,1026,1026,1025,1026,1030,1035,1028,1026
+,,,1027,1026,1027,1027,1025,1030,1025,1031,1026,1027,1026,1026,1025,1026,1024,1027,1027,1025,1033,,1024,1026,1026,1026,1025,1029,1026,,1026,1026,1026,1026,1027,1026,1027,1025,1041,1028,1027,1026,,1027,1026,1026,1027,,1026,,1025,1025,1028,1025,1024,1025,1026,1026,1026,1026,1027,1020,1027,1026,1026,1031,1024,1028,1030,1026,1026,1026,1027,1028,1026,1026,1025,1030,1026,1030,1033,1024,1026,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,1026,1025,1027,1025,,1026,1026,1026,1025,1026,1029,1032,1027,1026
+,,,1026,1026,1026,1026,1025,1028,1024,1030,1026,1026,1026,1025,1025,1026,1024,1027,1026,1025,1032,,1023,1025,1026,1025,1023,1028,1025,,1024,1027,1025,1026,1027,1026,1026,1025,1035,1027,1026,1026,,1027,1026,1025,1027,,1026,,1024,1024,1026,1024,1022,1026,1026,1026,1025,1026,1027,1020,1026,1026,1025,1032,1024,1027,1030,1026,1026,1025,1026,1028,1025,1026,1024,1029,1025,1029,1032,1023,1026,1021,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,1026,1026,,,1026,1027,1026,1026,1026,1027,1025,,1026,1025,1026,1026,1026,1029,1027,1027,1025
+,,,1026,1025,1027,1027,1025,1028,1025,1030,1026,1026,1026,1026,1026,1025,1024,1027,1027,1024,1032,,1024,1026,1026,1025,1024,1029,1026,,1023,1026,1026,1026,1026,1025,1026,1025,1039,1028,1027,1026,,1026,1026,1026,1028,,1026,,1025,1024,1028,1023,1024,1025,1026,1026,1026,1026,1028,1022,1026,1026,1026,1039,1024,1027,1030,1026,1027,1026,1027,1027,1026,1025,1025,1030,1026,1030,1032,1024,1027,1021,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,1027,1026,1025,1026,1025,,1026,1025,1025,1025,1025,1030,1023,1027,1025
+,,,1027,1026,1027,1027,1026,1027,1025,1030,1026,1026,1026,1025,1026,1025,1025,1027,1027,1025,1033,,1024,1026,1026,1025,1024,1029,1026,,1026,1026,1026,1027,1027,1026,1027,1026,1034,1028,1027,1025,,1026,1026,1026,1028,,1026,,1025,1025,1028,1024,1024,1026,1026,1026,1026,1026,1027,1023,1027,1026,1026,1039,1024,1028,1029,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1029,1032,1024,1027,1021,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1027,1026,1026,1027,1025,,1026,1025,1026,1025,1026,1030,1020,1028,1025
+,,,1026,1026,1027,1027,1026,1028,1025,1030,1026,1027,1026,1026,1026,1026,1025,1027,1027,1024,1031,,1023,1025,1026,1026,1024,1029,1026,,1036,1026,1026,1026,1027,1026,1026,1025,1034,1028,1027,1026,,1027,1026,1026,1028,,1026,,1025,1024,1026,1023,1024,1026,1026,1026,1026,1026,1027,1028,1026,1026,1026,1040,1025,1028,1029,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1029,1033,1023,1027,1021,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,1027,1026,1025,1027,1026,,1026,1026,1026,1026,1026,1030,1018,1028,1025
+,,,1026,1026,1027,1027,1025,1025,1020,1030,1026,1027,1026,1020,1026,1026,1024,1027,1026,1024,1032,,1018,1025,1021,1026,1024,1024,1026,,1034,1026,1021,1021,1027,1026,1027,1025,1037,1028,1027,1026,,1026,1021,1026,1028,,1026,,1025,1025,1027,1023,1024,1026,1022,1026,1021,1021,1027,1019,1026,1021,1019,1041,1020,1028,1029,1026,1027,1020,1022,1028,1026,1026,1025,1030,1021,1030,1033,1019,1028,1015,1026,1021,1026,1022,1026,1026,1026,1021,1027,1021,1026,1026,,,1021,1026,1027,1026,1025,1027,1020,,1026,1025,1026,1025,1026,1030,1016,1027,1025
+,,,1026,1026,1027,1027,1026,1024,1025,1030,1026,1019,1026,1025,1026,1025,1024,1027,1026,1019,1032,,1024,1025,1026,1026,1023,1030,1026,,1038,1026,1027,1027,1027,1026,1027,1025,1029,1028,1027,1021,,1027,1026,1026,1028,,1021,,1025,1025,1027,1023,1023,1026,1026,1026,1026,1026,1027,1023,1027,1026,1026,1041,1024,1028,1024,1020,1027,1025,1027,1028,1026,1021,1025,1030,1027,1030,1032,1028,1029,1020,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1021,,,1027,1027,1028,1026,1020,1022,1025,,1027,1020,1026,1020,1025,1031,1013,1027,1026
+,,,1026,1027,1027,1027,1025,1022,1025,1030,1026,1027,1026,1025,1026,1026,1024,1027,1026,1024,1032,,1023,1025,1026,1026,1024,1029,1026,,1042,1026,1026,1027,1026,1026,1027,1025,1025,1028,1027,1026,,1027,1026,1026,1028,,1026,,1025,1024,1026,1023,1024,1026,1026,1026,1026,1026,1027,1023,1027,1026,1027,1060,1025,1028,1029,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1030,1033,1025,1029,1020,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1025,1027,1026,,1026,1025,1026,1026,1025,1030,1012,1028,1025
+,,,1026,1026,1027,1027,1025,1021,1025,1029,1026,1027,1027,1026,1026,1026,1024,1027,1026,1024,1032,,1023,1025,1026,1026,1026,1029,1026,,1037,1026,1026,1027,1027,1026,1027,1025,1024,1028,1027,1026,,1026,1026,1026,1028,,1026,,1025,1025,1027,1022,1024,1025,1026,1026,1026,1026,1027,1024,1027,1026,1026,1066,1024,1028,1028,1026,1027,1026,1027,1028,1026,1026,1025,1030,1026,1030,1033,1024,1029,1020,1026,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,1028,1026,1025,1027,1025,,1026,1025,1025,1026,1025,1030,1009,1028,1024
+,,,1026,1026,1027,1027,1025,1020,1025,1029,1026,1027,1026,1025,1026,1026,1024,1027,1026,1024,1031,,1023,1025,1026,1026,1022,1029,1026,,1044,1026,1026,1026,1027,1026,1027,1026,1021,1027,1027,1026,,1026,1026,1026,1028,,1026,,1025,1025,1025,1022,1023,1025,1026,1026,1025,1026,1027,1024,1027,1026,1026,1049,1024,1028,1028,1026,1027,1025,1027,1028,1026,1026,1025,1030,1026,1029,1032,1024,1029,1019,1026,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,1028,1026,1025,1027,1025,,1026,1026,1025,1025,1025,1030,1010,1027,1026
+,,,1026,1026,1027,1027,1025,1020,1025,1030,1026,1027,1027,1025,1025,1026,1023,1027,1026,1024,1031,,1023,1025,1026,1026,1024,1030,1026,,1044,1026,1026,1026,1026,1026,1027,1025,1020,1027,1027,1026,,1026,1026,1026,1028,,1026,,1025,1025,1026,1022,1023,1026,1026,1026,1026,1026,1027,1023,1026,1026,1026,1060,1025,1028,1028,1026,1027,1025,1027,1028,1026,1026,1026,1030,1026,1030,1032,,1030,1019,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1027,1026,1025,1027,1025,,1026,1026,1026,1026,1025,1031,1010,1027,1026
+,,,1026,1026,1027,1027,1025,1020,1025,1029,1026,1027,1027,1025,1026,1026,1024,1027,1027,1024,1032,,1024,1025,1026,1025,1027,1029,1026,,1037,1026,1026,1026,1027,1026,1026,1026,1018,1028,1027,1026,,1027,1026,1026,1029,,1026,,1025,1025,1026,1022,1023,1026,1026,1026,1026,1026,1027,1024,1027,1026,1027,1071,1025,1028,1028,1026,1027,1025,1027,1028,1026,1026,1026,1030,1026,1029,1032,,1030,1019,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1029,1026,1025,1027,1025,,1026,1025,1026,1026,1024,1031,1007,1027,1025
+,,,1026,1026,1027,1027,1025,1020,1025,1029,1026,1027,1027,1025,1026,1026,1024,1027,1026,1023,1032,,1023,1026,1026,1025,1024,1029,1026,,1036,1026,1026,1026,1027,1026,1026,1026,1016,1028,1027,1026,,1026,1026,1026,1029,,1026,,1025,1024,1025,1022,1024,1026,1026,1026,1026,1026,1027,1022,1026,1026,1026,1077,1025,1028,1028,1026,1027,1025,1027,1028,1026,1026,1026,1030,1027,1029,1032,,1029,1019,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1028,1026,1025,1027,1025,,1026,1025,1026,1026,1024,1031,1006,1027,1026
+,,,1026,1026,1027,1027,1025,1021,1025,1029,1026,1027,1027,1025,1026,1026,1024,1027,1026,1023,1032,,1023,1026,1026,1026,1024,1029,1026,,1032,1026,1026,1027,1027,1026,1026,1026,1013,1028,1027,1026,,1027,1026,1026,1029,,1026,,1025,1024,1025,1020,1024,1025,1026,1026,1026,1026,1027,1022,1027,1026,1027,1068,1025,1028,1027,1025,1027,1026,1027,1028,1026,1026,1026,1030,1027,1029,1032,,1030,1019,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1024,1027,1026,,1026,1025,1026,1026,1025,1031,1008,1027,1026
+,,,1026,1026,1027,1027,1025,1021,1025,1029,1026,1027,1027,1025,1026,1026,1025,1027,1026,1023,1032,,1023,1025,1026,1026,1025,1029,1026,,1025,1026,1026,1026,1026,1026,1027,1026,1011,1028,1027,1026,,1027,1026,1026,1028,,1026,,1025,1024,1026,1022,1023,1025,1026,1027,1026,1026,1027,1022,1027,1026,1027,1065,1025,1028,1027,1026,1027,1025,1027,1028,1026,1026,1026,1030,1027,1029,1032,,1030,1019,1026,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,,,1026,1027,1029,1026,1025,1027,1025,,1027,1025,1026,1026,1024,1031,1003,1028,1026
+,,,1027,1026,1027,1027,1025,1020,1025,1030,1026,1027,1027,1025,1026,1026,1025,1027,1026,1023,1031,,1023,1026,1026,1026,1027,1030,1026,,1028,1027,1026,1027,1026,1026,1026,1026,1014,1027,1027,1026,,1027,1026,1026,1028,,1026,,1025,1024,1025,1022,1023,1025,1026,1026,1026,1026,1027,1023,1026,1026,1027,1066,1025,1028,1027,1026,1027,1026,1027,1028,1027,1026,1025,1030,1027,1029,1031,,1030,1019,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1028,1026,1025,1027,1025,,1026,1025,1026,1026,1024,1031,1008,1028,1027
+,,,1026,1026,1027,1028,1025,1021,1026,1029,1026,1027,1027,1025,1026,1026,1025,1026,1026,1023,1031,,1023,1025,1026,1026,1026,1030,1026,,1037,1026,1026,1027,1026,1026,1017,1026,1016,1028,1027,1026,,1026,1026,1026,1028,,1026,,1025,1024,1025,1021,1024,1025,1026,1026,1026,1026,1027,1024,1026,1026,1026,1069,1025,1028,1026,1025,1028,1025,1027,1028,1027,1026,1025,1030,1027,1029,1031,,1030,1019,1026,1026,1026,1027,1026,1026,1026,1025,1027,1026,1026,1026,,,1026,1027,1029,1026,1024,1028,1026,,1026,1025,1026,1026,1024,1031,1005,1028,1028
+,,,1026,1026,1027,1027,1025,1021,1025,1030,1026,1027,1027,1025,1026,1026,1025,1027,1026,1023,1032,,1023,1025,1026,1026,1025,1029,1026,,1046,1026,1026,1027,1026,1026,1067,1026,1018,1028,1027,1026,,1026,1026,1026,1028,,1026,,1025,1024,1025,1022,1023,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1064,1025,1028,1026,1025,1027,1026,1027,1028,1027,1027,1025,1029,1027,1029,1031,,1031,1019,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,1028,1026,1024,1027,1026,,1026,1025,1026,1026,1024,1031,1008,1028,1028
+,,,1026,1026,1027,1027,1025,1021,1025,1029,1026,1027,1027,1025,1026,1026,1025,1027,1026,1023,1032,,1023,1025,1026,1026,1028,1029,1026,,1054,1026,1026,1027,1026,1026,1040,1026,1018,1027,1027,1026,,1026,1026,1026,1028,,1026,,1025,1024,1024,1022,1023,1025,1026,1026,1025,1026,1027,1028,1027,1026,1027,1063,1025,1028,1026,1025,1027,1026,1027,1028,1026,1026,1025,1029,1027,1029,1031,,1031,1019,1026,1026,1026,1026,1026,1026,1026,1025,1026,1026,1026,1026,,,1026,1027,1029,1026,1024,1027,1025,,1026,1026,1026,1026,1024,1031,1007,1028,1028
+,,,1026,1026,1027,1027,1025,1021,1026,1029,1026,1027,1027,1025,1026,1026,1026,1027,1026,1023,1032,,1023,1025,1026,1026,1026,1029,1026,,1054,1027,1026,1027,1026,1026,1056,1026,1018,1028,1027,1026,,1026,1026,1026,1028,,1026,,1025,1024,1024,1022,1023,1025,1026,1026,1026,1026,1027,1028,1027,1026,1026,1073,1025,1028,1026,1025,1027,1025,1027,1028,1026,1026,1025,1029,1027,1029,1030,,1031,1020,1026,1026,1026,1026,1027,1027,1026,1025,1026,1026,1026,1026,,,1026,1027,1029,1026,1025,1027,1026,,1026,1025,1026,1025,1024,1031,1009,1027,1027
+,,,1026,1026,1027,1028,1025,1022,1025,1029,1026,1027,1027,1025,1026,1026,1026,1027,1026,1023,1032,,1023,1025,1026,1027,1025,1030,1026,,1052,1026,1026,1027,1026,1026,1054,1026,1016,1028,1027,1026,,1026,1026,1026,1027,,1026,,1025,1023,1025,1022,1023,1025,1026,1026,1026,1026,1027,1029,1027,1026,1026,1077,1025,1028,1026,1025,1027,1025,1027,1028,1027,1027,1024,1029,1027,1029,1031,,1031,1020,1026,1026,1026,1026,1026,1027,1026,1025,1026,1026,1026,1026,,,1026,1027,1029,1026,1025,1027,1026,,1026,1025,1026,1026,1023,1030,1010,1028,1027
+,,,1026,1027,1028,1027,1025,1021,1026,1029,1026,1027,1027,1025,1026,1026,1027,1026,1026,1023,1032,,1023,1025,1026,1026,1027,1029,1026,,1047,1026,1026,1026,1027,1026,1061,1026,1016,1028,1026,1026,,1026,1026,1026,1027,,1026,,1025,1024,1025,1023,1024,1026,1026,1026,1026,1026,1027,1029,1027,1026,1027,1087,1025,1028,1026,1025,1027,1026,1027,1028,1027,1026,1024,1028,1027,1030,1030,,1030,1020,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1026,1028,1026,1024,1027,1026,,1026,1026,1026,1026,1023,1031,1010,1028,1027
+,,,1026,1026,1028,1027,1025,1021,1026,1029,1026,1027,1027,1025,1026,1026,1026,1026,1026,1023,1032,,1023,1025,1026,1026,1026,1030,1026,,1041,1026,1026,1026,1026,1026,1042,1026,1014,1028,1027,1026,,1027,1026,1026,1027,,1026,,1025,1024,1026,1023,1023,1025,1026,1026,1026,1026,1027,1037,1027,1026,1027,1086,1025,1028,1026,1025,1027,1026,1027,1028,1027,1026,1024,1030,1027,1030,1030,,1031,1020,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1025,1027,1026,,1026,1026,1026,1026,1023,1031,1011,1028,1027
+,,,1026,1026,1028,1027,1025,1022,1026,1029,1027,1027,1027,1025,1026,1026,1028,1026,1026,1023,1031,,1023,1026,1026,1026,1025,1029,1026,,1034,1026,1026,1027,1026,1026,1042,1026,1014,1028,1027,1026,,1026,1026,1026,1027,,1026,,1025,1024,1025,1023,1023,1025,1026,1026,1026,1026,1027,1030,1027,1026,1026,1082,1025,1028,1026,1025,1027,1026,1027,1028,1027,1026,1024,1029,1027,1029,1030,,1031,1020,1025,1026,1026,1026,1026,1027,1026,1026,1027,1026,1027,1026,,,1026,1027,1028,1026,1024,1027,1025,,1026,1025,1026,1026,1023,1031,1014,1027,1027
+,,,1026,1026,1027,1027,1025,1022,1026,1029,1026,1027,1028,1025,1026,1026,1028,1027,1026,1023,1031,,1022,1025,1026,1026,1026,1030,1026,,1006,1026,1026,1027,1026,1026,1040,1026,1013,1028,1027,1026,,1026,1026,1026,1027,,1026,,1025,1024,1025,1023,1023,1025,1026,1026,1026,1026,1027,1029,1027,1026,1027,1075,1025,1028,1026,1025,1027,1026,1027,1028,1027,1026,1023,1029,1027,1029,1030,,1031,1020,1026,1026,1026,1027,1026,1027,1026,1025,1026,1026,1026,1026,,,1026,1027,1028,1026,1024,1027,1025,,1026,1025,1026,1026,1023,1031,1012,1027,1028
+,,,1026,1026,1028,1027,1025,1022,1026,1029,1026,1028,1027,1025,1026,1026,1029,1027,1026,1023,1031,,1022,1025,1026,1026,1027,1030,1026,,988,1027,1026,1027,1026,1026,1022,1026,1014,1028,1027,1026,,1026,1026,1026,1027,,1026,,1025,1024,1025,1022,1023,1026,1026,1026,1026,1026,1027,1029,1027,1026,1027,1062,1025,1028,1026,1025,1028,1026,1027,1028,1027,1026,1024,1029,1027,1029,1030,,1030,1020,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1026,1027,1029,1026,1023,1027,1025,,1026,1025,1025,1026,1023,1031,1014,1028,1028
+,,,1026,1026,1027,1027,1025,1023,1026,1029,1026,1027,1028,1025,1026,1026,1030,1026,1026,1022,1031,,1022,1025,1026,1026,1025,1030,1026,,999,1026,1026,1026,1026,1026,1003,1026,1013,1027,1027,1026,,1026,1026,1026,1027,,1026,,1025,1023,1025,1023,1023,1025,1027,1026,1026,1026,1027,1029,1027,1026,1026,1058,1024,1028,1026,1025,1027,1026,1027,1028,1027,1027,1023,1029,1027,1029,1030,,1031,1021,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1029,1026,1023,1027,1025,,1026,1026,1026,1026,1023,1031,1013,1027,1028
+,,,1026,1026,1027,1026,1024,1022,1026,1028,1025,1027,1027,1025,1025,1026,1031,1026,1025,1023,1030,,1022,1025,1025,1026,1026,1029,1025,,1008,1026,1025,1025,1026,1026,995,1026,1014,1027,1026,1026,,1026,1026,1026,1026,,1026,,1024,1024,1024,1023,1023,1026,1026,1026,1025,1026,1027,1028,1027,1026,1026,1055,1025,1028,1025,1025,1027,1025,1026,1028,1026,1026,1022,1028,1027,1028,1029,,1030,1020,1026,1026,1026,1026,1026,1026,1026,1025,1027,1025,1026,1026,,,1025,1027,1028,1026,1022,1027,1024,,1026,1025,1026,1026,1023,1030,1015,1027,1028
+,,,1026,1026,1027,1027,1025,1024,1026,1029,1026,1027,1028,1025,1026,1025,1031,1026,1026,1022,1031,,1022,1025,1026,1025,1027,1030,1026,,1014,1025,1026,1027,1025,1025,1000,1025,1017,1027,1027,1026,,1026,1026,1026,1026,,1026,,1025,1023,1026,1022,1023,1025,1026,1026,1026,1026,1027,1028,1026,1026,1026,1045,1025,1028,1025,1024,1027,1026,1027,1027,1027,1026,1022,1029,1027,1028,1028,,1031,1021,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1026,1029,1025,1022,1026,1025,,1025,1025,1026,1025,1023,1031,1013,1028,1028
+,,,1026,1027,1027,1027,1025,1025,1026,1029,1026,1027,1028,1025,1026,1026,1032,1026,1026,1023,1031,,1022,1025,1026,1026,1026,1029,1025,,1025,1026,1026,1026,1026,1026,1022,1026,1020,1027,1027,1026,,1026,1026,1026,1027,,1026,,1025,1024,1026,1023,1023,1025,1026,1026,1026,1026,1027,1027,1026,1026,1026,1032,1025,1028,1025,1025,1027,1026,1027,1028,1027,1026,1022,1029,1028,1029,1029,,1031,1021,1027,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1026,1028,1026,1023,1027,1025,,1026,1025,1026,1026,1023,1031,1014,1028,1028
+,,,1027,1026,1027,1027,1025,1025,1026,1029,1026,1027,1028,1025,1026,1026,1032,1026,1026,1023,1028,,1022,1026,1026,1026,1026,1030,1025,,1029,1026,1026,1027,1026,1026,1030,1026,1017,1028,1027,1026,,1026,1027,1026,1026,,1026,,1025,1024,1026,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1014,1025,1028,1025,1025,1028,1026,1027,1027,1027,1026,1022,1028,1028,1029,1028,,1031,1021,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1023,1027,1025,,1026,1025,1026,1026,1023,1030,1019,1029,1024
+,,,1026,1027,1027,1027,1025,1025,1026,1029,1026,1027,1028,1020,1025,1026,1033,1026,1026,1023,1030,,1018,1025,1026,1026,1027,1030,1026,,1030,1027,1021,1020,1026,1026,1028,1026,1018,1027,1026,1026,,1026,1021,1020,1026,,1026,,1020,1024,1026,1023,1024,1025,1021,1026,1026,1020,1027,1026,1026,1026,1021,1011,1020,1028,1026,1024,1027,1026,1027,1027,1027,1027,1016,1029,1027,1029,1028,,1031,1016,1023,1026,1026,1021,1026,1021,1021,1020,1027,1026,1027,1026,,,1026,1026,1028,1026,1023,1027,1020,,1026,1026,1026,1026,1023,1031,1020,1028,1026
+,,,1026,1026,1027,1027,1025,1026,1026,1029,1026,1028,1028,1025,1026,1026,1033,1026,1026,1023,1030,,1022,1025,1026,1020,1027,1030,1025,,1027,1020,1026,1026,1026,1021,1024,1020,1018,1027,1027,1025,,1021,1027,1026,1026,,1026,,1025,1019,1026,1023,1023,1019,1026,1022,1026,1026,1027,1026,1026,1026,1026,994,1025,1029,1021,1019,1028,1026,1027,1027,1027,1022,1022,1028,1028,1030,1028,,1031,1022,1029,1027,1022,1026,1027,1027,1026,1025,1022,1026,1026,1020,,,1026,1026,1028,1026,1023,1027,1025,,1026,1026,1020,1026,1023,1031,1018,1027,1026
+,,,1027,1026,1027,1027,1025,1026,1026,1029,1026,1028,1028,1025,1026,1026,1034,1026,1026,1023,1030,,1022,1025,1026,1026,1026,1030,1025,,1031,1026,1026,1026,1026,1026,1022,1026,1019,1027,1027,1026,,1026,1027,1026,1027,,1026,,1025,1024,1026,1024,1023,1025,1026,1026,1026,1026,1027,1026,1027,1026,1027,1000,1025,1028,1026,1024,1028,1026,1027,1028,1026,1027,1021,1028,1028,1030,1028,,1032,1022,1030,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1023,1027,1025,,1026,1026,1026,1026,1023,1030,1022,1028,1025
+,,,1026,1027,1027,1027,1025,1027,1026,1029,1026,1029,1028,1025,1026,1026,1034,1026,1026,1023,1030,,1022,1025,1026,1026,1027,1030,1026,,1032,1026,1026,1026,1026,1026,1025,1026,1019,1027,1027,1026,,1026,1027,1025,1027,,1026,,1026,1024,1025,1024,1023,1025,1026,1026,1026,1026,1027,1026,1027,1026,1027,1005,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1022,1028,1028,1030,1029,,1031,1022,1031,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1023,1027,1025,,1026,1026,1026,1026,1023,1030,1027,1028,1026
+,,,1026,1026,1027,1027,1024,1026,1026,1029,1026,1028,1028,1025,1026,1026,1034,1026,1026,1023,1030,,1022,1025,1026,1026,1027,1031,1025,,1031,1027,1026,1027,1026,1026,1032,1026,1018,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1024,1025,1024,1023,1026,1026,1026,1026,1026,1027,1026,1026,1026,1027,1011,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1022,1028,1028,1030,1029,,1032,1023,1032,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1025,,,1026,1027,1029,1026,1023,1027,1025,,1026,1026,1026,1026,1023,1030,1025,1028,1026
+,,,1026,1026,1027,1027,1025,1025,1026,1029,1026,1028,1027,1025,1026,1026,1034,1026,1026,1023,1030,,1022,1025,1026,1026,1027,1030,1026,,1030,1027,1026,1026,1026,1026,1041,1026,1020,1027,1027,1026,,1026,1027,1026,1027,,1026,,1025,1024,1026,1024,1023,1025,1026,1026,1026,1026,1027,1025,1027,1026,1026,1016,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1021,1028,1028,1030,1028,,1032,1023,1032,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1023,1027,1025,,1026,1026,1026,1026,1024,1030,1023,1027,1026
+,,,1027,1026,1027,1026,1025,1025,1026,1029,1026,1026,1028,1025,1026,1026,1034,1026,1026,1024,1029,,1022,1025,1026,1026,1027,1030,1025,,1029,1026,1026,1026,1026,1026,1048,1026,1022,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1024,1026,1024,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1019,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1021,1028,1028,1029,1028,,1032,1024,1032,1026,1026,1027,1026,1026,1027,1026,1027,1026,1026,1025,,,1026,1027,1029,1026,1022,1027,1025,,1027,1026,1026,1026,1024,1030,1025,1028,1026
+,,,1026,1026,1027,1027,1025,1025,1026,1028,1026,1026,1028,1025,1025,1026,1035,1026,1026,1024,1029,,1022,1025,1026,1026,1028,1030,1025,,1031,1026,1026,1026,1026,1027,1047,1026,1024,1027,1026,1025,,1026,1027,1026,1027,,1026,,1025,1025,1027,1024,1023,1025,1026,1026,1026,1026,1027,1026,1027,1026,1027,1032,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1021,1028,1028,1030,1028,,1032,1024,1032,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1027,1025,,1026,1026,1026,1026,1024,1030,1031,1029,1026
+,,,1026,1026,1027,1027,1024,1024,1026,1029,1026,1026,1028,1026,1025,1026,1035,1026,1026,1024,1029,,1022,1025,1026,1026,1027,1030,1026,,1033,1026,1026,1027,1026,1026,1050,1026,1022,1027,1026,1026,,1026,1027,1026,1027,,1026,,1025,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1042,1025,1028,1026,1024,1027,1026,1027,1027,1027,1027,1021,1028,1028,1030,1028,,1032,1024,1032,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1030,1027,1028,1026
+,,,1026,1026,1027,1027,1024,1023,1026,1028,1026,1026,1027,1026,1025,1026,1035,1026,1026,1024,1029,,1021,1026,1026,1026,1028,1030,1025,,1032,1026,1026,1027,1026,1026,1052,1026,1023,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1048,1025,1028,1027,1024,1027,1026,1027,1027,1027,1027,1021,1028,1028,1030,1028,,1032,1025,1032,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1030,1024,1029,1027
+,,,1027,1026,1028,1027,1024,1023,1026,1028,1026,1026,1028,1026,1025,1026,1034,1026,1026,1024,1029,,1022,1026,1026,1026,1028,1030,1026,,1032,1026,1026,1027,1026,1026,1054,1026,1020,1027,1027,1026,,1026,1027,1026,1026,,1026,,1026,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1055,1024,1028,1027,1024,1027,1027,1027,1027,1027,1027,1020,1028,1028,1029,1028,,1032,1025,1031,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1027,1025,,1026,1026,1026,1026,1024,1030,1029,1028,1027
+,,,1026,1026,1027,1026,1024,1024,1026,1028,1026,1025,1027,1026,1026,1026,1035,1026,1026,1024,1029,,1022,1025,1026,1026,1026,1030,1026,,1031,1026,1026,1026,1026,1026,1058,1027,1021,1027,1027,1025,,1026,1027,1026,1027,,1026,,1025,1025,1027,1024,1023,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1065,1024,1028,1026,1024,1027,1026,1027,1027,1027,1027,1020,1028,1028,1030,1028,,1032,1026,1030,1026,1026,1027,1026,1027,1026,1026,1026,1025,1026,1025,,,1026,1028,1029,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1033,1028,1026
+,,,1026,1026,1027,1026,1024,1023,1027,1028,1026,1087,1027,1026,1026,1026,1034,1026,1026,1024,1029,,1021,1026,1026,1026,1026,1030,1026,,1030,1026,1026,1027,1026,1026,1057,1026,1020,1027,1026,1025,,1026,1027,1026,1027,,1027,,1026,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1053,1024,1028,1026,1024,1027,1026,1027,1027,1027,1026,1020,1028,1028,1030,1027,,1032,1026,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,,,1026,1027,1029,1026,1022,1027,1025,,1026,1026,1026,1026,1024,1029,1029,1029,1027
+,,,1027,1026,1027,1026,1025,1024,1026,1028,1026,1101,1027,1026,1025,1026,1034,1026,1026,1024,1028,,1021,1025,1026,1026,1027,1030,1025,,1029,1026,1026,1026,1026,1026,1057,1026,1019,1027,1027,1025,,1026,1027,1026,1027,,1026,,1025,1025,1025,1024,1022,1025,1026,1026,1026,1026,1027,1027,1027,1026,1027,1047,1024,1028,1026,1024,1027,1027,1027,1027,1027,1026,1020,1027,1028,1030,1027,,1032,1026,1025,1026,1026,1026,1026,1027,1026,1025,1026,1026,1026,1025,,,1026,1027,1029,1026,1023,1026,1025,,1026,1026,1026,1026,1024,1029,1026,1029,1027
+,,,1026,1026,1027,1026,1025,1024,1026,1028,1026,1100,1027,1026,1026,1026,1034,1026,1026,1024,1028,,1021,1025,1026,1026,1027,1030,1026,,1029,1027,1026,1027,1026,1026,1059,1026,1022,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1043,1024,1028,1026,1024,1027,1027,1027,1027,1027,1026,1020,1027,1028,1030,1027,,1032,1026,1022,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1031,1028,1028
+,,,1026,1026,1027,1026,1025,1025,1026,1028,1026,1100,1027,1026,1025,1026,1033,1026,1026,1024,1028,,1021,1025,1026,1026,1026,1030,1026,,1029,1026,1026,1026,1026,1026,1055,1026,1023,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1025,1026,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1042,1024,1029,1026,1025,1027,1027,1027,1027,1027,1026,1019,1027,1028,1030,1026,,1032,1026,1019,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1027,1025,,1026,1026,1026,1026,1024,1029,1040,1028,1027
+,,,1026,1026,1027,1026,1024,1024,1026,1029,1026,1110,1027,1026,1026,1026,1032,1026,1026,1024,1028,,1021,1026,1026,1026,1026,1030,1025,,1029,1026,1026,1027,1026,1026,1050,1026,1023,1027,1027,1026,,1026,1027,1026,1027,,1026,,1026,1025,1027,1024,1023,1026,1026,1026,1026,1026,1027,1026,1026,1026,1027,1038,1024,1028,1026,1025,1027,1027,1027,1027,1027,1026,1019,1027,1028,1030,1026,,1032,1026,1015,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,,,1026,1027,1028,1026,1021,1026,1025,,1026,1026,1026,1026,1024,1029,1034,1028,1027
+,,,1026,1026,1027,1026,1025,1025,1026,1028,1026,1066,1027,1026,1026,1026,1032,1026,1026,1024,1027,,1021,1025,1026,1026,1028,1030,1025,,1030,1026,1026,1027,1026,1026,1045,1026,1023,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1026,1028,1024,1023,1025,1026,1026,1026,1026,1027,1026,1027,1026,1027,1035,1023,1028,1026,1025,1027,1027,1027,1027,1027,1026,1019,1027,1028,1030,1026,,1033,1026,1014,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1028,1028,1027
+,,,1026,1026,1027,1026,1025,1025,1026,1028,1026,1055,1027,1027,1025,1026,1031,1026,1026,1024,1027,,1021,1025,1026,1026,1028,1030,1026,,1030,1026,1026,1027,1026,1027,1039,1026,1022,1026,1027,1025,,1026,1027,1026,1027,,1026,,1026,1026,1028,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1031,1023,1028,1026,1025,1027,1027,1026,1026,1027,1026,1019,1027,1028,1030,1026,,1032,1026,1010,1026,1026,1026,1027,1027,1026,1026,1027,1026,1026,1025,,,1026,1028,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1031,1028,1026
+,,,1026,1026,1027,1026,1025,1025,1026,1028,1026,1056,1027,1026,1025,1026,1031,1027,1026,1024,1027,,1020,1026,1026,1026,1028,1030,1026,,1030,1026,1026,1027,1026,1026,1037,1026,1023,1027,1027,1025,,1027,1027,1026,1027,,1026,,1026,1026,1029,1024,1022,1026,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1023,1028,1026,1025,1027,1027,1026,1027,1027,1026,1019,1027,1028,1031,1026,,1032,1026,1009,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1029,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1032,1028,1026
+,,,1026,1026,1027,1025,1024,1025,1026,1028,1026,1039,1027,1026,1025,1026,1031,1026,1026,1024,1027,,1021,1026,1026,1026,1027,1030,1026,,1030,1026,1026,1026,1026,1026,1036,1027,1025,1027,1027,1025,,1026,1027,1026,1027,,1026,,1025,1026,1030,1024,1022,1025,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1023,1028,1026,1025,1027,1027,1027,1027,1027,1026,1019,1026,1028,1031,1026,,1032,1026,1007,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1025,,,1026,1028,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1028,1025,1029,1026
+,,,1026,1026,1027,1026,1025,1024,1026,1028,1026,1026,1027,1026,1026,1026,1030,1026,1026,1024,1027,,1021,1026,1026,1026,1027,1030,1026,,1030,1027,1026,1027,1026,1027,1037,1027,1026,1027,1027,1025,,1026,1027,1026,1027,,1026,,1026,1026,1029,1024,1023,1026,1026,1027,1026,1026,1027,1026,1026,1026,1027,1028,1023,1028,1026,1025,1027,1027,1027,1026,1027,1025,1019,1026,1029,1031,1026,,1032,1026,1007,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1028,1025,1029,1025
+,,,1026,1026,1027,1025,1024,1023,1025,1027,1026,1026,1026,1026,1025,1026,1029,1026,1026,1024,1026,,1020,1025,1025,1026,1026,1029,1026,,1029,1026,1025,1026,1026,1027,1039,1026,1024,1026,1026,1025,,1026,1027,1026,1027,,1026,,1024,1026,1029,1024,1022,1025,1026,1026,1025,1025,1026,1026,1027,1026,1026,1028,1022,1027,1026,1024,1026,1026,1026,1026,1026,1025,1019,1026,1028,1030,1026,,1032,1026,1005,1026,1026,1026,1026,1026,1026,1025,1026,1026,1025,1025,,,1025,1028,1028,1026,1022,1026,1024,,1026,1026,1025,1026,1025,1028,1029,1028,1026
+,,,1026,1026,1027,1026,1024,1023,1026,1028,1026,1021,1026,1026,1025,1026,1028,1026,1027,1024,1026,,1021,1026,1026,1025,1027,1029,1026,,1028,1026,1026,1026,1026,1026,1039,1026,1025,1026,1027,1024,,1026,1027,1026,1027,,1026,,1025,1026,1030,1023,1023,1025,1026,1025,1026,1026,1027,1026,1026,1026,1027,1025,1022,1028,1025,1024,1027,1027,1026,1026,1027,1025,1019,1026,1029,1031,1025,,1032,1026,1005,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1025,1027,1028,1025,1021,1026,1025,,1025,1026,1025,1025,1024,1029,1033,1028,1027
+,,,1026,1026,1027,1026,1024,1024,1026,1028,1026,1023,1026,1026,1026,1026,1029,1026,1027,1024,1026,,1021,1026,1026,1025,1028,1029,1026,,1028,1025,1026,1026,1026,1027,1040,1027,1026,1026,1027,1024,,1026,1027,1026,1027,,1026,,1025,1027,1029,1024,1023,1025,1026,1026,1026,1026,1027,1026,1026,1026,1027,1024,1022,1028,1026,1025,1027,1027,1026,1026,1027,1025,1020,1027,1029,1032,1025,,1033,1026,1005,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,1026,1022,1026,1025,,1026,1026,1026,1026,1024,1029,1030,1028,1027
+,,,1026,1027,1027,1026,1025,1024,1026,1028,1026,1023,1026,1026,1026,1026,1028,1026,1027,1024,1025,,1021,1026,1026,1026,1028,1029,1026,,1026,1027,1026,1026,1027,1027,1041,1027,1026,1027,1027,1025,,1026,1027,1026,1027,,1026,,1025,1026,1029,1024,1023,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1024,1022,1027,1026,1025,1026,1027,1027,1026,1027,1025,1020,1027,1029,1032,1024,,1033,1026,1005,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1028,,1022,1026,1025,,1026,1026,1026,1026,1024,1028,1025,1028,1028
+,,,1026,1026,1027,1026,1020,1025,1021,1028,1026,1042,1026,1021,1026,1026,1028,1026,1022,1024,1025,,1016,1020,1021,1025,1028,1029,1021,,1025,1026,1026,1021,1027,1026,1042,1027,1020,1024,1027,1025,,1026,1027,1020,1027,,1026,,1024,1026,1030,1024,1017,1025,1026,1026,1026,1026,1027,1026,1026,1021,1027,1025,1016,1028,1026,1025,1027,1027,1022,1026,1022,1025,1015,1027,1029,1032,1025,,1032,1026,1001,1021,1026,1022,1026,1022,1026,1021,1026,1026,1026,1025,,,1021,1027,1028,,1022,1026,1021,,1026,1026,1026,1026,1024,1028,1031,1028,1027
+,,,1026,1021,1027,1025,1025,1024,1026,1028,1026,1053,1026,1027,1026,1021,1028,1026,1027,1024,1025,,1021,1026,1026,1025,1023,1029,1026,,1018,1026,1026,1026,1022,1021,1045,1021,1027,1049,1027,1025,,1021,1027,1026,1027,,1021,,1024,1021,1029,1024,1023,1026,1027,1019,1026,1026,1027,1026,1022,1026,1026,1021,1021,1027,1021,1020,1027,1027,1026,1026,1027,1025,1020,1027,1029,1031,1024,,1032,1026,1007,1026,1021,1026,1026,1027,1026,1026,1026,1026,1026,1020,,,1026,1027,1028,,1022,1021,1025,,1021,1021,1020,1021,1024,1028,1030,1028,1021
+,,,1026,1026,1027,1025,1025,1024,1026,1028,1026,1062,1026,1026,1026,1026,1027,1026,1027,1024,1025,,1021,1026,1026,1025,1027,1028,1026,,1024,1026,1026,1026,1026,1026,1045,1027,1027,1047,1027,1024,,1026,1027,1026,1027,,1026,,1024,1026,1029,1024,1023,1026,1026,1026,1025,1026,1027,1026,1026,1026,1027,1027,1021,1027,1026,1025,1027,1027,1027,1026,1027,1024,1020,1027,1029,1030,1024,,1032,1026,1008,1026,1027,1026,1026,1027,1027,1026,1026,1026,1026,1026,,,1025,1027,1028,,1022,1027,1025,,1026,1026,1026,1026,1024,1028,1025,1029,1026
+,,,1027,1026,1027,1026,1025,1025,1026,1028,1027,1062,1026,1026,1026,1026,1027,1026,1027,1024,1025,,1022,1026,1026,1025,1028,1028,1026,,1024,1026,1026,1026,1026,1027,1044,1026,1028,1060,1026,1024,,1026,1027,1026,1027,,1026,,1024,1026,1030,1024,1024,1025,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1020,1027,1026,1025,1027,1027,1027,1026,1027,1024,1021,1027,1029,1030,1024,,1032,1025,1011,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1028,1028,,1022,1026,1025,,1026,1026,1026,1026,1024,1028,1023,1029,1026
+,,,1027,1026,1027,1025,1025,1024,1026,1028,1026,1052,1026,1027,1026,1026,1026,1026,1027,1025,1024,,1022,1026,1026,1025,1028,1029,1026,,1023,1026,1026,1026,1026,1027,1044,1026,1028,1076,1027,1024,,1026,1027,1026,1027,,1026,,1024,1026,1030,1024,1023,1025,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1020,1027,1026,1025,1026,1027,1026,1025,1027,1024,1021,1027,1029,1030,1024,,1032,1026,1013,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1027,1028,,1022,1026,1025,,1026,1026,1026,1026,1025,1028,1027,1029,1026
+,,,1026,1027,1027,1025,1024,1024,1026,1028,1027,1043,1026,1026,1026,1026,1025,1026,1027,1024,1024,,1022,1026,1026,1026,1026,1028,1026,,1023,1026,1026,1026,1026,1027,1042,1026,1028,1070,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1028,1024,1023,1026,1026,1026,1026,1026,1027,1026,1026,1026,1027,1026,1020,1027,1026,1025,1027,1027,1026,1025,1027,1024,1020,1027,1029,1029,1024,,1032,1026,1014,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1028,,1022,1026,1024,,1026,1026,1025,1026,1025,1028,1030,1028,1025
+,,,1027,1026,1027,1025,1025,1024,1026,1028,1026,1053,1026,1027,1026,1027,1025,1026,1027,1025,1024,,1022,1026,1026,1025,1026,1028,1026,,1022,1027,1026,1026,1027,1026,1041,1026,1029,1067,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1029,1024,1024,1025,1027,1026,1026,1026,1027,1026,1027,1026,1027,1025,1019,1027,1026,1025,1026,1027,1026,1025,1027,1024,1021,1027,1029,1029,1024,,1031,1026,1015,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1025,,,1025,1027,1028,,1022,1026,1025,,1026,1026,1026,1026,1025,1028,1026,1028,1026
+,,,1026,1026,1027,1025,1025,1024,1026,1028,1027,1051,1026,1027,1026,1026,1025,1026,1027,1024,1024,,1022,1026,1026,1026,1027,1028,1026,,1021,1026,1026,1026,1027,1026,1039,1027,1029,1068,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1029,1025,1023,1026,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1019,1027,1026,1025,1027,1027,1026,1025,1027,1024,1021,1027,1029,1028,1024,,1030,1026,1016,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,,1022,1026,1025,,1026,1026,1026,1026,1025,1028,1023,1029,1026
+,,,1026,1027,1027,1025,1026,1024,1026,1028,1026,1030,1026,1027,1026,1026,1025,1026,1027,1024,1023,,1022,1026,1026,1025,1027,1028,1026,,1021,1026,1026,1025,1026,1027,1037,1026,1028,1046,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1027,1025,1024,1025,1026,1026,1026,1026,1026,1025,1027,1026,1027,1028,1018,1028,1026,1025,1027,1027,1026,1025,1027,1023,1021,1028,1030,1027,1024,,1030,1026,1017,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,,1022,1026,1025,,1026,1026,1026,1026,1025,1028,1027,1030,1027
+,,,1026,1027,1027,1026,1025,1025,1026,1028,1026,1050,1026,1027,1026,1026,1025,1026,1027,1025,1023,,1022,1026,1026,1025,1027,1028,1026,,1020,1026,1026,1027,1027,1027,1036,1027,1027,997,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1028,1025,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1029,1018,1027,1026,1025,1027,1027,1026,1025,1027,1023,1021,1028,1030,1026,1024,,1030,1026,1017,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,,1023,1026,1025,,1026,1026,1028,1026,1025,1028,1027,1028,1026
+,,,1027,1027,1027,1026,1025,1025,1026,1028,1026,1064,1026,1027,1026,1026,1025,1026,1027,1025,1023,,1022,1026,1026,1025,1028,1028,1026,,1019,1026,1026,1026,1027,1027,1034,1026,1027,985,1027,1024,,1026,1027,1026,1027,,1026,,1025,1027,1027,1025,1024,1025,1026,1026,1026,1026,1027,1025,1027,1026,1027,1029,1018,1027,1026,1025,1027,1028,1026,1025,1027,1023,1021,1027,1029,1027,1023,,1030,1027,1017,1026,1026,1027,1026,1026,1027,1026,1026,1026,1026,1025,,,1026,1027,1027,,1023,1026,1025,,1026,1026,1025,1026,1025,1028,1021,1028,1026
+,,,1026,1026,1027,1025,1025,1025,1026,1028,1027,1075,1026,1027,1026,1026,1026,1026,1028,1025,1023,,1022,1026,1026,1025,1027,1028,1026,,1018,1027,1026,1027,1027,1027,1031,1027,1028,1014,1027,1024,,1026,1027,1026,1027,,1026,,1024,1027,1027,1024,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1028,1018,1027,1026,1025,1027,1027,1026,1025,1027,1023,1022,1027,1029,1026,1023,,1029,1026,1018,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1025,1027,1027,,1023,1026,1024,,1026,1026,1026,1026,1025,1028,1018,1030,1026
+,,,1027,1026,1027,1026,1025,1025,1026,1028,1027,1074,1026,1027,1026,1026,1026,1026,1028,1025,1023,,1022,1026,1026,1026,1027,1028,1026,,1018,1026,1026,1026,1027,1027,1030,1027,1029,1033,1027,1024,,1026,1027,1026,1027,,1027,,1024,1027,1028,1025,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1025,1018,1028,1026,1025,1027,1027,1026,1024,1027,1023,1022,1027,1030,1027,1023,,1029,1027,1018,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1025,,,1026,1027,1028,,1023,1026,1024,,1026,1026,1026,1026,1026,1029,1024,1029,1026
+,,,1026,1026,1027,1026,1025,1026,1026,1028,1027,1088,1026,1027,1026,1026,1026,1026,1028,1025,1023,,1022,1025,1026,1026,1027,1028,1026,,1018,1026,1026,1026,1026,1027,1030,1026,1030,1034,1027,1024,,1026,1027,1026,1027,,1026,,1025,1027,1029,1025,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1026,1026,1017,1027,1026,1025,1027,1027,1027,1024,1027,1023,1022,1027,1029,1027,1023,,1028,1027,1018,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,1027,,1023,1027,1024,,1026,1026,1025,1026,1025,1028,1030,1029,1026
+,,,1027,1027,1027,1026,1026,1025,1026,1028,1027,1075,1026,1027,1026,1026,1027,1026,1028,1025,1023,,1022,1026,1026,1026,1027,1028,1026,,1018,1026,1026,1026,1026,1027,1030,1026,1032,1043,1026,1024,,1026,1027,1026,1027,,1027,,1025,1027,1028,1025,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1026,1017,1027,1026,1025,1027,1027,1026,1024,1027,1023,1022,1027,1029,1027,1023,,1027,1026,1019,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,,1023,1027,1024,,1026,1026,1025,1026,1026,1028,1024,1029,1025
+,,,1026,1027,1026,1026,1025,1026,1026,1028,1027,1077,1025,1027,1026,1026,1026,1026,1028,1025,1023,,1022,1026,1026,1025,1027,1027,1026,,1018,1026,1026,1026,1026,1027,1030,1026,1033,1052,1027,1024,,1026,1027,1026,1026,,1026,,1025,1027,1028,1025,1024,1026,1026,1027,1026,1026,1027,1025,1026,1026,1027,1025,1017,1027,1027,1025,1027,1027,1026,1024,1027,1022,1022,1027,1029,1027,1022,,1028,1026,1019,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,1027,,1023,1026,1024,,1026,1026,1026,1026,1026,1028,1020,1028,1024
+,,,1026,1027,1027,1026,1025,1026,1026,1028,1026,1082,1026,1027,1026,1026,1027,1026,1028,1026,1023,,1022,1026,1026,1026,1027,1027,1026,,1018,1026,1026,1027,1027,1027,1028,1026,1033,1058,1027,1024,,1026,1028,1026,1027,,1027,,1025,1027,1028,1025,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1025,1017,1027,1027,1025,1027,1027,1026,1024,1027,1023,1019,1027,1029,1027,1022,,1027,1026,1019,1026,1026,1027,1026,1027,1027,1026,1026,1026,1026,1026,,,1026,1028,1027,,1023,1026,1024,,1026,1026,1025,1026,1026,1028,1024,1028,1025
+,,,1027,1026,1027,1026,1025,1026,1025,1028,1027,1085,1026,1027,1026,1026,1027,1026,1028,1025,1022,,1022,1026,1026,1025,1027,1027,1026,,1018,1026,1026,1026,1026,1027,1028,1027,1032,1059,1027,1024,,1026,1027,1026,1026,,1026,,1026,1027,1028,1025,1024,1025,1026,1026,1026,1026,1027,1025,1026,1027,1027,1024,1017,1027,1027,1025,1027,1028,1026,1024,1027,1022,1023,1027,1030,1028,1022,,1027,1026,1020,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1025,1027,1027,,1023,1027,1024,,1026,1026,1026,1026,1026,1028,1027,1029,1025
+,,,1026,1027,1027,1026,1026,1026,1025,1027,1027,1084,1026,1027,1026,1027,1027,1026,1028,1026,1023,,1022,1026,1026,1025,1027,1027,1027,,1017,1026,1026,1026,1026,1027,1026,1026,1036,1059,1027,1024,,1027,1028,1026,1026,,1026,,1026,1027,1029,1026,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1026,1024,1018,1027,1027,1025,1027,1027,1026,1024,1027,1022,1022,1027,1030,1028,1022,,1027,1026,1019,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1027,,1023,1026,1024,,1026,1026,1025,1026,1026,1028,1022,1028,1025
+,,,1027,1026,1027,1026,1026,1027,1026,1026,1027,1082,1025,1027,1026,1026,1027,1026,1028,1025,1022,,1022,1026,1026,1025,1027,1027,1026,,1017,1026,1026,1026,1027,1027,1026,1026,1033,1055,1027,1024,,1026,1027,1027,1026,,1026,,1026,1027,1028,1025,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1025,1018,1027,1027,1025,1026,1027,1027,1024,1027,1022,1023,1027,1030,1028,1022,,1026,1026,1020,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,,,1026,1028,1027,,1023,1027,1024,,1026,1026,1025,1026,1026,1028,1018,1028,1026
+,,,1026,1026,1027,1026,1026,1027,1025,1027,1027,1084,1025,1027,1026,1026,1027,1026,1028,1025,1023,,1023,1026,1026,1025,1026,1027,1026,,1016,1026,1026,1026,1027,1027,1025,1027,1033,1050,1027,1024,,1026,1028,1026,1026,,1026,,1026,1027,1028,1026,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1025,1018,1027,1027,1026,1026,1027,1027,1023,1027,1022,1023,1027,1030,1027,1022,,1026,1026,1020,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1027,,1023,1026,1024,,1026,1026,1025,1026,1027,1028,1023,1028,1026
+,,,1026,1027,1027,1026,1026,1026,1026,1026,1027,1068,1026,1027,1026,1026,1028,1026,1028,1026,1023,,1023,1026,1026,1025,1025,1027,1026,,1015,1026,1026,1026,1026,1027,1025,1027,1034,1047,1027,1023,,1026,1027,1026,1026,,1026,,1026,1027,1030,1026,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1024,1018,1027,1027,1025,1027,1027,1026,1023,1027,1022,1023,1027,1030,1027,1022,,1026,1026,1020,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1025,1027,1027,,1024,1026,1024,,1026,1026,1025,1026,1027,1028,1032,1029,1025
+,,,1026,1027,1026,1025,1025,1026,1025,1026,1026,1069,1025,1027,1026,1026,1028,1026,1027,1025,1022,,1022,1025,1025,1025,1026,1026,1026,,1015,1026,1026,1025,1026,1027,1023,1026,1032,1042,1026,1024,,1026,1027,1026,1026,,1026,,1026,1027,1030,1026,1023,1026,1026,1026,1025,1025,1026,1025,1027,1025,1026,1024,1018,1027,1027,1025,1026,1026,1026,1022,1026,1022,1020,1026,1030,1026,1022,,1025,1026,1020,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1024,1026,1024,,1026,1026,1025,1026,1027,1027,1027,1028,1026
+,,,1027,1026,1026,1026,1026,1027,1025,1028,1027,1067,1026,1027,1026,1026,1028,1026,1028,1025,1023,,1023,1026,1026,1025,1026,1026,1026,,1014,1026,1026,1026,1026,1026,1023,1025,1033,1045,1027,1023,,1025,1027,1026,1026,,1026,,1026,1026,1029,1025,1024,1025,1026,1026,1026,1026,1027,1025,1026,1026,1027,1024,1018,1027,1026,1025,1027,1027,1026,1022,1027,1022,,1026,1030,1027,1021,,1025,1026,1020,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,,,1026,1027,1027,,1023,1026,1025,,1025,1026,1024,1025,1026,1027,1019,1028,1025
+,,,1026,1026,1026,1026,1025,1027,1025,1027,1027,1067,1025,1027,1026,1027,1028,1026,1028,1026,1023,,1024,1026,1026,1026,1027,1026,1026,,1014,1026,1026,,1026,1027,1023,1027,1032,1043,1026,1024,,1027,1027,1027,1026,,1026,,1027,1026,1029,1026,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1024,1019,1027,1027,1025,1027,1027,1026,1023,1027,1022,,1026,1030,1027,1022,,1025,1026,1021,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1027,,1024,1027,1025,,1026,1026,1025,1026,1027,1028,1022,1028,1025
+,,,1027,1026,1027,1026,1025,1027,1025,1027,1026,1059,1026,1027,1026,1026,1028,1026,1028,1026,1023,,1024,1026,1026,1025,1026,1026,1025,,1015,1026,1026,,1026,1027,1022,1026,1032,1037,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1029,1026,1024,1025,1027,1026,1026,1026,1027,1025,1027,1026,1027,1025,1019,1027,1027,1026,1027,1027,1026,1023,1027,1022,,1026,1030,1026,1022,,1024,1026,1023,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1025,,,1025,1027,1026,,1024,1026,1025,,1026,1026,1025,1026,1027,1027,1028,1030,1024
+,,,1027,1026,1026,1026,1020,1022,1020,1027,1026,1055,1020,1027,1026,1026,1028,1026,1028,1026,1018,,1019,1026,1020,1026,1025,1026,1026,,1016,1027,1021,,1026,1027,1023,1027,1032,1033,1021,1024,,1026,1027,1022,1026,,1026,,1027,1026,1029,1026,1018,1026,1022,1026,1026,1026,1022,1020,1026,1026,1027,1023,1014,1027,1026,1025,1027,1022,1026,1023,1022,1022,,1026,1030,1027,1021,,1025,1026,1016,1021,1026,1026,1026,1027,1026,1021,1026,1026,1026,1026,,,1026,1027,1026,,1024,1027,1020,,1026,1026,1025,1026,1027,1027,1026,1029,1025
+,,,1026,1027,1027,1026,1025,1027,1025,1027,1027,1048,1025,1027,1026,1027,1029,1026,1028,1026,1023,,1025,1026,1026,1025,1021,1027,1026,,1011,1021,1026,,1026,1027,1017,1022,1032,1036,1026,1024,,1021,1027,1027,1026,,1026,,1027,1021,1028,1026,1025,1019,1026,1026,1026,1026,1027,1025,1022,1026,1027,1023,1020,1027,1027,1025,1027,1027,1026,1022,1026,1022,,1026,1030,1027,1022,,1025,1026,1022,1026,1026,1026,1026,1026,1027,1026,1022,1026,1026,1020,,,1026,1027,1027,,1024,1027,1025,,1021,1021,1019,1021,1027,1027,1023,1029,1020
+,,,1027,1026,1026,1026,1026,1027,1025,1027,1027,1043,1025,1027,1026,1027,1029,1026,1028,1026,1024,,1025,1025,1026,1025,1025,1027,1026,,1015,1026,1026,,1027,1027,1022,1027,1032,1028,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1027,1026,1025,1026,1027,1026,1026,1026,1027,1025,1026,1026,1027,1023,1021,1027,1027,1025,1027,1027,1026,1022,1027,1022,,1026,1030,1026,1022,,1025,1026,1022,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1026,,,1025,1027,1027,,1025,1027,1025,,1026,1026,1025,1026,1027,1027,1026,1028,1026
+,,,1027,1026,1026,1026,1026,1027,1025,1027,1027,1038,1026,1027,1026,1026,1029,1026,1028,1026,1024,,1025,1026,1026,1026,1027,1026,1026,,1015,1026,1026,,1026,1027,1022,1026,1032,1028,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1026,1026,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1023,1020,1027,1027,1025,1027,1027,1026,1022,1026,1022,,1025,1030,1026,1022,,1025,1026,1022,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,,,1025,1026,1027,,1025,1027,1026,,1025,1026,1025,1026,1027,1027,1032,1028,1026
+,,,1026,1026,1026,1026,1026,1027,1025,1027,1026,1036,1026,1027,1026,1026,1028,1026,1028,1026,1025,,1025,1026,1026,1026,1027,1026,1026,,1014,1026,1026,,1026,1027,1021,1026,1031,1030,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1025,1025,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1024,1020,1027,1027,1025,1027,1027,1026,1022,1026,1022,,1026,1030,1026,1022,,1024,1026,1022,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1025,1027,1026,,1026,1026,1025,1026,1027,1027,1028,1029,1026
+,,,1026,1026,1027,1026,1026,1027,1025,1027,1027,1036,1026,1027,1026,1027,1028,1026,1028,1026,1025,,1026,1026,1026,1025,1025,1027,1026,,1014,1026,1026,,1026,1027,1020,1026,1030,1040,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1027,1025,1025,1025,1026,1026,1026,1026,1027,1025,1026,1026,1027,1023,1021,1027,1027,1025,1027,1027,1026,1022,1027,1021,,1025,1030,1026,1022,,1025,1026,1022,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1026,1027,,1025,1027,1026,,1026,1026,1025,1026,1027,1026,1020,1029,1026
+,,,1027,1026,1026,1026,1026,1027,1025,1027,1027,1037,1025,1027,1026,1027,1028,1026,1028,1026,1025,,1026,1025,1026,1026,1025,1026,1026,,1014,1026,1026,,1026,1027,1021,1026,1031,1045,1027,1024,,1026,1027,1027,1026,,1027,,1027,1026,1026,1025,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1024,1021,1027,1027,1026,1027,1027,1026,1022,1026,1021,,1026,1030,1026,1022,,1025,1026,1022,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1025,1027,1026,,1026,1026,1025,1026,1027,1026,1022,1028,1027
+,,,1026,1026,1026,1026,1026,1027,1025,1027,1027,1037,1026,1027,1026,1026,1028,1026,1028,1026,1025,,1026,1026,1026,1026,1026,1026,1026,,1014,1026,1026,,1026,1027,1020,1026,1031,1046,1027,1024,,1026,1027,1027,1026,,1026,,1026,1026,1026,1025,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1023,1021,1027,1027,1025,1027,1028,1026,1022,1026,1022,,1026,1030,1026,1023,,1025,1027,1022,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1025,1026,1027,,1025,1027,1026,,1026,1026,1025,1026,1027,1026,1030,1028,1027
+,,,1027,1026,1026,1026,1026,1027,1025,1027,1027,1037,1026,1027,1027,1027,1028,1026,1028,1026,1025,,1026,1025,1026,1026,1026,1026,1026,,1014,1026,1026,,1026,1027,1020,1026,1031,1052,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1023,1021,1027,1027,1025,1027,1027,1026,1022,1026,1021,,1026,1030,1026,1022,,1025,1027,1022,1026,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,,,1025,1026,1027,,1025,1026,1026,,1026,1026,1025,1026,1028,1026,1030,1028,1024
+,,,1026,1026,1026,1026,1026,1027,1025,1027,1027,1036,1026,1027,1027,1027,1028,1026,1028,1026,1025,,1026,1026,1026,1026,1027,1026,1026,,1014,1026,1026,,1026,1027,1020,1026,1031,1044,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1026,1025,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1022,1022,1027,1027,1025,1027,1027,1026,1022,1026,1021,,1026,1030,1026,1023,,1025,1027,1022,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,1027,,1025,1027,1026,,1026,1026,1025,1026,1027,1026,1027,1028,1024
+,,,1027,1026,1026,1026,1026,1026,1025,1027,1027,1034,1026,1027,1026,1027,1028,1026,1028,1027,1024,,1026,1025,1026,1026,1024,1026,1026,,1015,1027,1026,,1026,1027,1020,1027,1030,1034,1026,1024,,1026,1027,1027,1026,,1026,,1026,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1023,1022,1027,1027,1026,1027,1027,1026,1023,1026,1021,,1026,1030,1026,1023,,1025,1027,1022,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1025,1027,1026,,1026,1026,1025,1026,1028,1026,1024,1028,1024
+,,,1027,1026,1027,1026,1026,1027,1025,1027,1027,1032,1026,1027,1026,1027,1028,1026,1028,1027,1023,,1026,1027,1026,1026,1024,1026,1026,,1015,1027,1027,,1026,1027,1020,1026,1030,1029,1027,1024,,1026,1027,1027,1027,,1026,,1027,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1023,1022,1027,1027,1026,1027,1028,1026,1022,1026,1021,,1026,1030,1026,1023,,1025,1027,1023,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1027,,1025,1027,1026,,1026,1026,1025,1026,1028,1026,1030,1026,1025
+,,,1027,1026,1026,1026,1026,1026,1026,1027,1027,1031,1026,1027,1027,1027,1028,1026,1028,1027,1023,,1026,1026,1026,1026,1025,1025,1026,,1015,1027,1026,,1026,1027,1021,1026,1030,1028,1027,1024,,1027,1027,1027,1026,,1026,,1027,1026,1027,1025,1025,1026,1027,1026,1026,1026,1027,1025,1026,1026,1027,1023,1022,1027,1027,1025,1027,1027,1026,1022,1027,1021,,1026,1030,1026,1023,,1025,1027,1023,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,1027,,1025,1026,1026,,1026,1026,1025,1026,1028,1026,1026,1026,1025
+,,,1027,1026,1026,1026,1026,1026,1025,1027,1026,1032,1026,1027,1027,1027,1028,1026,1028,1027,1023,,1026,1025,1026,1026,1025,1025,1026,,1015,1026,1026,,1026,1027,1021,1026,1030,1027,1027,1023,,1027,1027,1027,1026,,1026,,1026,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1024,1023,1027,1027,1063,1027,1027,1026,1023,1026,1021,,1026,1030,1026,1024,,1025,1028,1023,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1026,,,1025,1027,1026,,1025,1027,1027,,1026,1027,1025,1026,1028,1026,1018,1027,1025
+,,,1026,1026,1026,1026,1026,1025,1025,1027,1027,1032,1026,1027,1026,1026,1028,1026,1028,1027,1022,,1026,1026,1026,1025,1026,1025,1026,,1015,1027,1026,,1026,1027,1020,1026,1029,1024,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1024,1023,1027,1027,1100,1027,1027,1026,1022,1027,1020,,1027,1030,1026,1024,,1025,1028,1022,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1026,1026,,1025,1027,1026,,1026,1026,1025,1026,1029,1026,1020,1027,1025
+,,,1027,1026,1027,1026,1026,1025,1025,1027,1027,1033,1026,1027,1027,1026,1028,1026,1028,1027,1022,,1026,1025,1026,1025,1026,1025,1026,,1016,1026,1026,,1026,1027,1019,1027,1027,1034,1026,1024,,1026,1027,1027,1026,,1026,,1026,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1024,1023,1027,1027,1055,1027,1027,1026,1022,1026,1021,,1027,1029,1025,1024,,1025,1028,1024,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,,,1025,1026,1026,,1025,1027,1027,,1026,1026,1025,1026,1029,1026,1029,1027,1025
+,,,1027,1026,1026,1026,1026,1024,1025,1027,1027,1033,1026,1027,1026,1027,1028,1026,1028,1026,1022,,1027,1026,1026,1025,1024,1025,1026,,1016,1026,1027,,1026,1027,1020,1027,1028,1035,1027,1024,,1026,1027,1027,1026,,1026,,1027,1026,1026,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1025,1023,1027,1027,1067,1026,1027,1026,1023,1026,1021,,1027,1029,1025,1025,,1025,1028,1023,1026,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,,,1025,1026,1027,,1025,1027,1027,,1026,1026,1025,1026,1029,1026,1026,1026,1025
+,,,1027,1026,1027,1026,1027,1025,1025,1027,1027,1032,1026,1027,1027,1026,1028,1026,1027,1027,1022,,1027,1025,1026,1026,1023,1025,1026,,1017,1027,1026,,1026,1027,1021,1026,1026,1033,1027,1024,,1027,1027,1027,1027,,1026,,1026,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1026,1026,1027,1025,1023,1027,1027,1040,1027,1027,1026,1021,1026,1020,,1027,1030,1025,1025,,1025,1028,1023,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1027,,1025,1027,1027,,1025,1026,1025,1026,1029,1026,1019,1027,1025
+,,,1026,1027,1027,1026,1026,1025,1025,1027,1027,1031,1026,1027,1027,1027,1027,1026,1028,1027,1023,,1027,1026,1026,1026,1024,1025,1026,,1017,1027,1026,,1026,1027,1022,1026,1025,1037,1027,1024,,1026,1027,1027,1026,,1026,,1026,1026,1027,1025,1024,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1026,1024,1026,1027,1065,1027,1028,1026,1023,1026,1020,,1027,1029,1026,1025,,1025,1028,1024,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1027,,1025,1027,1027,,1026,1026,1025,1026,1029,1027,1019,1026,1024
+,,,1027,1027,1027,1026,1026,1025,1025,1027,1027,1030,1026,1027,1027,1027,1028,1026,1028,1027,1022,,1027,1026,1026,1026,1024,1025,1026,,1017,1027,1026,,1026,1027,1022,1026,1026,1032,1027,1024,,1027,1027,1027,1027,,1026,,1027,1026,1027,1025,1025,1026,1026,1026,1026,1026,1027,1025,1027,1026,1027,1026,1023,1027,1027,1069,1027,1027,1026,1022,1026,1020,,1027,1029,1026,1025,,1025,1029,1024,1026,1026,1027,1015,1027,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1025,1027,1027,,1026,1026,1025,1026,1029,1026,1027,1026,1024
+,,,1027,1026,1027,1026,1026,1025,1025,1027,1027,1028,1026,1027,1026,1027,1027,1026,1028,1027,1023,,1027,1026,1026,1026,1025,1025,1026,,1019,1026,1026,,1026,1027,1022,1027,1027,1033,1027,1024,,1027,1027,1027,1027,,1026,,1027,1026,1026,1025,1025,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1026,1024,1027,1027,1059,1027,1027,1026,1022,1026,1021,,1027,1030,1026,1025,,1024,1028,1024,1026,1026,1026,1042,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,1026,,1026,1027,1027,,1026,1026,1025,1026,1029,1026,1023,1026,1025
+,,,1026,1026,1027,1026,1026,1025,1025,1027,1026,1027,1026,1027,1026,1027,1027,1026,1028,1027,1022,,1027,1025,1026,1026,1025,1026,1026,,1019,1027,1027,,1026,1027,1024,1026,1028,1034,,1024,,1027,1027,1027,1026,,1026,,1026,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1026,1024,1027,1027,1040,1026,1027,1026,1022,1026,1021,,1027,1029,1026,,,1024,1029,1024,1026,1026,1026,1046,1026,1027,1026,1026,1026,1027,1026,,,1025,1026,1026,,1025,1027,1027,,1026,1026,1025,1026,1029,1026,1018,1026,1026
+,,,1025,1027,1026,1026,1025,1025,1025,1026,1026,1026,1025,1026,1026,1027,1027,1026,1027,1027,1022,,1026,1025,1025,1026,1024,1025,1025,,1019,1027,1026,,1026,1026,1030,1027,1026,1033,,1025,,1027,1027,1026,1026,,1026,,1025,1026,1026,1025,1024,1026,1026,1026,1025,1026,1027,1025,1027,1026,1026,1026,1024,1026,1027,1051,1026,1027,1026,1023,1026,1021,,1027,1029,1025,,,1023,1028,1024,1026,1026,1026,1044,1026,1026,1026,1026,1025,1026,1026,,,1025,1027,1026,,1026,1027,1026,,1026,1026,1025,1026,1029,1025,1021,1026,1026
+,,,1026,1025,1027,1026,1026,1026,1025,1026,1027,1026,1026,1027,1026,1026,1027,1026,1027,1026,1023,,1026,1026,1026,1025,1024,1026,1025,,1018,1026,1027,,1025,1026,1032,1026,1026,1033,,1024,,1026,1027,1027,1027,,1026,,1026,1025,1026,1024,1024,1024,1026,1025,1026,1026,1027,1026,1026,1026,1027,1026,1024,1027,1027,1042,1026,1027,1026,1022,1026,1021,,1027,1029,1026,,,1024,1029,1024,1026,1026,1026,1047,1026,1026,1026,1026,1026,1026,1025,,,1025,1026,1026,,1025,1026,1027,,1025,1025,1024,1025,1029,1025,1027,1026,1025
+,,,1026,1026,1027,1026,1026,1026,1025,1027,1027,1026,1026,1027,1027,1027,1027,1026,1027,1027,1023,,1026,1026,1026,1026,1025,1026,1026,,1020,1026,1026,,1026,1027,1031,1026,1026,1033,,1025,,1026,1027,1027,1027,,1026,,1026,1027,1026,1025,1024,1027,1026,1026,1026,1026,1027,1026,1027,1026,1027,1026,1024,1026,1028,1007,1026,1027,1026,1023,1026,1021,,1027,1029,1027,,,1024,1029,1024,1026,1026,1026,1045,1026,1027,1026,1026,1026,1026,1026,,,1025,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1022,1025,1026
+,,,1027,1026,1027,1026,1026,1026,1025,1027,1027,1026,1026,1027,1026,1026,1027,1026,1027,1027,1024,,1027,1026,1026,1025,1025,1026,1026,,1020,1027,1026,,1026,1027,1033,1027,1027,1027,,1025,,1026,1026,1027,1027,,1026,,1026,1027,1026,1025,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1025,1026,1027,1018,1027,1028,1026,1022,1026,1021,,1027,1029,1027,,,1024,1029,1024,1026,1026,1026,1045,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1025,1027,1027,,1026,1026,1025,1026,1031,1025,1018,1025,1026
+,,,1027,1026,1027,1026,1026,1026,1020,1026,1027,1026,1021,1027,1026,1027,1027,1026,1027,1027,1019,,1021,1026,1019,1026,1025,1026,1026,,1018,1026,1026,,1026,1027,1032,1026,1026,1027,,1025,,1026,1027,1019,1022,,1026,,1026,1025,1026,1025,1018,1026,1026,1026,1026,1026,1027,1021,1027,1026,1027,1022,1019,1026,1028,1036,1027,1027,1026,1023,1021,1021,,1027,1030,1022,,,1024,1029,1024,1026,1026,1026,1035,1026,1026,1021,1026,1026,1026,1026,,,1020,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1031,1019,1022,1020,1026
+,,,1027,1026,1027,1027,1026,1026,1025,1026,1027,1026,1026,1027,1026,1026,1022,1026,1027,1022,1023,,1026,1026,1026,1020,1024,1027,1026,,1022,1027,1026,,1026,1022,1033,1021,1026,1027,,1025,,1026,1027,1027,1026,,1026,,1025,1021,1026,1019,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1025,1027,1022,1028,1026,1028,1026,1023,1026,1021,,1027,1029,1027,,,1024,1029,1024,1026,1026,1026,1029,1026,1026,1026,1026,1026,1026,1020,,,1026,1022,1027,,1020,1027,1027,,1020,1021,1020,1026,1027,1024,1025,1025,1026
+,,,1026,1026,1027,1027,1026,1026,1025,1027,1027,1026,1026,1027,1026,1027,1027,1025,1027,1027,1023,,1026,1025,1026,1026,1024,1026,1026,,1022,1026,1026,,1026,1027,1028,1027,1027,1024,,1025,,1026,1027,1027,1027,,1026,,1026,1026,1027,1025,1024,1026,1026,1026,1026,1025,1027,1026,1027,1026,1027,1029,1025,1026,1028,1028,1027,1027,1026,1023,1026,1022,,1027,1029,1027,,,1024,1030,1024,1026,1026,1027,1017,1027,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1032,1024,1026,1030,1025
+,,,1026,1026,1027,1026,1026,1026,1025,1027,1027,1027,1026,1026,1026,1026,1027,1026,1027,1027,1024,,1026,1026,1026,1026,1025,1026,1026,,1022,1026,1026,,1026,1027,1027,1026,1027,1023,,1025,,1026,1027,1027,1027,,1027,,1026,1026,1026,1025,1024,1026,1026,1027,1026,1026,1027,1026,1027,1026,1027,1027,1025,1026,1028,1045,1026,1027,1026,1023,1026,1022,,1027,1029,1028,,,1024,1029,1024,1026,1026,1026,1019,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1018,1024,1025
+,,,1026,1027,1027,1026,1026,1026,1026,1026,1027,1027,1026,1027,1026,1027,1027,1026,1027,1027,1024,,1026,1025,1027,1026,1025,1027,1026,,1023,1027,1027,,1025,1027,1028,1027,1027,1022,,1025,,1026,1027,1027,1026,,1027,,1026,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1025,1026,1028,1058,1026,1027,1026,1023,1026,1022,,1026,1029,1028,,,1024,1029,1024,1026,1026,1026,1020,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1020,1024,1025
+,,,1027,1026,1027,1026,1026,1026,1025,1027,1027,1028,1026,1027,1026,1026,1027,1025,1028,1027,1024,,1026,1026,1026,1026,1026,1027,1026,,1023,1026,1026,,1025,1027,1029,1026,1027,1021,,1025,,1026,1027,1027,1027,,1027,,1026,1026,1026,1025,1024,1026,1027,1026,1026,1026,1026,1027,1027,1026,1027,1027,1025,1026,1028,1060,1026,1027,1026,1023,1026,1022,,1026,1029,1028,,,1025,1030,1024,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1025,1024,1026
+,,,1026,1026,1027,1026,1026,1026,1025,1026,1026,1028,1026,1027,1026,1027,1027,1026,1027,1027,1024,,1026,1026,1026,1026,1026,1027,1026,,1024,1026,1026,,1025,1027,1030,1026,1027,1022,,1025,,1026,1028,1027,1026,,1026,,1026,1027,1027,1025,1024,1026,1026,1026,1026,1026,1027,1027,1027,1026,1027,1027,1025,1026,1028,1062,1027,1027,1026,1023,1026,1022,,1026,1029,1028,,,1024,1030,1024,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1027,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1024,1025,1027
+,,,1027,1026,1027,1026,1027,1026,1025,1026,1027,1028,1023,1027,1026,1026,1027,1025,1028,1027,1024,,1026,1026,1026,1026,1025,1027,1025,,1025,1027,1026,,1026,1027,1029,1027,1029,1024,,1025,,1026,1027,1027,1027,,1027,,1025,1026,1026,1025,1024,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1027,1025,1026,1028,1067,1026,1027,1026,1023,1026,1022,,1026,1029,1027,,,1024,1030,1024,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1027,1027,,1026,1026,1025,1026,1029,1024,1022,1024,1027
+,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1029,1026,1027,1026,1027,1026,1026,1027,1027,1024,,1026,1026,1026,1026,1025,1027,1025,,1026,1026,1026,,1025,1027,1026,1026,1027,1025,,1025,,1026,1026,1027,1027,,1027,,1025,1026,1026,1025,1024,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1027,1025,1026,1028,1066,1026,1027,1026,1023,1026,1022,,1026,1029,1028,,,1024,1030,1023,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1026,1027,,1026,1026,1025,1026,1029,1024,1029,1024,1026
+,,,1026,1026,1027,1026,1026,1025,1025,1026,1027,1030,1026,1027,1026,1026,1027,1025,1027,1027,1024,,1026,1026,1026,1026,1026,1026,1025,,1027,1026,1026,,1025,1027,1028,1026,1027,1019,,1025,,1026,1027,1027,1027,,1027,,1026,1026,1026,1025,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1025,1026,1028,1061,1026,1027,1026,1023,1026,1022,,1026,1030,1028,,,1024,1030,1023,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1027,,1026,1027,1027,,1026,1026,1025,1026,1028,1024,1032,1024,1026
+,,,1026,1026,1027,1027,1026,1026,1025,1026,1027,1031,1026,1027,1026,1027,1026,1025,1027,1027,1027,,1026,1026,1026,1026,1025,1026,1025,,1027,1027,1026,,1025,1027,1025,1026,1027,1018,,1025,,1026,1027,1027,1027,,1027,,1026,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1025,1026,1028,1034,1026,1027,1026,1023,1026,1022,,1026,1030,1028,,,1024,1029,1023,1026,1026,1027,1023,1026,1027,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1027,1027,,1026,1026,1026,1026,1029,1024,1025,1024,1026
+,,,1026,1026,1027,1026,1026,1026,1025,1026,1027,1030,1026,1027,1026,1026,1026,1025,1027,1027,1024,,1026,1026,1026,1025,1025,1027,1026,,1027,1026,1026,,1025,1027,1025,1026,1027,1016,,1025,,1026,1027,1027,1027,,1027,,1025,1026,1026,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1025,1026,1028,1031,1026,1027,1026,1023,1026,1023,,1026,1029,1029,,,1024,1030,1023,1026,1026,1026,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1027,1027,,1026,1026,1025,1026,1030,1024,1020,1025,1027
+,,,1027,1026,1027,1026,1026,1026,1025,1026,1027,1030,1026,1027,1026,1026,1027,1025,1027,1027,1024,,1026,1026,1026,1026,1025,1027,1026,,1027,1026,1026,,1025,1027,1025,1026,1027,1015,,1025,,1026,1027,1027,1027,,1027,,1025,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1027,1027,1026,1027,1027,1025,1026,1028,1037,1026,1027,1026,1023,1026,1023,,1025,1029,1029,,,1024,1030,1022,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1027,,1026,1027,1028,,1026,1026,1025,1026,,1024,1030,1024,1027
+,,,1027,1026,1026,1026,1026,1025,1025,1026,1027,1030,1026,1027,1026,1027,1026,1025,1027,1027,1023,,1025,1026,1026,1025,1024,1027,1026,,1028,1027,1026,,1025,1027,1024,1027,1027,1016,,1025,,1025,1027,1026,1027,,1027,,1025,1026,1026,1025,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1026,1028,1025,1026,1028,1012,1026,1027,1026,1023,1026,1023,,1026,1030,1029,,,1024,1030,1022,1026,1026,1026,1030,1026,1026,1026,1026,1025,1026,1026,,,1025,1028,1026,,1026,1027,1028,,1026,1026,1025,1026,,1024,1033,1024,1026
+,,,1027,1026,1027,1026,1026,1026,1025,1026,1026,1030,1026,1027,1026,1027,1026,1025,1027,1027,1023,,1026,1026,1026,1026,1024,1027,1025,,1028,1026,1026,,1025,1027,1024,1026,1027,1016,,1025,,1025,1027,1027,1027,,1027,,1025,1026,1026,1026,1024,1026,1026,1026,1026,1026,1027,1026,1027,1026,1027,1027,1026,1026,1029,1033,1026,1027,1026,1023,1026,1023,,1026,1029,1029,,,1024,1030,1022,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1026,1027,,1026,1026,1025,1026,,1024,1022,1025,1027
+,,,1026,1026,1027,1026,1026,1026,1025,1026,1027,1029,1026,1026,1026,1026,1027,1025,1027,1027,1022,,1025,1026,1026,1025,1025,1027,1025,,1029,1026,1026,,1025,1027,1022,1027,1027,1015,,1025,,1025,1027,1027,1027,,1027,,1025,1026,1027,1026,1024,1026,1027,1026,1026,1026,1026,1027,1027,1026,1027,1027,1026,1026,1028,1027,1026,1027,1026,1024,1026,1023,,1026,1030,1029,,,1024,1030,1022,1026,1026,1026,1036,1026,1026,1026,1026,1026,1026,1026,,,1025,1029,1026,,1026,1027,1028,,1026,1026,1025,1026,,1024,1018,1024,1027
+,,,1027,1026,1027,1026,1026,1025,1025,1026,1027,1029,1026,1026,1026,1027,1026,1025,1027,1027,1022,,1026,1026,1026,1025,1025,1028,1025,,1030,1026,1026,,1025,1027,1022,1026,1027,1016,,1025,,1025,1027,1027,1027,,1027,,1024,,1026,1026,1024,1026,1026,1026,1026,1026,1027,1027,1027,1026,1026,1027,1026,1026,1028,1024,1026,1027,1026,1023,1026,1023,,1026,1029,1029,,,1024,1030,1022,1026,1026,1026,1037,1026,1026,1026,1026,1026,1026,1026,,,1025,1029,1026,,1026,1026,1028,,1026,1026,1025,1026,,1024,1028,1024,1027
+,,,1027,1026,1027,1026,1027,1025,1025,1026,1027,1028,1030,1027,1026,1027,1026,1025,1027,1027,1022,,1026,1026,1026,1026,1024,1028,1025,,1032,1026,1026,,1025,1027,1020,1026,1027,1016,,1025,,1025,1027,1027,1027,,1027,,1025,,1026,1026,1024,1029,1027,1026,1026,1026,1026,1027,1026,1026,1027,1028,1026,1026,1029,1017,1026,1026,1026,1023,1026,1024,,1026,1029,1029,,,1024,1030,1022,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,,,1025,1029,1026,,1026,1027,1028,,1026,1026,1025,1026,,1024,1033,1024,1027
+,,,1027,1026,1027,1026,1026,1026,1025,1026,1026,1028,,1026,1026,1027,1026,1025,1027,1027,1022,,1026,1026,1025,1025,1025,1027,1025,,1033,1027,1026,,1025,1027,1020,1026,1027,1017,,1026,,1025,1027,1026,1027,,1027,,1024,,1026,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1029,1026,1025,1029,1011,1026,1027,1026,1023,1026,1024,,1026,1029,1029,,,1024,1030,1022,1026,1026,1026,1035,1027,1026,1026,1026,1026,1026,1026,,,1025,1029,1026,,1026,1027,1028,,1026,1026,1026,1026,,1023,1026,1024,1027
+,,,1027,1026,1027,1026,1026,1025,1025,1026,1027,1028,,1026,1026,1027,1026,1025,1027,1027,1022,,1026,1026,1026,1025,1025,1027,1025,,1032,1027,1026,,1024,1027,1020,1026,1027,1016,,1025,,1025,1027,1026,1027,,1027,,1025,,1026,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1026,1029,1026,1026,1028,1014,1026,1027,1026,1023,1026,1024,,1026,1029,1028,,,1024,1030,1022,1026,1026,1027,1039,1026,1026,1026,1027,1026,1026,1026,,,1025,1029,1026,,1026,1027,1028,,1026,1026,1025,1026,,1024,1031,1024,1026
+,,,1027,1026,1026,1026,1026,1025,1025,1025,1027,1027,,1026,1026,1026,1026,1025,1027,1027,1021,,1026,1026,1026,1025,1025,1027,1025,,1033,1026,1026,,1025,1027,1021,1027,1027,1016,,1026,,1025,1027,1026,1027,,1027,,1025,,1027,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1026,1026,1029,1020,1026,1027,1026,1023,1026,1024,,1026,1029,1028,,,1024,1030,1022,1026,1026,1026,1033,1026,1026,1026,1026,1026,1026,1026,,,1025,1029,1026,,1026,1026,1028,,1026,1026,1025,1026,,1023,1040,1024,1026
+,,,1026,1027,1026,1026,1026,1026,1025,1026,1026,1025,,1026,1026,1027,1026,1025,1027,1027,1021,,1026,1026,1026,1025,1023,1027,1025,,1034,1026,1026,,1025,1027,1022,1026,1026,1018,,1026,,1025,1027,1027,1027,,1027,,1024,,1027,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1026,1025,1029,1023,1026,1027,1026,1023,1026,1024,,1026,1029,1028,,,1024,1030,1022,1026,1026,1026,1031,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1027,1028,,1026,1026,1024,1026,,1024,1031,1024,1027
+,,,1026,1026,1026,1025,1025,1025,1025,1025,1026,1023,,1026,1025,1026,1026,1025,1026,1028,1019,,1025,1025,1025,1025,1024,1026,1024,,1034,1026,1026,,1025,1027,1024,1026,1026,1017,,1026,,1025,1026,1026,1026,,1027,,1024,,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1028,1026,1025,1029,1033,1026,1026,1026,1023,1025,1024,,1025,1028,1028,,,1023,1030,1021,1026,1026,1026,1031,1026,1026,1026,1027,1026,1026,1026,,,1025,1029,1026,,1026,1027,1027,,1026,1026,1025,1026,,1023,1017,1024,1028
+,,,1027,1026,1026,1026,1025,1026,1025,1025,1026,1024,,1026,1026,1026,1025,1025,1027,1027,1020,,1025,1026,1026,1024,1024,1026,1025,,1033,1026,1026,,1025,1026,1024,1026,1026,1019,,1025,,1024,1027,1027,1027,,1027,,1024,,1027,1026,1026,1025,1026,1026,1026,1026,1026,1027,1026,1026,1027,1027,1027,1025,1028,1050,1026,1026,1026,1023,1026,1024,,1026,1028,1029,,,1024,1030,1022,1026,1026,1026,1030,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1026,1028,,1025,1026,1024,1025,,1024,1030,1024,1026
+,,,1027,1026,1026,1026,1025,1026,1025,1025,1027,1027,,1026,1026,1026,1026,1025,1026,1027,1020,,1026,1026,1025,1025,1024,1026,1025,,1034,1026,1026,,1025,1027,1027,1026,1026,1019,,1026,,1024,1027,1026,1027,,1027,,1024,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1026,1025,1029,1037,1026,1026,1026,1023,1026,1024,,1026,1028,1029,,,1024,1030,1022,1027,1026,1026,1029,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1026,1027,,1026,1026,1025,1026,,1024,1036,1024,1027
+,,,1027,1026,1026,1026,1025,1027,1025,1025,1026,1030,,1026,1026,1027,1026,1025,1027,1027,1018,,1026,1026,1026,1025,1025,1027,1025,,1034,1026,1026,,1025,1027,1026,1027,1026,1020,,1026,,1024,1027,1027,1027,,1027,,1025,,1027,1026,1026,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1026,1025,1029,1036,1026,1026,1026,1023,1026,1025,,1026,1028,1029,,,1024,1029,1022,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1026,1026,1027,,1026,1026,1025,1026,,1023,1023,1023,1027
+,,,1027,1026,1022,1026,1025,1026,1020,1025,1022,1028,,1021,1021,1026,1027,1025,1027,1027,1013,,1026,1020,1026,1025,1025,1027,1020,,1033,1027,1021,,1025,1027,1027,1026,1021,1015,,1026,,1024,1027,1026,1027,,1027,,1024,,1027,1026,1019,1026,1026,1026,1022,1026,1026,1027,1027,1026,1027,1025,1026,1020,1029,1033,1021,1026,1026,1023,1026,1025,,1026,1028,1029,,,1024,1030,1016,1026,1026,1026,1028,1026,1026,1021,1026,1021,1026,1026,,,1020,1028,1026,,1026,1026,1022,,1026,1026,1025,1026,,1018,1016,1019,1028
+,,,1027,1026,1026,1026,1028,1027,1025,1025,1027,1027,,1026,1026,1022,1026,1020,1027,1027,1018,,1026,1026,1026,1025,1024,1027,1025,,1033,1021,1026,,1020,1027,1026,1021,1026,1021,,1021,,1024,1027,1026,1027,,1027,,1025,,1027,1021,1025,1020,1026,1026,1026,1026,1026,1027,1021,1026,1027,1027,1026,1025,1028,1029,1026,1026,1026,1018,1026,1025,,1026,1028,1029,,,1024,1030,1022,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1021,,,1025,1028,1026,,1022,1026,1028,,1019,1026,1020,1026,,1023,1035,1023,1027
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1026,1027,,1026,1026,1027,1026,1025,1027,1027,1018,,1026,1026,1026,1025,1024,1027,1025,,1033,1026,1026,,1025,1027,1026,1026,1026,1022,,1026,,1024,1026,1026,1027,,1027,,1025,,1028,1026,1025,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1027,1024,1028,1032,1026,1026,1026,1023,1026,1025,,1026,1028,1029,,,1024,1030,1022,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1027,1027,1028,,1026,1026,1026,1026,,1023,1046,1024,1027
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1027,1028,,1026,1026,1027,1026,1025,1027,1027,1018,,1026,1026,1026,1025,1024,1027,1025,,1033,1027,1026,,1025,1026,1026,1026,1026,1022,,1027,,1024,1026,1027,1027,,1027,,1025,,1027,1026,1025,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1025,1029,1030,1026,1026,1026,1023,1026,1025,,1026,1028,1029,,,1024,1029,1022,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1027,1026,1027,,1026,1026,1025,1026,,1023,1026,1025,1027
+,,,1026,1026,1026,1026,1025,1028,1026,1025,1026,1027,,1027,1026,1027,1026,1025,1027,1027,1017,,1026,1026,1025,1025,1024,1027,1025,,1033,1026,1026,,1025,1026,1026,1026,1026,1023,,1026,,1024,1026,1026,1027,,1027,,1025,,1027,1027,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1026,1024,1028,1028,1026,1026,1026,1023,1026,1025,,1026,1028,1029,,,1024,1029,1022,1027,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1027,1026,1028,,1026,1026,1025,1026,,1024,1029,1022,1026
+,,,1027,1026,1027,1026,1025,1027,1025,1025,1026,1026,,1026,1026,1027,1026,1025,1026,1027,1018,,1026,1026,1026,1025,1024,1027,1025,,1033,1026,1026,,1025,1027,1026,1026,1026,1023,,1027,,1024,1027,1026,1027,,1027,,1025,,1026,1027,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1024,1029,1037,1026,1026,1026,1023,1026,1026,,1026,1028,1029,,,1024,1029,1022,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1025,1028,1026,,1027,1027,1028,,1026,1026,1026,1026,,1022,1026,1022,1027
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1027,1027,,1027,1026,1027,1026,1025,1027,1027,1017,,1026,1026,1025,1025,1024,1027,1025,,1033,1026,1026,,1025,1026,1026,1026,1026,1024,,1027,,1024,1027,1026,1027,,1027,,1025,,1026,1026,1024,1027,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1025,1028,1038,1026,1026,1026,1023,1026,1026,,1026,1028,1028,,,1025,1030,1022,1026,1026,1026,1024,1027,1026,1026,1027,1026,1026,1026,,,1025,1028,1026,,1027,1026,1027,,1026,1026,1025,1026,,1024,1022,1022,1028
+,,,1026,1027,1026,1026,1025,1028,1026,1025,1027,1027,,1026,1026,1026,1026,1025,1027,1027,1018,,1026,1026,1026,1025,1025,1027,1025,,1032,1027,1026,,1025,1026,1026,1026,1026,1023,,1027,,1024,1026,1026,1027,,1027,,1024,,1026,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1024,1028,1042,1026,1026,1026,1023,1026,1026,,1026,1028,1028,,,1024,1029,1022,1026,1026,1026,1024,1026,1026,1026,1026,1026,1026,1027,,,1025,1028,1026,,1027,1026,1028,,1026,1026,1025,1026,,1025,1025,1023,1027
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1026,1027,,1026,1026,1027,1026,1025,1026,1027,1020,,1025,1026,1025,1026,1025,1027,1025,,1032,1026,1026,,1026,1026,1026,1026,1026,1023,,1027,,1023,1027,1026,1027,,1027,,1025,,1024,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1025,1028,1039,1026,1025,1026,1023,1026,1026,,1026,1028,1028,,,1025,1029,1022,1026,1026,1026,1023,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1026,1027,,1026,1026,1026,1026,,1023,1031,1023,1027
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1026,1027,,1027,1026,1026,1026,1025,1027,1026,1018,,1026,1026,1025,1025,1025,1027,1025,,1032,1026,1026,,1026,1026,1026,1027,1026,1024,,1027,,1023,1026,1026,1027,,1027,,1024,,1024,1026,1023,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1027,1027,1024,1028,1041,1026,1025,1026,1023,1026,1027,,1026,1029,1028,,,1025,1029,1022,1026,1026,1026,1023,1026,1026,1026,1026,1026,1026,1027,,,1025,1028,1026,,1027,1026,1027,,1026,1026,1025,1026,,1024,1023,1022,1028
+,,,1027,1026,1026,1026,1025,1028,1025,1025,1026,1027,,1026,1026,1027,1026,1025,1026,1026,1019,,1025,1024,1022,1025,1024,1027,1025,,1032,1026,1026,,1025,1026,1026,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1024,1026,1023,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1024,1028,1041,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1025,1028,1022,1026,1026,1026,1022,1027,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1026,1027,,1026,1026,1025,1026,,1023,1024,1022,1028
+,,,1026,1026,1026,1026,1025,1028,1025,1025,1027,1027,,1026,1026,1027,1026,1025,1026,1026,1019,,1026,1026,1025,1025,1024,1027,1026,,1032,1026,1026,,1026,1026,1026,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1023,1027,1023,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1028,1027,1024,1028,1041,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1025,1028,1022,1026,1026,1026,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1027,1027,,1026,1026,1025,1026,,1023,1026,1022,1027
+,,,1026,1026,1026,1026,1026,1028,1025,1025,1026,1027,,1027,1026,1027,1026,1025,1026,1026,1019,,1025,1026,1025,1025,1024,1027,1025,,1033,1027,1026,,1026,1026,1026,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1023,1026,1024,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1028,1027,1024,1028,1042,1026,1025,1026,1023,1026,1027,,1026,1029,1028,,,1025,1028,1022,1026,1026,1026,1021,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1026,1028,,1026,1026,1025,1026,,1024,1029,1022,1027
+,,,1026,1026,1026,1026,1025,1029,1025,1025,1027,1027,,1026,1026,1027,1026,1025,1026,1026,1019,,1025,1026,1025,1025,1025,1027,1025,,1033,1026,1026,,1026,1026,1025,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1024,1027,1026,1026,1026,1026,1025,1027,1027,1026,1027,1028,1027,1024,1028,1042,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1025,1029,1022,1026,1026,1026,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1026,1027,,1026,1026,1025,1026,,1023,1030,1022,1027
+,,,1026,1026,1026,1026,1026,1029,1026,1025,1026,1026,,1026,1026,1027,1026,1025,1027,1026,1019,,1026,1026,1025,1025,1025,1027,1025,,1033,1026,1026,,1026,1026,1025,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1029,1027,1024,1027,1037,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1026,1029,1022,1026,1026,1026,1022,1026,1026,1026,1026,1026,1026,1027,,,1025,1027,1026,,1027,1026,1027,,1026,1026,1025,1026,,1024,1028,1022,1026
+,,,1027,1026,1026,1026,1026,1029,1025,1024,1026,1026,,1026,1026,1026,1026,1025,1026,1026,1019,,1025,1026,1025,1025,1024,1027,1025,,1033,,1026,,1026,1026,1025,1026,1026,1025,,1028,,1023,1026,1026,1027,,1027,,1024,,1022,1027,1024,1027,1026,1026,1026,1026,1026,1027,1027,1026,1027,1030,1027,1024,1028,1032,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1026,1029,1022,1026,1026,1026,1022,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,1026,,1027,1026,1028,,1026,1026,1025,1026,,1024,1031,1022,1027
+,,,1026,1026,1026,1025,1026,1029,1025,1024,1026,1027,,1026,1026,1027,1026,1025,1026,1026,1019,,1025,1022,1025,1025,1023,1027,1025,,1033,,1026,,1026,1026,1026,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1024,1026,1026,1027,1026,1026,1026,1027,1027,1026,1027,1030,1027,1024,1027,1031,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1026,1028,1022,1026,1026,1027,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1027,1026,1027,,1026,1026,1025,1025,,,1028,1022,1028
+,,,1026,1027,1026,1026,1026,1030,1026,1024,1026,1027,,1027,1026,1027,1026,1025,1026,1026,1019,,1025,1028,1025,1026,1024,1028,1025,,1033,,1027,,1025,1026,1024,1026,1026,1025,,1027,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1025,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1030,1027,1024,1027,1030,1026,1025,1026,1023,1026,1027,,1026,1029,1027,,,1026,1028,1022,1027,1026,1026,1021,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1026,,,1030,1022,1028
+,,,1026,1026,1026,1026,1026,1029,1026,1024,1026,1026,,1026,1026,1027,1026,1026,1026,1026,1019,,1025,1026,1024,1025,1025,1027,1025,,1033,,1026,,1026,1026,1024,1026,1026,1026,,1028,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1024,1026,1026,1026,1026,1027,1026,1027,1027,1026,1026,1030,1027,1024,1027,1029,1026,1024,1026,1024,1026,1027,,1026,1030,1028,,,1026,1028,1022,1026,1026,1026,1020,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1025,,,1034,1021,1028
+,,,1027,1026,1026,1025,1028,1030,1026,1024,1026,1026,,1027,1026,1027,1026,1026,1026,1026,1020,,1025,1026,1026,1025,1025,1028,1025,,1033,,1026,,1026,1026,1024,1026,1026,1026,,1028,,1023,1026,1026,1027,,1027,,1024,,1023,1027,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1030,1027,1024,1027,1029,1026,1024,1026,1023,1026,1028,,1026,1029,1028,,,1026,1028,1022,1026,1026,1026,1021,1026,1026,1026,1026,1026,1026,1027,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1026,,,1029,1021,1028
+,,,1027,1026,1026,1025,1027,1030,1026,1024,1026,1026,,1026,1026,1027,1026,1026,1026,1026,1019,,1025,1026,1029,1025,1025,1027,1025,,1033,,1026,,1026,1026,1024,1026,1025,1025,,1028,,1023,1026,1026,1028,,1027,,1024,,1023,1027,1024,1026,1026,1026,1026,1026,1026,1027,1027,1026,1027,1030,1027,1024,1027,1030,1026,1024,1026,1024,1026,1028,,1026,1029,1028,,,1026,1029,1022,1026,1026,1026,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1026,,,1030,1021,1027
+,,,1026,1026,1026,1025,1027,1030,1026,1024,1026,1027,,1027,1026,1026,1026,1026,1026,1025,1018,,1025,,,1025,1025,1028,1025,,1033,,1026,,1026,1026,1024,1026,1025,1025,,1028,,1023,1026,1026,1027,,1027,,1024,,1021,1026,1025,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1029,1027,1024,1027,1029,1026,1024,1026,1024,1026,1028,,1026,1029,1028,,,1026,1028,1023,1026,1026,1026,1022,1027,1026,1026,1026,1026,1026,1027,,,1025,1027,1026,,1028,1027,1027,,1026,1026,1025,1025,,,1030,1022,1027
+,,,1026,1026,1025,1024,1027,1029,1025,1023,1026,1026,,1026,1025,1027,1026,1026,1026,1026,1018,,1024,,,1025,1025,1027,1024,,1033,,1026,,1026,1025,1024,1026,1025,1024,,1027,,1023,1026,1025,1027,,1027,,1024,,1022,1026,1024,1026,1026,1026,1026,1026,1025,1027,1027,1026,1026,1029,1027,1024,1027,1028,1025,1024,1026,1024,1025,1028,,1025,1028,1028,,,1026,1028,1022,1026,1026,1025,1022,1026,1026,1025,1026,1026,1026,1026,,,1025,1027,1025,,1028,1026,1026,,1026,1026,1025,1025,,,1034,1022,1027
+,,,1026,1025,1026,1026,1030,1030,1025,1024,1026,1026,,1026,1026,1026,1025,1025,1026,1025,1019,,1025,,,1025,1024,1028,1025,,1033,,1026,,1025,1025,1023,1026,1025,1024,,1027,,1023,1026,1026,1028,,1026,,1024,,1021,1026,1025,1025,1026,1026,1026,1026,1026,1028,1026,1026,1027,1029,1027,1023,1026,1027,1026,1024,1026,1023,1026,1027,,1026,1029,1028,,,1026,1027,1022,1027,1026,1026,1022,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1027,,1026,1026,1027,,1025,1026,1025,1025,,,1030,1022,1027
+,,,1026,1026,1026,1025,1036,1030,1026,1024,1026,1027,,1026,1026,1027,1026,1026,1026,1026,1019,,1025,,,1025,1025,1027,1025,,1034,,1026,,1026,1026,1024,1026,1026,1024,,1028,,1023,1026,1026,1027,,1027,,1024,,1022,1026,1024,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1031,1027,1023,1027,1027,1026,1024,1026,1025,1026,1028,,1026,1028,1028,,,1026,1028,1023,1026,1026,1026,1023,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1025,,,1031,1022,1027
+,,,1026,1026,1026,1025,1060,1030,1026,1024,1026,1026,,1026,1026,1027,1026,1026,1026,1025,1020,,1025,,,1025,1025,1028,1025,,1033,,1026,,1026,1026,1024,1026,1025,1024,,1028,,1023,1026,1026,1027,,1026,,1024,,1021,1026,1025,1026,1026,1026,1026,1026,1026,1028,1027,1026,1027,1030,1027,1024,1027,1025,1025,1024,1026,1025,1026,1028,,1026,1028,1028,,,1026,1028,1023,1026,1026,1026,1024,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1025,1025,,,1035,1022,1027
+,,,1022,1026,1021,1020,1207,1030,1020,1024,1026,1026,,1019,1026,1027,1026,1026,1026,1026,1016,,1019,,,1025,1024,1028,1019,,1034,,1026,,1026,1025,1023,1026,1020,1019,,1027,,1023,1026,1021,1027,,1026,,1019,,1017,1026,1019,1026,1026,1026,1020,1026,1021,1028,1027,1026,1027,1031,1027,1018,1027,1024,1020,1019,1021,1024,1020,1028,,1021,1028,1028,,,1020,1028,1017,1026,1026,1018,1024,1022,1026,1021,1026,1021,1021,1026,,,1020,1027,1027,,1028,1026,1022,,1026,1026,1026,1025,,,1032,1017,1028
+,,,1027,1021,1026,1025,1150,1030,1026,1024,1026,1026,,1026,1026,1027,1026,1021,1026,1020,1021,,1025,,,1025,1025,1028,1025,,1028,,1027,,1022,1021,1019,1026,1026,1026,,1023,,1018,1026,1026,1027,,1027,,1024,,1022,1020,1025,1027,1026,1021,1026,1026,1026,1029,1027,1026,1027,1031,1028,1023,1027,1019,1026,1024,1026,1025,1026,1023,,1026,1028,1029,,,1026,1027,1023,1026,1021,1026,1025,1026,1026,1026,1027,1026,1027,1026,,,1025,1027,1026,,1021,1026,1027,,1026,1021,1020,1020,,,1034,1021,1029
+,,,1026,1026,1026,1025,1140,1030,1026,1024,1026,1025,,1026,1026,1027,1026,1026,1027,1025,1021,,1024,,,1025,1025,1028,1025,,1033,,1026,,1026,1026,1024,1026,1026,1025,,1027,,1023,1026,1026,1028,,1026,,1024,,1021,1026,1025,1026,1026,1026,1026,1026,1026,1029,1027,1026,1027,1031,1027,1022,1027,1024,1026,1023,1026,1025,1026,1028,,1026,1028,1028,,,1026,1028,1023,1026,1026,1026,1025,1027,1026,1026,1026,1026,1026,1027,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1026,1025,,,1036,1022,1028
+,,,1026,1026,1026,1025,1056,1030,1026,1024,1026,1025,,1027,1026,1027,1026,1026,1026,1026,1021,,1025,,,1025,1025,1028,1025,,1034,,1027,,1027,1025,1024,1026,1026,1022,,1028,,1023,1026,1025,1027,,1026,,1024,,1023,1026,1025,1027,1026,1026,1026,1026,1026,1030,1027,1026,1027,1030,1027,1022,1027,1022,1026,1023,1026,1025,1026,1028,,1026,1028,1029,,,1026,1027,1023,1026,1026,1026,1025,1027,1026,1026,1027,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1035,1022,1027
+,,,1027,1026,1026,1025,1020,1028,1026,1024,1026,1025,,1026,1026,1027,1026,1026,1027,1026,1021,,1024,,,1025,1025,1027,1025,,1034,,1026,,1027,1026,1024,1026,1026,1024,,1028,,1023,1026,1026,1027,,1026,,1024,,1023,1027,1025,1026,1027,1026,1026,1026,1026,1030,1027,1026,1027,1030,1027,1020,1027,1022,1026,1023,1026,1025,1026,1028,,1026,1028,1029,,,1026,1028,1023,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1025,1027,1026,,1028,1026,1027,,1026,1026,1026,1025,,,1036,1023,1027
+,,,1027,1026,1026,1025,998,1030,1026,1024,1026,1024,,1027,1026,1027,1026,1026,1027,1025,1022,,1024,,,1025,1025,1027,1025,,1033,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1023,1026,1025,1027,,1026,,1024,,1023,1026,1025,1026,1026,1026,1026,1026,1026,1031,1027,1026,1027,1031,1027,1021,1027,1022,1026,1023,1026,1025,1026,1028,,1026,1028,1029,,,1026,1028,1023,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1036,1022,1027
+,,,1026,1027,1026,1025,980,1030,1026,1024,1026,1024,,1026,1026,1027,1026,1026,1026,1025,1023,,1024,,,1025,1025,1027,1025,,1034,,1026,,1026,1025,1024,1026,1026,1026,,1027,,1023,1026,1026,1028,,1026,,1024,,1024,1027,1025,1027,1026,1026,1026,1026,1026,1032,1027,1026,1027,1031,1028,1021,1027,1022,1026,1023,1026,1025,1026,1028,,1027,1027,1029,,,1026,1028,1024,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1039,1022,1027
+,,,1026,1027,1026,1025,991,1031,1026,1023,1026,1024,,1026,1026,1027,1026,1026,1026,1025,1024,,1024,,,1025,1025,1028,1025,,1033,,1026,,1027,1026,1024,1026,1026,1026,,1028,,1023,1026,1026,1027,,1026,,1024,,1023,1026,1025,1026,1026,1026,1026,1026,1026,1034,1027,1026,1026,1031,1027,1020,1027,1020,1026,1022,1026,1025,1026,1028,,1027,1028,1029,,,1025,1028,1024,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1034,1022,1029
+,,,1026,1026,1026,1025,1015,1030,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1025,1024,,1024,,,1025,1025,1027,1026,,1032,,1026,,1026,1025,1024,1026,1026,1024,,1028,,1023,1026,1026,1027,,1026,,1025,,1024,1027,1024,1026,1026,1026,1026,1026,1026,1036,1027,1026,1027,1032,1027,1021,1027,1017,1026,1023,1026,1025,1026,1028,,1027,1027,1029,,,1026,1028,1024,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1036,1022,1027
+,,,1026,1026,1026,1025,1017,1031,1026,1024,1026,1024,,1026,1026,1027,1025,1026,1026,1025,1025,,1024,,,1025,1024,1027,1025,,1033,,1026,,1027,1026,1024,1026,1026,1024,,1028,,1023,1026,1026,1028,,1026,,1024,,1025,1026,1025,1027,1026,1026,1026,1026,1026,1038,1027,1026,1027,1032,1027,1021,1027,1020,1026,1023,1026,1025,1026,1028,,1027,1027,1029,,,1025,1028,1024,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,,,1025,1026,1025,,1028,1026,1026,,1026,1026,1026,1025,,,1038,1022,1028
+,,,1026,1026,1026,1025,1015,1032,1026,1024,1026,1024,,1027,1026,1027,1026,1026,1026,1025,1026,,1024,,,1025,1025,1027,1025,,1032,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1023,1026,1025,1028,,1026,,1024,,1025,1027,1025,1027,1026,1026,1026,1026,1026,1039,1027,1026,1027,1031,1027,1021,1027,1019,1025,1023,1026,1025,1026,1028,,1026,1027,1030,,,1025,1028,1024,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,,,1026,1026,1026,,1028,1026,1026,,1026,1026,1025,1025,,,1036,1022,1028
+,,,1027,1026,1026,1025,1009,1031,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1025,1026,,1024,,,1025,1024,1027,1025,,1032,,1027,,1026,1025,1024,1026,1026,1024,,1027,,1023,1026,1026,1027,,1026,,1025,,1025,1026,1025,1026,1026,1026,1026,1026,1026,1038,1027,1026,1027,1031,1027,1020,1026,1022,1026,1023,1026,1025,1024,1027,,1026,1027,1030,,,1025,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1035,1022,1028
+,,,1026,1026,1026,1025,1009,1031,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1025,1026,,1024,,,1025,1024,1027,1025,,1032,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1023,1026,1025,1028,,1026,,1025,,1025,1027,1025,1027,1026,1026,1026,1026,1026,1038,1027,1026,1027,1031,1027,1020,1027,1024,1026,1023,1026,1025,1026,1028,,1026,1027,1030,,,1025,1028,1025,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1027,1026,1025,,,1035,1022,1028
+,,,1027,1026,1026,1025,1015,1031,1026,1024,1026,1024,,1026,1026,1027,1026,1026,1026,1025,1027,,1024,,,1025,1024,1027,1025,,1032,,1026,,1026,1025,1024,1026,1026,1025,,1027,,1023,1025,1026,1027,,1026,,1025,,1026,1027,1025,1027,1026,1026,1026,1026,1026,1037,1027,1026,1027,1031,1027,1021,1027,1029,1025,1023,1026,1025,1026,1028,,1025,1027,1030,,,1025,1028,1025,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1038,1023,1028
+,,,1026,1026,1026,1025,1017,1031,1026,1024,1026,1024,,1027,1026,1026,1026,1026,1027,1026,1027,,1024,,,1025,1024,1027,1025,,1032,,1026,,1027,1025,1024,1026,1026,1025,,1027,,1023,1026,1025,1027,,1026,,1025,,1025,1026,1025,1026,1026,1027,1026,1026,1026,1035,1027,1026,1027,1031,1028,1020,1027,1032,1026,1022,1026,1025,1026,1028,,1025,1027,1030,,,1026,1028,1025,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,1026,,1028,1026,1026,,1026,1026,1026,1025,,,1034,1023,1027
+,,,1027,1026,1026,1025,1026,1031,1026,1024,1026,1024,,1026,1026,1027,1026,1026,1027,1025,1027,,1024,,,1025,1024,1026,1025,,1032,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1023,1026,1026,1028,,1026,,1025,,1027,1027,1025,1026,1026,1026,1026,1026,1026,1034,1027,1026,1027,1031,1027,1020,1026,1029,1026,1022,1026,1025,1026,1028,,1024,1026,1030,,,1025,1028,1025,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1025,,1028,1026,1026,,1026,1026,1026,1025,,,1032,1022,1027
+,,,1027,1026,1026,1025,1032,1031,1026,1024,1026,1024,,1026,1026,1027,1026,1027,1027,1025,1027,,1024,,,1025,1024,1026,1025,,1031,,1026,,1027,1025,1023,1026,1026,1024,,1027,,1023,1025,1026,1027,,1026,,1025,,1025,1026,1025,1027,1026,1026,1026,1026,1025,1032,1027,1026,1027,1030,1027,1020,1027,1019,1025,1022,1026,1025,1026,1027,,1023,1026,1030,,,1025,1029,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,1027,,,1025,1026,1025,,1028,1026,1026,,1026,1026,1026,1025,,,1036,1022,1027
+,,,1026,1026,1026,1025,1043,1031,1026,1024,1026,1024,,1026,1026,1027,1026,1027,1026,1025,1027,,1024,,,1025,1024,1026,1025,,1031,,1026,,1027,1025,1024,1026,1027,1024,,1027,,1023,1026,1025,1027,,1026,,1025,,1026,1027,1025,1026,1026,1026,1026,1026,1026,1033,1026,1026,1027,1030,1027,1020,1027,1027,1026,1022,1026,1025,1026,1028,,1023,1026,1030,,,1025,1028,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,1026,,1028,1026,1025,,1026,1026,1026,1025,,,1035,1022,1029
+,,,1026,1026,1026,1025,1045,1031,1026,1024,1026,1024,,1027,1026,1027,1026,1027,1026,1025,1027,,1025,,,1025,1024,1026,1025,,1030,,1026,,1027,1025,1024,1026,1026,1025,,1027,,1024,1026,1026,1027,,1026,,1025,,1026,1027,1025,1026,1026,1026,1026,1026,1026,1031,1027,1026,1027,1030,1027,1020,1027,1030,1026,1023,1026,1025,1026,1027,,1022,1026,1030,,,1025,1028,1025,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,1027,,,1025,1026,1025,,1028,1026,1025,,1026,1027,1026,1025,,,1031,1023,1028
+,,,1026,1026,1026,1025,1048,1030,1026,1024,1026,1024,,1026,1026,1027,1026,1026,1026,1025,1027,,1024,,,1025,1024,1026,1025,,1030,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1023,1025,1026,1027,,1025,,1025,,1027,1027,1025,1027,1026,1026,1026,1026,1026,1029,1026,1026,1027,1030,1028,1020,1027,1033,1025,1022,1026,1025,1026,1027,,1020,1026,1030,,,1025,1029,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,,,1028,1026,1025,,1026,1026,1026,1025,,,1032,1023,1028
+,,,1026,1026,1026,1025,1041,1030,1026,1023,1026,1024,,1026,1026,1027,1026,1026,1026,1026,1027,,1024,,,1025,1024,1026,1025,,1030,,1026,,1027,1025,1024,1026,1027,1024,,1027,,1023,1026,1026,1027,,1025,,1025,,1027,1027,1025,1027,1026,1026,1026,1026,1026,1029,1027,1026,1027,1029,1027,1020,1027,1036,1026,1022,1026,1025,,1027,,1020,1026,1030,,,1025,1028,1030,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,,,1028,1026,1025,,1027,1026,1026,1025,,,1030,1022,1028
+,,,1026,1026,1026,1026,1042,1030,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1026,1027,,1024,,,1025,1024,1026,1025,,1030,,1026,,1027,1025,1024,1026,1025,1024,,1027,,1023,1025,1026,1027,,1025,,1026,,1027,1027,1025,1027,1026,1026,1026,1026,1026,1028,1026,1026,1027,1029,1027,1020,1027,1034,1025,1022,1026,1025,,1027,,1019,1026,1029,,,1025,1029,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1027,,,1025,1026,,,1028,1026,1025,,1026,1026,1026,1025,,,1034,1023,1029
+,,,1026,1026,1026,1024,1044,1030,1025,1023,1025,1023,,1026,1025,1026,1026,1026,1026,1025,1026,,1023,,,1025,1024,1026,1025,,1030,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1024,1025,1025,1027,,1025,,1025,,1026,1027,1024,1027,1026,1026,1025,1026,1025,1027,1027,1025,1026,1029,1027,1019,1027,1035,1024,1022,1026,1026,,1027,,1018,1026,1029,,,1025,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1025,1026,,,1027,1026,1024,,1026,1026,1026,1025,,,1038,1022,1028
+,,,,1026,1026,1026,1048,1030,1026,1024,1026,1023,,1026,1026,1026,1025,1025,1026,1024,1027,,1024,,,1025,1023,1026,1025,,1029,,1026,,1026,1025,1023,1025,1025,1025,,1026,,1023,1026,1025,1027,,1024,,1026,,1027,1026,1025,1025,1026,1026,1026,1026,1026,1028,1026,1026,1026,1028,1027,1020,1026,1035,1026,1022,1026,1025,,1027,,1018,1026,1029,,,1025,1028,,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1025,,,1027,1026,1025,,1025,1025,1025,1025,,,1032,1023,1027
+,,,,1026,1026,1026,1046,1030,1026,1024,1026,1023,,1026,1026,1026,1026,1027,1026,1025,1026,,1024,,,1025,1023,1027,1025,,1030,,1026,,1027,1025,1024,1026,1026,1024,,1027,,1024,1025,1026,1027,,1025,,1026,,1030,1027,1025,1027,1026,1026,1026,1026,1026,1029,1027,1026,1027,1029,1027,1020,1027,1036,1026,1023,1026,1026,,1027,,1018,1026,1029,,,1025,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1026,1026,,,1027,1026,1025,,1026,1026,1026,1025,,,1035,1022,1026
+,,,,1026,1026,1026,1042,1029,1026,1024,1026,1023,,1026,1026,1026,1026,1027,1026,1026,1027,,1024,,,1025,1023,1027,1025,,1030,,1026,,1027,1025,1024,1026,1027,1025,,1027,,1024,1025,1026,1027,,1025,,1026,,1027,1027,1025,1027,1026,1026,1026,1026,1025,1026,1026,1026,1027,1029,1027,1019,1027,1035,1026,1023,1026,1025,,1027,,1018,1026,1028,,,1025,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1026,1026,,,1028,1026,1025,,1026,1026,1026,1025,,,1036,1023,1026
+,,,,1026,1026,1026,1040,1029,1026,1019,1026,1028,,1026,1026,1026,1026,1027,1026,1024,1027,,1019,,,1025,1024,1021,1025,,1034,,1026,,1027,1025,1024,1026,1026,1025,,1027,,1024,1026,1026,1027,,1025,,1026,,,1027,1019,1027,1026,1026,1026,1022,1025,1028,1027,1018,1027,1028,1026,1015,1027,1037,1026,1019,1026,1025,,1027,,1012,1025,1028,,,1025,1028,,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,,,1020,1026,,,1027,1026,1019,,1026,1026,1026,1025,,,1034,1017,1027
+,,,,1021,1026,1026,1038,1029,1026,1024,1026,1019,,1026,1026,1026,1026,1026,1026,1020,1027,,1024,,,1025,1024,1026,1025,,1024,,1026,,1022,1025,1018,1026,1027,1025,,1027,,1019,1025,1026,1027,,1020,,1026,,,1027,1025,1017,1026,1021,1026,1026,1025,1029,1027,1025,1027,1024,1027,1019,1027,1030,1026,1023,1026,1021,,1022,,1018,1025,1028,,,1026,1028,,1026,1021,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1026,1026,,,1028,1026,1025,,1026,1027,1020,1020,,,1034,1023,1021
+,,,,1026,1026,1026,1036,1029,1026,1024,1026,1024,,1026,1026,1027,1026,1026,1026,1025,1027,,1024,,,1025,1024,1026,1025,,1029,,1026,,1027,1026,1024,1026,1027,1025,,1027,,1024,1026,1026,1027,,1025,,1026,,,1028,1025,1027,1026,1026,1026,1026,1025,1029,1027,1026,1027,1028,1031,1019,1027,1030,1026,1023,1026,1026,,1027,,1019,1025,1028,,,1026,1028,,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1025,,1026,1026,1025,1025,,,1035,1023,1027
+,,,,1026,1026,1026,1032,1029,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1024,1027,,1024,,,1025,1023,1027,1024,,1029,,1026,,1027,1026,1024,1026,1026,1026,,1026,,1024,1026,1026,1027,,1025,,1026,,,1027,1025,1027,1026,1026,1026,1026,1025,1029,1027,1026,1027,1028,1027,1019,1027,1029,1026,1024,1026,1026,,1027,,1019,1025,1028,,,1026,1028,,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,,,1025,1027,,,1028,1026,1025,,1026,1026,1026,1025,,,1035,1022,1028
+,,,,1026,1026,1026,1024,1029,1026,1024,1026,1024,,1026,1026,1026,1026,1026,1026,1024,1027,,1025,,,1025,1024,1026,1024,,1029,,1026,,1027,1026,1024,1026,1026,1026,,1027,,1024,1025,1026,1027,,1024,,1026,,,1028,1025,1027,1026,1026,1026,1026,1026,1029,1027,1026,1027,1028,,1019,1027,1028,1025,1024,1026,1026,,1027,,1019,1024,1028,,,1026,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1025,1027,,,1027,1026,1025,,1026,1026,1025,1025,,,1030,1022,1027
+,,,,1026,1026,1026,1022,1029,1026,1024,1026,1024,,1026,1026,1026,1025,1026,1026,1025,1027,,1025,,,1025,1023,1027,1025,,1029,,1026,,1027,1025,1024,1026,1027,1026,,1027,,1024,1025,1026,1027,,1025,,1026,,,1027,1025,1027,1026,1026,1026,1027,1025,1028,1027,1026,1027,1027,,1019,1027,1029,,1024,1026,1026,,1027,,1019,1025,1027,,,1026,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1025,,1026,1026,1025,1025,,,1033,1023,1027
+,,,,1026,1026,1026,1018,1029,1026,1024,1026,1024,,1026,1026,1026,1026,1025,1026,1025,1027,,1025,,,1025,1024,1026,1025,,1028,,1026,,1027,1026,1024,1026,1027,1027,,1026,,1024,1025,1026,1027,,1024,,1026,,,1027,1025,1027,1026,1026,1026,1025,1026,1028,1027,1026,1027,1027,,1019,1027,1029,,1023,1026,1026,,1027,,1019,1024,1027,,,1026,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1025,,1026,1026,1025,1026,,,1031,1023,1026
+,,,,1026,1026,1026,1019,1028,1026,1025,1026,1024,,1026,1026,1026,1026,1026,1026,1025,1027,,1025,,,1025,1024,1026,1026,,1028,,1026,,1027,1025,1023,1026,1027,1027,,1026,,1024,1025,1026,1027,,1025,,1026,,,1027,1026,1027,1026,1026,1026,1027,1026,1029,1026,1026,1027,1027,,1020,1027,1028,,1024,1026,1026,,1027,,1019,1024,1027,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1025,,1026,1026,1025,1026,,,1027,1022,1027
+,,,,1026,1026,1026,1025,1028,1026,1025,1026,1024,,1026,1026,1026,1026,1026,1026,1025,1027,,1025,,,1025,1024,1027,1025,,1028,,1026,,1027,1025,1023,1026,1027,1027,,1026,,1024,1026,1026,1027,,1025,,1027,,,1027,1025,1027,1026,1026,1026,1026,1025,1028,1027,1026,1027,1027,,1019,1027,1026,,1022,1026,1026,,1028,,1020,1024,1027,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1025,,1026,1026,1025,1025,,,1032,1022,1027
+,,,,1026,1026,1026,1027,1028,1026,1025,1026,1025,,1026,1026,1026,1026,1026,1026,1025,1027,,1025,,,1026,1024,1026,1025,,1028,,1026,,1027,1025,1023,1026,1027,1028,,1026,,1024,1026,1026,1027,,1025,,1026,,,1027,1026,1027,1026,1026,1026,1026,1025,1028,1027,1026,1027,1027,,1020,1027,1028,,1024,1026,1026,,1028,,1020,1024,1027,,,1027,1028,,1026,1026,1026,1025,1027,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1025,,1026,1026,1024,1025,,,1033,1023,1026
+,,,,1026,1026,1026,1022,1028,1025,1025,1026,1024,,1027,1026,1026,1026,1026,1026,1025,1027,,1025,,,1026,1024,1026,1025,,1028,,1026,,1027,1026,1023,1026,1027,1028,,1026,,1025,1025,1026,1027,,1025,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1028,1026,1026,1027,1026,,1020,1027,1029,,1024,1026,1026,,1027,,1020,1024,1026,,,1027,1027,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1028,,,1027,1026,1025,,1026,1026,1025,1026,,,1032,1023,1027
+,,,,1026,1027,1026,1032,1028,1026,1025,1026,1024,,1026,1026,1027,1025,1026,1026,1025,1027,,1025,,,1025,1024,1026,1025,,1028,,1026,,1027,1026,1023,1026,1027,1028,,1026,,1024,1025,1026,1027,,1025,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1028,1026,1026,1026,1026,,1020,1027,1031,,1024,1026,1027,,1027,,1020,1024,1027,,,1027,1028,,1026,1026,1026,1025,1027,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1025,,1026,1026,1024,1026,,,1041,1023,1027
+,,,,1026,1026,1026,1035,1028,1026,1025,1026,1024,,1026,1026,1026,1025,1026,1026,1025,1027,,1025,,,1026,1024,1026,1025,,1028,,1026,,1027,1026,1023,1026,1027,1029,,1026,,1024,1025,1025,1027,,1025,,1027,,,1027,1026,1027,1026,1026,1026,1026,1026,1028,1027,1026,1027,1026,,1020,1027,1031,,1024,1026,1027,,1028,,1020,1024,1026,,,1027,1027,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1025,,1026,1026,1024,1026,,,1041,1023,1027
+,,,,1026,1026,1026,1033,1027,1026,1025,1026,1025,,1026,1025,1026,1026,1026,1026,1025,1027,,1026,,,1025,1025,1027,1025,,1027,,1026,,1027,1026,1023,1026,1027,1029,,1026,,1025,1025,1026,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1025,1028,1027,1026,1027,1027,,1020,1027,1029,,1024,1026,1027,,1028,,1020,1024,1026,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1028,1026,1026,,1026,1026,1025,1025,,,1035,1023,1027
+,,,,1026,1026,1026,1028,1027,1026,1025,1026,1025,,1026,1026,1026,1026,1025,1026,1026,1027,,1025,,,1025,1024,1026,1025,,1027,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1026,1027,,1025,,1027,,,1027,1025,1027,1026,1026,1026,1026,1026,1028,1027,1026,1027,1026,,1020,1027,1028,,1021,1026,1027,,1028,,1020,1024,1026,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,1028,1026,1026,,1026,1026,1025,1026,,,1038,1024,1027
+,,,,1026,1026,1026,1024,1027,1026,1025,1026,1025,,1026,1026,1026,1026,1025,1026,1025,1027,,1025,,,1025,1024,1026,1025,,1028,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1025,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1026,1028,1027,1026,1027,1027,,1021,1027,1027,,1026,1026,1027,,1028,,1020,1024,1025,,,1027,1028,,1026,1026,1026,1025,1027,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1026,,1026,1026,1024,1026,,,1034,1024,1026
+,,,,1026,1026,1026,1022,1027,1026,1025,1026,1025,,1026,1026,1026,1026,1025,1026,1026,1027,,1025,,,1025,1025,1026,1025,,1027,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1025,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1026,1028,1027,1026,1027,1027,,1020,1027,1027,,1025,1026,1027,,1028,,1020,1024,1025,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1026,,1026,1026,1024,1026,,,1023,1024,1026
+,,,,1026,1026,1026,1019,1027,1025,1025,1026,1025,,1026,1026,1026,1026,1026,1026,1025,1026,,1025,,,1025,1025,1026,1026,,1027,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1026,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1025,1028,1027,1026,1027,1027,,1021,1027,1028,,1025,1026,1027,,1028,,1020,1024,1025,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,1027,1026,1026,,1026,1026,1024,1026,,,1019,1024,1027
+,,,,1027,1026,1026,1019,1027,1026,1025,1026,1025,,1026,1026,1026,1025,1025,1026,1026,1026,,1026,,,1025,1025,1026,1026,,1027,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1026,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1025,1028,1027,1026,1026,1029,,1021,1027,1028,,1025,1026,1027,,1028,,1020,1024,1025,,,1027,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1026,,1026,1026,1024,1026,,,1021,1024,1027
+,,,,1026,1026,1026,1020,1026,1026,1025,1026,1025,,1026,1026,1026,1025,1025,1026,1026,1026,,1026,,,1025,1026,1026,1026,,1027,,1026,,1027,1026,1023,1026,1027,1027,,1026,,1025,1025,1025,1027,,1025,,1027,,,1027,1026,1027,1026,1026,1026,1026,1026,1028,1027,1026,1027,1029,,1021,1027,1027,,,1026,1027,,1028,,1020,1024,1024,,,1027,1028,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,1027,1026,1026,,1026,1026,1024,1026,,,1022,1024,1027
+,,,,1026,1026,1026,1021,1026,1026,1025,1026,1025,,1026,1026,1026,1026,1025,1026,1025,1026,,1026,,,1025,1025,1026,1026,,1027,,1026,,1027,1026,1024,1026,1027,1026,,1026,,1025,1025,1026,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1026,1028,1027,1026,1026,1029,,1021,1027,1028,,,1026,1027,,1028,,1020,1024,1024,,,1026,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1026,,1026,1026,1024,1025,,,1017,1024,1027
+,,,,1026,1026,1026,1022,1026,1026,1025,1026,1025,,1026,1026,1026,1026,1025,1026,1026,1026,,1026,,,1025,1025,1026,1026,,1027,,1026,,1027,1026,1024,1026,1027,1027,,1026,,1025,1025,1026,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1028,1027,1026,1026,1028,,1021,1027,1034,,,1026,1027,,1028,,1021,1025,1024,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1027,,,1026,1028,,,1027,1026,1026,,1026,1026,1025,1026,,,1020,1024,1026
+,,,,1026,1026,1025,1022,1025,1025,1025,1025,1025,,1026,1026,1026,1026,1025,1026,1026,1025,,1025,,,1025,1025,1026,1025,,1027,,1025,,1026,1026,1024,1026,1026,1026,,1026,,1025,1025,1025,1026,,1024,,1027,,,1027,1025,1027,1026,1026,1025,1026,1025,1027,1027,1026,1026,1028,,1020,1027,1025,,,1025,1027,,1028,,1020,1024,1023,,,1025,1027,,1026,1026,1025,1025,1026,1025,1025,1026,1026,1026,1027,,,1026,1027,,,1027,1026,1025,,1026,1026,1024,1026,,,1026,1024,1027
+,,,,1026,1026,1026,1022,1026,1026,1025,1026,1024,,1026,1026,1026,1025,1024,1026,1025,1026,,1026,,,1025,1025,1026,1026,,1026,,1026,,1026,1025,1023,1025,1027,1026,,1026,,1025,1025,1025,1027,,1024,,1027,,,1026,1025,1026,1026,1026,1026,1026,1025,1028,1026,1026,1026,1027,,1021,1026,1025,,,1026,1027,,1027,,1021,1025,1023,,,1027,1028,,1026,1026,1026,1025,1026,1026,1026,1025,1026,1026,1026,,,1026,1027,,,1026,1025,1026,,1025,1025,1024,1025,,,1019,1025,1025
+,,,,1026,1026,1026,1023,1026,1026,1025,1026,1025,,1026,1026,1026,1026,1024,1026,1026,1026,,1026,,,1025,1025,1026,1026,,1026,,1026,,1027,1026,1024,1026,1027,1026,,1026,,1025,1025,1025,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1028,1027,1026,1026,1028,,1021,1027,1025,,,1026,1027,,1028,,1022,1025,1023,,,1026,1028,,1026,1026,1026,1025,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1025,,,1021,1025,1026
+,,,,1027,1026,1026,1023,1025,1026,1025,1026,1025,,1026,1026,1026,1026,1024,1026,1026,1026,,1026,,,1025,1025,1026,1026,,1026,,1026,,1027,1026,1024,1026,1027,1026,,1027,,1025,1025,1025,1027,,1024,,1027,,,1027,1025,1027,1026,1026,1026,1026,1025,1028,1027,1026,1020,1027,,1022,1027,1027,,,1026,1028,,1028,,1022,1025,1023,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1026,,,1027,1024,1026
+,,,,1026,1021,1021,1023,1025,1021,1020,1026,1025,,1021,1026,1026,1025,1024,1026,1026,1025,,1020,,,1025,1026,1021,1026,,1027,,1022,,1027,1026,1024,1026,1022,1026,,1027,,1025,1020,1026,1027,,1024,,1022,,,1027,1026,1027,1026,1026,1021,1026,1020,1028,1026,1021,1032,1028,,1017,1027,1027,,,1026,1027,,1028,,1017,1020,1023,,,1026,1027,,1022,1026,1026,1022,1021,1026,1021,1026,1021,1026,1026,,,1026,1027,,,1027,1026,1022,,1026,1026,1024,1026,,,1021,1019,1026
+,,,,1026,1027,1026,1024,1025,1026,1025,1026,1025,,1027,1026,1021,1026,1024,1026,1026,1026,,1026,,,1020,1026,1026,1026,,1027,,1026,,1021,1026,1019,1019,1027,1026,,1027,,1021,1025,1026,1027,,1024,,1027,,,1021,1025,1027,1026,1026,1026,1026,1026,1028,1027,1026,1036,1022,,1022,1027,1017,,,1026,1023,,1023,,1023,1026,1023,,,1026,1027,,1026,1021,1026,1026,1026,1026,1026,1019,1026,1026,1026,,,1026,1028,,,1022,1021,1027,,1026,1021,1020,1020,,,1022,1024,1026
+,,,,1026,1027,1026,1024,1025,1026,1026,1026,1025,,1026,1026,1026,1025,1024,1026,1026,1026,,1026,,,1026,1026,1026,1026,,1027,,1026,,1027,1026,1024,1026,1027,1026,,1026,,1026,1025,1026,1027,,1024,,1028,,,1027,1025,1027,1026,1026,1026,1026,1025,1027,1027,1026,1038,1027,,1022,1026,1028,,,1026,1027,,1028,,1023,1025,1022,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1025,,,1026,1024,1026
+,,,,1026,1026,1026,1023,1025,1026,1025,1026,1025,,1026,1026,1026,1025,1024,1026,1026,1025,,1026,,,1026,1026,1026,1023,,1027,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1026,1025,1025,1027,,1024,,1027,,,1027,1025,1027,1026,1027,1026,1026,1026,1027,1027,1026,1036,1027,,1022,1027,1027,,,1026,1028,,1028,,1023,1025,1022,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1025,,,1021,1024,1026
+,,,,1026,1026,1026,1023,1025,1026,1026,1026,1025,,1026,1026,1026,1026,1024,1026,1026,1026,,1026,,,1026,1026,1026,1026,,1026,,1026,,1027,1026,1024,1026,1027,1026,,1027,,1026,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1028,1027,1026,1030,1027,,1023,1027,1028,,,1026,1027,,1028,,1023,1025,1022,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1025,,,1022,1024,1026
+,,,,1027,1026,1026,1023,1025,1026,1026,1026,1025,,1026,1026,1026,1025,1024,1026,1026,1026,,1026,,,1026,1025,1026,1027,,1026,,1026,,1027,1026,1024,1026,1027,1026,,1027,,1026,1025,1026,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1027,1026,1034,1027,,1023,1027,1028,,,1026,1027,,1028,,1023,1025,1022,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1026,1027,,1026,1026,1024,1025,,,1026,1025,1026
+,,,,1026,1026,1026,1023,1025,1026,1026,1026,1024,,1026,1026,1026,1025,1024,1026,1026,1026,,1026,,,1026,1025,1026,1026,,1026,,1027,,1027,1026,1024,1026,1027,1027,,1027,,1026,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1027,1026,1036,1027,,1022,1026,1028,,,1026,1028,,1028,,1023,1025,1022,,,1026,1027,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1025,1025,,,1021,1025,1026
+,,,,1027,1026,1026,1024,1024,1026,1026,1026,1024,,1026,1026,1026,1025,1024,1026,1026,1025,,1027,,,1026,1025,1026,1026,,1026,,1026,,1027,1026,1025,1026,1027,1026,,1027,,1026,1025,1025,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1026,1028,1027,1026,1037,1027,,1023,1027,1028,,,1026,1027,,1028,,1023,1026,1022,,,1026,1026,,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1024,1025,,,1022,1025,1026
+,,,,1026,1026,1026,1024,1025,1026,1025,1026,1024,,1026,1026,1026,1025,1024,1026,1026,1026,,1027,,,1026,1025,1026,1027,,1026,,1026,,1027,1026,1025,1026,1027,1026,,1027,,1026,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1026,1026,1043,1027,,1022,1026,1028,,,1026,1027,,1028,,1024,1026,1022,,,1026,1026,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1025,1026,1024,1025,,,1025,1024,1026
+,,,,1026,1026,1027,1024,1025,1026,1025,1026,1024,,1026,1026,1026,1025,1023,1026,1026,1026,,1027,,,1027,1025,1026,1026,,1026,,1026,,1027,1026,1025,1026,1027,1027,,1027,,1026,1025,1026,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1027,1026,1048,1027,,1022,1026,1028,,,1026,1027,,1028,,1024,1026,1021,,,1026,1026,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1025,1025,,,1022,1025,1027
+,,,,1027,1026,1026,1025,1025,1026,1026,1026,1024,,1026,1026,1026,1025,1024,1026,1026,1026,,1027,,,1026,1025,1026,1026,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1026,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1057,1027,,1022,1026,1028,,,1026,1027,,1028,,1024,1026,1021,,,1026,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1024,1025,,,1022,1025,1026
+,,,,1027,1026,1027,1024,1025,1026,1025,1026,1024,,1026,1026,1026,1025,1023,1026,1026,1026,,1027,,,1026,1025,1026,1025,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1026,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1055,1027,,1023,1026,1029,,,1026,1028,,1028,,1024,1026,1020,,,1026,1026,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1024,1025,,,1024,1025,1026
+,,,,1027,1026,1027,1025,1024,1026,1026,1026,1024,,1026,1026,1026,1024,1023,1026,1026,1026,,1027,,,1026,1026,1026,1027,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1026,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1061,1027,,1022,1026,1031,,,1026,1027,,1028,,1025,1026,1020,,,1026,1025,,1026,1026,1026,1027,1026,1026,1027,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1024,1025,,,1023,1025,1026
+,,,,1026,1026,1027,1024,1024,1026,1026,1026,1024,,1026,1026,1026,1025,1023,1026,1026,1026,,1027,,,1026,1026,1026,1030,,1026,,1026,,1026,1026,1024,1026,1027,1027,,1027,,1027,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1027,1026,1026,1026,1025,1027,1027,1026,1068,1027,,1022,1026,1032,,,1026,1027,,1029,,1025,1026,1020,,,1026,1025,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1025,1025,,,1021,1025,1026
+,,,,1026,1026,1027,1021,1024,1026,1026,1026,1024,,1026,1026,1026,1024,1023,1026,1026,1026,,1027,,,1026,1026,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1027,1026,1072,1027,,1023,1026,1032,,,1026,1027,,1028,,1025,1026,1020,,,1026,1025,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1027,,1026,1026,1025,1025,,,1024,1025,1026
+,,,,1026,1026,1027,1019,1024,1026,1026,1026,1024,,1026,1026,1026,1024,1023,1026,1026,1026,,1027,,,1026,1026,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1075,1027,,1023,1026,1033,,,1026,1027,,1029,,1026,1026,1019,,,1026,1024,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1028,,,1027,1027,1027,,1026,1026,1025,1025,,,1023,1025,1026
+,,,,1027,1026,1027,1021,1024,1026,1026,1026,1023,,1026,1026,1026,1024,1023,1026,1026,1026,,1027,,,1026,1026,1026,,,1026,,1026,,1026,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1026,1027,1026,1069,1028,,1023,1026,1033,,,1026,1027,,1029,,1026,1026,1019,,,1026,1024,,1026,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1028,,1026,1026,1025,1025,,,1022,1025,1027
+,,,,1026,1026,1027,1021,1024,1026,1026,1026,1023,,1026,1027,1026,1024,1023,1026,1026,1026,,1027,,,1026,1025,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1065,1027,,1023,1026,1034,,,1026,1027,,1029,,1026,1026,1018,,,1026,1024,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1025,,,1026,1028,,,1027,1027,1028,,1026,1026,1025,1025,,,1024,1025,1027
+,,,,1026,1026,1027,1020,1025,1026,1026,1026,1023,,1026,1026,1026,1024,1023,1026,1026,1026,,1027,,,1026,1025,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1025,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1026,1027,1027,1026,1063,1027,,1023,1026,1034,,,1026,1027,,1029,,1026,1026,1018,,,1026,1024,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,1027,1027,1028,,1026,1026,1025,1025,,,1026,1025,1026
+,,,,1026,1026,1027,1022,1024,1026,1026,1026,1024,,1026,1026,1026,1024,1022,1026,1025,1026,,1027,,,1026,1025,1026,,,1026,,1027,,1026,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1027,,1024,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1027,1027,1026,1064,1027,,1023,1026,1033,,,1026,1027,,1029,,1025,1026,1018,,,1026,1024,,1026,1026,1026,1026,1027,1026,1026,1026,1027,1027,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1027,1025,1027
+,,,,1026,1026,1026,1022,1024,1026,1026,1026,1023,,1026,1026,1026,1023,1023,1026,1025,1026,,1027,,,1026,1026,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1027,,1025,,1028,,,1027,1026,1027,1026,1027,1026,1026,1026,1026,1027,1026,1065,1027,,1023,1026,1033,,,1026,1027,,1029,,1026,1026,1018,,,1026,1024,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1028,1025,1026
+,,,,1026,1026,1027,1022,1024,1026,1026,1026,1023,,1026,1027,1026,1024,1023,1026,1025,1025,,1027,,,1026,1026,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1028,,1027,1025,1026,1027,,1024,,1027,,,1027,1026,1027,1026,1026,1026,1026,1026,1026,1027,1026,1060,1027,,1023,1026,1032,,,1026,1027,,1029,,1025,1026,1018,,,1026,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1028,,,,1027,1028,,1026,1026,1025,1025,,,1028,1025,1026
+,,,,1026,1026,1026,1020,1023,1026,1025,1026,1023,,1025,1026,1026,1023,1023,1025,1025,1025,,1026,,,1027,1026,1025,,,1026,,1026,,1027,1026,1025,1026,1026,1026,,1028,,1027,1025,1025,1027,,1025,,1028,,,1027,1026,1027,1026,1026,1025,1026,1025,1026,1027,1026,1053,1027,,1023,1026,1030,,,1026,1027,,1029,,1025,1025,1018,,,1025,1023,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1029,1024,1026
+,,,,1026,1026,1027,1021,1024,1026,1026,1026,1023,,1026,1027,1026,1023,1022,1026,1025,1025,,1027,,,1026,1026,1026,,,1025,,1026,,1026,1025,1024,1026,1027,1027,,1027,,1026,1025,1026,1027,,1024,,1028,,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1044,1027,,1023,1025,1029,,,1026,1026,,1029,,1025,1026,1018,,,1025,1024,,1026,1026,1026,1026,1027,1026,1026,1026,1026,1027,1025,,,1026,1027,,,,1027,1027,,1025,1025,1025,1024,,,1028,1025,1026
+,,,,1026,1026,1027,1021,1023,1026,1026,1026,1023,,1026,1026,1026,1023,1023,1026,1026,1025,,1027,,,1026,1026,1026,,,1025,,1027,,1027,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1028,,1025,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1026,1027,1026,1034,1027,,1023,1026,1029,,,1026,1027,,1029,,1025,1026,1018,,,1025,1024,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1029,1025,1026
+,,,,1026,1026,1027,1020,1024,1026,1026,1026,1023,,1026,1026,1027,1024,1023,1026,1025,1025,,1027,,,1027,1026,1026,,,1025,,1026,,1026,1026,1025,1026,1027,1027,,1028,,1027,1025,1026,1027,,1025,,1028,,,1027,1026,1027,1026,1026,1026,1026,1025,1026,1027,1026,1028,1027,,1023,1026,1029,,,1026,1027,,1029,,1025,1026,1018,,,1025,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1028,,1026,1026,1025,1025,,,1030,1024,1026
+,,,,1026,1021,1027,1015,1018,1021,1020,1026,1023,,1026,1026,1026,1024,1023,1026,1025,1025,,1021,,,1026,1026,1021,,,1022,,1026,,1027,1026,1024,1026,1022,1027,,1028,,1027,1020,1021,1027,,1025,,1028,,,1027,1021,1027,1022,1026,1021,1021,1020,1026,1027,1021,1032,1027,,1018,1025,1024,,,1026,1027,,1029,,1025,1026,1013,,,1019,1024,,1021,1026,1027,1027,1027,1021,1021,1026,1026,1027,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1028,1024,1026
+,,,,1026,1026,1027,1020,1024,1026,1026,1026,1023,,1026,1026,1026,1018,1018,1026,1025,1025,,1027,,,1021,1020,1026,,,1025,,1026,,1022,1026,1024,1026,1027,1027,,1028,,1022,1025,1026,1027,,1025,,1028,,,1027,1027,1021,1026,1026,1026,1026,1026,1026,1027,1026,1031,1022,,1023,1026,1024,,,1026,1021,,1029,,1025,1025,1018,,,1025,1024,,1026,1026,1026,1022,1027,1026,1026,1026,1026,1027,1021,,,1026,1028,,,,1022,1027,,1026,1021,1020,1020,,,1027,1025,1027
+,,,,1027,1026,1027,1021,1024,1026,1026,1026,1023,,1026,1027,1026,1024,1023,1026,1026,1025,,1027,,,1026,1025,1026,,,1026,,1026,,1026,1026,1024,1026,1027,1027,,1028,,1027,1025,1026,1028,,1025,,1028,,,1027,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1023,1027,,1023,1026,1029,,,1026,1026,,1029,,1025,1025,1018,,,1025,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1026,,,1028,1024,1026
+,,,,1026,1026,1027,1022,1024,1026,1026,1026,1024,,1026,1027,1027,1024,1023,1026,1026,1025,,1027,,,1026,1025,1026,,,1025,,1026,,1026,1026,1024,1026,1027,1027,,1027,,1027,1025,1026,1027,,1025,,1028,,,1026,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1015,1027,,1023,1025,1029,,,1026,1026,,1028,,1025,1025,1018,,,1023,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1028,,,1026,1024,1026
+,,,,1026,1026,1027,1023,1024,1026,1026,1027,1023,,1026,1027,1026,1024,1023,1026,1025,1026,,1027,,,1026,1025,1026,,,1026,,1026,,1027,1026,1024,1026,1027,1027,,1028,,1027,1026,1026,1027,,1025,,1028,,,1027,1027,1027,1026,1027,1026,1026,1026,1026,1027,1026,1009,1027,,1023,1025,1029,,,1026,1026,,1029,,1025,1025,1018,,,1025,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1028,,,,1027,1027,,1026,1026,1025,1025,,,1025,1024,1026
+,,,,1027,1026,1027,1024,1024,1026,1026,1026,1024,,1026,1027,1026,1024,1023,1026,1026,1025,,1027,,,1026,1026,1026,,,1025,,1027,,1027,1026,1025,1027,1027,1027,,1028,,1027,1025,1026,1027,,1025,,1028,,,1027,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1005,1027,,1023,1026,1029,,,1026,1026,,1028,,1024,1025,1018,,,1025,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1025,1026,1025,1025,,,1027,1025,1026
+,,,,1026,1026,1027,1025,1023,1026,1026,1026,1024,,1026,1026,1026,1023,1023,1026,1026,1026,,1027,,,1026,1025,1026,,,1025,,1026,,1027,1026,1025,1026,1027,1027,,1028,,1027,1025,1026,1027,,1025,,1028,,,1027,1027,1027,1026,1026,1027,1026,1026,1026,1027,1026,999,1027,,1023,1025,1028,,,1026,1026,,1029,,1024,1025,1018,,,1025,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1025,,,1028,1024,1025
+,,,,1026,1026,1027,1026,1024,1026,1026,1026,1024,,1027,1027,1027,1024,1024,1026,1026,1026,,1027,,,1025,1026,1026,,,1025,,1026,,1026,1026,1025,1027,1027,1027,,1028,,1027,1025,1026,1027,,1026,,1028,,,1026,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,991,1027,,1023,1025,1028,,,1026,1026,,1029,,1024,1025,1018,,,1024,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1025,,,1028,1025,1026
+,,,,1026,1026,1027,1026,1024,1026,1026,1026,1024,,1026,1027,1026,1024,1024,1026,1025,1025,,1027,,,1026,1025,1026,,,1025,,1026,,1027,1026,1025,1027,1027,1027,,1028,,1027,1026,1026,1027,,1025,,1028,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,994,1027,,1023,1025,1027,,,1026,1026,,1029,,1024,1025,1019,,,,1025,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1025,1026,1025,1025,,,1027,1025,1026
+,,,,1026,1026,1027,1026,1024,1026,1026,1027,1024,,1026,1027,1026,1024,1024,1026,1026,1025,,1027,,,1025,1025,1026,,,1025,,1026,,1026,1026,1025,1027,1027,1027,,1027,,1027,1026,1026,1027,,1026,,1027,,,1026,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,994,1027,,1023,1025,1026,,,1026,1026,,1029,,1024,1025,1019,,,,1025,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1028,1025,1027
+,,,,1027,1026,1027,1026,1024,1026,1026,1027,1024,,1026,1027,1026,1023,1024,1026,1025,1026,,1027,,,1025,1025,1026,,,1025,,1027,,1026,1026,1025,1027,1027,1027,,1028,,1027,1025,1026,1027,,1026,,1027,,,1026,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,996,1027,,1023,1025,1027,,,1026,1026,,1029,,1024,1025,1019,,,,1025,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1031,1024,1026
+,,,,1026,1026,1027,1026,1024,1026,1026,1026,1024,,1026,1027,1026,1023,1024,1026,1026,1026,,1027,,,1025,1026,1026,,,1025,,1026,,1026,1026,1025,1027,1027,1027,,1027,,1027,1025,1026,1027,,1026,,1027,,,1027,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,998,1027,,1023,1025,1027,,,1026,1026,,1029,,1024,1025,1020,,,,1025,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1027,1024,1026
+,,,,1026,1026,1027,1027,1023,1026,1026,1027,1024,,1026,1026,1026,1024,1024,1026,1026,1025,,1027,,,1026,1026,1026,,,1025,,1027,,1026,1026,1025,1026,1026,1026,,1028,,1027,1025,1026,1027,,1027,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1004,1027,,1023,1024,1027,,,1026,1026,,1029,,1024,1025,1020,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1026,1026,1026,1026,,,1028,1025,1026
+,,,,1027,1026,1027,1027,1024,1026,1026,1027,1024,,1026,1027,1027,1023,1024,1026,1026,1026,,1027,,,1026,1026,1026,,,1025,,1027,,1026,1026,1025,1027,1027,1027,,1028,,1028,1026,1026,1027,,1083,,1027,,,1027,1028,1027,1026,1026,1026,1026,1025,1026,1027,1026,1011,1027,,1023,1025,1027,,,1026,1026,,1029,,1024,1025,1020,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1031,1024,1026
+,,,,1026,1026,1027,1027,1024,1026,1026,1027,1024,,1026,1027,1026,1024,1024,1026,1026,1025,,1026,,,1026,1025,1026,,,1025,,1026,,1027,1026,1025,1026,1027,1027,,1028,,1027,1025,1026,1027,,1175,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1017,1027,,1023,1025,1027,,,1026,1026,,1029,,1024,1024,1020,,,,1026,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1029,1024,1026
+,,,,1026,1026,1027,1028,1024,1026,1026,1027,1024,,1026,1027,1026,1024,1024,1026,1025,1026,,1027,,,1026,1025,1026,,,1025,,1026,,1026,1026,1025,1027,1027,1027,,1027,,1027,1025,1026,1027,,1150,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1020,1027,,1023,1024,1028,,,1026,1026,,1029,,1024,1025,1020,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1025,1026,1025,1025,,,1029,1024,1026
+,,,,1026,1026,1027,1029,1024,1026,1026,1026,1024,,1027,1027,1026,1024,1024,1026,1026,1025,,1027,,,1026,1025,1027,,,1025,,1026,,1026,1026,1025,1026,1027,1027,,1028,,1028,1025,1026,1027,,1176,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1020,1027,,1023,1024,1028,,,1026,1026,,1029,,1024,1025,1021,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1025,,,1029,1024,1026
+,,,,1026,1026,1027,1029,1024,1026,1026,1027,1024,,1026,1027,1026,1024,1024,1026,1025,1025,,1027,,,1026,1025,1026,,,1025,,1026,,1027,1026,1025,1026,1027,1027,,1027,,1027,1025,1026,1027,,1214,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1021,1027,,1023,1024,1028,,,1026,1026,,1029,,1024,1025,1021,,,,1027,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1027,1027,,,,1027,1027,,1025,1026,1025,1025,,,1029,1024,1025
+,,,,1026,1026,1027,1030,1024,1026,1026,1026,1024,,1026,1027,1026,1024,1024,1027,1025,1025,,1027,,,1026,1025,1026,,,1025,,1026,,1026,1026,1025,1026,1027,1027,,1027,,1027,1026,1026,1027,,1214,,1027,,,1026,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1020,1027,,1023,1025,1027,,,1026,1025,,1029,,1024,1025,1021,,,,1027,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1025,1025,1025,1026,,,1030,1024,1026
+,,,,1027,1026,1026,1031,1024,1026,1026,1027,1024,,1027,1027,1027,1024,1025,1026,1025,1025,,1027,,,1027,1025,1026,,,1025,,1027,,1027,1026,1025,1027,1027,1027,,1027,,1028,1026,1026,1027,,1174,,1027,,,1026,1028,1027,1026,1027,1026,1026,1026,1027,1027,1026,1020,1027,,1023,1024,1028,,,1026,1026,,1029,,1024,1025,1021,,,,1027,,1026,1027,1026,1028,1026,1026,1026,1027,1026,1027,1026,,,1026,1027,,,,1027,1027,,1026,1025,1025,1026,,,1028,1024,1026
+,,,,1026,1026,1026,1032,1024,1026,1026,1026,1024,,1026,1027,1026,1024,1025,1026,1025,1026,,1026,,,1027,1026,1027,,,1025,,1027,,1026,1026,1025,1027,1027,1027,,1027,,1027,1026,1026,1027,,1138,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1021,1027,,1023,1024,1028,,,1026,1026,,1029,,1024,1025,1021,,,,1027,,1026,1026,1026,1028,1027,1026,1026,1026,1026,1027,1026,,,1026,1026,,,,1026,1027,,1026,1025,1025,1026,,,1030,1024,1026
+,,,,1026,1026,1026,1032,1024,1026,1026,1027,1024,,1026,1027,1026,1024,1025,1026,1025,1025,,1027,,,1027,1025,1026,,,1025,,1026,,1026,1026,1025,1027,1027,1027,,1027,,1027,1025,1026,1027,,1118,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1017,1027,,1023,1025,1027,,,1026,1025,,1029,,1024,1025,1021,,,,1028,,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1027,,,,1027,1027,,1026,1026,1025,1026,,,1031,1023,1026
+,,,,1026,1025,1025,1032,1024,1025,1025,1026,1027,,1026,1026,1027,1026,1025,1026,1028,1024,,1026,,,1026,1025,1026,,,1026,,1026,,1026,1026,1026,1026,1026,1026,,1027,,1027,1025,1025,1026,,1028,,1027,,,1025,1027,1027,1026,1026,1026,1026,1025,1026,1027,1026,1018,1024,,1023,1023,1026,,,1028,1026,,1027,,1024,1025,1021,,,,1027,,1026,1026,1026,1027,1026,1025,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1027,1023,1025
+,,,,1026,1026,1026,1033,1024,1026,1026,1026,1023,,1027,1026,1026,1024,1024,1026,1025,1025,,1027,,,1026,1025,1026,,,1024,,1027,,1026,1026,1025,1026,1027,1027,,1027,,1027,1025,1026,1027,,1067,,1027,,,1026,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1023,1025,,1023,1024,1027,,,1026,1025,,1028,,1024,1025,1022,,,,1027,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1025,,,1026,1026,,,,1025,1026,,1025,1025,1025,1026,,,1030,1023,1025
+,,,,1026,1026,1026,1033,1024,1026,1026,1026,1024,,1027,1027,1026,1024,1024,1026,1025,1025,,1027,,,1027,1025,1027,,,1025,,1026,,1026,1026,1025,1026,1027,1027,,1026,,1027,1025,1026,1027,,1041,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1024,1026,,1023,1024,1027,,,1026,1025,,1028,,1024,1025,1022,,,,1028,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1027,1026,,,1027,1026,,,,1026,1027,,1026,1026,1025,1026,,,1032,1023,1025
+,,,,1026,1026,1026,1032,1024,1026,1025,1026,1024,,1026,1026,1026,1024,1025,1026,1025,1025,,1027,,,1027,1026,1026,,,1025,,1026,,1027,1026,1025,1027,1026,1026,,1027,,1027,1025,1025,1026,,991,,1027,,,1026,1027,1027,1026,1026,1026,1026,1025,1026,1027,1026,1030,1026,,1023,1024,1027,,,1026,1026,,1028,,1023,1024,1021,,,,1027,,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1025,1026,,,1032,1021,
+,,,,1027,1021,1026,1032,1019,1026,1020,1027,1025,,1022,1027,1026,1025,1025,1027,1025,1020,,1027,,,1027,1025,1026,,,1024,,1027,,1027,1026,1025,1026,1027,1027,,1027,,1027,1025,1021,1022,,963,,1027,,,1026,1022,1027,1021,1026,1021,1026,1021,1021,1027,1022,1022,1026,,1018,1025,1027,,,1022,1026,,1029,,1024,1020,1017,,,,1022,,1022,1026,1026,1028,1022,1021,1027,1026,1021,1027,1026,,,1022,1026,,,,1026,1027,,1025,1026,1025,1026,,,1031,1018,
+,,,,1026,1026,1026,1031,1024,1026,1026,1026,1019,,1027,1027,1026,1025,1019,1026,1025,1025,,1027,,,1022,1021,1026,,,1025,,1026,,1027,1026,1025,1022,1027,1027,,1027,,1022,1026,1026,1027,,991,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1027,1027,1026,,1024,1024,1022,,,1026,1025,,1028,,1024,1025,1022,,,,1028,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1027,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1021,,,1032,1023,
+,,,,1026,1026,1026,1030,1024,1026,1026,1027,1025,,1027,1027,1026,1024,1026,1026,1025,1025,,1027,,,1027,1026,1026,,,1025,,1026,,1027,1026,1025,1027,1027,1027,,1028,,1028,1026,1026,1027,,1003,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,,1024,1024,1027,,,1026,1025,,1028,,1024,1025,1022,,,,1028,,1026,1026,1026,1028,1027,1026,1026,1026,1026,1027,1026,,,1027,1026,,,,1026,1027,,1026,1025,1025,1026,,,1033,1021,
+,,,,1027,1026,1026,1029,1024,1026,1026,1027,1025,,1027,1026,1027,1025,1025,1027,1025,1025,,1027,,,1027,1025,1026,,,1025,,1027,,1027,1026,1026,1026,1027,1027,,1028,,1027,1026,1026,1026,,1006,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1027,1025,,1024,1025,1027,,,1026,1025,,1028,,1024,1022,1021,,,,1028,,1026,1026,1026,1028,1025,1026,1026,1026,1026,1026,1026,,,1027,1026,,,,1026,1026,,1026,1026,1026,1026,,,1034,1022,
+,,,,1026,1026,1026,1029,1024,1026,1026,1027,1025,,1027,1027,1026,1025,1025,1026,1025,1025,,1027,,,1027,1025,1026,,,1025,,1027,,1026,1026,1026,1026,1027,1027,,1028,,1027,1026,1026,1027,,1012,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1027,1027,1026,1028,1026,,1024,1025,1027,,,1026,1026,,1028,,1024,1026,1022,,,,1028,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1025,,,1027,1026,,,,1026,1026,,1025,1026,1026,1026,,,1034,1023,
+,,,,1027,1026,1026,1029,1024,1026,1026,1027,1025,,1026,1026,1026,1025,1025,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1027,1027,1027,,1028,,1027,1026,1026,1027,,1040,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1024,1026,,1024,1024,1027,,,1026,1026,,1028,,1024,1021,1021,,,,1028,,1026,1026,1026,1027,1025,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1027,,,1035,1023,
+,,,,1026,1026,1026,1029,1024,1026,1026,1027,1025,,1027,1026,1026,1025,1025,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1026,,1058,,1027,,,1027,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1023,1025,,1024,1024,1028,,,,1025,,1028,,1024,1022,1022,,,,1028,,1026,1026,1026,1028,1025,1026,1026,1026,1026,1027,1026,,,1027,1026,,,,1026,1026,,1026,1026,1025,1027,,,1035,1022,
+,,,,1026,1026,1026,1029,1024,1026,1026,1027,1025,,1027,1026,1026,1025,1026,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1026,1027,1026,,1027,,1027,1026,1026,1026,,1060,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1020,1025,,1026,1025,1028,,,,1026,,1027,,1024,1026,1022,,,,1028,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1027,,,1034,1022,
+,,,,1026,1026,1026,1028,1024,1026,1026,1027,1025,,1027,1026,1026,1025,1025,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1025,1026,1026,,1077,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1023,1025,,1025,1025,1028,,,,1025,,1028,,1024,1026,1022,,,,1027,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1027,1026,,,,1026,1026,,1026,1026,1025,1027,,,1035,1023,
+,,,,1027,1026,1026,1027,1024,1026,1026,1027,1025,,1027,1026,1026,1026,1026,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1027,,1075,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1025,1025,,1024,1024,1028,,,,1026,,1027,,1025,1026,1022,,,,1027,,1026,1026,1026,1028,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1034,1023,
+,,,,1026,1026,1026,1027,1025,1026,1026,1027,1025,,1026,1027,1026,1025,1026,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1026,,1062,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1025,,1025,1025,1029,,,,1026,,1027,,1024,1026,1021,,,,1027,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1025,1026,1026,1026,,,1034,1022,
+,,,,1026,1026,1026,1028,1024,1026,1026,1027,1025,,1026,1026,1026,1026,1026,1026,1025,1024,,1027,,,,1025,1026,,,1025,,1027,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1026,,1070,,1027,,,1026,1028,1027,1026,1026,1027,1026,1026,1026,1027,1026,1025,1025,,1025,1024,1029,,,,1026,,1027,,1024,1026,1021,,,,1027,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1027,1026,,,,1026,1026,,1026,1026,1025,1026,,,1032,1022,
+,,,,1026,1026,1026,1028,1024,1026,1026,1027,1025,,1027,1026,1026,1026,1026,1027,1025,1024,,1027,,,,1025,1026,,,1025,,1025,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1026,,1070,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1025,,1025,1024,1028,,,,1026,,1027,,1024,1026,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1027,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1032,1022,
+,,,,1027,1026,1026,1028,1024,1026,1026,1027,1025,,1027,1026,1026,1026,1026,1026,1025,1024,,1027,,,,1025,1026,,,1025,,1027,,1027,1026,1026,1027,1026,1027,,1027,,1027,1026,1025,1026,,1058,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1030,1025,,1026,1024,1029,,,,1026,,1026,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1027,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1031,1023,
+,,,,1026,1026,1026,1027,1024,1026,1026,1027,1025,,1027,1026,1026,1026,1026,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1026,1026,,1053,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1032,1024,,1026,1024,1028,,,,1026,,1027,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1031,1022,
+,,,,1026,1026,1026,1027,1024,1026,1026,1026,1025,,1027,1026,1026,1026,1026,1026,1025,1025,,1027,,,,1026,1027,,,1025,,1026,,1027,1027,1026,1027,1027,1027,,1027,,1027,1025,1026,1026,,1045,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1029,1024,,1026,1024,1029,,,,1026,,1026,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1025,1027,,,1032,1022,
+,,,,1026,1026,1026,1027,1025,1026,1025,1027,1025,,1027,1026,,1027,1026,1026,1025,1025,,1027,,,,1025,1026,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1038,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1032,1024,,1026,1024,1028,,,,1025,,1027,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1027,,,1031,1022,
+,,,,1026,1026,1026,1028,1024,1026,1026,1027,1025,,1027,1026,,1026,1026,1026,1025,1025,,1027,,,,1025,1026,,,1025,,1027,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1026,1026,,1033,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1039,1024,,,1025,1028,,,,1026,,1026,,1024,1026,1021,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1027,,,1032,1023,
+,,,,1026,1026,1026,1028,1025,1026,1026,1026,1025,,1027,1026,,1027,1026,1026,1026,1025,,1027,,,,1026,1026,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1024,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1027,1041,1024,,,1024,1029,,,,1026,,1026,,1024,1027,1022,,,,1025,,1026,1026,1026,1028,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1027,,,1029,1021,
+,,,,1026,1026,1026,1028,1024,1026,1026,1027,1026,,1027,1026,,1027,1026,1026,1026,1025,,1027,,,,1025,1027,,,1026,,1026,,1028,1027,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1016,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1043,1024,,,1024,1029,,,,1026,,1026,,1024,1026,1022,,,,1025,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1027,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1029,1020,
+,,,,1027,1026,1026,1029,1024,1026,1026,1027,1025,,1026,1026,,1027,1026,1026,1026,1025,,1027,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1016,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1027,1041,1024,,,1024,1029,,,,1026,,1026,,1025,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1027,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1029,1021,
+,,,,1026,1026,1026,1029,1025,1026,1026,1027,1025,,1027,1026,,1027,1026,1027,1026,1025,,1027,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1020,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1034,1024,,,1024,1029,,,,1026,,1026,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1028,1022,
+,,,,1027,1026,1025,1029,1024,1025,1025,1026,1025,,1026,1025,,1027,1026,1026,1026,1024,,1026,,,,1025,1026,,,1026,,1026,,1027,1026,1026,1027,1026,1026,,1027,,1027,1025,1025,1026,,1019,,1027,,,1026,1027,1027,1026,1026,1026,1026,1025,1025,1027,1027,1028,1024,,,1024,1029,,,,1026,,1025,,1024,1026,1021,,,,1025,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1025,1026,1026,,,1029,1020,
+,,,,1025,1026,1026,1030,1025,1026,1026,1027,1025,,1026,1026,,1026,1025,1026,1026,1025,,1027,,,,1025,1027,,,1025,,1026,,1026,1026,1025,1026,1026,1027,,1027,,1026,1025,1025,1026,,1020,,1027,,,1025,1027,1026,1026,1026,1026,1026,1026,1026,1026,1026,1024,1023,,,1023,1028,,,,1025,,1025,,1025,1027,1022,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1025,,,1026,1025,,,,1025,1027,,1026,1025,1025,1026,,,1029,1020,
+,,,,1026,1026,1026,1030,1025,1026,1026,1026,1026,,1026,1026,,1027,1026,1026,1025,1025,,1026,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1026,1026,1026,1026,,1016,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1025,1026,1026,1021,1023,,,1024,1028,,,,1026,,1025,,1025,1027,1022,,,,1026,,1027,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1021,
+,,,,1026,1026,1026,1030,1024,1026,1026,1027,1026,,1027,1026,,1027,1026,1026,1025,1024,,1026,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1017,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1025,1026,1026,1019,1024,,,1024,1028,,,,1026,,1025,,1025,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1029,1022,
+,,,,1026,1021,1026,1031,1025,1026,1020,1022,1026,,1027,1025,,1027,1026,1026,1026,1019,,1026,,,,1025,1027,,,1026,,1021,,1027,1026,1026,1027,1027,1027,,1027,,1027,1020,1020,1021,,1016,,1027,,,1026,1027,1027,1021,1026,1022,1021,1021,1025,1026,1021,1020,1024,,,1024,1028,,,,1026,,1025,,1025,1027,1017,,,,1026,,1026,1026,1022,1028,1026,1022,1021,1026,1021,1026,1026,,,1021,1026,,,,1026,1022,,1026,1026,1026,1026,,,1029,1016,
+,,,,1026,1026,1026,1031,1025,1026,1026,1027,1026,,1027,1026,,1022,1026,1026,1026,1025,,1026,,,,1020,1027,,,1026,,1026,,1022,1026,1026,1027,1027,1027,,1027,,1022,1026,1025,1026,,1000,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1025,1027,1026,1020,1023,,,1024,1028,,,,1026,,1025,,1025,1027,1022,,,,1026,,1027,1026,1026,1023,1026,1027,1026,1026,1026,1026,1026,,,1026,1021,,,,1021,1027,,1020,1026,1020,1026,,,1030,1020,
+,,,,1026,1026,1025,1031,1025,1026,1026,1027,1026,,1026,1026,,1027,1026,1026,1026,1025,,1027,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1021,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1021,1023,,,1024,1029,,,,1026,,1025,,1024,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1029,1021,
+,,,,1026,1026,1025,1031,1024,1026,1026,1027,1026,,1027,1025,,1027,1026,1025,1026,1025,,1027,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1038,,1027,,,1026,1027,1027,1026,1026,1026,1026,1026,1026,1026,1026,1021,1023,,,1024,1028,,,,1026,,1025,,1025,1027,1022,,,,1026,,1026,1026,1026,1028,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1029,1021,
+,,,,1026,1026,1025,1031,1025,1026,1026,1026,1026,,1027,1025,,1027,1026,1026,1026,1025,,1026,,,,1025,1027,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1043,,1027,,,1026,1028,1027,1026,1026,1026,1026,1026,1026,1026,1026,1024,1023,,,1024,1028,,,,1026,,1025,,1025,1026,1022,,,,1027,,1026,1026,1026,1028,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1025,1027,,1026,1026,1026,1027,,,1028,1020,
+,,,,1026,1026,1025,1031,1025,1026,1026,1027,1026,,1027,1025,,1027,1026,1026,1027,1025,,1027,,,,1025,1026,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1041,,1027,,,1026,1027,1027,1026,1027,1026,1026,1026,1026,1026,1026,1027,1023,,,1024,1028,,,,1026,,1025,,1025,1026,1023,,,,1026,,1026,1026,1026,1028,1026,1027,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1027,,,1026,1020,
+,,,,1026,1026,1026,1031,1024,1026,1026,1027,1026,,1027,1026,,1027,1026,1025,1027,1025,,1027,,,,1026,1026,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1042,,1027,,,1026,1027,1027,1026,1026,1026,1026,1026,1025,1026,1027,1029,1023,,,1024,1028,,,,1026,,1025,,1025,1026,1023,,,,1026,,1026,1026,1026,1028,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1027,1021,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1025,,1027,,,,1025,1025,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1031,,1027,,,1026,1027,1027,1026,1026,1026,1026,1026,1025,1026,1026,1030,1023,,,1023,1028,,,,1026,,1025,,1025,1026,1023,,,,1026,,1026,1026,1026,1028,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1025,1026,1027,,,1028,1021,
+,,,,1026,1026,1025,1031,1025,1026,1026,1027,1026,,1027,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1025,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1014,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1026,1026,1026,1030,1022,,,1024,1028,,,,1026,,1025,,1025,1026,1023,,,,1026,,1026,1026,1026,1028,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1027,1021,
+,,,,1026,1026,1025,1031,1025,1026,1026,1026,1026,,1027,1025,,1027,1026,1025,1027,1025,,1026,,,,1026,1024,,,1026,,1026,,1027,1026,1025,1026,1027,1027,,1027,,1027,1026,1025,1026,,1015,,1027,,,1025,1027,1027,1027,1026,1026,1026,1026,1025,1026,1027,1030,1022,,,1024,1027,,,,1026,,1025,,1025,1025,1023,,,,1026,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1026,,1026,1026,1026,1026,,,1027,1021,
+,,,,1026,1026,1025,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1023,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1021,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1025,1026,1026,1030,1022,,,1023,1027,,,,1026,,1025,,1025,1025,1022,,,,1026,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1027,,,1028,1022,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1023,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1017,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1030,1022,,,1024,1027,,,,1026,,1025,,1025,1025,1023,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1022,
+,,,,1027,1026,1026,1031,1025,1025,1026,1027,1026,,1026,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1022,,,1026,,1026,,1027,1026,1025,1027,1026,1027,,1027,,1027,1025,1025,1026,,1021,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1026,1026,1027,1029,1022,,,1023,1027,,,,1026,,1025,,1025,1025,1023,,,,1026,,1026,1026,1026,1028,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1027,,,1028,1022,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1025,,1027,,,,1025,1022,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1025,1025,1026,,1022,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1025,1027,1026,1029,1022,,,1024,1027,,,,1026,,1025,,1025,1025,1023,,,,1026,,1026,1026,1026,1027,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1027,1022,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1022,,,1026,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1028,,1027,,,1025,1027,1027,1027,1026,1026,1026,1026,1026,1027,1027,1029,1022,,,1023,1027,,,,1026,,1025,,1025,1024,1023,,,,1026,,1026,1026,1026,1027,1027,1027,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1025,1026,1026,,,1028,1023,
+,,,,1026,1026,1025,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1024,1027,1025,,1026,,,,1025,1022,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1029,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1025,1026,1026,1028,1022,,,1024,1027,,,,1026,,1026,,1025,1024,1023,,,,1026,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1027,1023,
+,,,,1026,1026,1025,1031,1025,1025,1026,1026,1026,,1026,1025,,1027,1026,1024,1028,1025,,1026,,,,1025,1021,,,1026,,1026,,1027,1027,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1032,,1027,,,1025,1028,1027,1027,1026,1026,1026,1026,1026,1027,1026,1028,1022,,,1024,1027,,,,1026,,1026,,1025,1023,1023,,,,1026,,1026,1026,1026,1027,1026,1027,1026,1027,1026,1026,1026,,,1026,1025,,,,1026,1027,,1026,1026,1026,1026,,,1028,1023,
+,,,,1026,1026,1026,1031,1025,1025,1026,1026,1026,,1027,1025,,1027,1026,1025,1027,1025,,1026,,,,1025,1021,,,1026,,1026,,1027,1026,1025,1026,1027,1027,,1027,,1027,1026,1025,1026,,1035,,1027,,,1025,1028,1027,1026,1027,1026,1026,1026,1026,1027,1026,1027,1022,,,1024,1027,,,,1026,,1026,,1025,1023,1023,,,,1026,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1024,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1028,1026,1024,1027,1026,,1027,,,,1025,1021,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1026,,1038,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1022,,,1024,1027,,,,1026,,1026,,1025,1023,1024,,,,1026,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1027,1026,,1026,,,,1025,1020,,,1026,,1026,,1027,1027,1026,1027,1027,1027,,1027,,1027,1026,1025,1027,,1042,,1027,,,1025,1028,1027,1026,1026,1026,1026,1026,1025,1026,1026,1027,1022,,,1024,1027,,,,1026,,1027,,1026,1022,1024,,,,1026,,1026,1026,1026,1027,1027,1027,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1025,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1026,,1026,1025,,1027,1026,1024,1028,1025,,1027,,,,1024,1020,,,1027,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1026,,1044,,1027,,,1025,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1022,,,1024,1026,,,,1026,,1027,,1025,1022,1024,,,,1025,,1026,1026,1026,1027,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1025,1028,1025,,1027,,,,1025,1020,,,1026,,1026,,1027,1026,1026,1026,1026,1027,,1027,,1027,1025,1025,1026,,1045,,1027,,,1025,1028,1027,1027,1026,1026,1026,1026,1025,1027,1026,1027,1022,,,1024,1027,,,,1026,,1027,,1025,1022,1024,,,,1025,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1025,
+,,,,1026,1026,1025,1031,1024,1025,1025,1026,1026,,1026,1025,,1027,1026,1024,1028,1025,,1026,,,,1025,1019,,,1026,,1026,,1027,1026,1026,1027,1026,1026,,1027,,1027,1025,1025,1026,,1044,,1026,,,1025,1027,1027,1026,1026,1026,1026,1025,1025,1027,1026,1026,1023,,,1024,1027,,,,1026,,1027,,1025,1020,1023,,,,1025,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1025,1026,,,1025,1026,,,,1026,1026,,1026,1026,1026,1026,,,1029,1024,
+,,,,1026,1026,1025,1032,1025,1026,1026,1026,1026,,1026,1025,,1027,1025,1024,1027,1022,,1026,,,,1024,1020,,,1026,,1026,,1026,1026,1025,1026,1027,1027,,1027,,1026,1026,1025,1026,,1040,,1026,,,1024,1027,1026,1026,1025,1026,1026,1026,1025,1026,1026,1026,1022,,,1023,1026,,,,1026,,1027,,1026,1021,1024,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1025,,,,1025,1027,,1025,1025,1025,1026,,,1028,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1024,1028,1027,,1026,,,,1025,1020,,,1027,,1026,,1027,1026,1026,1027,1027,1027,,1027,,1027,1026,1025,1027,,1036,,1026,,,1025,1027,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1024,,,,1026,,1027,,1026,1020,1024,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1025,1026,1026,1026,,,1029,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1024,,1027,1026,1024,1028,1025,,1026,,,,1025,1020,,,1026,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1026,1026,,1028,,1026,,,1025,1028,1027,1026,1026,1026,1026,1026,1025,1027,1026,1026,1023,,,1024,1027,,,,1026,,1028,,1026,1020,1024,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1028,,1026,1026,1026,1026,,,1028,1025,
+,,,,1026,1021,1020,1032,1020,1021,1021,1026,1026,,1026,1025,,1027,1026,1023,1028,1020,,1026,,,,1024,1015,,,1027,,1021,,1027,1026,1026,1026,1022,1027,,1027,,1027,1021,1025,1021,,1021,,1026,,,1025,1027,1027,1026,1026,1021,1022,1026,1021,1027,1022,1026,1023,,,1024,1027,,,,1026,,1028,,1026,1014,1019,,,,1020,,1026,1026,1021,1027,1026,1027,1026,1026,1021,1026,1026,,,1021,1026,,,,1026,1027,,1026,1026,1026,1026,,,1028,1020,
+,,,,1021,1026,1026,1031,1025,1026,1026,1026,1021,,1026,1025,,1027,1021,1024,1029,1025,,1026,,,,1019,1020,,,1022,,1026,,1027,1021,1020,1021,1027,1027,,1027,,1027,1026,1025,1026,,1010,,1026,,,1025,1028,1021,1026,1021,1027,1026,1026,1026,1022,1026,1026,1018,,,1019,1026,,,,1026,,1028,,1026,1020,1024,,,,1025,,1027,1021,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1020,1026,1021,,,1030,1025,
+,,,,1026,1026,1026,1032,1025,1026,1026,1026,1026,,1026,1025,,1027,1026,1024,1028,1025,,1026,,,,1025,1020,,,1027,,1026,,1026,1027,1026,1026,1026,1027,,1027,,1026,1025,1025,1026,,994,,1026,,,1024,1027,1027,1026,1026,1026,1026,1026,1026,1027,1027,1026,1023,,,1024,1027,,,,1026,,1028,,1026,1019,1024,,,,1025,,1026,1026,1026,1027,1027,1027,1026,1026,1026,1026,1026,,,1025,1026,,,,1026,1027,,1026,1026,1026,1026,,,1029,1025,
+,,,,1026,1026,1026,1032,1025,1025,1026,1026,1026,,1026,1025,,1027,1026,1024,1029,1025,,1027,,,,1025,1020,,,1027,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1025,1025,1026,,986,,1026,,,1025,1027,1027,1027,1026,1026,1026,1026,1026,1027,1026,1027,1023,,,1024,1027,,,,1026,,1028,,1026,1019,1024,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1032,1025,1025,1026,1026,1027,,1026,1025,,1028,1026,1024,1028,,,1026,,,,1025,1020,,,1027,,1026,,1026,1026,1025,1026,1027,1027,,1027,,1026,1026,1026,1026,,987,,1026,,,1025,1027,1027,1026,1026,1027,1026,1026,1025,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1026,1019,1024,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1027,1026,1027,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1024,
+,,,,1026,1026,1026,1032,1025,1025,1026,1026,1026,,1026,1025,,1027,1026,1024,1028,,,1027,,,,1025,1020,,,1027,,1026,,1027,1026,1026,1026,1027,1027,,1027,,1027,1026,1025,1027,,993,,1026,,,1025,1027,1027,1026,1026,1027,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1027,1019,1025,,,,1025,,1026,1026,1026,1027,1027,1026,1026,1027,1026,1026,1026,,,1027,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1032,1026,1026,1026,1026,1026,,1026,1025,,1027,1026,1024,1027,,,1027,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,1027,,1026,1026,1025,1027,,1005,,1026,,,1025,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1027,1019,1025,,,,1025,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1026,
+,,,,1026,1026,1026,1032,1026,1025,1026,1026,1026,,1026,1025,,1027,1025,1024,1028,,,1027,,,,1025,1020,,,1026,,1026,,1026,1026,1026,1026,1027,1027,,1027,,1026,1026,1026,1027,,1019,,1026,,,1025,1028,1027,1026,1026,1026,1026,1026,1025,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1027,1019,1025,,,,1024,,1026,1026,1026,1027,1026,1027,1027,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1031,1024,
+,,,,1026,1026,1026,1032,1026,1025,1026,1026,1026,,1026,1024,,1027,1025,1023,1028,,,1026,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1026,1027,,1027,,1027,1026,1025,1027,,1027,,1026,,,1025,1028,1027,1026,1026,1026,1027,1026,1025,1027,1026,1026,1023,,,1024,1026,,,,1026,,1027,,1026,1019,1025,,,,1024,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1024,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1027,,1026,1025,,1027,1026,1024,1028,,,1026,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,1027,,1026,1026,1026,1027,,1028,,1026,,,1024,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1027,1019,1025,,,,1024,,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1031,1025,
+,,,,1026,1026,1026,1032,1026,1025,1026,1026,1027,,1026,1025,,1026,1026,1023,1028,,,1027,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,1027,,1027,1026,1026,1027,,1029,,1026,,,1025,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1027,,1027,1020,1025,,,,1024,,1026,1026,1026,1027,1027,1027,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1031,1025,
+,,,,1026,1026,1026,1032,1026,1025,1026,1026,1026,,1026,1025,,1027,1025,1023,1028,,,1026,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,,,1027,1026,1026,1027,,1029,,1025,,,1024,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1027,,1027,1020,1026,,,,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,1026,1025,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1032,1026,1025,1026,1026,1026,,1026,1025,,1027,1025,1024,1028,,,1027,,,,1024,1019,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,,,1027,1026,1025,1027,,1027,,1025,,,1024,1029,1027,1027,1026,1026,1026,1026,1025,1027,1026,1026,1023,,,1024,1026,,,,1025,,1027,,1027,1020,1026,,,,1024,,1026,1026,1026,1027,1026,1027,1026,1027,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1031,1025,
+,,,,1026,1026,1026,1032,1025,1025,1026,1026,1027,,1026,1025,,1026,,1024,1028,,,1027,,,,1024,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,,,1026,1026,1026,1027,,1023,,1025,,,1024,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1023,,,1024,1026,,,,1026,,1028,,1027,1020,1026,,,,1024,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1032,1025,1026,1026,1026,1027,,1026,1024,,1026,,1024,1028,,,1026,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1028,,,,1027,1025,1025,1027,,1022,,1025,,,1025,1027,1027,1026,1026,1027,1026,1026,1025,1027,1026,1025,1023,,,1024,1026,,,,1025,,1027,,1027,1020,1027,,,,1024,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,1026,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1026,,1026,1025,,1026,,1024,1028,,,1026,,,,1024,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,,,1026,1026,1026,1027,,1024,,1025,,,1024,1027,1027,1026,1026,1027,1026,1026,1025,1027,1026,1026,1024,,,1024,1026,,,,1026,,1027,,1027,1020,1027,,,,1023,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,1026,,,1030,1025,
+,,,,1026,1026,1026,1032,1025,1025,1026,1026,1026,,1026,1025,,1026,,1024,1028,,,1027,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1027,1027,,,,1027,1025,1025,1027,,1026,,1025,,,1024,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1026,1024,,,1024,1025,,,,1026,,1027,,1027,1020,1027,,,,1023,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1030,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1027,,1026,1025,,1026,,1024,1028,,,1027,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1026,1027,,,,1027,1026,1026,1027,,1027,,1025,,,1024,1027,1027,1027,1026,1027,1026,1026,1025,1027,1026,1026,1024,,,1024,1026,,,,1025,,1027,,1027,1020,1027,,,,1023,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1030,1025,
+,,,,1026,1026,1026,1031,1026,1025,1026,1026,1026,,1026,1024,,1026,,1024,1028,,,1027,,,,1025,1020,,,1027,,1026,,1026,1026,1026,1026,1026,1027,,,,1027,1026,1026,1027,,1027,,1025,,,1024,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1024,,,1023,1026,,,,1025,,1027,,1027,1021,1027,,,,1023,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1030,1025,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1026,,1026,1024,,1026,,1024,1028,,,1027,,,,1025,1020,,,1027,,1026,,1025,1026,1026,1026,1026,1027,,,,1027,1026,1026,1027,,1027,,1025,,,1024,1028,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1024,,,1023,1026,,,,1026,,1027,,1027,1021,1027,,,,1023,,1026,1026,1026,1027,1026,1027,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1030,1025,
+,,,,1026,1026,1026,1031,1025,1026,1026,1026,1027,,1026,1024,,1026,,1024,1028,,,1027,,,,1025,1021,,,1026,,1026,,1026,1026,1026,1026,1026,1027,,,,1027,1026,1026,1027,,1026,,1026,,,1024,1027,1027,1026,1026,1026,1026,1026,1026,1027,1026,1027,1024,,,1023,1026,,,,1026,,1027,,1027,1021,1027,,,,1022,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1030,1024,
+,,,,1026,1026,1026,1032,1026,1026,1026,1026,1026,,1026,1024,,1026,,1024,1027,,,1027,,,,1025,1022,,,1027,,1026,,1026,1026,1026,1026,1026,1027,,,,1027,1026,1026,1026,,1026,,1026,,,1025,1027,1027,1026,1027,1027,1026,1026,1026,1027,1026,1027,1024,,,1023,1026,,,,1026,,1027,,1028,1021,1027,,,,1022,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1029,1024,
+,,,,1026,1026,1025,1031,1025,1025,1026,1025,1026,,1025,1024,,1026,,1023,1028,,,1026,,,,1025,1022,,,1027,,1026,,1026,1026,1027,1026,1026,1026,,,,1027,1025,1025,1026,,1027,,1025,,,1025,1027,1027,1026,1026,1026,1026,1025,1025,1027,1026,1026,1024,,,1023,1026,,,,1025,,1027,,1027,1021,1026,,,,1021,,1026,1026,1026,1027,1026,1026,1026,1027,1026,1026,1026,,,,1026,,,,1026,1026,,1026,1026,1026,,,,1029,1024,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1026,,1026,1024,,1025,,1024,1027,,,1027,,,,1024,1023,,,1026,,1026,,1025,1026,1026,1026,1027,1027,,,,1026,1025,1026,1027,,1027,,1025,,,1024,1028,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1024,,,1023,1025,,,,1025,,1026,,1028,1022,1028,,,,1021,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,,1025,,,,1025,1027,,1025,1025,1025,,,,1027,1025,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1027,,1026,1025,,1026,,1024,1028,,,1026,,,,1025,1023,,,1026,,1026,,1026,1026,1026,1026,1027,1027,,,,1027,1026,1026,1027,,1028,,1025,,,1025,1028,1027,1026,1026,1027,1026,1026,1026,1027,1026,1027,1024,,,1023,1026,,,,1026,,1027,,1028,1022,1028,,,,1021,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1027,1024,
+,,,,1026,1026,1026,1029,1026,1026,1026,1026,1026,,1026,1024,,1026,,1024,1028,,,1026,,,,1025,1024,,,1027,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1026,1026,1027,,1028,,1025,,,1025,1027,1027,1026,1026,1026,1026,1025,1026,1027,1026,1027,1024,,,1023,1026,,,,1025,,1026,,1028,1023,1028,,,,1021,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1027,1024,
+,,,,1026,1021,1026,1031,1026,1020,1026,1026,1026,,1020,1024,,1025,,1019,1027,,,1027,,,,1024,1018,,,1026,,1020,,1025,1026,1026,1026,1021,1027,,,,1026,1020,1021,1022,,1028,,1025,,,1025,1028,1026,1022,1026,1026,1021,1018,1026,1026,1026,1027,1024,,,1022,1026,,,,1025,,1025,,1023,1018,1020,,,,1015,,1021,1026,1022,1026,1022,1026,1026,1026,1026,1021,1026,,,,1025,,,,1026,1027,,1026,1026,1025,,,,1026,1024,
+,,,,1027,1026,1026,1032,1026,1026,1026,1026,1027,,1026,1024,,1026,,1024,1028,,,1027,,,,1025,1022,,,1021,,1026,,1026,1026,1027,1027,1026,1027,,,,1027,1025,1026,1026,,1027,,1025,,,1025,1028,1021,1027,1027,1026,1026,1025,1026,1027,1026,1027,1025,,,1019,1021,,,,1026,,1026,,1028,1023,1028,,,,1020,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1020,,,,1027,1025,
+,,,,1026,1026,1026,1031,1026,1025,1026,1026,1027,,1026,1024,,1026,,1024,1027,,,1026,,,,1024,1025,,,1027,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1026,1026,1027,,1029,,1025,,,1025,1028,1027,1026,1026,1026,1026,1025,1026,1027,1026,1027,1025,,,1023,1026,,,,1026,,1026,,1028,1023,1028,,,,1019,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1027,1024,
+,,,,1026,1026,1026,1031,1026,1025,1026,1026,1026,,1026,1024,,1025,,1024,1027,,,1026,,,,1025,1025,,,1026,,1026,,1026,1026,1027,1026,1026,1026,,,,1027,1026,1026,1027,,1029,,1025,,,1025,1028,1027,1026,1026,1026,1026,1025,1026,1027,1026,1027,1024,,,1023,1026,,,,1026,,1026,,1028,1024,1028,,,,1019,,1026,1026,1026,1027,1026,1026,1026,1027,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1024,
+,,,,1026,1026,1026,1031,1026,1026,1026,1026,1026,,1026,1024,,1026,,1024,1027,,,1026,,,,1025,1025,,,1026,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1026,1026,1026,,1029,,1025,,,1025,1027,1027,1027,1026,1026,1026,1025,1026,1027,1026,1027,1025,,,1023,1026,,,,1026,,1026,,1028,1024,1027,,,,1018,,1026,1026,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1025,
+,,,,1026,1026,1026,1031,1026,1025,1026,1026,1027,,1026,1024,,1025,,1024,1027,,,1027,,,,1025,1025,,,1027,,1026,,1025,1026,1027,1026,1026,1027,,,,1027,1026,1026,1026,,1031,,1025,,,1026,1027,1027,1026,1027,1026,1026,1025,1025,1027,1026,1027,1025,,,1023,1026,,,,1026,,1026,,1028,1024,1028,,,,1018,,1026,1026,1026,1027,1026,1026,1026,1026,1027,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1024,
+,,,,1027,1026,1026,1031,1025,1025,1026,1026,1026,,1026,1024,,1025,,1024,1027,,,1026,,,,1025,1025,,,1026,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1025,1026,1026,,1034,,1024,,,1024,1028,1027,1026,1026,1027,1027,1026,1025,1027,1026,1026,1025,,,1023,1026,,,,1026,,1025,,1028,1023,1027,,,,1017,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1026,,1026,1026,1026,,,,1027,1023,
+,,,,1026,1026,1026,1032,1026,1026,1026,1026,1026,,1026,1025,,1025,,1024,1027,,,1026,,,,1024,1025,,,1026,,1026,,1025,1026,1027,1026,1027,1027,,,,1027,1026,1026,1027,,1034,,1025,,,1025,1028,1027,1027,1026,1026,1026,1025,1026,1027,1026,1027,1025,,,1023,1026,,,,1026,,1025,,1028,1024,1028,,,,1017,,1026,1026,1026,1027,1027,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1024,
+,,,,1026,1026,1026,1031,1026,1026,1027,1026,1026,,1026,1024,,1026,,1024,1027,,,1026,,,,1025,,,,1026,,1026,,1025,1026,1027,1026,1026,1027,,,,1027,1026,1026,1027,,1033,,1025,,,1025,1028,1027,1026,1026,1026,1026,1025,1026,1027,1026,1027,1025,,,1023,1027,,,,1026,,1025,,1029,1024,1028,,,,1017,,1026,1027,1026,1027,1026,1026,1026,1026,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1025,,,,1027,1024,
+,,,,1026,1026,1026,1031,1026,1026,1027,1026,1026,,1026,1024,,1025,,1024,1027,,,1026,,,,1024,,,,1026,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1026,1027,1027,,1031,,1024,,,1024,1026,1027,1026,1026,1027,1026,1025,1026,1026,1026,1027,1025,,,1024,1026,,,,1026,,1025,,1028,1024,1028,,,,1016,,1026,1026,1026,1026,1026,1026,1026,1026,1027,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1024,
+,,,,1026,1026,1027,1031,1025,1026,1026,1026,1026,,1026,1024,,1025,,1024,1027,,,1026,,,,1025,,,,1026,,1026,,1025,1026,1027,1026,1026,1027,,,,1027,1026,1026,1027,,1032,,1024,,,1024,1028,1027,1026,1026,1027,1026,1025,1025,1027,1026,1027,1025,,,1023,1026,,,,1026,,1025,,1028,1024,1028,,,,1016,,1026,1026,1026,1026,1026,1026,1026,1027,1026,1027,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1024,
+,,,,1026,1026,1026,1030,1026,1025,1026,1026,1027,,1026,1024,,1025,,1024,1027,,,1026,,,,1025,,,,1026,,1026,,1026,1026,1027,1026,1026,1027,,,,1027,1026,1026,1026,,1032,,1024,,,1024,1028,1027,1027,1026,1026,1026,1025,1025,1027,1026,1027,1025,,,1024,1026,,,,1026,,1025,,1029,1024,1028,,,,1016,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1026,,1026,1026,1026,,,,1028,1024,
+,,,,1026,1026,1026,1031,1025,1025,1026,1026,1026,,1025,1024,,1025,,1024,1027,,,1026,,,,1024,,,,1026,,1026,,1025,1026,1027,1026,1026,1027,,,,1027,1026,1027,1026,,1032,,1024,,,1025,1028,1027,1027,1026,1026,1026,1025,1026,1027,1026,1027,1026,,,1023,1027,,,,1026,,1025,,1029,1024,1028,,,,1016,,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,1026,,,,1026,,,,1026,1027,,1026,1026,1026,,,,1028,1025,
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+,,,,1027,,1026,1025,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,1026,,1026,1026,1027,1026,,,,,,,1025,,1027,,,,,,1024,1026,1026,,,1026,1026,1026,,1026,1026,1026,,,1026,1024,,,,,,,,,,1020,,,,,,1026,1026,1026,1026,,,1027,,,1026,,,,,,,,,,1026,,,,,,,,1023,,
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+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1026,1027,,,,1026,1026,1026,,1026,1027,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1020,,
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+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1027,1026,,,,,,,,,1028,,,,,,1027,1026,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1026,,,,,,,,1019,,
+,,,,,,1026,1027,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1027,1026,,,,,,,,,1028,,,,,,1027,1027,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1026,,,,,,,,1019,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1027,,,,,,,,,1028,,,,,,1027,1027,,,,1026,1026,1026,,1027,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1019,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1027,,,,,,,,,1028,,,,,,1027,1026,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1018,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1029,,,,,,1027,1027,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1027,1027,,,1026,,,1027,,,,,,,,,,1026,,,,,,,,1018,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1025,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1027,1026,,,,1026,1026,1025,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1026,,,1026,,,1026,,,,,,,,,,1025,,,,,,,,1018,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1027,1026,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1026,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1018,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1027,1026,,,,,,,,,1027,,,,,,1028,1027,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1026,,,,,,,,1019,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1027,1026,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1027,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1019,,
+,,,,,,1021,1026,,,1026,,,,,,,,,,,,,1021,,,,,,,,1026,,,,,,1027,1026,1026,1021,,,,,,,,,1027,,,,,,1022,1026,,,,1021,1026,1021,,1026,1026,1027,,,,1027,,,,,,,,,,1018,,,,,,1026,1026,1021,1026,,,1027,,,1022,,,,,,,,,,1027,,,,,,,,1020,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1021,1026,1026,1026,,,,,,,,,1022,,,,,,1028,1017,,,,1026,1026,1026,,1026,1027,1028,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1022,,,1027,,,1026,,,,,,,,,,1027,,,,,,,,1015,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1023,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1021,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1023,,,,,,1027,1026,1027,1027,,,1026,,,1027,,,,,,,,,,1026,,,,,,,,1022,,
+,,,,,,1027,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1027,1027,1026,,,,,,,,,1028,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1023,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1023,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1027,1027,,,1026,,,1027,,,,,,,,,,1026,,,,,,,,1024,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1026,,,,,,,,1024,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1024,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1024,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1027,1027,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1027,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1027,1026,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1025,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1025,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1027,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1027,1027,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1027,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1027,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1027,1026,1026,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1026,1026,,1026,1027,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1027,,,1026,,,,,,,,,,1026,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1027,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1027,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1027,1027,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1025,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1026,,,1026,,,1026,,,,,,,,,,1024,,,,,,,,1026,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1024,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,1028,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1025,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1026,,,,,,,,,,1027,,,,,,,,1026,,
+,,,,,,1027,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1017,,,,,,,,1026,,,,,,1026,1026,1021,1026,,,,,,,,,1026,,,,,,1028,,,,,1021,1021,1026,,1022,1022,1027,,,,1027,,,,,,,,,,1020,,,,,,1026,1026,1026,1026,,,1026,,,1021,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1022,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1022,,,,1021,,,,,,,,,,1025,,,,,,1026,1021,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1021,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1027,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1025,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1026,,,,,,,,,,,,,1025,,,,,,,,1026,,,,,,1027,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1027,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1028,,,,,,,,,,1025,,,,,,1026,1026,1027,1027,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1029,,,,,,,,1026,,,,,,1026,1027,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1027,1026,1027,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,1026,,,,,,,,1026,,,,,,1026,1027,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1026,,,,,,1026,1026,1026,1027,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1027,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1027,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1022,,,,,,1026,1026,1027,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1027,1026,1026,,,,,,,,,1027,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1028,,,,1027,,,,,,,,,,1026,,,,,,1026,1026,1027,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1027,1026,,1027,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1027,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1026,1026,,1026,1026,1027,,,,1027,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1026,1026,,1026,1026,1027,,,,1028,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1028,,,,,1026,1026,1027,,1026,1026,1027,,,,1028,,,,,,,,,,1025,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1027,1026,,1026,1026,1027,,,,1028,,,,,,,,,,1025,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,1026,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1030,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1027,1026,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1027,1027,,1027,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1025,,,1026,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1024,1026,,1026,1025,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1025,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,1024,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,1026,1027,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,1028,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,1026,1027,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,1026,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1022,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1021,,,,,,,,,1027,,,,,,1027,,,,,1021,,1022,,1022,1021,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1022,1026,,,1021,,,1022,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1021,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1022,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1022,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,1027,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1027,1026,1027,1027,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1027,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1030,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1027,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1027,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1027,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1030,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1030,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1030,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1027,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1032,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1031,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1027,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1028,,,,,,1027,,,,,1026,,1027,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1025,1025,,,1026,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,1027,,,,,,1026,,,,,1026,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1027,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,1026,,,,,,,,,,,,,,,,1026,1025,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1028,,,,,,1027,,,,,1027,,1026,,1026,1026,1026,,,,1027,,,,,,,,,,,,,,,,1027,1027,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1026,,,,,1026,,1026,,1026,1025,1026,,,,1027,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1026,1020,,,1027,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1021,,,,,,,,,1027,,,,,,1027,,,,,1021,,1026,,1026,1021,1026,,,,1027,,,,,,,,,,,,,,,,1026,1027,1027,1026,,,1021,,,,,,,,,,,,,,,,,,,,,1029,,
+,,,,,,1025,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1021,,1026,1026,,,,,,,,,1022,,,,,,1027,,,,,1029,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1022,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1026,,,,,1026,,1027,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1028,,,,,,1027,,,,,1026,,1027,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1027,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1028,,,,,,1027,,,,,1024,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1028,,,,,,1027,,,,,1027,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1027,1027,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,1026,,1027,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1028,,,,,,1027,,,,,1026,,1027,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1028,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1027,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1028,,,,,,1027,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1027,1027,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1027,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1027,1026,1026,1026,,,1026,,,,,,,,,,,,,,,,,,,,,1027,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1030,1029,,,,,,,,,1027,,,,,,1030,,,,,,,1029,,1029,1030,1025,,,,,,,,,,,,,,,,,,,,1029,1026,1029,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1027,1025,1026,,,,,,,,,,,,,,,,,,,,1026,1026,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1021,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1027,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1025,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1027,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1027,1024,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1023,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1023,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1023,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1023,1025,,,,,,,,,,,,,,,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1023,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1023,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1027,,,,,,1027,,,,,,,1027,,1026,1024,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1024,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1026,,,,,,,1026,,1026,1023,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1025,,1027,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1024,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1025,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1025,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1027,,,,,,1027,,,,,,,1022,,1026,1020,1025,,,,,,,,,,,,,,,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1027,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1027,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1025,,,,,,,,,1027,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1027,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1022,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1021,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,1026,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1023,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1025,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1021,1026,,,,,,,,,,,,,,,1021,,,,,,,1021,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1021,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1020,,,,,,,,,,,,,,,,,,,,1027,,1027,1019,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1029,,,,,,1029,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1028,,,,,,,,,,,,,,,,,,,,1026,,1027,1029,,,,,,,,,,,,,,,,,,,,,,,,1028,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1021,,,,,,,,,,,,,,,1018,,,,,,,1021,,1021,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1022,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1027,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1028,1025,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1025,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1024,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1020,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1021,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1021,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1021,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1025,,,,,,,,,,,,,,,1025,,,,,,,1025,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1021,1021,,,,,,,,,,,,,,,1020,,,,,,,1021,,1027,1022,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1021,,,,,,,,,,,,,,,,,,,,1026,,1026,1022,,,,,,,,,,,,,,,,,,,,,,,,1020,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1025,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1025,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1025,,1027,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1025,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1025,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1025,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1025,,1026,1026,1025,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1020,,,,,,,1020,,1021,1026,1026,,,,,,,,,,,,,,,,,,,,1022,,1021,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1025,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1027,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1027,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1025,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1021,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1020,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1022,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1025,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1027,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,1027,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,1026,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,,,,,,,1025,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1021,1021,,,,,,,,,,,,,,,1020,,,,,,,,,1027,1021,1026,,,,,,,,,,,,,,,,,,,,1022,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1021,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1027,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1027,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1021,,,,,,,,,,,,,,,1021,,,,,,,,,1021,1021,1027,,,,,,,,,,,,,,,,,,,,1021,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1022,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1021,,,,,,,,,,,,,,,,,,,,1026,,1026,1021,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,,,1026,1026,1027,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1027,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1027,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1024,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1027,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,1026,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1025,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1021,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1021,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1021,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1025,1026,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1020,1021,,,,,,,,,,,,,,,1021,,,,,,,,,1021,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1021,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1027,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1023,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1028,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1025,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,1026,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1030,,1027,,,,,,,,,,,,,,,,,,,,1025,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1021,,,,,,,,,,,,,,,,1018,,,,,,,,,1030,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1033,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1041,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1045,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1047,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1052,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1060,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1062,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1064,,1026,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1066,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1065,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1061,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1057,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1052,,1026,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1046,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1043,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1035,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1033,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,1029,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1023,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1016,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1012,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1008,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1005,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1021,,,,,,,,,1002,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,1021,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1006,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1010,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1012,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1013,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1007,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1011,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1015,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1015,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1016,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1017,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1018,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1019,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1020,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1023,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1021,,,,,,,,,,,,,,,,1020,,,,,,,,,1019,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1036,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1036,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1037,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1038,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1025,,,,,,,,,1037,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1034,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1032,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1023,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1021,,,,,,,,,1019,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1019,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1019,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1020,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1027,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1027,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1024,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1020,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1024,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1023,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1028,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,1026,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1036,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1028,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1029,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1031,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1032,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1031,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1034,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1034,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1032,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1031,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1032,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1031,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1030,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1018,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1023,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1023,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1024,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1020,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1019,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1025,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1021,,,,,,,,,1021,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1023,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,1022,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1027,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
diff --git a/your-project/data/Taekwondo_people.csv b/your-project/data/Taekwondo_people.csv
new file mode 100644
index 00000000..ef7cb304
--- /dev/null
+++ b/your-project/data/Taekwondo_people.csv
@@ -0,0 +1,7 @@
+Participant ID,Sex,Age,Weight (kg),Experience (years),Belt
+P1,M,7,25,1,Green
+P2,M,9,23,2,Red Stripe 
+P3,M,13,39,6,Black Stripe
+P4,M,14,43,8,Black (Competitive)
+P5,F,16,54,8,Black (Competitive)
+P6,M,16,72,13,Black (Competitive)
diff --git a/your-project/data/clean_data.csv b/your-project/data/clean_data.csv
new file mode 100644
index 00000000..0714ba99
--- /dev/null
+++ b/your-project/data/clean_data.csv
@@ -0,0 +1,81 @@
+,P1-R-1,P1-R-2,P1-R-3,P1-R-4,P1-R-5,P2-R-1,P2-R-2,P2-R-3,P2-R-4,P2-R-5,P3-R-1,P3-R-2,P3-R-3,P3-R-4,P3-R-5,P4-R-1,P4-R-2,P4-R-3,P4-R-4,P4-R-5,P5-R-1,P5-R-2,P5-R-3,P5-R-4,P5-R-5,P6-R-1,P6-R-2,P6-R-3,P6-R-4,P6-R-5,P1-B-1,P1-B-2,P1-B-3,P1-B-4,P1-B-5,P2-B-1,P2-B-2,P2-B-3,P2-B-4,P2-B-5,P3-B-1,P3-B-2,P3-B-3,P3-B-4,P3-B-5,P4-B-1,P4-B-2,P4-B-3,P4-B-4,P4-B-5,P5-B-1,P5-B-2,P5-B-3,P5-B-4,P5-B-5,P1-C-1,P1-C-2,P1-C-3,P1-C-4,P1-C-5,P2-C-1,P2-C-2,P2-C-3,P2-C-4,P2-C-5,P3-C-1,P3-C-2,P3-C-3,P3-C-4,P3-C-5,P4-C-1,P4-C-2,P4-C-3,P4-C-4,P4-C-5,P5-C-1,P5-C-2,P5-C-3,P5-C-4,P5-C-5,P6-C-1,P6-C-2,P6-C-3,P6-C-4,P6-C-5,P1-P-1,P1-P-2,P1-P-3,P1-P-4,P1-P-5,P2-P-1,P2-P-2,P2-P-3,P2-P-4,P2-P-5,P3-P-1,P3-P-2,P3-P-3,P3-P-4,P3-P-5,P4-P-1,P4-P-2,P4-P-3,P4-P-4,P4-P-5,P5-P-1,P5-P-2,P5-P-3,P5-P-4,P5-P-5,P6-P-1,P6-P-2,P6-P-3,P6-P-4,P6-P-5
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+1,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,25.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-9.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,19.0,0.0,10.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,14.0,-129.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+2,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,100.0,0.0,0.0,24.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.0,0.0,23.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-35.0,-136.0,0.0,0.0,-13.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+3,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,152.0,0.0,0.0,22.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,46.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,38.0,0.0,38.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-85.0,-139.0,0.0,0.0,-13.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
+4,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,182.0,0.0,0.0,22.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,85.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,43.0,0.0,40.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,-108.0,-141.0,0.0,0.0,-13.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
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diff --git a/your-project/figures/cleaning.png b/your-project/figures/cleaning.png
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diff --git a/your-project/main.ipynb b/your-project/main.ipynb
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index 00000000..43e38bdb
--- /dev/null
+++ b/your-project/main.ipynb
@@ -0,0 +1,3082 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd, numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "pd.set_option('display.max_columns', None)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Reading the data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "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>Technique</th>\n",
+       "      <th>R</th>\n",
+       "      <th>R.1</th>\n",
+       "      <th>R.2</th>\n",
+       "      <th>R.3</th>\n",
+       "      <th>R.4</th>\n",
+       "      <th>R.5</th>\n",
+       "      <th>R.6</th>\n",
+       "      <th>R.7</th>\n",
+       "      <th>R.8</th>\n",
+       "      <th>R.9</th>\n",
+       "      <th>R.10</th>\n",
+       "      <th>R.11</th>\n",
+       "      <th>R.12</th>\n",
+       "      <th>R.13</th>\n",
+       "      <th>R.14</th>\n",
+       "      <th>R.15</th>\n",
+       "      <th>R.16</th>\n",
+       "      <th>R.17</th>\n",
+       "      <th>R.18</th>\n",
+       "      <th>R.19</th>\n",
+       "      <th>R.20</th>\n",
+       "      <th>R.21</th>\n",
+       "      <th>R.22</th>\n",
+       "      <th>R.23</th>\n",
+       "      <th>R.24</th>\n",
+       "      <th>R.25</th>\n",
+       "      <th>R.26</th>\n",
+       "      <th>R.27</th>\n",
+       "      <th>R.28</th>\n",
+       "      <th>R.29</th>\n",
+       "      <th>B</th>\n",
+       "      <th>B.1</th>\n",
+       "      <th>B.2</th>\n",
+       "      <th>B.3</th>\n",
+       "      <th>B.4</th>\n",
+       "      <th>B.5</th>\n",
+       "      <th>B.6</th>\n",
+       "      <th>B.7</th>\n",
+       "      <th>B.8</th>\n",
+       "      <th>B.9</th>\n",
+       "      <th>B.10</th>\n",
+       "      <th>B.11</th>\n",
+       "      <th>B.12</th>\n",
+       "      <th>B.13</th>\n",
+       "      <th>B.14</th>\n",
+       "      <th>B.15</th>\n",
+       "      <th>B.16</th>\n",
+       "      <th>B.17</th>\n",
+       "      <th>B.18</th>\n",
+       "      <th>B.19</th>\n",
+       "      <th>B.20</th>\n",
+       "      <th>B.21</th>\n",
+       "      <th>B.22</th>\n",
+       "      <th>B.23</th>\n",
+       "      <th>B.24</th>\n",
+       "      <th>C</th>\n",
+       "      <th>C.1</th>\n",
+       "      <th>C.2</th>\n",
+       "      <th>C.3</th>\n",
+       "      <th>C.4</th>\n",
+       "      <th>C.5</th>\n",
+       "      <th>C.6</th>\n",
+       "      <th>C.7</th>\n",
+       "      <th>C.8</th>\n",
+       "      <th>C.9</th>\n",
+       "      <th>C.10</th>\n",
+       "      <th>C.11</th>\n",
+       "      <th>C.12</th>\n",
+       "      <th>C.13</th>\n",
+       "      <th>C.14</th>\n",
+       "      <th>C.15</th>\n",
+       "      <th>C.16</th>\n",
+       "      <th>C.17</th>\n",
+       "      <th>C.18</th>\n",
+       "      <th>C.19</th>\n",
+       "      <th>C.20</th>\n",
+       "      <th>C.21</th>\n",
+       "      <th>C.22</th>\n",
+       "      <th>C.23</th>\n",
+       "      <th>C.24</th>\n",
+       "      <th>C.25</th>\n",
+       "      <th>C.26</th>\n",
+       "      <th>C.27</th>\n",
+       "      <th>C.28</th>\n",
+       "      <th>C.29</th>\n",
+       "      <th>P</th>\n",
+       "      <th>P.1</th>\n",
+       "      <th>P.2</th>\n",
+       "      <th>P.3</th>\n",
+       "      <th>P.4</th>\n",
+       "      <th>P.5</th>\n",
+       "      <th>P.6</th>\n",
+       "      <th>P.7</th>\n",
+       "      <th>P.8</th>\n",
+       "      <th>P.9</th>\n",
+       "      <th>P.10</th>\n",
+       "      <th>P.11</th>\n",
+       "      <th>P.12</th>\n",
+       "      <th>P.13</th>\n",
+       "      <th>P.14</th>\n",
+       "      <th>P.15</th>\n",
+       "      <th>P.16</th>\n",
+       "      <th>P.17</th>\n",
+       "      <th>P.18</th>\n",
+       "      <th>P.19</th>\n",
+       "      <th>P.20</th>\n",
+       "      <th>P.21</th>\n",
+       "      <th>P.22</th>\n",
+       "      <th>P.23</th>\n",
+       "      <th>P.24</th>\n",
+       "      <th>P.25</th>\n",
+       "      <th>P.26</th>\n",
+       "      <th>P.27</th>\n",
+       "      <th>P.28</th>\n",
+       "      <th>P.29</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>ID</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>P6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>Trial #</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>Readings</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1024</td>\n",
+       "      <td>1022</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1023</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1021</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1027</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1028</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1025</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>1025</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Technique     R   R.1   R.2   R.3   R.4   R.5   R.6   R.7   R.8   R.9  R.10  \\\n",
+       "0        ID    P1    P1    P1    P1    P1    P2    P2    P2    P2    P2    P3   \n",
+       "1   Trial #     1     2     3     4     5     1     2     3     4     5     1   \n",
+       "2  Readings  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026   \n",
+       "3       NaN  1026  1028  1026  1027  1027  1026  1026  1026  1026  1025  1026   \n",
+       "4       NaN  1026  1028  1026  1026  1027  1026  1026  1026  1026  1026  1026   \n",
+       "\n",
+       "   R.11  R.12  R.13  R.14  R.15  R.16  R.17  R.18  R.19  R.20  R.21  R.22  \\\n",
+       "0    P3    P3    P3    P3    P4    P4    P4    P4    P4    P5    P5    P5   \n",
+       "1     2     3     4     5     1     2     3     4     5     1     2     3   \n",
+       "2  1026  1026  1026  1026  1026  1026  1026  1026  1026  1027  1025  1027   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1026  1027  1027  1025  1026   \n",
+       "4  1026  1026  1026  1026  1026  1027  1027  1026  1027  1027  1024  1027   \n",
+       "\n",
+       "   R.23  R.24  R.25  R.26  R.27  R.28  R.29     B   B.1   B.2   B.3   B.4  \\\n",
+       "0    P5    P5    P6    P6    P6    P6    P6    P1    P1    P1    P1    P1   \n",
+       "1     4     5     1     2     3     4     5     1     2     3     4     5   \n",
+       "2  1027  1026  1026  1026  1027  1026  1027  1026  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1027  1026  1028  1027  1026  1026  1026  1026   \n",
+       "4  1027  1026  1026  1026  1027  1026  1027  1026  1026  1026  1026  1027   \n",
+       "\n",
+       "    B.5   B.6   B.7   B.8   B.9  B.10  B.11  B.12  B.13  B.14  B.15  B.16  \\\n",
+       "0    P2    P2    P2    P2    P2    P3    P3    P3    P3    P3    P4    P4   \n",
+       "1     1     2     3     4     5     1     2     3     4     5     1     2   \n",
+       "2  1026  1026  1026  1026  1027  1026  1027  1026  1026  1027  1026  1026   \n",
+       "3  1027  1027  1026  1026  1027  1026  1027  1027  1028  1027  1027  1026   \n",
+       "4  1027  1027  1026  1026  1027  1026  1026  1027  1028  1027  1026  1026   \n",
+       "\n",
+       "   B.17  B.18  B.19  B.20  B.21  B.22  B.23  B.24     C   C.1   C.2   C.3  \\\n",
+       "0    P4    P4    P4    P5    P5    P5    P5    P5    P1    P1    P1    P1   \n",
+       "1     3     4     5     1     2     3     4     5     1     2     3     4   \n",
+       "2  1027  1027  1026  1027  1026  1021  1026  1026  1027  1026  1027  1026   \n",
+       "3  1026  1027  1026  1026  1023  1021  1025  1026  1026  1026  1026  1026   \n",
+       "4  1026  1027  1026  1026  1024  1022  1025  1026  1026  1026  1026  1027   \n",
+       "\n",
+       "    C.4   C.5   C.6   C.7   C.8   C.9  C.10  C.11  C.12  C.13  C.14  C.15  \\\n",
+       "0    P1    P2    P2    P2    P2    P2    P3    P3    P3    P3    P3    P4   \n",
+       "1     5     1     2     3     4     5     1     2     3     4     5     1   \n",
+       "2  1027  1026  1027  1027  1026  1027  1027  1026  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1026  1026  1023  1025  1026   \n",
+       "4  1027  1026  1027  1026  1026  1026  1026  1026  1026  1023  1025  1026   \n",
+       "\n",
+       "   C.16  C.17  C.18  C.19  C.20  C.21  C.22  C.23  C.24  C.25  C.26  C.27  \\\n",
+       "0    P4    P4    P4    P4    P5    P5    P5    P5    P5    P6    P6    P6   \n",
+       "1     2     3     4     5     1     2     3     4     5     1     2     3   \n",
+       "2  1026  1027  1026  1026  1026  1027  1026  1026  1026  1027  1026  1026   \n",
+       "3  1026  1027  1026  1026  1027  1027  1026  1026  1026  1027  1026  1026   \n",
+       "4  1026  1027  1026  1026  1026  1026  1026  1026  1026  1027  1026  1026   \n",
+       "\n",
+       "   C.28  C.29     P   P.1   P.2   P.3   P.4   P.5   P.6   P.7   P.8   P.9  \\\n",
+       "0    P6    P6    P1    P1    P1    P1    P1    P2    P2    P2    P2    P2   \n",
+       "1     4     5     1     2     3     4     5     1     2     3     4     5   \n",
+       "2  1027  1026  1026  1026  1026  1026  1026  1027  1026  1026  1027  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1027  1026  1026  1026  1026   \n",
+       "4  1027  1026  1026  1026  1026  1021  1026  1026  1026  1026  1027  1026   \n",
+       "\n",
+       "   P.10  P.11  P.12  P.13  P.14  P.15  P.16  P.17  P.18  P.19  P.20  P.21  \\\n",
+       "0    P3    P3    P3    P3    P3    P4    P4    P4    P4    P4    P5    P5   \n",
+       "1     1     2     3     4     5     1     2     3     4     5     1     2   \n",
+       "2  1027  1027  1026  1026  1026  1026  1026  1027  1026  1026  1026  1026   \n",
+       "3  1026  1026  1026  1026  1026  1026  1026  1025  1026  1026  1026  1028   \n",
+       "4  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1026  1028   \n",
+       "\n",
+       "   P.22  P.23  P.24  P.25  P.26  P.27  P.28  P.29  \n",
+       "0    P5    P5    P5    P6    P6    P6    P6    P6  \n",
+       "1     3     4     5     1     2     3     4     5  \n",
+       "2  1026  1026  1026  1026  1026  1026  1026  1026  \n",
+       "3  1026  1026  1025  1026  1026  1026  1026  1026  \n",
+       "4  1026  1026  1025  1025  1026  1026  1026  1025  "
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n",
+    "original_data = pd.read_csv('data/Taekwondo_Technique_Classification_Stats.csv')\n",
+    "data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(4749, 116)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['P1', '1', '1026', '1027', '1021', '1025', '1017', '1024', '1019',\n",
+       "       '1031', '1023', '1022', '1015', '1053', '1067', '1078', '1058',\n",
+       "       '1045', '1039', '1040', '1029', '1016', '1028', '1054', '1064',\n",
+       "       '1068', '1051', '1043', '1038', '1033', '1030', '1014', '1009',\n",
+       "       '1010', '1011', '1012', '1013', nan], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.R.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Technique    object\n",
+       "R            object\n",
+       "R.1          object\n",
+       "R.2          object\n",
+       "R.3          object\n",
+       "              ...  \n",
+       "P.25         object\n",
+       "P.26         object\n",
+       "P.27         object\n",
+       "P.28         object\n",
+       "P.29         object\n",
+       "Length: 116, dtype: object"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Defining functions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to get only the interesting data:\n",
+    "\n",
+    "As every column is on different time lengths, we need to remove all the NaN produced after the impact."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1084"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def cut_data(data):\n",
+    "    new_data = data[~data.isna()][2:].astype('int64')\n",
+    "    # Taking only from row 2 because 0 and 1 are descriptive.\n",
+    "    return new_data\n",
+    "\n",
+    "data_str = cut_data(data['B.4'])\n",
+    "data_str.max()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x22bab1bc148>]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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2H1hmjKkEljnvAdYCVcaYsc44vxQR9z68DwDzgErn4Z9mu/jxs+sBqEtwxaJSHUUq9zVvaGomPzdYDyspSHjrbNWBJUz6xpjlwAFf8UxgkfN6EXC1M+wxY4y7T1iIs/yJSB+gszFmhQleLvioO057C+QEF/SmVKpHSqWhlt40BYJJ363pF+cFTmlaKr2l2qbfyxizC8B57ul+ICLnicjbwBrgRmcj0A+o8Yxf45RZicg8EakWkeq9e/emGGJycpxWJl22VTZraDKhpJ+TE255fXWLv76nOrpWP5BrjHnNGDMKOBe4Q0QKAVv7fcw0a4xZaIypMsZUlZeXt3aIEdyk39SsWV9lhlSW5JOemr7X5r3aB0+mSTXp73GabNymm1r/AMaYdcBRYDTBmn2F5+MKYGeK392q3OadZq3qq0yRyoHcpmbyLTdE//b/raVZK0QZJdWk/xQwx3k9B3gSQEQGuQduRWQAMBzY5jQB1YnIROesndnuOO3NPYeoWU/eURnCdspmIt6zd/yee2f3qYak0kjCw/QishiYCvQQkRrgTmAB8ISIzAV2ANc4g08G5otIA9AMfMEY495w8yaCZwIVAUucR7vTA7kq08RalI0xxDpTuqHJkJdrT/rat35mSZj0jTGzYnw0zTLsY8BjMaZTTbCpJ60ERJt3VPra9cFxPvPQazw29zz6dS2yDnP3n9+hpCDArZcNB2In/YYmEzot03Xo2EnG3r0UIGZN/yfPbWDWhP4p/oL0csvjb3LeoO58+rzM+D2pyPorcsPNO5r0Vfr53+oatuw9yuOv74g5zMP/2MrP/r4p9D7Wkuy/OxbA8xvCh+NirQNF+QFreUf05KqdfPNPa9o7jHaVsVdhNDQ1s23fUZqMISBCfWMzQ3uWsu9IPTkiFOYFKCvJj2jeOXaykYLcQKjsVBypb6QoL0B9YxPF+Yln84GjJzl07CT5uTnkBXIoK8ln276j9CgtoGtxHscbmmg2UJibQ24ghxMNTTQbw57D9XQqzOXQsQb6dS2iKD/AUee7jzU0UVqQy5H6RkryA9TW1dOlKA9jIC8g5PpqdkfqGym1XJgTqzwZJxubMRgKcu2JY+eh4/QoLSA/RtOCV92JBnJECOQIOSIR4xypbyTXKW9qNhG/zxt/Y1MzDU0mlMiamg31jU0U5QU4erIp5d/ZVtxlsaEpcaVk7fsfUNGtiCP19uaY+sZmOvnKDnmabo6ejO524aPj+vGnN99nx/5jnFFWFLN5KDy9k+ytq6cgN4AI9O1aFPoNB46eRIBuJfkcPtHAeweOhfYuTjY207tLIV2L8sgN5NDUbDh07CQHjp6ke2kBpQW5MZeRTbVHqG9swhgoyM3BED4br7HJUFqYS0Ak4vdtqq2jvrGZ0oJcBnQvsU73SH0jew6f4PjJJgqc7+5anE+nwlyajaEwN0BOjnC0vjGUZwzBHkpLCnJjLksnGpo4dKwBg6E4L5figkDMvay2kF5LeCuq/FbiQwZb/v2K0CmbjU2Gkd99lmvGV/Dja84+pe/evv8oF/34hdD7bQuujDt83YkGzvn+0pif3zKtkv9athGAS8/sxUNzqhjxnb9ah13//RmMuvNZxg/oxsrtB7l75ii+++TbXDO+gv9dGb5U4ooxvfn5Z8aH3r+2ZT+fXPgqj94wgSnDwqfJbtt3lKn/8QILPjaGT6Wwi3/+gmXUnWhkwz0fivpsTc0HXHX/y8HvSTCP1r7/AR/+2cuh9wO6F/Pi7RcD8PrWA1z7yxUADOxezLb9x7iwsgePzT2Ppe/s4XOPVvN/X7yAsWd05fOPrWTZ+trQ993957dZtGI7d3xoBD9Ysp7XvzmNnp0LW/w720pewD2l2H6mwSub9oVee+ePjb/P/BMNTXzvz++E3m/ddzRqnI21dQBM+fHz/GpOFdPO7BX3O9ymIpe7vNbWnWDCvy0DYMUdlzDpB3+3jn/JiJ48/C/n8s0/ruF/qt8LlQ/v1Ylnvzolavjn19dy/SNvxI3J5tJ7l4deP/H5SUwYVBbx+bGTjYy+89m405g9aQC3Xz6cMXc9Z/184XXjuWxU76hy/7p7Zp/OLLnlwmRDP2VZ3bxz5GRjKOm7u77exJiq7fuPRbz3r2x+dSfid2y12LNr/7d1e+IOe/xk8LtWbg/2kPjIK9uA6N/1zJrIMzJWvXcIgJc2Rl4Mt/1A8Lf85a1dcb83ln1HTsa8gcemvXVJT8eNLxSXZx6vei/cG+Q2p/yljcFk+Mrm4HP1tuBFRsvWB5sz3CtN3cTiPu84EPnftbdATnAVjVXTr96efE+Y/v/Bv9zZWnf2Hwl3r/xegnlju3rXXV5rD9eHyrbujd64uP7u/D/ehA+wYY99Wdli2VC1lH+Zh+g7idk8umJ73HXX/S2JrNt1OKnhWkvG1vSTsfDFLbzjzPDfvhpOrLf/72q6FOVRVprPym0HOW9wZC1g5faDjOrbhY21RxhQVkznolxe33qQcf27kheQqKR/11NvYwwM6VnCK5v3M2lwd94/dJymZsOA7sU8/kbkAu5XW1cf8X7h8s0xh/3Rsxsi3m+Js4Ld8vibjOrbmde3HuSw0/fQgy9tpbxTAa9uOcC5A8t4ek3wcoqXN+1jwr/9jRsmD2LBkvXMmtCf0oIAz6zZzZzzB4SmufPQCZ7fUMtnfAfK5j7yRtR8XPN+eGH/8bPryQ8EWLfrMOcM6Mrq9z5gSM9SSguCzTDPvR29sfvPv73Lht11MVe8hcs3h64ovefpdREX4P38hc28se1AaOV259OnH3yN2y4fxqMrtnPZyN6UdyrgjW0HOG9QGb/+xzZmju3L/qMnWbfrMDPH9uXtnYep6FbE9v3H2HnoOJeO7MXDL2/l0+cNAGPYvO8oZ/buxKr3PmDCoG68vGk/G/fUcdnIXuw5XM+g8hKWrNnFzLH9KCkIhOLdc/gElT1L+du6YOJwN95v7jjIrAn9GdqzlK///q2YSa8oL8BxX2XDf/Pz2roTEe9tbfreDcVdf36HZ9/eQ3F+sFnjzR0HGdyjlIqyIkb07kSs3pt/+eLm0MYW4NMPvWYf0DO8zR1/fIvt+4/xg4+NoX9ZMbc+sZo/vvl+3GnF0q04L3RW0s/+vil0TOTW6cP4ydJ3k57Ofz+/KeZnz2+oDa2r7+45wjs7D3P1uL7WYd3hqrcdpO5EIxePCO5t33DBoKhm2FMl6d63RlVVlamurm7xeAPnP90G0SjVcf3pC+czrn+30PsLf/R33jtwPPT+/k+P48NnBZOSu/58+8ozuefpdQzuUdIqtWqbgtychLdz9Lv32rP52hOrW/xdbvPf8F6dYu49pJP1359BYV5qB9JFZKUxpspfnrE1/XV3z+C236/maadZorJnKRtrIy8pf/t7lzPKabe7aFg5L767N2JhGtG7E+t317H4cxNDN5ZYv7uOjz/wCvmBnNCNKR6bO4HrfvU6I3p34g83nQ8Ed2tveXwVk4f24GWn3fVbV5zJvz2zjmurKniiOtjcMnfyIH718la+PK2SW6ZV0tDUzK1PrObpNbv4wcfG8NFx/WhqNoiAIKFTS0VgzF3P0dRseOG2qfQvK6a+sZmxdz9HfWMzxfkBjp1s4tfXn8v1vw62eb54+1R6dgq2V5/53WC74gOfOYebfvvP0G8F+K9PjeWWx1cxZVg5y99N3PfRzZcM5caLhgCE5uf3rx7Nx8b1C70HeHB2FecP6R4x7tGTjaG23sK8HE40NPOLz47nxt+sDP1HAO/uqeOjP3/FWoP9y82TGVwePBi3bF0tNy9+k8lDe/DL64LHLH7z6nZ+sGQ911ZVcOdVoxCBny59lwdf2sqXLh7KFy4egjFw++9X88ya3ZxRVhRKhhMGlfH61gP07lzI7sORNWN33iXrDzedz8cfeMX6WV5AuPfasdy8+M2kp+eaMao3IrBkbfyLqPxNFt6ED4QSvte/XjiYf71wMI1NzQyNc5zM/Z9yRELL1nc+PJLv/+WdqONJAF+YOoSfvxCs3brHe+5d+i73LdvI9RcMZO37H/DGtoM8NLuKyZU9aGo2EcuSfw/29zdO4hO/WIFI+JTVJz4/iWt/uYJOBbn887vTyQvk8OaOg3z0569QmB9g24IrOdHQFPP4GMB1Ewfw2KvbAbhp6hAeeGEzN140hC9PG4oxcMcf1/DU6p3cddVIPjWhP83GkJuTQ2Nzc8Sps27siz83kbPP6EKOSChWdw/UQOg4wrJbL6J358LQAeTWlLFJvyg/QIFnt8i2P+PtQtY9KaGsJN9TFizsVpIXGrbEaW7oXJTLPqe9s9g5E6QgLxAazv2z3OEhfFDOu+XOdcqK8oJnDQVyAqHhCnJz4m7li/MD1J1opDAvuLtdlB8+86ggN4djJ5vo5PmNRfmBqNPvOhXmRcTrfV2Y5AJX6PndodhsZfnRZQ2eNgH3+ErnwvAw7vBuH+8lBblRSb+kIDd0hpQ770oKwt/lzkNvnO4uc1F+IDRuoeUMo1xnftrO6HLnXbLOKLOfZw/QpSgvqTOYbLqV5HGkPv5xI4BZD76a8IB5LImaGGzdMduW93jDu7O4S1FeaJy8GOvA/b5mFTe+HJHQhZahdSEvJ3R2jNuC5X5Xolq096wadwkoLQgvM7mh5S03Ylr5MQ6XdirMTepsvk6FuW3WxXVGH8i944ozQ6/dGrL3zBSv788czSerzuD8IT24/fLh/Pr6c/nZrLF8dmJ/KnuGT3RzE1N+IId5Uwbzpy+cj7s4ePNCeOEKFxosZb6FMNa48XjHdafnLvDeU+xyc6L/bnehFWtM4bILK3sAcPHw8PxzLxayxel+1Xc/PDJUZvs53u91/yP3ytDI4aPnsSsQMY3o2N3p2ua7RMz3YOENFwyKGu72y4dHfW+upa+au2eOiip79IYJXH/BQMpLC0JlX3b2jn41J7j3/djc81LuxvjWy4aHYr9iTPhskR98bEzMcRo9G9uxZ3TlPN/ZK4s/N5FbplVGlA3rVUqnwlwurOzBuQPDzUT/OnkQNu4xAu9/1r+sGLAvC9efP4iPjevHDZMHhX6P97/99pVnRo/kcDfO3u9yNzqR/3v0sjCoh/2UTX+coWUrYoUjanrxJHs6eCDJ6aUiY2v6AOWdwiuZuz5984oR1iaLM8qK+eEnzgLgixcPDZXfc3XkiuP+ZyLCN52NysrtB5zPohONbaGJKGuOXght49pI1IvoBOedhm1BcoezbnQ824ipw3vy0sZ9DOxRAhuC8++KMb158KWtEeN+5Oy+PLV6Z2i6N0wexF/f3s3rWw/YNw6W78331Nr8w3nL3N1jW+L2rpi2+W5b+d3huhXne8qChT07h5elAd2L2b7/WEQt0G1OG94rWEEI5Ehot/3siq5RlY0vXVIZqtm7te9tTpv5jFG9+evbkU01G+6ZwfBvRzZD3Dp9GDe7idmJ/YoxfUJnZs2a0J87/mi/EOmoZ8/g/754QdTnk4Z0Z5KvKe65r15knVYs4fkenscfGt2bXy7fglg63u1SnMe9nwzeqrHJssFwm5q8x+tyJPg97rwMTjc4rlvJsf3H3m9//rapodfutL95xQj+/Zn1EcO5y4w39mTX1fAyk1wyt1XQWktG1/S93D8nN8ktbWzRydS2INkWePtCE3z2Jil/bT0R+56DRMUUiLPA2Wrc3jhtscerLXuFx00Uu1PTD+REDS+WjZM7bsCS4G3Tta6snu+wrcC2vR63zLsCu2W5ltht66/tv7VtnELTsBTa5rstmdrUxbiAqzXZKz7Rydw6rrMjkpNgQHdpyw3t2YY/c/+fyOUjemNvna6touA8p7JXHs4/yaXcNsz52Zf0A6c4N201Tltt3V6TjF7gbWVNlunFY0tc9uad6OmZODElWlntCTZOmeX7vcO5v9vtH8ZW07dtRO3/RevEbksSthXYhGqX0bHbVnRbLnOnYd8jCpddPip4gZS9SS56ujZuTf+mqUOSG+EU2GraiZZtf7u81+9vnBR6Hd4AR9fqQxUFz+wP7wnGj9nWFOsuW9aNbZIbsWQrclrTbwWhmd5KbWW2BGJvZokeLidBzSPZ2lA4Fs/K74biJskYw/ljsl1eL7aV1btHYjk8Hu/32H6ObY8pVJrbVwUAAA/CSURBVNO31Xg9S6yxlNm/Pzr2+Bu2+P+FrabvfkfAUuO0rb+2+W1bjkLT8JQN6lFqGTe55PPEG+9hjOHA0eBJCP62/NaU7N5UvHFty+yIPp2jyuItMwHLxjHRHlFzeMDwuM5zoopCvOkl2nNxtWVNP6Pb9G1OdWZa/3hiJ4ZkDx7aNg6J+jlx2aZnSz7Wmr4l9niJLtmmD8uxLuvvsa0stlpb/O+KTr62OFsrdncPI+KMllDzTnI1fRvbnotLrMubbWMff5n5+h/eoubgsVBXE50K2y4F2Pbwkk6Slj02l63MNt/Dw9v2OuN+vXXjYG26jLN35tXSipzW9FtBsm15iRhLTSXZ5JNsLdT9jkR7JbYVPHQ8wLbwW5t3omNvaTOHvWkofpNL+DdEl7kH5ewbougRAknHaWsassXuLcMyXPA517LXEz54GB4+2RXdUrmMO1xETAmaBCcNDh+UfWnTvtBvHRijs7HW0GRdV5JLfvGad+Il9sQH9d29j5ZXqKzrhXvsIeGeS/A52ZaGVujzMfa0227S6aW1kn6ypwQmm2hstbum0MKaepzugp7sbmzi2nKcPQLrgVQsZUnW9OOddWFt8om/gbHHbhnXsocV79iM7QCyrU0/2T02216XdbgUDpB2KwlfU/DmjkOhNv22Ohcc4leGEjVzNIWSqW2vJ3p4t8h2jMhWKUj0l8Rd3hNUcmzCxwOS3di0XdbPoqQffPYvaz/8+Jioq0TjT+dUkqQbg3DdxAF8/qLBzJ08mIpuRUwfGe698NbpwxnYvZiqgam3t4YPfMYfrsV7JNbmqvhJMv4ByvDrn80axzn9u4be2+dn/GlcOrIXZ5QVMW/K4Lix21ZW2x6WdePtPHuTvj++VNZZt9aYaIW3NT18bfpwBnQv5twYbfT5vourjp1sJEdokys+b5o6hOsmDkiwNyV8/JwKvjZ9mHUad141ksqepQztGX38wvu7fzZrHOP6d6VzUR6j+nbmJ54ecgf1KGFYr1Lu+kj42onxA7oxsHsxt10Wfd2FV7NnHl83cQCfnzLY2lwVK6/4/fiasxjZpzPdilt2QV9byJo2fRNeUyJ88tz+fPLc5LsMDq+YnjJbk0acNkEh2E2B6+VvXBLxHWMquvCC021wMixNjUnv0cRLfmIbLqKM2MNFND0QVebyfu9VZ/flqrP7ctA5yOj9rClOTdabfHuUFvDS1yPnZ2vHbm3iI3K4VGpq/mnEYttQj6noEupq2sbfX/vR+iZK8nPbpEb5jRkjALjP6Q7cdoqyAD+5NnYX5hMHd2fp1y6yfuZdBtxlBuDpL0d2T1yYF4i6tqBTYV5S65b3OJC7rn7LufmKRAyXXA3+khG9uGRE/G6pT5eEm3kReVhEakVkraesTESWishG57mbUz5dRFaKyBrn+RLPOOOd8k0icp+05f6LhXvBzakeIHEPGHm7a3C7e+haFN6KF+YFyzoXhberbncNpa108KxHaTAGb4LvUhRZk0g0l+2xu11NhMtssYe7Rghffu6O470kvatTu4nXzUAnS5cY7u+DcLOJd767Em3gWjt2/7LUqSA36toKb+zJSra92d1zaskq5L//bd2JBooLUuvIK1nJzveWOtUm2mS48Xmbv9yboni7UQgvMx2n0SSZ7PMIcD/wqKdsPrDMGLNAROY7778B7AOuMsbsFJHRwLNAP2ecB4B5wKvAM8AMTuPN0RfdMIEX391LWUk+j94wIeVbwFX2LOV7HxnFlWf1CZVNGtKdb195Jteee0ao7CNn96P2cD2zJw3k0jN70dBkmDCojGYD/3L+oFP+PRC8dP/Fd/fSxbPL+NSXLqB620EefGkLEEwgS786hXW7I3sU/MvNk6k5eDwi9usvGMihYw1MGVbO7g9OMHvSQC4bGR37mX06U5AbYEy/LnQvyecjZ/cLTffumaMZ069LRJPZfbPG8fRbuxjWy3/fpqCfXHM2VZ7L+rsW5/ODj43hIs9VrEN7dgrN990fnKDm4PFQp2yJksC/nD8oar5/9dJhcWP/xWfHU9GtiN5dCkOx3zdrHGf27kRJQW5oWXJjd2+aU1YSjv1ofWPUfI/L01TwP/Mm0tBk+OyvorshTvaAr5e/eWf34ROUJNEHzKmYPWkgjc2GGy4YxOi+XcgLCGdVdI2a7y2VKOfblveW8sbu+sqlwygryefqceHYvzdzFKP6dmby0B6n9H2u1og9kaS6VhaRgcBfjDGjnfcbgKnGmF0i0gd4wRgz3DeOENwI9AXKgOeNMSOcz2Y5438+0Xen2rWyy72sOtWOpjqqGf+5nPW761hyy4WcaTmvORO4/+3mf7+iVW5x2RqxvHvPh+Lu0cRbHh9/fQfz/7iGa6sq+NEnzo4a3n09Z9IAFq3Yzp1XjeT6C6IrELZx5k0ZzMLlW0LDVHQromtxHn+5+fTdsak1tdV6nUn5IlbXyqnuk/QyxuwCcJ57Wob5OPCmMaaeYG3f27dqDeE9gDY3ore9hpnJktiWZ4x2zvcREsXSO86tGAc6HX+N6dcl7jTcvzbeHk5PT79TEG7269Ml+P01B493+GWkJSdgqLA22b8TkVHAD4HL3CLLYDEXORGZR7ApiP79W35fVq+Xv3ExXYtb3r7a0YXbfds5kNPgNB8eiivRHsezX53C0Xr7nb4mDu7Os1+ZwrBe0WesALzxrUvJEfjp34J3dor1s1+Zf0nUqZiXjezFuDO6cuDYSb70u2Cf/W6Plx3R8tsvjuhQsbWs/Pal4SujM1SqNf09TrMOznPoXmgiUgH8CZhtjHHve1YDVHjGrwB2xpq4MWahMabKGFNVXm7vCjlZFd2KY96VPpMle7m5al2JNkBdivLo2zV2v/rDe3eKOY3yTgV0Ly1I2Kbft2tR1AH93EAO5w/tEdG9c7wuhdNd/+7FKR+Xi6d7aUGbbEzSSapJ/ylgjvN6DvAkgIh0BZ4G7jDG/MMd2GkCqhORiU5b/2x3HNU2kj39ryO7NcY53u3h6zPin/fdmkIV0Rb8ue6Q3j2AHqWZndyUXTKnbC4GVgDDRaRGROYCC4DpIrIRmO68B/gSMBT4joisch5ue/9NwEPAJmAzp/HMnWwUrzvjTHHztMq0OeD2halDT1sstm4YEnG3D8We2rH3gkCVPRK2exhjZsX4aJpl2HuAe2JMpxoYbftMtb54vQ6qjs1N9i3pMdZt5vPW9NuyCwaVvvRfz1C/vG48v3ttB0PK7QcFVcd1++XDyRGJOF88EXf74G3TL26DNnGV/jTpZ6gB3Usi7hGsMkfX4vyIbjxawttvTFv0u6PSn/7rSmUBW6+W6XSqqzp9tKavVBp7Zf4lobtcnQpN78qlSV+pNNa3a1Hc8/qTpZV65dLmHaWygPcivcqepdqen8W0pq9UFvDW9P/6lSkk09Giykya9JXKAt7WnWD/QNrek610H0+pbKA5Xjk06SuVBbTjPeXSpK9UFkinew6o9qVJX6ksoBdiKZcmfaWygKZ85dKkr1QW0Iq+cmnSVyoL6IFc5dKkr1Q20JyvHJr0lcpg7o3atXlHuTTpK5XBtI8d5ZfMPXIfFpFaEVnrKSsTkaUistF57uaUdxeR50XkiIjc75vOeBFZIyKbROQ+0XPIlGpzXYvyAGhq0r52VFAy1YBHgBm+svnAMmNMJbDMeQ9wAvgOcJtlOg8A84BK5+GfplKqlf3ucxO5/fLhdCvJb+9QVJpImPSNMcuBA77imcAi5/Ui4Gpn2KPGmJcJJv8QEekDdDbGrDDB7v0edcdRSrWdgT1K+OLFQ9s7DJVGUm3w62WM2QXgPPdMMHw/oMbzvsYpU0opdRqdrqM8tvb7mI2MIjJPRKpFpHrv3r1tGJZSSmWXVJP+HqfJxm26qU0wfA1Q4XlfAeyMNbAxZqExpsoYU1VeXp5iiEoppfxSTfpPAXOc13OAJ+MN7DQB1YnIROesndmJxlFKKdX6Et45S0QWA1OBHiJSA9wJLACeEJG5wA7gGs/w24DOQL6IXA1cZox5B7iJ4JlARcAS56GUUuo0Spj0jTGzYnw0LcbwA2OUVwOjk45MKaVUq9PL9ZRSKoto0ldKqSwiwWul0peI7AW2pzh6D2BfK4ZzOnXk2KFjx9+RYweNvz2lU+wDjDFRpz+mfdI/FSJSbYypau84UtGRY4eOHX9Hjh00/vbUEWLX5h2llMoimvSVUiqLZHrSX9jeAZyCjhw7dOz4O3LsoPG3p7SPPaPb9JVSSkXK9Jq+UkopD036SimVRTIy6YvIDBHZ4NyacX7iMdqHiGxzbiG5SkSqnTLrrSidz+5wftMGEbn8NMea9G0z48XaXrfNjBH/XSLyvjP/V4nIFekYv4ic4dyGdJ2IvC0itzjlHWL+x4k/7ee/iBSKyOsistqJ/XtOeYeY91bGmIx6AAFgMzAYyAdWAyPbO64YsW4DevjKfgTMd17PB37ovB7p/JYCYJDzGwOnMdYpwDnA2lOJFXgdmETwHgtLgA+1Y/x3AbdZhk2r+IE+wDnO607Au06MHWL+x4k/7ee/8z2lzus84DVgYkeZ97ZHJtb0JwCbjDFbjDEngccJ3t6xo7DeitIpf9wYU2+M2QpsIvhbTwvTgttmEiNWacfbZsaIP5a0it8Ys8sY80/ndR2wjuCd5zrE/I8TfyxpE78JOuK8zXMehg4y720yMen3A97zvE/nWzMa4DkRWSki85yyWLeiTMff1dJY0/G2mV8Skbec5h93Fz1t4xeRgcA4gjXODjf/ffFDB5j/IhIQkVUEbxa11BjTIee9KxOTfotuzdjOLjDGnAN8CPiiiEyJM2xH+l2xYk233/AAMAQYC+wCfuKUp2X8IlIK/AH4ijHmcLxBLWXpGH+HmP/GmCZjzFiCd/ybICLxuohPq9htMjHp1wBneN7HvTVjezLG7HSea4E/EWyuiXUrynT8XS2NtUW3zWxrxpg9zgrdDDxIuLks7eIXkTyCCfO3xpg/OsUdZv7b4u9I8x/AGHMIeAGYQQea936ZmPTfACpFZJCI5AOfInh7x7QiIiUi0sl9DVwGrCX2rSifAj4lIgUiMgioJHhgqD21KFaTZrfNdFdax0cJzn9Is/id7/oVsM4Yc6/now4x/2PF3xHmv4iUi0hX53URcCmwng4y763a4+hxWz+AKwieIbAZ+FZ7xxMjxsEEj/KvBt524wS6A8uAjc5zmWecbzm/aQOn+cg/sJjgLngDwVrL3FRiBaoIrtybgftxrgpvp/gfA9YAbxFcWfukY/zAZIJNAW8Bq5zHFR1l/seJP+3nP3AW8KYT41rgu055h5j3tod2w6CUUlkkE5t3lFJKxaBJXymlsogmfaWUyiKa9JVSKoto0ldKqSyiSV8ppbKIJn2llMoi/w/TO+ccpzSjKAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(data_str)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As this graph is not usable, we need to clean it"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to set the mean to 0\n",
+    "\n",
+    "We need to remove the offset created by the lecture.\n",
+    "We substract the mean from the number to have data gathered around value 0."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# We could set the mean to 1026, as it seems to be the starting value for almost every lecture. \n",
+    "\n",
+    "def norm(data):\n",
+    "    data_mean = int(data.mean())\n",
+    "#     Because the data is full of integers, we don't want to convert the dataset to a float series.\n",
+    "    new_data = []\n",
+    "    for i in range(len(data)):\n",
+    "        new_point = data.iloc[i] - data_mean\n",
+    "        new_data.append(new_point)\n",
+    "    return new_data\n",
+    "    \n",
+    "# data_norm = norm(data_str)\n",
+    "# max(data_norm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to remove small noise\n",
+    "\n",
+    "There seems to be static noise in the data. We can define the upper and lower limits to remove it."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def small_noise(data, lower, upper):\n",
+    "    new_data = [x if (x>upper or x<lower) else 0 for x in data]\n",
+    "    return pd.DataFrame(new_data)\n",
+    "\n",
+    "# data_non_noise = small_noise(data_norm, -10, 10)\n",
+    "# data_non_noise.max()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Defining a function to smooth the points\n",
+    "\n",
+    "To smooth the points, we make a rolling mean from the data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def rolling(data, smoother):\n",
+    "    new_data = data.rolling(window = smoother).sum()\n",
+    "    return pd.DataFrame(new_data)\n",
+    "\n",
+    "# smooth = 3\n",
+    "# data_rolled = rolling(data_non_noise, smooth)\n",
+    "# data_rolled"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    " Checking the data cleaning with a graph"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x22baa23d288>]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "viewing = cut_data(data.iloc[:,2])\n",
+    "\n",
+    "test = rolling(small_noise(norm(cut_data(viewing)), -10, 10), 2)\n",
+    "\n",
+    "plt.plot(viewing)\n",
+    "plt.plot(test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This graph is too small to show anything visible. We need to make other kind of graphs."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "How many graphs do you wish to see? 3\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x864 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# We plot the original data next to the cleaned and zoomed in data.\n",
+    "# The objective is to show a better lecture of the data.\n",
+    "\n",
+    "number_of_graphs = int(input('How many graphs do you wish to see? '))\n",
+    "fig, ax = plt.subplots(number_of_graphs, 2, figsize= (10,number_of_graphs*4),gridspec_kw={'width_ratios': [2, 1]})\n",
+    "lower, upper = -10, 10\n",
+    "smooth = 3\n",
+    "\n",
+    "for i in range(number_of_graphs):\n",
+    "    viewing = cut_data(data.iloc[:,i+50])\n",
+    "    test = rolling(small_noise(norm(viewing), lower, upper), smooth)\n",
+    "    \n",
+    "    test_max = viewing[viewing == viewing.max()].index[0]\n",
+    "    \n",
+    "    ax[i,0].plot(viewing, color='orange')\n",
+    "    ax[i,0].set_ylabel('Intensity')\n",
+    "    ax[i,0].set_xlabel('Time(ms)')\n",
+    "    ax[i,1].plot(test)\n",
+    "    ax[i,1].set_xlim(test_max - 30, test_max + 50)\n",
+    "\n",
+    "\n",
+    "plt.savefig('figures/cleaning.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Creating a new DataFrame with the hitting point of every strike"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### We need to drop the first column, as it only contains headers"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data.drop(columns = 'Technique', inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lower, upper, smooth, min_time, max_time = -8, 5, 3, 30, 50\n",
+    "\n",
+    "clean_data = pd.DataFrame()\n",
+    "j = 0\n",
+    "\n",
+    "for column in data.columns:\n",
+    "    name = data[column][0] + '-' + column[0] + '-' + data[column][1]\n",
+    "#     The name will take the person's ID, the class of the strike and the number of trial\n",
+    "\n",
+    "    clean_ = rolling(small_noise(norm(cut_data(data.iloc[:,j])), lower, upper), smooth)\n",
+    "#     We just run all the little functions to clean the data\n",
+    "    \n",
+    "    pos_max = clean_[clean_[0] == clean_[0].max()].index[0]\n",
+    "#     We find which is the maximum of the dataset\n",
+    "\n",
+    "    temp_list = clean_.iloc[pos_max - min_time: pos_max + max_time]\n",
+    "#     We determine the range of the data we want\n",
+    "    \n",
+    "    clean_data[name] = temp_list[0].reset_index(drop=True)\n",
+    "#     We add it to a new dataframe\n",
+    "\n",
+    "    j += 1\n",
+    "# clean_data = clean_data.transpose()\n",
+    "# # We transpose the data in order to access them directly.\n",
+    "\n",
+    "clean_data.to_csv('data/clean_data.csv', sep = ',')\n",
+    "# Save the new DataFrame into a CSV file for further manipulations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(80, 115)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "clean_data.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We converted a (4749, 115) dataset into a (80,115) dataset."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Plotting the maximums of every series"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "maxs = clean_data.iloc[30, :].tolist()\n",
+    "plt.figure(figsize = (12,6))\n",
+    "plt.plot(maxs)\n",
+    "plt.xlabel('Trial (30 per kick)')\n",
+    "plt.ylabel('Intensity')\n",
+    "\n",
+    "plt.savefig('figures/maxs.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "segments = [(0,29), (30,54), (55, 85), (85, 115)]\n",
+    "colors = ['orange', 'blue', 'red', 'green']\n",
+    "maxs = clean_data.iloc[30, :].tolist()\n",
+    "plt.figure(figsize = (12,6))\n",
+    "plt.plot(maxs)\n",
+    "plt.xlabel('Trial (30 per kick)')\n",
+    "plt.ylabel('Intensity')\n",
+    "\n",
+    "plt.savefig('figures/maxs.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see there seems to be a pattern as the participant is older for each kick. We can try to decompose the data by participant and strike to see if there is a pattern on the strongest hit on a trial."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "lst_max = []\n",
+    "for i in range(0, len(maxs), 5):\n",
+    "    lst_max.append(maxs[i: i+5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n"
+     ]
+    }
+   ],
+   "source": [
+    "list_of_person_per_kick = []\n",
+    "for i in clean_data.columns:\n",
+    "    if i[:4] not in list_of_person_per_kick:\n",
+    "        list_of_person_per_kick.append(i[:4])\n",
+    "print(list_of_person_per_kick)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dict_max = dict(zip(list_of_person_per_kick, lst_max))\n",
+    "# dict_max"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x720 with 24 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# As told in the repo of the data, participant 6 didn't perform the Back Kick.\n",
+    "# I decided to hard-code the omission of the graph.\n",
+    "\n",
+    "fig, ax = plt.subplots(4, 6, figsize= (14,10), sharey = True)\n",
+    "colors = ['orange', 'green', 'red', 'black', 'blue', 'grey']\n",
+    "plt.gca().get_xaxis().set_ticklabels([])\n",
+    "\n",
+    "for i in range(4):\n",
+    "    for j in range(6):\n",
+    "        num = i*6+j\n",
+    "        if num < 11:\n",
+    "            viewing = lst_max[num]\n",
+    "            ax[i,j].plot(viewing, color=colors[j])\n",
+    "            ax[i,j].set_title(list_of_person_per_kick[num])\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='x',          # changes apply to the x-axis\n",
+    "                which='both',      # both major and minor ticks are affected\n",
+    "                bottom=False,      # ticks along the bottom edge are off\n",
+    "                top=False,         # ticks along the top edge are off\n",
+    "                labelbottom=False) # labels along the bottom edge are off\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='y',          # changes apply to the x-axis\n",
+    "                direction='out',   # changes the direction of the tick\n",
+    "                length=2,          # lenght of the tick\n",
+    "                labelsize=7)       # size of the label\n",
+    "            \n",
+    "            \n",
+    "        if num == 11:\n",
+    "            ax[i,j].axis('off')\n",
+    "\n",
+    "        if num > 11:\n",
+    "            viewing = lst_max[num-1]\n",
+    "            ax[i,j].plot(viewing, color=colors[j])\n",
+    "            ax[i,j].set_title(list_of_person_per_kick[num-1])\n",
+    "            plt.gca().get_xaxis().set_ticklabels([])\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='x',          # changes apply to the x-axis\n",
+    "                which='both',      # both major and minor ticks are affected\n",
+    "                bottom=False,      # ticks along the bottom edge are off\n",
+    "                top=False,         # ticks along the top edge are off\n",
+    "                labelbottom=False) # labels along the bottom edge are off\n",
+    "            ax[i,j].tick_params(\n",
+    "                axis='y',          # changes apply to the x-axis\n",
+    "                direction='out',   # changes the direction of the tick\n",
+    "                length=2,          # lenght of the tick\n",
+    "                labelsize=7)       # size of the label\n",
+    "\n",
+    "plt.savefig('figures/evolution.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see there is a pattern as the participant is older for each kick.\n",
+    "\n",
+    "Also, we can observe participants weren't consistant on their strikes."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## List of participants"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Participant ID        object\n",
+      "Sex                   object\n",
+      "Age                    int64\n",
+      "Weight (kg)            int64\n",
+      "Experience (years)     int64\n",
+      "Belt                  object\n",
+      "dtype: object\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Participant ID</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight (kg)</th>\n",
+       "      <th>Experience (years)</th>\n",
+       "      <th>Belt</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>M</td>\n",
+       "      <td>7</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Green</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>M</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Red Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>M</td>\n",
+       "      <td>13</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Black Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>14</td>\n",
+       "      <td>43</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>F</td>\n",
+       "      <td>16</td>\n",
+       "      <td>54</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>M</td>\n",
+       "      <td>16</td>\n",
+       "      <td>72</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Participant ID Sex  Age  Weight (kg)  Experience (years)  \\\n",
+       "0             P1   M    7           25                   1   \n",
+       "1             P2   M    9           23                   2   \n",
+       "2             P3   M   13           39                   6   \n",
+       "3             P4   M   14           43                   8   \n",
+       "4             P5   F   16           54                   8   \n",
+       "5             P6   M   16           72                  13   \n",
+       "\n",
+       "                  Belt  \n",
+       "0                Green  \n",
+       "1          Red Stripe   \n",
+       "2         Black Stripe  \n",
+       "3  Black (Competitive)  \n",
+       "4  Black (Competitive)  \n",
+       "5  Black (Competitive)  "
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_of_people = pd.read_csv('data/Taekwondo_people.csv')\n",
+    "print(list_of_people.dtypes)\n",
+    "list_of_people"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "list_of_people['Description'] = list_of_people['Sex']+'_' + list_of_people['Age'].astype(str) + 'yo_'+ list_of_people['Weight (kg)'].astype(str)+'kg_' + list_of_people['Belt']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "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>Participant ID</th>\n",
+       "      <th>Sex</th>\n",
+       "      <th>Age</th>\n",
+       "      <th>Weight (kg)</th>\n",
+       "      <th>Experience (years)</th>\n",
+       "      <th>Belt</th>\n",
+       "      <th>Description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>P1</td>\n",
+       "      <td>M</td>\n",
+       "      <td>7</td>\n",
+       "      <td>25</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Green</td>\n",
+       "      <td>M_7yo_25kg_Green</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>P2</td>\n",
+       "      <td>M</td>\n",
+       "      <td>9</td>\n",
+       "      <td>23</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Red Stripe</td>\n",
+       "      <td>M_9yo_23kg_Red Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>P3</td>\n",
+       "      <td>M</td>\n",
+       "      <td>13</td>\n",
+       "      <td>39</td>\n",
+       "      <td>6</td>\n",
+       "      <td>Black Stripe</td>\n",
+       "      <td>M_13yo_39kg_Black Stripe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>P4</td>\n",
+       "      <td>M</td>\n",
+       "      <td>14</td>\n",
+       "      <td>43</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>M_14yo_43kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>P5</td>\n",
+       "      <td>F</td>\n",
+       "      <td>16</td>\n",
+       "      <td>54</td>\n",
+       "      <td>8</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>F_16yo_54kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>5</td>\n",
+       "      <td>P6</td>\n",
+       "      <td>M</td>\n",
+       "      <td>16</td>\n",
+       "      <td>72</td>\n",
+       "      <td>13</td>\n",
+       "      <td>Black (Competitive)</td>\n",
+       "      <td>M_16yo_72kg_Black (Competitive)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Participant ID Sex  Age  Weight (kg)  Experience (years)  \\\n",
+       "0             P1   M    7           25                   1   \n",
+       "1             P2   M    9           23                   2   \n",
+       "2             P3   M   13           39                   6   \n",
+       "3             P4   M   14           43                   8   \n",
+       "4             P5   F   16           54                   8   \n",
+       "5             P6   M   16           72                  13   \n",
+       "\n",
+       "                  Belt                      Description  \n",
+       "0                Green                 M_7yo_25kg_Green  \n",
+       "1          Red Stripe            M_9yo_23kg_Red Stripe   \n",
+       "2         Black Stripe         M_13yo_39kg_Black Stripe  \n",
+       "3  Black (Competitive)  M_14yo_43kg_Black (Competitive)  \n",
+       "4  Black (Competitive)  F_16yo_54kg_Black (Competitive)  \n",
+       "5  Black (Competitive)  M_16yo_72kg_Black (Competitive)  "
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "list_of_people"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Group the kicks by participant and type."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We need to add the columns of the missing data of Participant 6's back kick in order to have a coherent dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for i in range(1,6):\n",
+    "    clean_data[f'P6-B-{i}'] = 0.0\n",
+    "\n",
+    "# cols = clean_data.columns.tolist()\n",
+    "# print(cols) # Made to get the columns list needed to rearrange\n",
+    "\n",
+    "added_data = clean_data[['P1-R-1', 'P1-R-2', 'P1-R-3', 'P1-R-4', 'P1-R-5', 'P2-R-1', 'P2-R-2', 'P2-R-3', 'P2-R-4', 'P2-R-5', \n",
+    "                       'P3-R-1', 'P3-R-2', 'P3-R-3', 'P3-R-4', 'P3-R-5', 'P4-R-1', 'P4-R-2', 'P4-R-3', 'P4-R-4', 'P4-R-5',\n",
+    "                       'P5-R-1', 'P5-R-2', 'P5-R-3', 'P5-R-4', 'P5-R-5', 'P6-R-1', 'P6-R-2', 'P6-R-3', 'P6-R-4', 'P6-R-5',\n",
+    "                       'P1-B-1', 'P1-B-2', 'P1-B-3', 'P1-B-4', 'P1-B-5', 'P2-B-1', 'P2-B-2', 'P2-B-3', 'P2-B-4', 'P2-B-5', \n",
+    "                       'P3-B-1', 'P3-B-2', 'P3-B-3', 'P3-B-4', 'P3-B-5', 'P4-B-1', 'P4-B-2', 'P4-B-3', 'P4-B-4', 'P4-B-5', \n",
+    "                       'P5-B-1', 'P5-B-2', 'P5-B-3', 'P5-B-4', 'P5-B-5', 'P6-B-1', 'P6-B-2', 'P6-B-3', 'P6-B-4', 'P6-B-5',\n",
+    "                       'P1-C-1', 'P1-C-2', 'P1-C-3', 'P1-C-4', 'P1-C-5', 'P2-C-1', 'P2-C-2', 'P2-C-3', 'P2-C-4', 'P2-C-5', \n",
+    "                       'P3-C-1', 'P3-C-2', 'P3-C-3', 'P3-C-4', 'P3-C-5', 'P4-C-1', 'P4-C-2', 'P4-C-3', 'P4-C-4', 'P4-C-5', \n",
+    "                       'P5-C-1', 'P5-C-2', 'P5-C-3', 'P5-C-4', 'P5-C-5', 'P6-C-1', 'P6-C-2', 'P6-C-3', 'P6-C-4', 'P6-C-5', \n",
+    "                       'P1-P-1', 'P1-P-2', 'P1-P-3', 'P1-P-4', 'P1-P-5', 'P2-P-1', 'P2-P-2', 'P2-P-3', 'P2-P-4', 'P2-P-5', \n",
+    "                       'P3-P-1', 'P3-P-2', 'P3-P-3', 'P3-P-4', 'P3-P-5', 'P4-P-1', 'P4-P-2', 'P4-P-3', 'P4-P-4', 'P4-P-5', \n",
+    "                       'P5-P-1', 'P5-P-2', 'P5-P-3', 'P5-P-4', 'P5-P-5', 'P6-P-1', 'P6-P-2', 'P6-P-3', 'P6-P-4', 'P6-P-5']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "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",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>P1-R-1</th>\n",
+       "      <th>P1-R-2</th>\n",
+       "      <th>P1-R-3</th>\n",
+       "      <th>P1-R-4</th>\n",
+       "      <th>P1-R-5</th>\n",
+       "      <th>P2-R-1</th>\n",
+       "      <th>P2-R-2</th>\n",
+       "      <th>P2-R-3</th>\n",
+       "      <th>P2-R-4</th>\n",
+       "      <th>P2-R-5</th>\n",
+       "      <th>P3-R-1</th>\n",
+       "      <th>P3-R-2</th>\n",
+       "      <th>P3-R-3</th>\n",
+       "      <th>P3-R-4</th>\n",
+       "      <th>P3-R-5</th>\n",
+       "      <th>P4-R-1</th>\n",
+       "      <th>P4-R-2</th>\n",
+       "      <th>P4-R-3</th>\n",
+       "      <th>P4-R-4</th>\n",
+       "      <th>P4-R-5</th>\n",
+       "      <th>P5-R-1</th>\n",
+       "      <th>P5-R-2</th>\n",
+       "      <th>P5-R-3</th>\n",
+       "      <th>P5-R-4</th>\n",
+       "      <th>P5-R-5</th>\n",
+       "      <th>P6-R-1</th>\n",
+       "      <th>P6-R-2</th>\n",
+       "      <th>P6-R-3</th>\n",
+       "      <th>P6-R-4</th>\n",
+       "      <th>P6-R-5</th>\n",
+       "      <th>P1-B-1</th>\n",
+       "      <th>P1-B-2</th>\n",
+       "      <th>P1-B-3</th>\n",
+       "      <th>P1-B-4</th>\n",
+       "      <th>P1-B-5</th>\n",
+       "      <th>P2-B-1</th>\n",
+       "      <th>P2-B-2</th>\n",
+       "      <th>P2-B-3</th>\n",
+       "      <th>P2-B-4</th>\n",
+       "      <th>P2-B-5</th>\n",
+       "      <th>P3-B-1</th>\n",
+       "      <th>P3-B-2</th>\n",
+       "      <th>P3-B-3</th>\n",
+       "      <th>P3-B-4</th>\n",
+       "      <th>P3-B-5</th>\n",
+       "      <th>P4-B-1</th>\n",
+       "      <th>P4-B-2</th>\n",
+       "      <th>P4-B-3</th>\n",
+       "      <th>P4-B-4</th>\n",
+       "      <th>P4-B-5</th>\n",
+       "      <th>P5-B-1</th>\n",
+       "      <th>P5-B-2</th>\n",
+       "      <th>P5-B-3</th>\n",
+       "      <th>P5-B-4</th>\n",
+       "      <th>P5-B-5</th>\n",
+       "      <th>P6-B-1</th>\n",
+       "      <th>P6-B-2</th>\n",
+       "      <th>P6-B-3</th>\n",
+       "      <th>P6-B-4</th>\n",
+       "      <th>P6-B-5</th>\n",
+       "      <th>P1-C-1</th>\n",
+       "      <th>P1-C-2</th>\n",
+       "      <th>P1-C-3</th>\n",
+       "      <th>P1-C-4</th>\n",
+       "      <th>P1-C-5</th>\n",
+       "      <th>P2-C-1</th>\n",
+       "      <th>P2-C-2</th>\n",
+       "      <th>P2-C-3</th>\n",
+       "      <th>P2-C-4</th>\n",
+       "      <th>P2-C-5</th>\n",
+       "      <th>P3-C-1</th>\n",
+       "      <th>P3-C-2</th>\n",
+       "      <th>P3-C-3</th>\n",
+       "      <th>P3-C-4</th>\n",
+       "      <th>P3-C-5</th>\n",
+       "      <th>P4-C-1</th>\n",
+       "      <th>P4-C-2</th>\n",
+       "      <th>P4-C-3</th>\n",
+       "      <th>P4-C-4</th>\n",
+       "      <th>P4-C-5</th>\n",
+       "      <th>P5-C-1</th>\n",
+       "      <th>P5-C-2</th>\n",
+       "      <th>P5-C-3</th>\n",
+       "      <th>P5-C-4</th>\n",
+       "      <th>P5-C-5</th>\n",
+       "      <th>P6-C-1</th>\n",
+       "      <th>P6-C-2</th>\n",
+       "      <th>P6-C-3</th>\n",
+       "      <th>P6-C-4</th>\n",
+       "      <th>P6-C-5</th>\n",
+       "      <th>P1-P-1</th>\n",
+       "      <th>P1-P-2</th>\n",
+       "      <th>P1-P-3</th>\n",
+       "      <th>P1-P-4</th>\n",
+       "      <th>P1-P-5</th>\n",
+       "      <th>P2-P-1</th>\n",
+       "      <th>P2-P-2</th>\n",
+       "      <th>P2-P-3</th>\n",
+       "      <th>P2-P-4</th>\n",
+       "      <th>P2-P-5</th>\n",
+       "      <th>P3-P-1</th>\n",
+       "      <th>P3-P-2</th>\n",
+       "      <th>P3-P-3</th>\n",
+       "      <th>P3-P-4</th>\n",
+       "      <th>P3-P-5</th>\n",
+       "      <th>P4-P-1</th>\n",
+       "      <th>P4-P-2</th>\n",
+       "      <th>P4-P-3</th>\n",
+       "      <th>P4-P-4</th>\n",
+       "      <th>P4-P-5</th>\n",
+       "      <th>P5-P-1</th>\n",
+       "      <th>P5-P-2</th>\n",
+       "      <th>P5-P-3</th>\n",
+       "      <th>P5-P-4</th>\n",
+       "      <th>P5-P-5</th>\n",
+       "      <th>P6-P-1</th>\n",
+       "      <th>P6-P-2</th>\n",
+       "      <th>P6-P-3</th>\n",
+       "      <th>P6-P-4</th>\n",
+       "      <th>P6-P-5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>-123.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-9.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>-129.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>100.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-35.0</td>\n",
+       "      <td>-136.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-85.0</td>\n",
+       "      <td>-139.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>182.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-108.0</td>\n",
+       "      <td>-141.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   P1-R-1  P1-R-2  P1-R-3  P1-R-4  P1-R-5  P2-R-1  P2-R-2  P2-R-3  P2-R-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-R-5  P3-R-1  P3-R-2  P3-R-3  P3-R-4  P3-R-5  P4-R-1  P4-R-2  P4-R-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-R-4  P4-R-5  P5-R-1  P5-R-2  P5-R-3  P5-R-4  P5-R-5  P6-R-1  P6-R-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     7.0    25.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0    25.0     0.0     0.0    24.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0   100.0     0.0     0.0    24.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0   152.0     0.0     0.0    22.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0   182.0     0.0     0.0    22.0     0.0     0.0   \n",
+       "\n",
+       "   P6-R-3  P6-R-4  P6-R-5  P1-B-1  P1-B-2  P1-B-3  P1-B-4  P1-B-5  P2-B-1  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-B-2  P2-B-3  P2-B-4  P2-B-5  P3-B-1  P3-B-2  P3-B-3  P3-B-4  P3-B-5  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1    -9.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2    32.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3    46.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4    85.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-B-1  P4-B-2  P4-B-3  P4-B-4  P4-B-5  P5-B-1  P5-B-2  P5-B-3  P5-B-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     8.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0    19.0     0.0    10.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0    31.0     0.0    23.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0    38.0     0.0    38.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0    43.0     0.0    40.0   \n",
+       "\n",
+       "   P5-B-5  P6-B-1  P6-B-2  P6-B-3  P6-B-4  P6-B-5  P1-C-1  P1-C-2  P1-C-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P1-C-4  P1-C-5  P2-C-1  P2-C-2  P2-C-3  P2-C-4  P2-C-5  P3-C-1  P3-C-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P3-C-3  P3-C-4  P3-C-5  P4-C-1  P4-C-2  P4-C-3  P4-C-4  P4-C-5  P5-C-1  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P5-C-2  P5-C-3  P5-C-4  P5-C-5  P6-C-1  P6-C-2  P6-C-3  P6-C-4  P6-C-5  \\\n",
+       "0     0.0     0.0    57.0  -123.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0    14.0  -129.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0   -35.0  -136.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "3     0.0     0.0   -85.0  -139.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "4     0.0     0.0  -108.0  -141.0     0.0     0.0   -13.0     0.0     0.0   \n",
+       "\n",
+       "   P1-P-1  P1-P-2  P1-P-3  P1-P-4  P1-P-5  P2-P-1  P2-P-2  P2-P-3  P2-P-4  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P2-P-5  P3-P-1  P3-P-2  P3-P-3  P3-P-4  P3-P-5  P4-P-1  P4-P-2  P4-P-3  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P4-P-4  P4-P-5  P5-P-1  P5-P-2  P5-P-3  P5-P-4  P5-P-5  P6-P-1  P6-P-2  \\\n",
+       "0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "1     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "2     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "3     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "4     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0     0.0   \n",
+       "\n",
+       "   P6-P-3  P6-P-4  P6-P-5  \n",
+       "0     0.0     0.0     0.0  \n",
+       "1     0.0     0.0     0.0  \n",
+       "2     0.0     0.0     0.0  \n",
+       "3     0.0     0.0     0.0  \n",
+       "4     0.0     0.0     0.0  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "added_data.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['P1-R', 'P2-R', 'P3-R', 'P4-R', 'P5-R', 'P6-R', 'P1-B', 'P2-B', 'P3-B', 'P4-B', 'P5-B', 'P6-B', 'P1-C', 'P2-C', 'P3-C', 'P4-C', 'P5-C', 'P6-C', 'P1-P', 'P2-P', 'P3-P', 'P4-P', 'P5-P', 'P6-P']\n"
+     ]
+    }
+   ],
+   "source": [
+    "new_list_of_person_per_kick = []\n",
+    "for i in added_data.columns:\n",
+    "    if i[:4] not in new_list_of_person_per_kick:\n",
+    "        new_list_of_person_per_kick.append(i[:4])\n",
+    "print(new_list_of_person_per_kick)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can make means of every kick, by participant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mean_of_kick(data, value):\n",
+    "    test_df = pd.DataFrame()\n",
+    "\n",
+    "    for i in data.columns:\n",
+    "        if i[:4] == value:\n",
+    "            test_df[i] = data.loc[:, i].reset_index(drop=True)\n",
+    "\n",
+    "    new_mean = test_df.mean(axis=1)\n",
+    "    \n",
+    "    return new_mean\n",
+    "\n",
+    "\n",
+    "data_means = pd.DataFrame()\n",
+    "for i in new_list_of_person_per_kick:\n",
+    "    data_means[i] = mean_of_kick(added_data, i)\n",
+    "    \n",
+    "# data_means"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can also make maxs of every kick, by participant."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def max_of_kick(data, value):\n",
+    "    test_df = pd.DataFrame()\n",
+    "\n",
+    "    for i in data.columns:\n",
+    "        if i[:4] == value:\n",
+    "            test_df[i] = data.loc[:, i].reset_index(drop=True)\n",
+    "\n",
+    "    new_max = test_df.max(axis=1)\n",
+    "    \n",
+    "    return new_max\n",
+    "\n",
+    "\n",
+    "data_maxs = pd.DataFrame()\n",
+    "for i in new_list_of_person_per_kick:\n",
+    "    data_maxs[i] = max_of_kick(added_data, i)\n",
+    "    \n",
+    "dict_max = dict(data_maxs.iloc[30])\n",
+    "# dict_max"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[150.0, 763.0, 410.0, 504.0, 541.0, 926.0],\n",
+       " [221.0, 446.0, 294.0, 526.0, 1033.0, 0.0],\n",
+       " [96.0, 138.0, 230.0, 319.0, 328.0, 407.0],\n",
+       " [96.0, 171.0, 414.0, 905.0, 319.0, 956.0]]"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# First we bring the previous dictionary into a list\n",
+    "test = []\n",
+    "\n",
+    "for j in list_of_people['Participant ID']:\n",
+    "    for i in dict_max:\n",
+    "        if i[:2] == j:\n",
+    "            test.append(dict_max[i])\n",
+    "            \n",
+    "test\n",
+    "\n",
+    "# Then we can extract the kicks by \n",
+    "lst_lst_max = []\n",
+    "for i in range(0, len(test), 4):\n",
+    "    lst_lst_max.append(test[i: i+4])\n",
+    "    \n",
+    "lst_lst_max\n",
+    "\n",
+    "\n",
+    "    \n",
+    "lst_max_lst = []\n",
+    "for i in range(4):\n",
+    "    lst_max_lst.append([test[i], test[i+4], test[i+8], test[i+12], test[i+16], test[i+20]])\n",
+    "\n",
+    "lst_max_lst"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of mean of participants per strike"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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YcJC/xPhtLqfIgckEfdEqaNsG868mIzePw1tfR2uNUupcDV0IMQt0fvObjOxvSGmbadWLKPrqVyd0bjQaZePGjaxduxaAL3zhC3znO99hcHAwZeNJesZLKfUeoFtrvW2il5zimD7ViVrrn2itV2itV+Tn55/qFCHEBGmtCfp9J854dZpxO7qwpBvbB5ktJnKKHfRGq8Yq2Duzc4iGRwiHQudk3EIIMdVCoRB1dXWsWLGC8vJy1q9fzxNPPEFBQQHLly9PaV+pmPF6F/A+pdR1gB3IUkr9CuhSShUnZruKge7E+a1A2bjrPYA8MiXEFAuHgsQikbEcr3g0RtdgPtXlbSec5y7L4ljXPGh9AICMRKAW8PWT5nBM65iFELPLRGemUm00x2u8V155hccee4ynnnqK4eFhBgYG+PCHP8yvfvWrpPpKesZLa3231tqjta7ESJp/QWv9YeAx4M7EaXcCf0q8fwy4TSmVppSqAuYDW5IdhxDizAI+L8DYjFf/waNEtZ2iyowTznN7MghGMwk2H4R4fOz80euFEGI2+Ld/+zdaW1tpamri4Ycf5oorrkg66ILU5XidyreAR5RS64EWYB2A1nqvUuoRYB8QBe7SWsemcBxCCCDo8wHgSMx4ddY3AjYKF1edcJ7bYwRifYE8HH2NZOTkAhDw9k/fYIUQYoZKaeCltf4z8OfE+z7gytOcdw9wTyr7FkKcWcBvBF6jS41dR/ykm2xkLTzxoWJ34snGnmgVZa1v4Jx/g3F9InATQoiZZmho6Izfr1mzhjVr1qSkL6lcL8QsEfQbS4XOxNJhV7eFQmcbKu3EpUZ7hhVnto2++HxofYM0pxOz1UrAJzNeQgiRLAm8hJglAj4fSpmwZ2YyHIjgDeZQWBAe+973+98T6TKegXGXZdKrF0DbVpRSOLNzJMdLCCFSQAIvIWaJ8dsFdR8wnmQsqsoCINLWRsc/fY2++40ayO7SDHyhXKKdByEcwOmSwEsIIVJBAi8hZonx2wV17j0KxClYPAeA4QNGBfvAS5sByPNkENcmvJFSaN+BM0cCLyGESAUJvISYJcYXT+06OkCepQVb+TIARg4eACDc3Ey4uXnsycbeSCW0vmEsNcpTjUIIkTQJvISYJQI+L05XNjqu6eq2UehsA2ceAMMNBzBlGMHW0OaXcRU4sNhM9FqWQetWnNm5hAYHiEUj5/IWhBDivCeBlxCzwPjtgnzdQUaiaRQWRse+HzlwAMc7L8JWVcXQ5s2YTIq80gz69EJjxiuxRBn0+8/VLQghxJQxm83U1dVRW1vLunXrCAaDAFRWVrJkyZKx7YRSQQIvIWaB8dsFdR3qBaBoTmLroFCIcHMz9oWLyFi9muDrrxMPhcjzZNAbcKMHu3Da4oAUURVCzEyjWwbV19djs9nYsGHD2HcvvvgiO3fuZOvWrSnpSwIvIWaB8dsFde5vwaYC5CyYD8BIYyPE46QtXEDGZavR4TCB11/HXZrBSNjMUNyNc6TVaMcvCfZCiJlt1apVNDY2Tln7U7llkBDibWL8dkFdTZ0UWg+hSm4BjGVGAPvChViKi1EOB4HNm3F/6AIAeuMLcA8ZP4QCXgm8hBBT5+VHDtJ77MxV5CfLXZbBqlsXTOjcaDTKxo0bWbt2LQBKKa655hqUUnzqU5/ik5/8ZNLjkRkvIWaB0e2C0tKz6Ou3UZjeDK4ywCgloRwOrGVlmGw2nBdfzNBLm8ktcQDQZ78IR+9Oox0pKSGEmIFCodBYHld5eTnr168H4JVXXmH79u1s3LiRH/zgB2zevDnpvmTGS4hZYHS7oOCgGY2isDgOSgEw0tCAff58lMn4PSxj1SqGnn8e2lvIyk+nVy/E3L2B9MwrZNsgIcSUmujMVKqN5ni9WUlJCQAFBQXcdNNNbNmyhdWrVyfVl8x4CTELjG4X1N9mlIMonGOUkdBaM3zwIGkLF46dm7F6FQBDL23G7cmgN5AH0RDODIfMeAkhZo1AIMDg4ODY+2eeeYba2tqk25UZLyFmgdHtglp2d5JvaSS9sgaAaGcncb+ftEXHAy9rSQlp8+cztHkz7nVrOLLTQjjNjjNNcryEELNHV1cXN910E2Dkfn3wgx8cy/1KhgReQswCAb+P9EwXncfCrMx4A4q+CMDwuMT68TIuW03fgw+R+xkraOhnAU5zCK8/Pu1jF0KIqTY0dHJC/5w5c9i1a1fK+5KlRiFmgaDfhzI5AUVl+k7IS5SSSOzRmLbgxLwK5+rVEIng6GwAoDf9EpwxLwFvP1rraR27EELMJBJ4CTELBHxeIiNpZKQN4i5OA7Mx2T1yoAFraSnmzEz29e0jFA0B4LjgAkwZGeg3NpPmsNBLNc6RdmLRKCOBwLm8FSGEOK9J4CXEDDe6XVBw0ExV+g5UwfFlxeEDRmJ921Abtz95O79t+C0AymrFecklBF7eTF6pk95QEU5lTMXLk41CCHH2JPASYoYb3S5IaweV6kXIXwRAfGSE8NGjpC1cwHPNzxHXcXb37B67LuOy1US7usjPidHda8NksgFSy0sIIZIhgZcQM1wgUbXeYnVQaquHAiPwGjlkbBVkX7iIZ5qeAWBf376x65yXGmUlSob2oePQrY0NYmW/RiGEOHsSeAkxw40GSoWFVswqOjbjNbpV0EBZDrt7d1PgKKAj0IF32JjRshYWkFZTjWnLcxRUZtESu8poT2a8hBDirEngJcQM13mkA4CKvH4wWSGnCoCRgwdQdjsvxIxZrs8s+wxw4qxXxurVhHbsZEGdi/7hUsxKMyQzXkKIGcZsNlNXV0dtbS3r1q0jGAwC4PP5uOWWW1i0aBHV1dW8+uqrSfclgZcQM1xrQzsAc517wT1/7InG4YYDpC1YwLOtz7ModxHXVF4DvDnwugxiMUpGGjGbwWKyEug+Nv03IYQQU2h0y6D6+npsNhsbNmwA4POf/zxr166loaGBXbt2UV1dnXRfEngJMcP1NHcBiuzgnrFlRq01IwcOEJ9Txs6enVxdcTVZtizKMstOCLzSly3F7HIRee1lKhemEVW5BLrbz9GdCCHE1Fu1ahWNjY0MDAywefPmsQ2zbTYb2dnZSbefdOV6pZQd2AykJdr7vdb660qpXOB3QCXQBNyqtfYmrrkbWA/EgL/TWj+d7DiEECcb6AsR9Hux2TMw+Zqh7oMARLt7iPl8NLmjAFxTYcx21eTVUN9bP3a9MptxXHwxgddfY9F/fI6GN1z4+iTwEkJMjRcf+AndzUdS2mZBxRwu/5tPTujcaDTKxo0bWbt2LUeOHCE/P5+PfvSj7Nq1i+XLl3PffffhdDqTGk8qZrxGgCu01suAOmCtUuqdwFeA57XW84HnE59RStUAtwGLgbXAD5VS5hSMQwjxJk27+9A6SEaWA9CQb9TwGjlgVKTfbG9mfs58Kl2VgBF4tQ214Rv2jbWRNm8e0fYOPAtdWM02gsHwdN+GEEJMqVAoRF1dHStWrKC8vJz169cTjUbZvn07n/nMZ9ixYwdOp5NvfetbSfeV9IyXNvYPGd3kyJr4o4EbgDWJ4w8Cfwa+nDj+sNZ6BDiqlGoEVgLJZ6wJIU7QtKcXs3mYTGfid6wCIz9hdI/G5y2N3Flx19j5NXnG5tn7+vdxScklANgqygGId7STnxOjtSPCkHeIjJyM6boNIcQsMdGZqVQbzfEaz+Px4PF4uOiiiwC45ZZbUhJ4pSTHSyllVkrtBLqBZ7XWrwOFWusOgMRrQeL0UmB8dm5r4tip2v2kUmqrUmprT09PKoYqxKwRDkVpO+DFZArhNIfBZIHcOQCMNBwg7M5iKP34MiNAda4RmI3P87KVG4FXuOUYZVWZAOx/btt03YYQQpwTRUVFlJWVcWD0F9Xnn6empibpdlMSeGmtY1rrOsADrFRK1Z7hdHWqJk7T7k+01iu01ivy8/NTMVQhZo2Wff3EonEi4SEcDEDePDBbAaOUREuhiXnZ85iTPWfsGleaC0+G54TAyzoWeDVTWGNsrn3wjeZpvBMhhDg3vv/97/OhD32IpUuXsnPnTr761a8m3WbSS43jaa19Sqk/Y+RudSmlirXWHUqpYozZMDBmuMrGXeYBJFtXiBQ7ursHu0Mz4ovgiPqPbxUUDjNy5Ci7L9JcXXHHSdfV5NWwt2/v2GdzdjamrCwiLS1kXHIL8Bv6eofxdgbIKUouyVQIId4OhoaGTnm8rq6OrVu3prSvpGe8lFL5SqnsxPt04CqgAXgMuDNx2p3AnxLvHwNuU0qlKaWqgPnAlmTHIYQ4Lh6L01zfR/E8Y4bLGe4aC7zCjY0Qi9FccOIy46jRBHv/iB8ApRS2sjLCzS0484uMk/QgDa91Ts/NCCHEDJKKpcZi4EWl1G7gDYwcryeAbwFXK6UOAVcnPqO13gs8AuwDNgF3aa1jKRiHECKh84ifkUAUt8d4YNhhHhl7onH4wEEAYnPKmJs996RrxxLsx+d5VZQTbmnBkeUCINPUzMHXO4nHT5klIIQQ4jRS8VTjbuCCUxzvA648zTX3APck27cQ4tSO7urFZFFk5Bi/0zgt4bEnGn17dxK2wIUXXodSJ6dcjg+8Li65GDDyvAaefgYVj+NwpJHJYbq8I7Qd9FK2KHea7koIIc5/UrleiBmoub4Pz4IcwsEBAJzWOOQas1s9e96gxQ1Xzbn2lNe60lyUZpS+6cnGCojFiLS348zOxoQPm01z4FVZbhRCJM+oTHV+muzYJfASYoaJxeL4ukPkV2QS9PtQgL2gHCw2tNaYGlvo92SyIGfBaduoyas5aakRINzSgtNdTDBqYZ6nm8M7ugkPR6f6loQQM5jdbqevr++8DL601vT19WG32yd8TUqfahRCnHtD/SPouCbLnU5rvZd0awxTgZFY39d2GEcgSlb10lMuM46qyavh2eZn8Y/4caW5jtfyam7BmeOmN+5gYeZr7AvfQMvefuYtLzhtW0IIcSYej4fW1lbO13qddrsdj8cz4fMl8BJihhnoDQHgcqdzwNeP0zQ89kTj9lf+QBmw6KK1Z2yjJtfI89rfv593Fr8Ts9uNcjgItzTjrColGDFTMPQcZutNdB7xS+AlhDhrVquVqqqqcz2MaSNLjULMMKOBV1Z+OsG+LhyW8NgTjb17twMw/8JTPvcy5s1PNo6WlIi0HMOZnUNcQ9jfSYHHTucR/1TdihBCzDgSeAkxwwz0DmMyK5zZaQR9/Sc80RhraSXksGDJzTljG9n2bEqcJSdtHRRuacGZbTzFGIjaKHYP0dMySDQsFWGEEGIiJPASYoYZ6A2RmWtHKQgMBXFYopA3j0g8gq3bx0hh9oTaqcmrYX/f/rHPtopyIseO4cjKAiAQTaPIfph4TNPdPDgl9yKEEDONBF5CzDADvSGy8tMJh4LEYhpHZiZY0jjqP0q+N47Fc8o96U9Sk1dDy2ALg2EjqLKWl6MjEewRY3YrYPdQFDM2nZDlRiGEmBgJvISYYQZ6h8lypxPw+QBw5hUC0NCzj3w/uKpOX0ZivNE8r9FZL1t5BQBWv1EbLGD3kN73OtmFDjoOS+AlhBATIYGXEDPISCjKcCBCVp6dYL/xaLaj0AiYmg9vxxKHvDk1E2rrzQn2tnJjb3vd0YnVnk7AnAv+YxSVp9F5xH9e1uARQojpJoGXEDPI2BON7nQCrQ0AOEvmA9B7eC8A9kRNrreSY8+h2Fk8FnhZiopQNhvhYy1k5OQQiDsAKMrxMjwUwd8dSum9CCHETCSBlxAzyFgNr/x0gh2NADgqatFaE2ppAsBaVjbh9mryatjXnygpYTJhLSsj0tKCw5VDYNjI9SrK7AAkz0sIISZCAi8hZpCBnmEAstx2gt2tKDTpFctoD7ST1RtCmxTWoqIJt1eTV0PzQPNYgr2tvDxRvT6XwGAAlJlcdQRbuoUOCbyEEOItSeAlxAwy0BcizWEhzWEl0N9DujWOKS2Dhv4GCnxAoRtltU64vdE8r4Z+Y9lyrJaXK9tI3s8qQQ20UjQni05JsBdCiLckgZcQM8hAb4gsdzoAgYEBnOlGkNXQ30ChH9LLKyfV3psT7K0V5ejhYdKtNsKhIJGMMvC3UjTHRX9HgJFgJHU3MwGS0C+EON9I4CXEDGKUkrBDLEIwFG/gGYcAACAASURBVMaRmQEYgVex34Q9URJionLtuRQ5i9jbZyTm28qMxPy0aBSAgK0I/C0UzXWBhs6jAym8mzMb6A1x/z+8zKaf7GGwf3ja+hVCiGRI4CXEDKHjmoG+xIxX/xGCUSvOHDcARzr3kTkUw1rqmXS7NbnHK9jbKozAyxYwkvgDFjcMtFNY7kQppnW58bU/HSEajtO8p4/f/MtrbH+6mVg0Pm39CyHE2ZDAS4gZIuAfIR7VZLnT0V37CEatOPJL8A370O1dAFjLJh94LXYvpmmgiYHwANaSErBYsHiNACtAFsSj2CK95Hkypu3Jxu7mAQ690UXdVWXc/vWLKKvO5dVHD/PwN7ZwbF//tIxBCCHOhgReQswQx2t42Qm37SOqzTgKK2nwNlDgM3KhbJMoJTGq1l0LGHleymLBWlqCpbsbgEDcyCfD30rxHBddRweIx6Z21klrzV//0Ig9w8qF11SQ5U7nus8s5T1/u4x4XPPY93ay6Sd7GPLK8qMQ4u1HAi8hZgj/WCmJdAJtieKp7kIa+hoo9BrnTKaG16jFeYsBqO+tB4ytg0ytbSiTiUDEnOj8GEVzXURGYvS1B5K8kzNrru+j7aCPd1xfhS3dMna8ojaP2/95JRe9r4rmPX08+t3tRBP7SgohxNuFBF5CzBADvSGUgsxcO8HOJgAcrmwavA1UBtIxORyYs7Mn3a4rzUVFVsW4wKucyLFWHK5sAqFEYOM/RtEcFzC1eV7xuObVRw/jyk9n8aqSk763WM2suK6K6z67lIHeYXY9f2zKxiKEEGdDAi8hZoiBvhAZOXbMZkXQa+zT6HRl09DXQMVQOtayMpRSZ9X24rzF7OndAxh7NsYHB3FmZhEYHIL0HPC3kplnx+GyTWme14HXOuhvD/DOG+ditpz+x1dZdS6VS91s29RMcCA8ZeMRQojJksBLiBlioCdRSmKom8CIccyckc7RgaPke2NnlVg/aol7Cd3BbrqD3VgTez2mW9MIeL3g8oDvGEopiue4pizwioRjvP7YUQqrsph7Yf5bnv+um+cRC8d5/fEjUzIeIYQ4GxJ4CTFDjBVP9TUTjNpQStEa7SIej+HoHcJ2FqUkRo0m2Nf31mOrMGqBpQEBXz+4ysHfCkDRXBcDvcME/CNJ38+b7X7hGAHfCJe8f+6EZu6yCx3Urill/1/a6WsbSvl4hBDibCQdeCmlypRSLyql9iul9iqlPp84nquUelYpdSjxmjPumruVUo1KqQNKqWuTHYMQs10kHCM4EDYCL28zgZiV9IwMDvgP4gqAaSRyVon1oxblLsKszNT31mP1eEAp0sJRgn4/8czS44HXaJ5Xime9QkNhtm9qpnKpm5L5OW99QcJoAv5f/ueQVLkXQrwtpGLGKwr8H611NfBO4C6lVA3wFeB5rfV84PnEZxLf3QYsBtYCP1RKmVMwDiFmrcHexBON+XbwNRGM2nBm59LQ10DVkAMAWxJLjXaLnfk586nvrcdks2EtLsY2FEDrOCFbAYz4YdhPflkmZouJjhQn2G99qonISIyLb5o7uXE7rbzj+ipaG7w01/eldExCCHE2kg68tNYdWuvtifeDwH6gFLgBeDBx2oPAjYn3NwAPa61HtNZHgUZgZbLjEGI2O17DKzHjpR04cnJp8DawNFIAnF0pifEW5y1mb99etNZYK8qxen0ABMyJGSh/K2ariYKKzJQ+2ejvCVL/UhvVl5aQW+yc9PW1a0rJLnTwyu8biU1xjTEhhHgrKc3xUkpVAhcArwOFWusOMIIzoCBxWikw/hnv1sSxU7X3SaXUVqXU1p6enlQOVYgZxT8aeOUlcrxidhwuF4e8h5gXzALAWnrKf2YTtsS9hIHwAMcGj2ErK8fSaVTDH4jYjRN8xj/rojkueloGU1ZDa8sTRzGZFSvfU3VW15vNJi65eR6+riB7N7enZExCCHG2UhZ4KaUygD8AX9Ban2mn3FNlxZ4y+UJr/ROt9Qqt9Yr8/Ld+ikmI2WqgN4QlzUx6phXd38zQiCLqtBCKhigeMGEpKMCUlpZUH6MJ9nt692CrKMfZ3YfJbKajK/HP3Z8IvOa6iMc0Pc2DSfUH4OsKcmhLF7WXeXC6zn78lUvyKF2Yw5YnjjAciCQ9LiGEOFspCbyUUlaMoOvXWuv/TRzuUkoVJ74vBroTx1uB8WseHkB+DRUiCQO9w7jcdlQ8RtDbTVzDgM14stDVO5z0MiPA3Oy52M12I8G+vByz1uQXldB2pAnMtpMS7DtSkGC/9akmzBYTF1xdnlQ7SikuXTePkWCUrU81JT0uIYQ4W6l4qlEB9wP7tdb/Oe6rx4A7E+/vBP407vhtSqk0pVQVMB/Ykuw4hJjNxkpJDLYzNGI8q9Jl9mE1WbF09mHznH1i/SiLyUJ1XrVRUqLcKClR4Mql8/AhohmlYzNejiwbrvx0Wvcnt1m1ryvIwS2d1K7x4MiyJT1+tyeTmkuK2fPn1rGcOCGEmG6pmPF6F3AHcIVSamfiz3XAt4CrlVKHgKsTn9Fa7wUeAfYBm4C7tNayoZoQZ0lrbQReeUZi/WDUCFKa4h0szJhDtKvLKAGRArXuWhr6G1ClhQC4TTZikQhdeMZmvAAWvrOIY/u99Lae/XJjqma7xlv+7kriMc2RnZIzKoQ4N1LxVONftNZKa71Ua12X+POU1rpPa32l1np+4rV/3DX3aK3naq0Xaq03JjsGIWaz0GCEaDieKCXRzGDEyIU6EGniwngZaJ1U1frxavNqGY4NczTcgaWggOyhIABtoeyx5HqApZd7sNnNbNvYfFb9jM12XVaaktmuUVnudHKKnVJaQghxzkjleiHOc28uJTEUtRtJ77qPRcNGqQdbCnK8wHiyEUjkeZVhamsjt8RDm0/BYAfEjMT1NIeV2jUeGrd34+0MTLqfrRsTs13XVKRk3ONV1ObRfshHeDia8raFEOKtSOAlxHnuhMDL18ygysbiygAF5UNGqYdULTV6Mj240lxjeV6R5hZKF9XQ3hUwKsMPtI2dW3dlGRaLiW2bJjfr5esKcvD1TmpWFxP0tbPnhWfY+sSj+Ls7U3IPlbV5xGOa1gZvStoTQojJsJzrAQghkjMWeOXZjRyvmJOo00iwz+uPMGSzYUlRORalFLV5tYnA62r8PT0UV81jzwvP0DfiwO1vhZxKANIzbSxeXcruF1t5x/VVuPLTz9j2cGCItoa9vPqHVxgZbGTHEz1s+f3xJPiXfnk/xQsWUf2uy1h48SocruyzuoeieS6sdjPNe3qZUydlaoQQ00sCLyHOc/7eYRwuGxabGXzNDEUWMWSPUJ5ZDu1GYr0ypW5ye7F7MffvuR88dwBQkGksZ7aFsozAa5wLri5nz0ut7HimmTUfWnTaNqORCA996XMM9vYAJpw5JcxfeQXF8xZSPH8hJrOFA6++TMNf/swLv/gxLz74UyqW1FF96RoWXXoZJtPEdx0zm02UV+fSXN+H1npCG24LIUSqSOAlxHluoCeEy50O0RH0QAeDofn0WAZYmLuQcFtTyhLrR9Xm1RLTMVqz46QBdp8PZ3YObUEXy3zHTjjXmZ1G9SUl7P9rOyuuqyQjx37KNo/ueIPB3h7KltxMX6eHO+5ZfVLB1JU33MLKG26ht6WJhr9uZv9fXmLjD/6Twf4+Lrpx3aTuoWJJHod39NDXNoTbkzmpa4UQIhmS4yXEeW6gL1HDy3eMUMxCLKbpMvmYk1VFpOUYttIUB16JCvb1Ti+YTIQPNVK6aDFtwzljtbzGu/CacnQcdjzbcto2921+kfRMFz1t5SxZXXnGKvXu8kouve0jfPz7P6Ni6QXs2PQ4sejkqtGXL84DoGmPPN0ohJheEngJcR6LReMMeUfIctvB18RQ1AhYhuwRKpSb+NBQSqrWj5fvyKfQUcjuwQZs5eWMHDpI6aIaBsJWBjpPDq6y3OksvKiQfS+3ExwIn/R9aGiQozvewJG7BLPFzAXXTqxul1KKFdffSMDbT8Mrmyd1D05XGvnlmbRIWQkhxDSTwEuIKdDwWgfth6b+qbnBvmHQx0tJjNbwCtpjlA0a9a9sKV5qBKOsxN7evaQtWMDwwYOULqwBoK311IHMhddWEI3G2fX8yTNiWx9/llg0ymB/BUvXTG5PxoplF5LnKWfbk380nqqchIraPDqP+GXvRiHEtJLAS4gUG+gN8fwD+3n0uzt48oe76W+ffB2ryfQFx0tJDMUdAATsMfJ9cYCUz3iBkWDfMtgCc8uJtBwjr6AIm9VEW+8InCIAyilyMm95AXv+3DoW6Az2D/PM/Xt54/FNmK1urvrYZVx809xJjUMpxfLrb6Sn+SjH9u6e1LUVtXloDS37ZNZLCDF9JPASIsWO7uoFjCf62g96efgbr/PirxoI+EdS3tebi6cOmtxoBcppI63TB4A1xTlecLyQakehDbQmcrSJ4pJc2occEDz1Ho3L11YSGYmxfVMzrz92hF9//TUatx1Cx9pZeeO7qb6kBGWa/BOG1ZeuIT3LxbYn/zip6woqs7BnWKWKvRBiWkngJUSKHd3VQ26Jk0tunseH/9/FLLncQ8OrHfzqa6/y+uNHUloxfaB3GLPFhNNlM4qnkkXMYcaTVUaktRVzTg7mDGfK+htVk2csLe7LNmbzRg4epHROFT0jToY7D57yGrcng8qlbnY828LWp5qYU5fP4kuMvRxr11x+1mOx2GzUXXM9R7a/QV/byUuZp2MyKcoX59Kyt594fHLLlEIIcbYk8BIihYYDEdob/VQtcwOQnmFj1a0L+OC/XETlEjdbn2zigS+/wsYNe9j3SjsBX3KzYAO9ITLz7MZMka+FoaidQHqMsswyIq3HpmSZESDTlkmVq4ptllaU3W4EXtVLAEV7/fbTXnfJ++cy/x2F3Pyl5Vz9sRoOb32ZspolZLkLkhpP3TXXYbZa2f7UnyZ1XUVtHsNDEbqbBpLqXwghJkrqeAmRQs17etFxTdWyEyuiu/IdXPuJWuquGmD/X9tpru/jyM4eANxlGVQszqNyqZuiOa5J9efvTZSSGBmCYB+Dw+BLD1GZWU649WnSaxen7N7erDavllc7XiVt7lxGDh2k+NN3YuJntB06yJzTXJNT5OSa9caYOhoP4O1o5x3vuyXpsThc2dSsupx9L73Auz5wB46sif09ltfkoRQ01/dN+u9eCCHOhsx4CZFCR3f14nTZKCg/dVHOwqos1nxoER/55iXc9rWVXHzTXKxpZrY/08IfvrPtjLWuTmWgdxiX2w6+ZrSGgUCYQXsEj6OYSHs7Vs/UzHiBUc+rN9RLfE4ZwwcPYc0uoiA9RFvLxPZU3Lf5RSxWGwve+a6UjGf59TcSjYTZ/ezGCV9jd1opmuOSPC8hxLSRGS8hUiQaidG8r5+FFxW9ZZK4Uoq80gzySjO48NoKhgMRXnhoP6/98TClC7IpqMh6y/6GAxHCoShZ+engrWckbiEWiRG0R6kYyYRoNOVV68dbmr8UgPZCC+7eXqJeL6W5sLMjQDQSwWK1nvbaWDTKgb9uZs6Ki0hzpCYHLc9TTlXdcnY8/QQr3nfzGfsfr7w2j9f/dISAf2RSpSxmkqjXi//RPzLcsB+lTGAygdmEMpnBpFAWK5b8fKzFRViKirAWF2MtLETZbCnpX2tNzOsl5vViysjEnJWJsttlOycxI0ngJUSKtDZ4iY7ExvK7JsPutHLFR6p5+BtbePbn+7j1q+/Amnbm/QePb45tlJIYjBj/EQzYYxT5FUHANkU5XmAk2Bc5i3hlsJUbgJGDhygtdrGtLUrXkUZKF1af9tqmXdsJDQ5Qs2pNSse0/Pqb+P09/0TDKy9Ru+aqCV1TucQIvFr29lF9SUlKx/N2prUmtHUr3t89wuDTT6MjESwlxShlQsfjEIuhdRxicXQ4THxo6KQ2zPluTA4HOhKBSBQdiaCjUXTUeIDEUlCAtagoEbAVG6+FhcQHBwk3NRNuPv4nPjh4YuNWK+bMTMyZmZiysoxgr8yDrazceC0vx1pUhJpggC3E24UEXkKkyNFdvVjtZjwLcs7qervTylUfreFP9+7gL48c5PI7Th+4RCMx3niyCYDcEidsb2ZIGzlKIw7I7AkQBKyeqZvxMikT7656N491P5QIvA5SWlEKW5tpa9h7xsBr38svkp6ZReWy5SkdU/mSZbjLK9n25B9ZfNmVJ8yYBP0+jryymdb//QML5y4ib8UK0mtryS0pxOmy0Vw/OwKvmN+P/09/wvu7RwgfPowpM5PsD3yAnA/cStr8+ae9Lh4MEunsItLRTrSzk0hHJ5HODvTwCMpiQVmtKKsFEu+JxYl2dxPp6CCw5Q2i3d0Qix1vUCmsJSXYKipwvfc92CoqMOfmEQ8EiA0OEB8YPP7q9zNy6BBDL75oBHmjzGbSlywh79OfIuOyy2SGTJwXJPASIgV0XNO0u5fymjzM1rNPnfQszOHCayrY/nQz5YvzmHvhyU/7RUZiPPWj3bQ2eFl92wKyCx3GjJetCABXbj7R1nYwm7EWFZ31WCbiuqrr+MWenxPNdDBy6CC5V1eSY9tP2/49cMOpk+ZHggEOb32NJVdci9mS2h9BowVVn/7RvRzZvgWzxUrznp0079lJT9ORsfMObHuZ6scfxdM/iCXfTd7iO2nZWUFwvw1H9cKUjuntIjYwQN/9P6f/oYfQoRDpy5ZR/M1vkvXutZjS09/yepPDQdqcKtLmVJ1V/zoaJdrbS7SzE1NmJtayMkyTXKrUcSOYC7e0EDnWSrilhYEnnqD105/BXluL+7OfJePyNRKAibc1CbyESIGupgGCA+GzWmZ8s5Xvq6K1oZ8Xf9VAYVUWGTn2se9GQlGe/O9ddB7xc+Wd1Sy6uNj4wtfCIAVoFaGgoIzI9mNYS0pQKQ5s3mxhzkLmZM+lrbCDjIMH4ZabKE0foPHAfnQ8jjKdHIQefP0VYpEINavOvnbXmSx612W8/JsH+ON3vgGAyWyhdGE1F12xFvOP7yf/ppvYFg2wx7yX/guXsSItk7zmPbS457Dzo1+i8spa8v/u81gL36LERe8h2PN7yCyEBWsh6+05WxYPhej/1a/o+9n9xP1+sq6/nrxPfBz7okVJtx2Lx+gb7sM/4sc34sM/4h97H4gE0JxcH02huNh5Me+wTW6XAgBlMhlLl0VFsHIlAPl/exf+xx6jd8OPaf3sZ7HX1OC+67NkXHGFBGDibUkCLyFS4OiuXpRJUVGbl3RbZrOJq9cv5nf3vMFzv9jH+75wASaTIjQU5vHv7aKvbYhrPl7LvOWJwEBro2p9rJLhtH7KXOWE23ZOyR6Nb6aU4rqq69jnuo+KfQfRmSV4HH7qO4L0tR3DXVZx0jX7N79ITnEJRfMWTMmYLFYr13zq72jdX0/54qV4qmuxpKXR8rGPMWJNo+rzX2BuRgY7n3mSzb95gE3mAVZ9ej3qfyGw+lb8j32bgac2krd+PXkf+ygmh+N449EwNDwOW38BTS+P6/XvoXiZEYAtWAvFdUaC+jmkw2F8f/gDPT/8IbGeXjIuu4z8v/9CSgIugJ3dO/nHv/yjsXXUKZiV+ZSBT1zH+emen3KZ5zK+cOEXmJczL6lxKKuV7JtvxvW+9+F//Al6N2yg9a6/Ja2mmpJvfjNl9ytEqkjgJUQKHN3VQ8n8bOzO1CT6Zhc4WP2B+bzwUAM7nmlm0cXF/OnenQz0hnj3p5dQuWTczFrIC+FBvGETQ/YotRkeIs2PYb/mmpSM5a28u+rd/GfB92DbMJGgjVKHUYy0rWEvuaUehoeGCA34Cfp9DPb1cmzfHi659UNTOhsxd/lK5i5fOfZ5aPNmgq++RuFX78acZTwxesHa91JZt5ynf3Qvz/30ezhyFtKm3smSX/yMoQceovu//xvfI4+Q//nP41q9BLXzl7Dj1xDshexyuPKfoe7DEOqHg5vgwCbY/O/w0rchowiW3QZXfA3M0/tjNur1MvD4E/T/8pdEjh0jfflyCu69F8fy1OTTRWIRfrTrR9xffz9FjiLuXnk3eel5ZKdl40pzkZ2WTZYti3RL+in/Nx6ODvObht/ws90/4+bHb+ameTfx2brPUuBIroiuslrJfv9NuN73XvxPPEHPf/4XTbfdTvE3/hXXe9+bVNtCpJIEXkIkydcVxNsZZPHq0pS2u+jiYlr29rPlsaPs3dxOKBDhPX+7DM/CNyXve5uMcQTCBOxRKuI5xHw+0uaeroxpapVnlWOdPw82HmSkYwCXLYzTYeXFB37Cc/f/6KRNs80Wy5QtM56Kjkbp/vd/x1peTs5tt53wXU5RCbd+/d/YsfEJNv/6AYLeA/z63xNfLpuLVYP1lz8m88ER1i3eS9qya2D5R2HuFcdntDILoaAaLv17CPTBoWeg4Ql45V5jOfKWn4PVzlTS4TBDL7+M79FHGfrzSxCNYq+tpeif/hHn6tUpC3IP+w5z98t3s79/PzfOu5Evv+PLZNgyJtWG3WLnY7Uf4/3z3s+Pd/+Yhw88zFNHn+IjNR/ho7UfxWlNrryIsljIvvFGMt71Ltr+/ou0/98vEdq9h8Iv/V95AlK8LUjgJUSSRjfFTkV+13hKKS774EI6j/oJD0e54fN1p66u7msGYHhohGBJjOKeKBHANi+5JZzJuOCi9wH/QUf9VhZkFXPZsizaMlaSnuXCkeU64TUz1409Y3L/sU6G79FHGTnUSOm9956y7pTJZGb59TdQUHUhj373GaovzsXtsRAaHGTY34f3z7+nKZLJq21Xctk9vzxl3toYZx7U3W782fJTeOof4Ne3wO2/hbRTF9U9WzocJrR3LwMbNzLw+BPEvF7Mbje5d9yB68YbsS9M3VJuXMf59f5fc++2e3Fandx7+b1cWX5lUm1m27P58sov88HqD/L97d/nx7t/zP8c/B8+seQT3LrwVmzm5GqEWfLzKf/Fz+n+j+/S/+CDDO/bR+l//SfWguRm1oRIlgReQiTp6O4e3GUZRj2tFLM7rdzy5RWgwZl9muKe3mZGYmbi4ShBewxX+yC9QNokAq/ASJSfvnyEq6oLqS2d/NY5V1e/j32u/0DvfpUFl3qotvRTfeddk24n1eKBAL3f+z7pdXVkXnvmpVdPtQdX4SIikUwuWGsUh+XFf0Mf28kDx67lQF8/i3/8E/I/8+mJdb7yE2B3waOfhgffCx/6gxGYnaWo10tox05CO7YT3LGD4T316JERlNVKxpVX4rrxBjIuvTTlD1R0B7v56l++yusdr7PGs4avX/J13Omp+yWjLLOM71z2He6ouYP7tt/Ht9/4Ng/te4jPLPsM7537Xiyms78fZbVSePdXsC9ZQsfXvsbRm2/Gc999OC68MGXjF2KyUvIvVCn1c+A9QLfWujZxLBf4HVAJNAG3aq29ie/uBtYDMeDvtNZPp2IcQky30GCYzsN+VlxXOWV9vGU1dV8zQ2Zjb0irK5PYkaOYMjKwTPA3+6beAJ/65TYOdA2y4aXD3PuBOtbWFk9qjPmOfAbLcnAebkZftxzVvmNS10+Vvl88QLSnh9L77nvL5TalFBWL8zi4pYtYNI452AV//R6q9iZWXnEHm374X+z/xc9wLFuK85JLztjWc83P8eSRJ42n+i64Ftq2wm+vgPJ3YknL5MZ5N3Jp6aVnbENrzfC+fQxu3Mjg8y8QPnrU+MJqxV5TTc7tt5N+wQU4L1qJOTt7Un8vE/Vq+6t85eWvEIqG+JeL/4X3z3//lOXmLclfws+u/Rmvtr/Kfdvv45//+s/8Yu8v+NwFn+Oq8quS6tf1nutJmz+f1r/7HM0fuZOCL36R3L+588yzl0JMkVT9v+4BYO2bjn0FeF5rPR94PvEZpVQNcBvw/7N33uFNle0f/5ykabrTvVu6F6OllL1lg2xQURwovDh+oqLgAlFBX1HcgvtFGaKiIMgG2XsXSkv33jtts5Pz+yMIYstoaRnaz3XlOuk5z3nypE1z7nOP7932wjlLBEG4ukR3K63cpmSdLUMUqdcU+6ZSmU2NpVnKQOHijjYtHXlIyHVdqHYllzDqs/0U12j4dFJHIr0ceHzFSZbsTkMU60sBXA1FZDRupXrOWdqAMh9Mpia9neZCX1JC+f/+h/3gwdjEdryuc/zbuqDXGilMr4ZdC8CohwHzCO/RBxsHBTl+nuQ//wL6oob7UYqiyDdnv+G53c9xtuwsOTU55KAlxy2YHHTk5B7kROFRntjxBNO3Tye5IrneHJqUFEo+/pj0oUPJGj+B8u++R+bri9vzM2mzcgXhx44S+NNPeLz0Ig5DBreI0WU0GVlyegnTt0/HSe7EqhGrGB82/qbIM3T37s6qEav4sN+HCAjM3D2TSRsnca7s3A3NaxUeRuDq1dj17UvJu++S/dBD6LKzm2nVrbRy/TSLx0sUxb2CIAT8bfdooN+F598Du4EXL+z/URRFLZApCEIa0AU41BxraaWVm0lmfBl2znJc/W5ezlI9qnKokQYBKlw9fNCm78Ouf7+rniKKIot3pfH+9hQiPB346sFO+DnbMCjKg1m/nOHdLclkltbx1tj2WFpc3/1ZaNwAKlfvZndREe2MOqgrAfuWFXC9GmWffoao0+H+/MzrPsc3wgmJVCDnSDK+GSuh+1PgHIgFEDP0bg7+vBKlyUj+M8/SZvmyy3LG9CY9bx1+i19Tf2V44HDm95x/eZ5SwWlYMQ59hZofY8fyRclB7tlwD2NCxvBU9FNYbt5Lxfffo01NA4kE225dcZk6FfuBA7Fwalo3hKZQpi7jpX0vcaTwCKOCR/Fq11exkdlc+8RmRBAEBrYZSD+/fmzI2MCnpz5l8qbJPNXxKaa0nYJU0rR7damDA76ffUr1b+sofvttMsaMxf3553G6f1Kr96uVm0ZLftI8RFEsBLiw/TPu4QPk/mVc3oV9rbRyR6HXGclNrCCwg9utE2o0maAqh3KTLSIiAbZeGMvL8D25PwAAIABJREFUkQdfOb+rVmvg8RUnWLQthVHR3qx5ogd+zuYLq5VMyif3xTBjQCirT+Tx4LdHqKzTXddSnKKiAcjKysYIUJ13o++uyWhTU6n69VecJk3Csk19LbErYWllgVeIguzTOeb8rN7PXzwWPXAYUpmMkiH9UcfHU/zuexeP1enrePqPp/k19VemtZ/GO73fqZ8c7h0DU7Ygs3bmwX1fsalMxQPOHdl8fh2/TRlA4Zy5iFZyPF6bS+jePfj/7384TZx4U42uY0XHmPj7ROJL4nmzx5u81eutm250/RULiQVjQsawZtQa7vK/i49Pfsy07dMoqmvY43g9CIKA49gxBP2+Hpu4OIoXLCDnkSno8m7d57WVfxe3wsRv6ArVYExDEIT/CIJwXBCE46WlpS28rFZaaRy55yow6E3NXs3YKGqLwailRCeglhsJqDaXy8tDGlYFz6tUMWbxAXYklTBnRCQf3RuDteXl3gNBEJg5KIyP7o3hVE4V4z4/SEZp/QbJf8cyIADRQopjoYrjVnKoalhYs6URTSaK3nobia0trk8+0ejz/T0qqFC5UhP3Ktg4X9xvo3Aksld/UjNTsZ38AJUrVlC9YSNFdUU8vPlhDhce5vXurzMjdsaVDXG3MHjyENyzDIWlPc/tWc/ypVp6nzHwcy8Jz96nRjmiBxauN/cz9WeIdOq2qdjJ7PhhxA+MDR17U9dwNRRyBYv6LmJ+z/kklCUwfv14tmdvv6E5ZZ6e+H31JV4L5qM5d46MUaOpXLXK3CC8lVZakJY0vIoFQfACuLAtubA/D/D7yzhfoKChCURR/EoUxThRFOPc3G5hDk0rrfwNURQ5tT0bOyc53mEtk9h8XVyQkqis06OyMuJRbPZOXami8bOdaeRXqln+aBem9g66qqduTEcffpjWlWq1nge+OYJaZ7ziWDBXkFkGBhFYJmGTne0t83hVrliB6vBh3F94ofHeIqOBNoWfApAj+3vaKsQOH4VBp6UwMgTrTp0omPMqCz4eT15NLksGLGF82Phrv4ZEClGjqYt5j8w9wVAt4Nu7nGFttVSrirl/4yQOFx5u3LpvgDp9HTN3z+Tjkx8zpM0Qfrr7J0Kdrtws+1YhCAJjQsbwy8hf8Lf3Z+bumbx24DVUetUNzek4YYLZ+xUTTdEbb5J13yTUCTeWT9ZKK1ejJQ2v9cDDF54/DKz7y/77BEGQC4IQCIQCR1twHa200uzkJFZQlKEkbngAUuktzA2pNBteqlotdVZGbPMrkdjYYNFAc2ytwcims4UMa+dJj5Dr86jEBTjzxeROFFZr+HZ/xjXHW4eHE1JhyXZbW3RVNz9xWZuWRsmi97Hr1w/HeyY2foLTK3FW7sbOzkROUnW9w27+Afi3j+H0js1Yzn+RcksdTy2rYOl3doRvTcZQWXnNlxBFkYrvvyfn0ceQuroT8NtG7Oeup4t7LD9kZ+BRV8nj26bx84G364nPNjdZ1Vk8sPEBduXuYlbcLBb2WXhLQ4vXg7+DP8uGL2Na+2n8lvYbE36fwMnikzc0p8zbG79vv8V74TvoCwrImjiRwtdfx1hV1UyrbqWVSzTLFUMQhFWYk+PDBUHIEwThMeAdYJAgCKnAoAs/I4riOeBnIBHYAjwliuLVb6VbaeU2QhRFjq7PwN7F6lKT6lvFBePGWKvFaGuBKSMbyytUNO5OLkWpMTAqpnHNnLsEOjM4yoPPd6dTWqO96lh5WBi2FWqMOthfmdSo17lRRJ2O/Nmzkdja4rVgfuPz7rS1sOstBP+u+Mf4kHu+AqOhftip0/DR1FaU8/nOT3nhcStk817A2s2TknffJa1PX/JfmIXq2DFEUcSkVqPLy0N16hTK7dupXLWK/Geepfi/72DXvx8BP/+EPCgQ/LvBAz/j+8QxlvuNpofGwPy0VSz8piOGw5+Dpr4ReKPsyd3DpI2TqNBU8NWgr3io7UN3TFNpmUTGjNgZLB26FFEUeWTLI7x77F00Bk2T5xQEAcXo0QRv3oTTg5Op+nk16UOHUbl6dWv4sZVmpbmqGidd4VCD0saiKL4FvNUcr91KKzebrLPllGTX0P/BCKTXWfHXYlRmo7P2RNAasXJUoN2fhl3vPg0OXX+6ABdbS3pdp7frr7w0LILBH+7l4z9SWDCm/RXHycPMIaqoUilLpbl0N6ixtmh+YdmGKF28BG1iEr6ffdq0HKmDn5hz5u5dSZsyVxL3F1KUXo3P31o0BcZ0wsrNGf3RTB56ciohMY/BpMfQpKRQ9dPPVK9fj3LDBgS5HFHbgKEqk+H2zAxcpk+vX0nnEozd0IV8qp3L+ztmsLzsGJmn3ue9nfOxDxkEbcdA6GCwbHpbHZNo4sszX7Lk9BIinSP5uP/HeNnd4huIJtLJoxO/jvqVD058wPLE5ezL28eCXguIdotu8pxSe3s8X3kFx/HjKXpzPkVzX6Nq9S94vT4Pq6ioZlx9K/9WWpXrW2mlEYiiyNHfM3Bwsyai262TSrhIVTa1VuaqPSc7R4ylCciD6yfW12j07Egq5r7Oflg0ITQa5GbH/V39WXkkh0d6BBLi3rB8hlWYuU3NI5pAZlik8fjWqSwe9GWj+/k1FtXJk5R//TWK8eOwHziw8RPUlcHBzyBqDPh1xtfVgEQikH2uvJ7hpRP1xPuVE35Szgj5JRFUq7AwPOfOwf35mSg3b0GbkozU2QULV1cs3FyxcHVF6uqKhbPzNdXlpXI7Zo/4H0Epv/DW4QXcb+fC6NIjxK3fRFujFFnon0bYEJBf3++2XF3O4cLDrE9fz8GCg4wKHsXcbnOxsmjZPpItjY3Mhjnd5jCwzUBeO/AaD21+iIfbPsxTMU8hl15DfPgqWIWH02bFcpTr11P83iIyJ96Dy5RHcH3qKSTWN+dmopV/Jq2GVyutNILM02WU5dYy8JFIJLcyt+tPqrIpl0UDVfiIZi9IQxWNW88VozWYGBXTdOWWZwaEsuZkPgu3nOfrh+IaHGPh5YXEzo5wtQcLS4/wsiSBqdum8sXAL3C0apkiBGNtHQUvvoTM2xuPl19p2iQHPwG9Cvqbz7e0NstK5Jwrp8e4ywsVvj37Lcdcc4myDuPM5o20iexw2XGJjQ2O48c1bR1/Y0LYBPzs/Xj78Dt8bFKBnSfWSIhWnqDz9t3EbRLxDRuOvNdMLB3bYCmxvKhxpTaoOVl8kkMFhzhUeIiUyhTAXCH4UpeXuD/i/jsmtHg9dPPqxppRa3j/xPssTVjKntw9zO85nw5uHa598hX4M/xo168fxe+9R/k336Lcth2vN9/Atlu3Zlx9K/8mWg2vVlq5TkSTyJHfM3D0sCG0s8etXg4YDVCdT65zVwC8NWYpCcsGNLzWnc7Hz9maWP+mGz8udnKe6BfMe1uTOZJRTteg+n0HBUFAHhqKpqCaofYqrDwH8XzxLqZsncLXg79u1h5/f1Ky8B30eXm0WbEcqV0TQnC1peaG1u0ngFv4xd3+bV04tDad2koNdk5mr1BWdRbfnP2GwaHDiLWK4Pjva6kuKUbh3vyfh4o6Hb+dyufn41rOF01FkNYitckC+yyO2aRz2LnQPLD6EGy8VEhgIbFALpWjNWoxmAzIJDI6unfkmdhn6O7VnQjniCYLkF4No0FPYUoy2QmnyT5zirKcbOycXXD08ETh4YnC3RNHDy8UHp64+PghkTb/Guws7ZjXfR4D/Qcy7+A8Jm+azOSoyTzd8ekbCnlLFQq8FyxAcffdFL42j5xHpqAYPw6P2bORKhrf27SVfzethlcrrVwnaSdLqCioY9BjUbeHt0uZB6KRYp3Za+FZqUewsUHmfXm+TkmNhgNpZTzZ7/raCF2Nx3oFsuJwNm9vSmLtkz2RSOrPJw8LQ7l5M2Inb/rVVLN44GJm7JzBI1se4etBXzdrPlHNzp1Urf4Fl2nTsOnUqWmTHPwEDBro++Jlu9u0MxteOecqiOrljSiKLDiyACupFbM6z8IySuTExnWsePlZonr3p/2AIbj6Xb9Ya0MYTSJ7U0tZfTyX7YnF6I0iHXwVvDwsAokgUKOJQakxoFTrKddUUqBJRFmVRl/pccKkWWgsrND7d0XnEYVcZkNnz87EesS2WJ6dsrSEtGOHyD57mtxzZ9FrNQiCBM+QUNr2G4iqqpKq4iLyk5PQqS/JPshtbQmMiSOoUxcCozthZde4ULQoiuQlJXBqy++U5WQjkUqRWFgglUqRSC2QWlgwTdqFbHUemfGbePm33fQI7EMb12Asra3xjWyHm39Ao9+vbbduBK37jbLFiylf+h21e/bi+dpcHAZfvQF7K638lVbDq5VWrgOTSeTYhkycvGwJ6XQbeLsAKrMAqKjTo7Y0YpdfgSQoqF7C9sYzhZhEGN3IasaGsJJJeX5wOC+sjuf3MwWMbiB0KQ8LxfTTTxjsIpAVnaGbVze+GvQVT+54koe3PMw3g7/B38H/htdirK6mcM5c5BERuD39f02bpLYUjn0D7SeC6+XaVc7ettg6ysk+V05UL282Z27mSOERXu36qtlzZw33vv5fTmxaz+ltmzi5eT1eYRG0v2swEd37ILO6/twpURRZeiCLr/ZmUKTU4GQj48FuAUyM8yXSy+EqZ/Ynr1LFqqM57Diyj+n65fQv/51a+VGEu+Zg690DWiCcqKqu4tCvP3Jmx2ZMRiNOXt5E9R1Am/bR+LXtgJXt5YaUKIpoamuoLi6isjCf7IR4Mk8d5/yBPQgSCT4RUQTHdiEgOhbnq3jDDDod5w/u5eTm9ZRmZWBlZ49/2w6IoojRaMBkNGIyGDAaDBh1etw1dtjUeVNbUk12+j5yxf3miQSBqN796XnvZBxcr6+Z/J9IrK1xf+EF7IcNo3DuXPJnPIPqwQfxmPXCZS2kWmnlSgiNbYR7q4iLixOPHz9+q5fRyr+U5CNF7FiayJBp7Qjp1Lgv6hZjyytw9CverRuMsrKCh8+rse3eHe+F71w2bMziA+gMJjY907tZXtZoEhn56X6UGj1/PN8XucXlF0nVsWNkP/gQfk/1x65iFbycD5Y2JJYnMn37dKSClBe7vMjQgKE35IEref8Dyr/5hsA1v2IVGdm0Sba+CoeXwFPHwLV+iHbX8iTSTpQw8b/RjFk/Bi9bL1YMX1EvVKdSVpO45w/O7txGRUEeltbWdBg4jN6THr5mSK1Wa2DW6ng2JxTRI9iFB7u1YUCkx3X3yPwTrcHIloQiTu75nbHlXxEjSSfLqQeeD36DlXPzdGXTqVUc37CW4xt+w6DT0mHAEOJGjsfRo/GFJqLJRGFaChknj5J+4ihlOVkASC0scPbxw9U/AFe/Nrj5B2Dv6kbyoX3Eb9+MWlmNi68/scNHEdmrHzL5tQ1ctUHNklOLWZmwAi+JC2NrulB7+DwAscNH02X0hHrG4nW9B72ekkWLqPh+GdYdO+Lz0YfIPG6TG7NWbjmCIJwQRbFeQmyr4XUHo9MYMBpMWNu13mW1JCajiR/eOIKFTMq9r3ZGaCC8dtMx6OCDCGjTk7d316KRG5m0JRX3F57HZerUi8Oyyurot2g3Lw+LYHrfhtsINYX9qWVM/vYIrw6PZFqfoMuOGauqSOnWHfeHhuOi+wam/gG+5u+e9Kp0Xtr3EucrzhPjFsPszrNp73ZleYoroS8uIX3IEOwHDcLnvXeb9iZqiuHjaHN14NgvGhySfqqELV8mUDM0gVXKb1k1YhVRLleWFBBFkfzkROK3beL8gT2Edu3BiBmzkFrIGhyfVlLL9OXHySpX8dLQCKb2DmyWhPekgiri1yxiTOkXaAU5KV0WEDfskSbPbTToObNjC4d+/RG1spqwbr3oee+DOHs3X5vd6pJi8s+fozQni7LcbMpysqitKL80QBAIiu1M7LBR+LeLbtJ7SShLYN7BeaRUpqDQWjEoJxi7tFqsbO3pPv4+ogcPv+Lf6mooN22iYM5cJNbW+Lz/PrbdujZ6jlb+eVzJ8GoNNd6BiKJI0sFCDv6ahk5twDvMkZBOHgTHurUaYS1A8pFiqkvUDHu8/e1hdAGkbAZVOcQ+hLDhI+xtzWrjln+TklgfX4AgwMjoGw8z/pVeoa70DXPj052pjIv1wcXuUtm+1NERC3d3NMVqcAKKzlw0vIIdg/lxxI+sS1/HJyc/4f5N9zMyaCQzYmfgaXv9XpOyz5cgGgy4zXi66W/iwMdg1EGfWVcc4hfhjCCBtDNFTBo66apGF5iLC3wj2uIb0RbP4DB2L/uade8tYOTzryCzvFzaYPPZQl5YHY+VTMqKx7rSPbh+sUJTifR2JPL/FnDq5ChsNz5J56PPsjt+Hc4TPqJDaMB1zaFV1ZGbmEBuQjxpxw+jLC3BL6o9vR94BK+Q8GtP0EgU7h71ihTUtTWU52RTWVSAb1Q7nDxv7HPczrUdv4z8hYSyBDZnbWar01YM7pV0SXZB8/3XHNjwMyOffIGAdh0bNa/D8OHIw8LIm/EMOY8+ittzz+Iydeo/qmq0leaj1eN1h1FdqmLXimTykyvxClHgHepI+slSqopVCBIBvwgnQuI8CIpxRW7T+Du3VkBdq6MgtYqClCryU6ooz6/Fzd+eiS/H3T5fpCsmQPE5NE8cYfGU+3H0daDHxlMEb9+GpZ+5Faooigz4YA9udnJ+mt692ZeQXFTDyM/2E+XlwMqpXbGVX7qPy581m9rduwkdVYwkZiyM/Kje+XX6Or49+y3fn/seiSDh0XaP8ki7R66ZCK7LyiJ9xN043Xsvnq/Nbdria4oueLvGwdjPrzgstyaXb97ajtxgw4y37260HtmZP7ay/evP8I1sy9jZr2FpbYPBaGLRthS+2JNOtJ8jX0yOxUvRcrpQRr2O8z+/RnjqlxSLTvzm/yoTJz6Au8PlITqDXk9ektnQyjl3huL0NETRhIXMEp/ItnQaMYaA6Njb53+gGTCJJk6VnGJL5hZOHf2DtqdkOKhk2HQJ4/7/zEFh73ztSf6CsbaOwjlzqNmyBbuBA/B+Z2HTKm1b+UfQGmq8wzEZTZz+I5djv2ciSAV6jAuhbS9vBImAKIqU5daSdqKY1OMl1JRrkEgFfMOdCIx2JaCDG3ZOTRcS/DdQW6nl1LZs8pIrqSioA8DCUoJnkAKfMCciunvdPr/D6nz4qB30mklim+FsfnUeQa4KIg8kEn7yxMXk+oT8au7+dD9vj23P/V1vPJm9IbadK+LxFSfoGeLKtw93vpiXpDp5kuz7H8BziCtO7WQwbecV58ivzeejEx+xJWsLPnY+zOs+j+7eVzYU82c+T82uXYRs24qFm1vTFr75JTj6FTx9HJyDGhxSpaniwc0P4pESRcfMITzwRjccPRrfxzDpwB42f/Y+nkGhDJ45h2fXprA/rYz7u/ozb2RUvRy5lkKVeQTNT4/hrMllsXAvgWNfZ3gHswepOCONTZ8uoqIgD4lUildoOH5to/Fv1wGv0AgsZP/8mzijycgfGdvZueJr3JK01NoaUYzpxuRBTzVKBkUURSqXLaP43few6dgRv6+/ahVc/ZfSanjdwZTm1LBrxXlKc2oI6OBK30lhF3WF/o4oihRnKUk/UUJGfBnKUjUA7m3sCYxxIzDaFWcv23/UXeuNIIoiyUeK2PdTKka9Ce8wR3zCHPEOdcK9jf2tbwnUEHvfg50LYMYpNiccIXHxSjpZyGmjhsA1v14c9tbGRL47mMWxVwfiaNNyIeifj+cy+5cz3N3Bi4/v64j0ws1A5rjxUJVP4F1ZCK/kg/TqmQ3Hi47zxqE3yFJmMTp4NLM6z0Ihv1wjSZOYSOa48bg8Ph33Z59t2oKVhWZvV/uJMGZxg0M0Bg3Ttk0jsTyRxd2/5NRHNbTt6U2fSU0LsaUdO8zvH71DjdyZ1a7DmTuxK/d09mva+m8EXR3KX57GIeVXfjT041jbVxltkcGJtauwUTjS/+FpBMR0wtLq320o7DqwlqNLv0dao+d8YB0+w3szJmIcHVw7XLcGWvWGjRTMmoVtjx74fr4ESWvF47+O1hyvOwijwURhejU558rJSaygPK8WawdLhkxrR3Cs21WNJkEQ8AxU4BmooMf4ECoK68iMLyMzvowj6zI4si6DwGhXBk6JwtLq3/3nr6vWsntlMllnyvAKUXDXQ5E4ujfeo3FTMZng1AoI6A3OQRQW/gSAfWE5lnFdLg4zmkTWxxfQN8y9RY0ugHvi/KhS6Xh703kU1jIWjGmHIAg4P3A/hXPmoi40YVOeCu5XrzyM84zjl1G/8GX8lyxNWMq+/H283OVlhgQMufiZL/nwI6QKBS6PPdb0BR/4CEQj9HmhwcNGk5FX9r9CfGk8i/ouoltAHHVxiSQdKqTLqCCsbBvv/fGJ7kxiu4kEx6/mP7VbGBrYcD/NFsfSFodJ32LcGcSwPz6heutrHFNb4NKuM/c+NxNrO/tbs67bjP49x9Kz01A2Lf0UYfdelN8d44X2m9F72dDbtzd9fPvQ07vnVUPPirtHIGo1FL46h/znZuL70YcI/wLPYSvX5t995b0NEEURbZ2B6lI1JdlKchIryEuuxKA1IpEKeAUr6D42mKhe3o3+whcEARdvO1y87YgbFkBtpZbzhwo5+nsGaxadZMSTHbB3vrP7tDUFURRJPVbM3h9TMOhN9JoYSvv+vg2Kgd52ZB8w63f1M7e2qSgtQADkhSXI/6JYfySznGKlljkjmjep/kr8p08wFXV6vtiTjoutJTMHh+MwYgTFCxdSkarGpvDMNQ0vALlUzozYGQwJGMK8g/OYtXcWGzI2MKfbHOwTcqjbtw/32bOR2jfRQFAWwvGlED0JnAMbHLLo+CK2Z29nVtwsBgeYhTGjB/px/nARifsLiB3SOJFUjd7ItGXHOah0ZMADz1H662J+ePV5xr44D4+g+hIWLY0IJMt68EfucTBo6OhTwYu1QeTsymX20HCsZDcn9Hm7Y2llzZgnZpPdazBbvviI4Yct0IQq2Knaw/r09VhILIjziGN44HBGBY9q0BPmOH48Jo2G4vkLKHjxJbzfexehBRT7W7mzaDW8biIqpY7shHIqC+tQlqmpLlOjLFWj0xgvjnFwtSKimyf+Uc74hDs1q1fKzklO3PAA3NrYs/XrBH5ZeJwRT3bAvc3VBBqvjLKsBINOh7O3b7OtsaVRKXXs+SGZjNOleAY5cNdDkTh53kHJr6eWg9wBIkcCUFtejo2FiFQUkYdeuoivP12AraWUgZE3T1PoxaHhVNbp+GRnGo42ljzaKxDH8eOp+P479OePIIu+97rnCncOZ+XwlaxMWslnpz9j1NqRfPazPU6eHjjdP6npizy9Aoxa6D2zwcPLE5ezImkFkyMn81Dbhy7ud/W1xzfCiTO78oge6If0OjsXaA1Gpi8/wYH0Mt6bEM2ETr6UxQSwduEb/Pj6i4x4ehYhnW9ezz9NbS07vllM8qF9+EREMWxEVxy2P8125jPh4PPsSSlh4fgOxAU0Lqn8n0yb9jE8+sEXHF33C8fW/8roHE98B08gM8TA7sI9vHbwNX5J/YU3ur9BiFN9Q9r5gQcQ1WpKFr2PYG2F1/z59USOW/l30Zrj1cJUFavIiC8l83QZRZnVIILUQoKDqxUOrtY4uFmjuLB19rJB4XZzQl3l+bVsXHwGdY2OgY9GEdzx+kRB9TotaccOk7BrOzkJ8SCKBMV2pvuE+/EMDr32BLcIg85I/M5cTmzJxmQQ6ToqiOiBfneGl+tP1FXwfjjE3A93fwjAKzNH4loOw46kEbx1C5Zt2lBeq6XPu7sY0s6TD+6JualLNBhNPPXDSbaeK+aje2MY7mIkffAQXHs64fbtwSbNmVeTx0/fPM/wL8+wepw7/Z9cQG/fJojBiiJ82gnsvWDKxnqHt2RtYfae2QzwH8CivovqeTCyzpaxcfEZBj0aRViXa0tf6Awmnlx5gh1JJbwzrj33dblU4FBXVclv782nKD2Vfg8+Ruzw0S2ed5mTEM/mxR+gqq6ix8QH6Dx6PBKJFApOww/3oNeqeVaYxaaaYB7s1oZZQ8Kxt2oNjf2VquIidi/7hvTjh3Hy8qbvQ9NIcixm4dGF1Oprmdp+KtPaT8NSWj+8X/rJp5QtWYLTAw/gMefV1jzbfwGtyfU3EWWZmnP7CsiML6WyyNyfzM3fnsBoVwKjXXHxtrst9KBUSh2bPj9DcaaSbmOCiB3SpsEvA1EUKclM5+yu7Zw/sBttXR0Obh606zcQBDi5cR2auloCO8bRfcKkFtH4aSqiSST1eDGHfkuntkJLQAdXeowLvrO8XH9y7FvYOBOm7QKfWERRZM70ofhp5PSLzzFXNEqlvL7+HMsOZbHtub6EuDdejftG0eiNPLL0KCezq/hpejdcZoxCk11C6OEzCPLGV4aKRiMZo0ej1tbx6nRbMuqy6efbj9mdZ+Pn0IgE9Zwj8L/BMHoJdHzg4m6VXsVHJz9i1flVxLjF8PXgr7GyqB+CF00iP7xxBJlcek1pEb3RxP9dMEDnj2nHg93qhyf1Wg2bP/uA1KMHiR48grse+U+LNI426PXs/3EZJzasxcnblxFPv1A/xFmZDSsnIlZmsSpgAa8m+uDpYMWCMe0Y0ASvqSiKqJQ6dGoDBp0JvdaIQWdErzNi0JnwDHK4aTeZLUHW6RPs/O4rKgvzzX0fI8PYZTzJBvVe/F0CeaPHG8S4X37TI4oiJe++R8XSpThPmYL77Fl3jvFlMpo17wQJCFLzttVrd01aDa+bQG2lluObs0jaX4AI+IQ5EhhtriS8XXOpDDojfyxLIu14CWFdPOh8d+BlCeYVBfls+nQRxRmpWMgsCe3ag3b9B+EX1f6iu1yrUnF66waOb1iLpraGgJhOdBt3H16hYeY76ltEQVoVB1anUpJdg6ufHT0nhOIb7nTL1nPDfNXPrFj/xAEQBEpUJXw1/WEC9VK6ay0JWruGnHIVAz7YzYROvvx3XIdbttTKOh1anTqiAAAgAElEQVSjFu9HqzexwWkH5Z+sw/vNl1Dc83Cj5hENBkoXL6b88y/w+fhjrAf2Z3nScr6M/xKDycDDbR9mSMAQAhWBDXoZLmP9DDi7Gl5IAbk5R+xE8Qnm7J9DXm0ekyMnMyN2xlV1xBL25rPnh2TGPh+Ld6hjg2M0eiMzVp1iW2Ixr90dxaO9Gs4lA3PbnL0/fMfx39cQGNOJu599EUvr5jNIynKy2PTpIkpzsogePIK+k6dcucWOqgJWjIOis2T2+YjHT7UhubiGkdHezBsZhavdtY3mioI6Uk8Uk3a8hKpi1RXHCQIEdXQndoh/k1MdbjVGg56Tm3/n3O4dlOfnmj2qgoBSYaRAUUdQVEemjJ6Fp9MldX9RFCle8BaVK1eiGD8OrzfeQLC4DTJ+TEbQ1YKmGioyoSIdytOhIgPK08x5pUZd/fMEKUgtwdYN7NzBzgPs3C5s3cHBFxz9wdHv4v/cv4lWw6sFUSl1nNyaTcKefERRJKqnN52GBdw+uk/XQDSJHNuYyfHN2YgmEf8oZ9r19UE05bDpk3eRSKX0uGcyET37XLWfmU6t4tTWjWYDrEaJVCZD4e6Jk5c3jp7eOHl6X3juhZ2zS4sZZXXVWvb9lEL6yVJsHeV0GxNEeBfP28LL2GSKEuCLnjD0Hej2BAD7svdwdPZ7hNSoiYuKxWfRezzz4ym2nitiz6z+eDjcWmP/fJGScUsOMsIpj+krF2LhG0LAb5uv+3xNUhKFc+aiOXcOh+HD8H7//UvVjaoSPjjxARszzCFDiSDB396fIEUQwY7BBDsGE+IYQpAiCJlUBno1LAqDiBEw9gvUBjWfnPyElUkr8bHz4c2eb9LZs/M116TXGfn+5QN4hzgy/In6hq1So2fa98c5klnBvJFRTOl5ZaPrr5zZsYUd3y5B4e7BXVMeJzCm03X/nhpCNJk4ufl39q36DrmNLUMef4ag2Gu/PzRK+OEeyD2CYcQnLKnuxmc707CRS5k1JJz7Ovsj/dv/UVWJirTjJaQeL6aioA5BAO8wJwI7uGLtIMNCJkUml2JhKUUmlyAIAilHi0jYk49OY8Q3wonYIW3wjXC6czxAf0NTV0tRajL5KUnknj9HXso5BL0JrcyEKdqLuydMJybQXHUsiiJlny2mbPFi7O66C58P3kfSiIbq14VOBdV5UFMIdaVQW3zhUWLeqspBW2s2trS1oK+rP4eFlVnjzjkIXILB2slsoIkm88NkNFcHG7RQV1Z/fv5mW1g7mw0wR39Q+IPCBxS+ZuNM4QO27v84L1qr4dUCaOr0nN6eQ/yuPIw6I+Hdveg8PAAH1ztTA6e2UkvigQLO7c1DWXIIg3oftk7ejJk9F8+g60+g12nUpBw+QHleDlVFBVQWFlBVXIhRr784RmphgYObB44enig8PHH08MLF15827WNuKPE0/WQJu1cmo9cZ6TS0DTGD/JFZ/gOqiDa/BMe/heeTwcaZ+NJ4Zq9/msHbHGifU0Lsw49SNHISd3+6n6f6BzNrSMStXjEAWxIKeXbFIfZnPU3paQcC1665ZkNrk0ZD2eIllP/vf0gdHfGcOwf7IUMavChnVWeRVJFEWlUaGVUZpFenk6PMwSiaC1YsJBaEOIYQjhXhqbuI6DcPo1d7FhxeQLYym/vC7+O5Ts9hI7t+L9Phdemc2JLN5De7XRYuK1FqeHjpMdJKalg0MZrRMY3rY5h77gzbv/6MysICQjp3p//D03Bwa3xDdp1GzebP3ift2GGCOnVhyPQZ2Cga9s41PEEd/PgAZOyCYe+RFjiJV9YmcDSzgnY+Drwxqi2d2jhTU6Fh57Ik8s5XAuAVorjYusxWce2bTq3awLm9+cT/kYtKqcPN356Og/0JjnW/s3IvG8BkNHL81E52r12OJK0ckwSqQ6zpMfIehsaNRyqRUvHDDxTPX4B1bCx+SxYjVSiuPfHfKU2GzL1QlXPpUZ1rNrb+jlROqcSHpGp3StVykFiYPVYSC5CYt4LUApmNAzIHVywdXJDb2CCzssbS2gZHTy98wiOvqyk5RoN5Dcp8qMr+y/pyLz03qC8/RyIz519aKUBmDZY2IPvzYQ0W8gvrvRDqFCR/eS79288Xnkvll89jaQMyW/PWNQykLZvD2Gp4NTMFqZVs+focaqWO0Dh3Ot8deGfmDf0Ng07Hti8/JWn/LmydozCYBiC1sCR2SBs6jwhAcp3VXH9HNJmoKS+7aIRVlxSZt8XFVBUXolObwxLuAcH0mTyFNu0blxSuVRvY91MKyYeLcG9jz8ApUf+IvwcABi369yJQe/VE3ed1DqXtZeWJpXirHPBPEeiSXkDMO+/yZLY9Z/Or2Tu7Pw63UVL0h9tTGP7HaEwbBBzHjsdr/vwrjq07cpTC1+aiz85BMX4cHrNmIXVshNEA6Iw6spRZpFWmcb7yPMkVyZwvOEIFl6qHvW29ebPnm3T1anwz47pqLcteOUjbPj70uTcMMDcjf/B/Ryiv1fHF5E70CWuaor5Br+fEhrUcXmPWZ+s27l463T32upXjlWWl/PbefMqys+j74KNNT9o3aGH1FEjeCAPmIfZ6jt/PFPL2xiSKlBoe8nbFN0MDIsQNDyC0s0eT0ykMeiPJh4s4tT2H6hI1CjdrYgb5E9HdE4t/gLRFTnYy639ajOpUOlKTQKm3iYi+dzGh/2OYDh2hYNZsLAMC8Pvma2Qe15FPV5EBCWvg3FooTjDvk8oveZMc/UFx4bm9F7UGK5LOppB0+DCl2ZlIpFLc2gQ2eIMrmkT0Wg06jRq9Wo1OrUYUTRePSy0s8AqNwL9dNH7tOuAVEtakpuKIIqgrzV45Zf6lrbLgkgdOrzZ77vQXHgYtJtFIvkQgXQrpFhLSZVJKJAKdNRqG1qpoYzBc+6WNUFssx/6DBHM4tAVpNbyaCVEUOb09l0O/paNws2bwY21x8/9nxK5rK8pZ9/5bFKWl0GPiA3Qbdy9VJWpObM4m+UgRnkEODHq0bbN79ERRRFNbQ+bpExz4aTnK0hICYjrR54EpuPkHXPP8/ORKdnyfSF2Vjk7D2hA3POC6y/1vdwpSktj1+UKKCsoaPG5pKafXqWRUny3jgS2FzBkRydTeDbfAuVWYTCJHPxiP286zaPNsCd+357K7e9FoRHXsGFVr1qBc/zsyPz+83nwD2+7N1F9SWQAftqWsx5MkRw2nRFXC4IDB2Mqabpjv+C6R9FOlPPLfHqRWqnhk6VGMJpGlU7oQ49c4Q7HBJZeVsHvZN6QeOYiTlzf9H/4PATGdrmpEFaYls+69Bei1Gu5+5kUCO9b7vm8cRj389oQ5L67383DXXCqqtCxffAqLPDWFMhN+w3yZMjjsYquoG8FkEsk8XcrJrdmUZNdg7WBJ9F2+tOvj84/oO6usKmf9L0vI33sUC635umvr4YafqzeWO/fgKrMi8vMvsQoJrn9yVa7Z0Dq3BgpOmff5dTX3Go0Ybg7XXTCkRFGkuriI3KSzJB/cR87ZeETRhFdIOJG9+xHeow82Dlf3rum1RlRKLXVVWmrKa6kpV6JVFaGryyQ/OYHizHQQRSzkcrzDInH1a4Oztw/O3r44+/hho3BstMEviiJHcg9RqC2mRldDrb6WGl0NSp2SGl0NRXVFZFZnojFqLp7jbuOOs5Uz5yvOAxDpHMlQ/0EM8b8LHxsPc16azmzE6bXVFKefo3rhdwiZxQT+tgbr8GtrC94IrYZXM6BTG9i5LIn0U6UEd3TjrocisbS+DRIjm4Gi9FR+e28+OpWKYf83k9AuPS47nnqsmN0rz4Mg0O+BcELjWkYfyqDTcXrrBg6v/QmtSkXbvgPoec9k7F3q90rTqQ0c25jJ6T9yUbhZM3BKFJ6BTXDX34bUVVWyd+VSEvfuxM7SSHu3ao61783W0l2E+7RnVp9XcHb2oHrJ51QuW87sqZ9Qrjax84W+N633X2PQ7v0I8df5ZG51R/b0swQ/MQ316dMoN25CuW0rxtIyBBsbnO+fhOtTTzVvb7v9H8KO1+Hpk+ZclWagNLeGn986hncfT+Ym56KwlrHssS4EuzVvFWlW/El2Lv2SysJ8nH38aNd/EFG9+2PreHmRyPkDe9j6+cfYOjkxZvZruPo1TuT1ipiMsOFZOLmMfO8n2ZExgjqlntD+PqyqrWJncik+jtY82L0N93X2a5YuCaIokp9Sxamt2eQkViCzktK2tw/t+/rcsWkcf0Wv1bL+wAq27P8J21Ijvkp7BI3ZU2NpNBF71xC6TH0cmb4WEn+Ds79AzgUpFu+OZmOr7Vizhwvzd2ZxZjoFKUkUJCdSkHIeVXUVAAp3DyJ79yeyV3+cvc2hb6PRRFWRipoKDbWVWmr/3FaatyqlDr3WWH/hgEQq4B3qiE+4NZaWxZTlnCc/OZGKgjwMWu3FcXIbW5y8fbCys0dqYYFEKkUitUAqlSKxsEA0iWjqatDU1qCuMW/raqoRTCK1VnqKXLQUuWio8bBA6miLvaU9rtauF/M3/8zltLc0Oz2K6orYmrWVrVlbOVt2FoAObh3wsPGguK6Yoroi2sQX88RGI4IIS0ZIWDhnN242Tez1ep20Gl43SHlBLVu+TKC6VE33scHEDPS7YxNB/07GqWP8/uE72Dg4Mmb23Ct6mZRlarZ9e47iTCWRPbzofW8YMnnLXOTVtTUcWfszp7f8jiCR0u+hx4joNZjC1CryU6soSKmkNKcGUYR2fX3oMS6kxdZyMzEa9Jza/DuHfl2FUaejk3spsS55vBM3mN9KjjA+dDxzus3BQmI2+HOnP055Zg5jYp/iw3ujGdvxNhWzzdgNy0azY0cMDrVqFAobTMXFCHI5dn374jB8GHZ9+zZ/M2FRhMVdzIm9j21ttmnrtAa+fvMw6kote0Is+O6xrngqWqaYwaDXk7RvFwm7tlOQkoQgkRAU24V2/QcRGBPL4TU/c/jXVfhERDHq+Vev6c1oDKIoUlVUx7mfNhB/3hWFZQWDHgnHIzYagN3JJXyxJ53DGRVYy6SMi/VhSs8AQtybJwpQmlvDqW05pB0vRgT8Ip2J6ulNYLTr7dlHtRHU6mpZfHoxPyT9gI/eiQeNfTBsPU6JTIKtxERPjwzaKgqRuIVDh4nQbvzFhu4mo5HM08dJ2LWdzFPHMV4IsTl6eOEdFoF3eBTeYRG4+gdcvE6Jokjm6TIO/JqKsuyS10iQCNgqLLFzssLOWY6tgxwbhSU2DhceCkus7S2pLlGTdaaMrLNlF2WSnLxs8W/rjMJVjtRCjUFbhqa2FGVZIZUFeWhVKkxGAyajEZPRgNFgwGQwgCBgbWeP3M4eC4OBkrwkrEsqcakxUW1jRYW9NfoLHjxbuTXePn54h0Xi2a4D7u07XLWXaG5NLluztrI9ezsqvQpvK3eGbC4lclsq6hBvtPOexj20Pf4O/sgkrTleV+VWGV4mk3jR22NpZcGQaW3xDr2DJQn+xtld29j+1We4+Qcy7uXX691J/x2j0cSxDZmc2JKNo7sNgx6NatFy8ML0XDZ/+gmVhUlYWPdEKu+CVCbBI8ABnzAn2rR3+cd4ubLOnGLX0i+pKMgjKNSffsJGql0deD0wkhOVSTwZ/SSPRz9+mcGfOnAQB2Ue/Dh0Ohuf7nX7JiWrKuDdQNLl91Oz4gDpflH0mHYf7kMGIbVrwVy8vBPwzV0w8hPo1Dgpiyux9VwRr68/h3WZjvF1cnpODiemV+MS6ZtKeX4u53bv4NyeP1BVVyGTW6HXamjbdyADpz113blgV0NZriY/uZK85Eryz1dSV22WEYiKFuip/D8sDRUw8mPocM/FcxILlHx3MJPfThegM5joHerKoz0D6RPmVq8KsinUVGhIOlhI0oECaiu1WNvLCO/mRVRPrzs+l/N8aQIL9r5EfG02nZV6xm6RUyy4UW1rha2rgi6THiK6x0CkEunFv3/i3p3UVVVio3AkokcffNu2xzs04orf36U5NexfnUpBahXO3rZ0HOyPo7sNdk5ybBTyRn9vVJWoyD5bTuaZMgrTqjAZL7cjLORS7J3kuPra4R3mhE+YI44eNgiCgLG6mrqjR6ndtZua3bswVVRiFKAu0o/goRMQ9Xp0ObmU5WZTXFFKqWigwtYa3Z/5fqKInQmc5Na4OLrg4uOHfWAA9qFh2AaHYGVvfzHvTF9YSP5zM1GfPo3T/ffj/tKLN7VZ+W1neAmCMBT4GJAC34ii+M7Vxre04fWn4F95fi3l+XVU5NdSXlBHRWEdRr0JrxAFQ6a1u65qnTsBURQ5/OuPHFy9kjYdOjJq5suN0g/KT65k+9JEVNVaInt40WVUULP+bpRlak5tyyHpYCFGgx4LyW5qy+OJ6DWCwf+Zhkz+zwjxAtRUlLH7u69JOXIARw8v+sW54Z+xmP/5R/KVTIdcasXLXV9mZPDIy84zqVSc7xTH8vDBDFn4Cv3CWzZR9Ib5sB34deGPtv/l8RUniPJyYNljXVFYt+Bd54aZcHqlWbvL6sYM9PwqNfPWnWNHUjERnvYsGNOW1GVpGPUmJs3relM9MEaDgaz4EyQf3IdXaDgxQ+6+IQ98RWEdSQcKyIgvQ1lqrjaztpfhE+6Eb7gTvhFO5gpOZSH88qg59BX3KAz5L8guefrKa7X8cCSH5YezKanR4uEgZ2xHXyZ08mkWL5jJJJKbWEHigQKy4sswmUQ8gxSEdnYnONb9zvl+Npkg55A5fy5xHSZ1BWud3Vnu7EKhUcfI3Rp6JNqQ4OuM3sKSEictNhY22JUaL3g8O9Ou/2ACYzohvYoOWF21liPrMkg6VIiVjYyuowKJ6uXd5CKpht+KiFqpo6ZSQ23FhZBlhZaaCg3FmdUXDXe5oMWpNhOH/NPY1+YisZKT4itwyktH76GP0SNsIAC2CrPH7c/Ps0mtRpebS/n5REpSkinNy6GiooxKjQqV0LD9IhUELC1kWNSpkBuMOLbvgGNUW2wVjtg6OmHj6IRPeBQWLWyE3VaGlyAIUiAFGATkAceASaIoJl7pnJY2vDZ9fobM+EsJzDYOlrj42OLsY4ebnz0hce7/mIRtk9HIjm+XcPaPrUT1uYvB02dc9Z/3Smjq9BzflMXZ3XlILCTEDva/YfmG8oJaTm7NJvVYCYIEIrp7ETvYHwcXK/743xfEb99Eh4FDGfDYEzddnFUURdQG9cWkzxpdDVqjFke5I05WTjjJncyaUdeJ0WDg1JbfObj6B0Sjka6jxxMnOcDZlNW84RNAuqhhSMAQXuz8Yr1cBJNKRdHvm6ieN5fVI59i7rtP3f6h71X3Q1kKPH2cHYnFPLGyhY0vvQbeD4PQwTD+myZPYzCaWHogiw93pCCK8OzAUB7tFYhMKiE7oZwNn8XT655Qou9qhIr+bYBeZyT9RAmJ+wsoTK9GIhHwa+uMX4QzvhFOOHvbNvyZMhpg55tw4GPwioGJSy+GwP5EZzCxI6mYX0/ksTulFKNJJNrPkQmxPoyM9m6WXLC6ai3Jh4tIOVpEeX4dCOAT6khInFnSwtru5nk2rgtRhPwTF5Lk15qr+GQ2Zm259hMhqD9YWJqT47XVFG5Yg3HBx+S4KTjv44LK0kCCVwUZPrU4OnvQ17cv/fz60dmzcz3x4KpiFSnHijm9PQejwUSH/r7EDQ9o8SIFk0aD+vRpVEePoTp2DFVCAirsqHIMpcq9HVVOoWi49g2+hUyCvas1CjfrS+31XK2xc5Jj72SF3NYCQRDQ1NVSmppKbXoqddnZqArzUZeUoKmoQKNWYXRSYGrTBpWqjrrqKkyGS5JG/1m8DHvXlu1JersZXt2B10VRHHLh55cBRFH875XOaWnDK/VYMaoaHS4+drj42N5+/7TNhF6jYcPHC8k4eYyuY++l572Tb/iCXVWi4vDadNJPXRAsHR1EeNfrFyzVaQzkJVVy/nAhmfFlWMiltOvtTcxAf2wdL93BiqLI/lXfc3TdL0T07MvQJ59rksEIYDQZqdJWUaGpoFJTSYXWvK3SVqHUKqnSVlGtrTY/dNUotebKGoN49XJle5k9TlZOOFs54yhXoJBaoRAFHE0mFHotCm0dCr0OQ7nI+RMqqqsNBHhbMTDOBaHuPB9ps1ntYI+XrRdzus2hj28fAEx1dahOnUZ19Kj5C+3MGQSjEY1UhnTZz3TodHvodl2V3e+YHy/ngdzukvHlrWD5Y12aXwLj3FpY/QhMXgMhA5o0RXxuFS+vOUtioZK7Itx5Y1Rb/JwvXThEUWT9x6cpy61l8vxut231ndFoQqc2oFUZUFXrSD1WTMrRInQaIwp3a6J6eRPRzQsbh0Z8753fBGsfN+sxdfmPufLRpv6FrLRGy7rT+fxyIo/zRTVYSiX0CnVlQKQ7AyI8miU37u+K+YJEwCfMEScv24sXazsnOXbOVtgqLBv0+Igm87WwWYWWTSbIPw6J68yP6lyzXlXwXeZQbfgwsLxyqFSTnEzeU/+HobgYl2lTMQzpzUEhg915uzlccBiNUYOV1Ip2zu3oaOqJe2kwugxLakrNie6B0a70GBeCo0fzt2cSTSYMpWVo01JRHT+O6ugxNGfOIOr1IJFgFRmJdadYrKOjsY6OQebjTY2uho2nt7Hm6EZkUhlPxjyJr92lvFSTSaSuSkt1mRplqRplmZrqMg2GvyX7W1hKzDlpTnJsHeVIpA20ujMYqVXqqcivQ6XUIYoiiFosrXTYOxsZ+cxw7JxatljjdjO8JgBDRVGceuHnB4Guoij+35XOaWnD68uJ/dGZ/pnG1l8xCRIMEgmB5WV41Cibde5a22AKfMehsg3ASpWHgzIRK00hVpoi5JpipKZLVS86mRPVivYoFe2ptQ9FlMiQGmpxLd2DW8keLIwNKClfIF/hSK6zC051dYSWFiNp5GdYBExXOS4AEvHC9sJDEEGCeHGfcOG4cGEuk2Deigh/eS5iEoQLz83o/5+9+46PqzoTPv57pmlGGnWrWJJluchVNjI2NsU2pgQMJBhInJCEhYCzziYkIWF334W8b5JNPptstiQLyZL1ZiEJCW3ZTUK1TW8xGGNcsNzlIqv3rhlNO+8fMzKyrWZrJFma5/v56DMz956599wBS8+c+5znWCxUpKXTkJiEI+Anv7GBlK4uev4MGCDelkBSXOLHAbGBQH09BAJgs1E3eRpvOKfQNHM+d/3VGopnj05+0bAd2AhPfR7uehnyw/WzXtlXy9dGKvh6fG244v+3S8LFFM9CR3eAn758kEffPc4kdxw/uHE+q4uy+/ySUl/eztM//oBFn8jn0ltm9nG00eXzBNj56gmO7qynu9NPd2S9xN6sNgszFmcw77IccgrPfur/Sa2V8OaPYdcT4HDDZfeEV1boJ5jYW9XKH3dU8vK+Gsqbwrc05+ckcdXcLK6em0lRTvKw8hSNMTRUdFC6vY6ykgbaGr34vaf+0RYBq8OKCZnwj/k46HK4bCy+bioXXDnl3G8dB7qh7F049BLsfy48smV1hIOteTeFgy3X0EuOBJqbqf7ud+l47XUwBldxMclrbsR+1Sre2neQw9vqkXI3Nn8cQQlQmXSYzpwaJs1xcdmci1ieu3zAZbAGEuzoxF9ZGf6pqMBXXo6/vBxfRTn+8gpMz0xGqxXn/PnEX7SEhKVLcV14IdbE8K3lYCjI1uqtPHvkWV4/8TrdwW7mps3lgSseIMedM2gfjDF42v20N3rpaPZ+PBuz2Utzg4f25m6CQUPIGILGEAr1PAevBVrs0OKI/NjBawUEnv/GctISYutW41rg2tMCr6XGmG+c1m49sB4gPz9/cVlZ2Yj16eEvX0ew1Tt4wwkg3nQRb7oHb3gODII3rphO1xUEbNkgH49IWYONWAN1hKzJBGzhf3DWQD1xvr3E+fbh8B9FBgyJPtYmCTRZUnDgJynUTrzxYjl9iYp+WAzYsWA3gh0LNiPYEezGgg0hWjeUA+Kg2+LCZ3HiFQcNFkMdHkIYErER/tMUwuAnRJBgKEhnZwrBQDzZSU5mZrrJTnIiItgyMzmUPZPvHBIqu4W/unw637yq8LwsHdGv1gr4t/lw/b/C0r88ufnlvTXc/cQO5uck87toBV/tNfCzeXDZN+Hqvz+rt766r5bvPVtCdZuX25ZN5W9Xzx60T6/+dh+l2+v4wg+WkZQ+NiUPAr4ge96qZMfmMrydfvLmpJKY7iTOZSMu3obDZScu3kacy0b2jGScCVEMcuv2w2s/hIMbwZ0Nq+6DRX8B1r5HpI0xHK7r4LX9dby2v5YdJ5oJGchKiuP6BZP51AU5LJoyjICwl25P4IySCQFfEBFBLBIpdC6ICHXH2ygraSQ508XyzxQydUH60PrQVgWHX4bDr4Rn8Po6wkVNZ14VCbZWDzvH0F9dTesLL9D4/GbKurKoyL0cjyuDOHuIvClWcqY78GY3sj90jJ1dB9ne8hGt3a24bC5W5K7gmoJrWJG74uQqDSGPh0BdHYG6Ovy14cdAbQ3+qir8lVX4KysJtrae0geJj8cxZQqO/CnY86Zgn5KHY+pUXBcUnzJJxhjDkZYjPH/0eV44+gJ1XXUkOZK4btp1rJmxhqJJRWf937a1y89HlS18VNHK7vLwY03bqX+zE+NsZCTGMSkxjgx3HK4B0l6+/6l5JI5woenzLfA67241qugLBUO01ntoru6iqbqDpuoumqo7iXPZKFgwiYKF6cOakXRgy1u89fhv6GhswBYXx8wlFzN3+SqmLlx01rcgjTEYExqRvLGOpkZefeSXHNn+PtkzCrnmr+7pt2RHXZuXJ7eV8/j74eTkqenx/MXFU9lX3cYfd1QyOyuRf117AQvyxuFMTmPgn6eHc1rW/Pspu17eW8PXHt9Bflo8v/jCIubnDPP6tvwcXvku3P0BZMwa0ltq27z84Pm9bNxTw+ysRH58ywIWTx3aDOb2Ji+Pf38rMy7M4BN3zh9Oz89aKBhi/7vVfPDicTpbupkyL42L14XfTlgAACAASURBVEwfm8WnT2yFV74P5VshdVq43tTs6yB38YCjjk2dPt44UMfmvTW8dbAeXzBEboqLT14wmU8tzGF+TtKo5TCW7W1ky/8cprmmi/x5aVy2tpC0yX38nmqrCk/c2Pss1IZrR5E8BQo/AYXXwrQVA95GPFtNVZ3sebOCA+/XEOgOkhbXQW7pZtKPvo3FnFl3S+x2QjYrfoL4CBDCELIIdpsDZ0Cwdp450CAuF/acHOy5Odhzc3Hk5mLv9WNNS+v3v4M/6OfDug95q/wt3ix/k4qOCqxiZXnucm6ccSOrpqwafCH7CGMMFc0eth1r4oPjTWw73sTR+o/vgkyblMDCvGQW5qVQlJNEToqLjMQ4nOfZSgfnW+BlI5xcfxVQSTi5/gvGmL39vUcDL9UXEwpReWAf+7e8yaGtW/B2tONMTKJw6SXEJyUT8PkI+P0E/T4CPh9Bvz+8JIbHg8/Thc/riTwPL41RsHARc1deycwly4a2JtlAfTOGkjde4a3fP0LQ7+eyz93GhTesGVJw5wuE2Ly3ht+9e5ztZc3YLMLXVs3g7itnjq9RrtM9eiN4W+Arb5+x670jjXzrv3fS3Onn/94wl9svmXruf2w3rAivQbf+jQGbGWPYcaKFx7aW8eJH1SBwz1WF/OWK6Wddjf29Z46wY3MZa+9fMipBjzGGIzvq2frsEVrrPGRNS+KSm2aQO3uMy90YAwc3wdZfhm+5mSDET4JZ18Ks1TDjCojrf4Zjm9fPK3tref6jKv58uIFAyFCQHs+FU1MpzExkVpabwsxE8lJdI1Y+JRgMUfJmJdteOEagO8iCVXkUXZ5LcrodKX0FdvwODr8UXiw6/9LwiFbhNZAxJ3wv8yx42n00RWbQt9Z78HsD+H0hAr4g/u4gAV8InzdAU1UnVpuFwosyWbAqj8ypSZhgEN/x4wRb2wh1tBNsayfU3nby0fgDmFAIEwxS31lDResJKtsr6TBemhKFZjc0JUJTohBIS8SVnI7T7sImNuxWOxax4vcLXr9gQnbsEo9dErASj414rMQTCPmoC+6muns3PtOFVezMcBdTlHoJK3OvYF5WLpmJzn7LivgCISpbPJQ1dnK8oZMPT7TwwbGmk6NZSU4bSwrSWDw1lQvyUliQm0zyeZpLebrzKvACEJHrgQcIl5P4tTHmRwO118BLDSYY8HN8904ObHmL0u1bCQUCWO0ObHY7Vkf40WZ3YHM4cLjicbhcOJwu7K544lwuAn4/h97fQkdjAw6Xi8KllzFv5RXkzSs665GwltoaXvmvf+fEnl3kzSvimq98k9TswfMZ+nKwpp04m4WCSeO7XhEAL/8/eP8/4TtVfS5Q29jRzd/8z27eOFjPJ+Zl8S+fWXj2M+CajsLPF8E1/wCXfqPPJl2+AM/uquL375Wxr7qNxDgbt1yYy13LpzE1/dw+525PgMe++x7pOQms+faiER2haant4u2nDlK+v5m0nAQuXjOdgoWTzr+ZrZ5mKH0NDm0O34bztoTznXIWQc6FkHth+DFt+sklb3pr7vSxeW8NL+2t4UB1+ym3lpx2CzMz3RSkJ5CV5CQ7yUlmUhzZSU6ykpxkJMb1+8c+zmYZ0mflafex9bmj7PtzFRhwWdvJtu0jO6GC7IUzyFx1I7bsoef1dTR3c2JfI/Vl7TRVh4Mtb8fHM+1scVbinFZsDiu2OCt2hyX83GEle3oS85bnDHviVzAUpK6rjkZvI/Vd9VR11FPeWktNZx31XY20ejy0dXfT6evG4/cDQZAgWHyI1YtYPIjl1ElGoUAigfY5BDrmEuycCebUPlotQlZiHDkpLianuHDZLZQ3eTjR1EV1q4dQrzAkKymOiwrSWDotjYsK0pidlXj+1iccxHkXeJ0tDbzU2TDGnNMfIRMKUb6vhH3vvM7h97fg83hwp6UzdcEi0nLzImuR5ZGcmX3ydmYwEKDhxHGqSw9RffgA1YcP0lxdicPlYuUX72ThVav7XJA2Ju35X/jDOlj/ZviPbx9CIcOvtxzjnzYfIMMdx4OfX8RFBWcx7fudn8FrP4Bv7QkvFBxhjGFXeQvP7qriDx9W0N4dYE52IrdfUsCa4hwSolAbbs+bFbz91CFu+NpCChaeuczVcAV8QT7cXMaOl8uw2SxcfNMM5q/MHR9/mIKB8C3IQy9B+Tao3h2eEQkQlww5xTB5IaTPhLQZ4cfE7FNGkNq8fg7XdlBa187h2g4O1XVQ3tRFTasXj7/vZW76kpbg4ML8VBZPTWVJQSoLcpNPvU0VCkLF9nDAeGgzrVVNVPgXUuO8gpruWbS0hP89W6zCpDx3ZDa8m7TcBNJz3Cdnhwb8QaoPt3JiXyMn9jXRVBW+XeZw2UibnEBaTkL4cXICqZMTSEhxDPp7KxgydHgDtHn9tHr8tHsDeP1BunxBPP4gHl8AT8/ryLaP9wXp8gVo9wZo6vTR2OnDFzgzrzYv1cWc7ERmZycyOzuJOdmJZCU6sdsEm8VCCN/JsjohE6IgqQB/kJP96Dl3fYeXqhYv1a0eqlu8VLV6qG714vEFmZIWT35aPFPS4pmaFk9+evgxIzHu/PsCcY408FLqLPl93RzZ/j77//wmtUcO09nSfHKfxWolOWsyzoQE6suOE/CFJyvEJ6cwuXB2ZEHaK0iaNLJrgY07PQn21/4jXPK1AZt+VNHCN57cSXlTF3ddNo0lBWnMzEwgPy1h4NuA/3k5iAXWv0EoZNhZ3sLGPdVs2lNNVasXh9XC9Quy+YtLpnJhfmpUf8kHgyGe+uE2RODW7y6NaqHK43saeOe/D9HW4GXW0iwu/fTM8VMwtC/BADQchModULUj/Fi3L7ywcQ97Qng0LH16OGcstQDSIo9JeSeT940xtHcHqGvzUtPaTU2bl4aObkJ9/H0zBo41dLKjrJmjDeFAyG4VlmZbuDnlCJeFPiC79h2kqwHEClMvDd8inX8TJIdLH3jafdQcbaXmaCt1Ze00Vnbgaf945MqVaCdpkovGig4C/hAWm5AzM4Up89KYOj+9/xppvXR2B9he1sz7RxvZdqyJ6lYvbR4/7d0Dl7TpzWGzEO+w4rJbcTmsJ5+742ykJcQxye0gLSH8M8kdR7rbwbRJCSOedB4rNPBSapi6uzppqqqgqbKCpqoKmqsq8bS3kTltBpNnzmJy4RySMjInzLe1EfPAAph8AXzusUGbtnv9fPeZEp7ZVXVym9Ui5KfFM31Swsk/EjarYLcKqd1VrN3ySXbNuZfnEtayqaSa6kiwtXLWJK4rmszV87JGtFr+0V31bNqwh8u/MJuilcMv9dHV5uOtJw5ydFc9qdnxrPz8bPLGOo9rpISC4eC86Qg0HgnfNm48En7dXAahj4MbLLZwMntqQXhkM2UKpEyNPM8Pz64caKS5q4m2g2/RvO9NnJXvktF1GAuGFpPA26aYY+kriJ9zDRfNm8GC3ORBlz7qavPRWNVBU2UnjZUdtNZ7SM91kz8/jdxZqYOuJev1B9l6tJGtR5vYerSRPZWtBEMGm0VYkJfM9Eluklw2kpx2klx2Ep3h54lOWzigcliJt9twRZ677NaoLNekzp0GXkqp88MfvwKlr8Lflg45Ebnd6+dYQydH6js4Wh9+PFLXybHGzlNulXzF+jz3259kefcD1FmzuXxWBtcvyOaquVnRL9DaD2MMf/rpDhoqOli+tpC5l04+52C8rqyNTRv24Onwc9ENBRRfnT/uF4c+Z6FgeCZh8zFoPg5Nx8LPW06EfzrrT20vVnAmgSMR4tzhOmM9j01HoXYvYMDmhClLoWAF3bmX8n5gBluOtvDO4Qb2VYdrHSa77FwxO4PrF0xm5ayMqM2e6+gOnJzN+caBOrp8QexWYWFeChdPT2PZtHQWT02Nym1wNfo08FJKnR8+/C08fw98fTtMKhz24YIhgz8YIhAyOH9zFcZA/ec3k+yyj9kfrPYmL6/+Zh9Vh1vIn5fGqtvmkJh2drNkD75fwxuPHcDltnP9VxeSkT/8tQ4nNF9XuDJ8Szm0lIVHzrrbwzW1utt7Pe8I544VrICC5eEEf1vft2wbOrp590gjbx+q59X9tbR0+UlwWLlqbhbXL5jMqtlnF4QZY6hu9fLn0gZeKqnhndIGfIEQk9wOrpmfzTXzslg6LY14hwZaE4EGXkqp80P9IXjoIvjUz2HxHdE7bnMZPLgQrv4BLP9W9I57jkzIUPJ2Je/+6QgicNmnZzJvec6go1+hYIh3/3SE3a+Wk1OYwrV/WXR2S/moEeEPhnjvSCMb91Tz0t4amrv8xDusLJuWRnaykwx3HBmJH/8ku+xUNHs4XNvB4bp2Dtd1UFrbcTJHKzfFxeqibFYXZXNhfqreFpyANPBSSp0fjIF/mRkuNHnzhugdt6do6jd3hROwzxNtDR5e//0BKg82kzcnlStum0PSpL6r23s7/Lz0cAkVB5pZcHkul322EGsUE/RVdPiDIbYeDQdhO0+00NDho7Gzm/7+nE5yOyjMTKQwy01hpptF+amjWhRWjQ0NvJRS54+nvgg1e+BbH0XvmP91JYQCfRZnHWvGGPa+U8W7fyjFGEPa5ARciQ5cbjuuRAfORDtxLhs7Xiqjo6Wbyz8/m3mXnVvdNzU2AsEQTV0+Gtp91Hd009zpY3Kyk8KsxBFfE1Cdn/oLvPRGslJq9E29FA68EE6WTopCgNFyAio/hKu+P/xjjQARoWhlLvnz09ixuYz2Ri+drd0nyxAEIxME4pMd3HzvhWRPH4dLQsU4m9VCZqKTzMThrXihJj4NvJRSoy//kvBj2buw4DPDP96+58KP828a/rFGUFK6i1VfnHPKNmMM/u4gnnY/8UmOQcsOKKXGN00eUEqNvuyF4Wn9J96LzvH2PRM+Ztr06BxvFIkIDqeN5AyXBl1KxQANvJRSo89qC9dOKnt3+MdqrYCKD2DemuEfSymlRpgGXkqpsZF/aXiJmK6m4R1n37Phx/k3D79PSik1wjTwUkqNjamRPK/y94d3nH3PQtYCSJ8x/D4ppdQI08BLKTU2cheDxT68242tleHAbb7eZlRKjQ8aeCmlxobdFV6uZTgJ9vsjsxnnnd+zGZVSqocGXkqpsZN/CVTtDK+zdy72PgOZ86Oy5qNSSo0GDbyUUmNn6qXhavOV57AqRfNxKN963tfuUkqp3jTwUkqNnSnLAIGyc7jduOXnYHXAotui3i2llBopGngppcaOKwWyiuDEWSbYt9fCzsfggs9HZ8khpZQaJRp4KaXG1tRLoPwDCAaG/p6tD0HID5fdM3L9UkqpEaCBl1JqbOVfAv5OqNk9tPaeZvjg1+GCqVq7Syk1zmjgpZQaW1MvDT8OtZ7XtofB1w7Lvz1yfVJKqRGigZdSamwlZkPqtKEl2Pu64P3/gMJrIHvByPdNKaWiTAMvpdTYm3ppuJBqKDRwux2/g65GWPHXo9MvpZSKMg28lFJjL/8S8DRBw6H+2wR88O7Pw4tr5188en1TSqkoGlbgJSJrRWSviIREZMlp++4XkVIROSgi1/bavlhE9kT2/VxEZDh9UEpNAD15XqWv9N9mz9PQVgkr7h2dPiml1AgY7ohXCXAL8HbvjSIyD7gVmA+sBn4pItbI7v8A1gOFkZ/Vw+yDUmq8S5sO2Qvh5f8Hz34duppO3R8Kwp8fCOd1zbx6bPqolFJRMKzAyxiz3xhzsI9da4CnjDHdxphjQCmwVEQmA0nGmPeMMQb4HaDrfSgV60Tgrs3huly7n4R/XwK7ngBjwvv3Pw+Nh2H5veG2Sik1To1UjlcuUN7rdUVkW27k+enb+yQi60Vku4hsr6+vH5GOKqXOE44E+MQP4StvQ9oMeOar8OinoP4Q/Pln4W3z1ox1L5VSalgGDbxE5FURKenjZ6DfgH19JTUDbO+TMeZXxpglxpglGRkZg3VVKTURZM2Hu16CTz0INR/BLy+G6t2w/FtgsQ7+fqWUOo/ZBmtgjDmXhIoKYEqv13lAVWR7Xh/blVLqYxYLLP4SzL4hnPfVdBQWfm6se6WUUsM2aOB1jp4DnhCRnwE5hJPotxljgiLSLiIXA+8DtwO/GKE+KKXGO3cG3PKfY90LpZSKmuGWk7hZRCqAS4AXReQlAGPMXuBpYB+wGbjbGBOMvO2rwMOEE+6PAJuG0wellFJKqfFCjOk3xeq8smTJErN9+/ax7oZSSiml1KBE5ENjzJLTt2vleqWUUkqpUaKBl1JKKaXUKNHASymllFJqlGjgpZRSSik1SjTwUkoppZQaJRp4KaWUUkqNEg28lFJKKaVGybip4yUi9UDZCJ9mEtAwwuc4n+n1x/b1g34Gev16/bF8/aCfQTSvf6ox5oyFpsdN4DUaRGR7X8XOYoVef2xfP+hnoNev1x/L1w/6GYzG9eutRqWUUkqpUaKBl1JKKaXUKNHA61S/GusOjDG9fhXrn4Fef2yL9esH/QxG/Po1x0sppZRSapToiJdSSiml1CjRwEsppZRSapRo4BUhIqtF5KCIlIrIfWPdn5EmIr8WkToRKem1LU1EXhGRw5HH1LHs40gSkSki8oaI7BeRvSJyT2R7THwGIuIUkW0isjty/T+IbI+J6+8hIlYR2SkiL0Rex9r1HxeRPSKyS0S2R7bFzGcgIiki8r8iciDyu+CSWLl+EZkd+e/e89MmIt+KlesHEJFvR37/lYjIk5HfiyN+/Rp4Ef7lCzwEXAfMAz4vIvPGtlcj7rfA6tO23Qe8ZowpBF6LvJ6oAsBfG2PmAhcDd0f+m8fKZ9ANXGmMuQAoBlaLyMXEzvX3uAfY3+t1rF0/wBXGmOJetYti6TN4ENhsjJkDXED4/4WYuH5jzMHIf/diYDHQBfyJGLl+EckFvgksMcYUAVbgVkbh+jXwClsKlBpjjhpjfMBTwJox7tOIMsa8DTSdtnkN8Gjk+aPATaPaqVFkjKk2xuyIPG8n/As3lxj5DExYR+SlPfJjiJHrBxCRPOAG4OFem2Pm+gcQE5+BiCQBK4FHAIwxPmNMCzFy/ae5CjhijCkjtq7fBrhExAbEA1WMwvVr4BWWC5T3el0R2RZrsowx1RAOTIDMMe7PqBCRAmAR8D4x9BlEbrPtAuqAV4wxMXX9wAPA/wFCvbbF0vVDONh+WUQ+FJH1kW2x8hlMB+qB30RuNz8sIgnEzvX3divwZOR5TFy/MaYS+FfgBFANtBpjXmYUrl8DrzDpY5vW2YgBIuIG/gB8yxjTNtb9GU3GmGDkNkMesFREisa6T6NFRD4J1BljPhzrvoyxy4wxFxJOs7hbRFaOdYdGkQ24EPgPY8wioJMJelttICLiAG4E/mes+zKaIrlba4BpQA6QICK3jca5NfAKqwCm9HqdR3jIMdbUishkgMhj3Rj3Z0SJiJ1w0PW4MeaPkc0x9RkARG6vvEk45y9Wrv8y4EYROU44teBKEXmM2Ll+AIwxVZHHOsL5PUuJnc+gAqiIjPQC/C/hQCxWrr/HdcAOY0xt5HWsXP/VwDFjTL0xxg/8EbiUUbh+DbzCPgAKRWRaJPq/FXhujPs0Fp4D7og8vwN4dgz7MqJERAjnduw3xvys166Y+AxEJENEUiLPXYR/CR0gRq7fGHO/MSbPGFNA+N/768aY24iR6wcQkQQRSex5DlwDlBAjn4ExpgYoF5HZkU1XAfuIkevv5fN8fJsRYuf6TwAXi0h85O/BVYRzfUf8+rVyfYSIXE8458MK/NoY86Mx7tKIEpEngVXAJKAW+D7wDPA0kE/4f8q1xpjTE/AnBBFZDrwD7OHjHJ/vEM7zmvCfgYgsJJw4aiX8BexpY8wPRSSdGLj+3kRkFfA3xphPxtL1i8h0wqNcEL7t9oQx5kcx9hkUE55c4QCOAncS+fdAbFx/POH85unGmNbItlj67/8D4HOEZ7nvBL4MuBnh69fASymllFJqlOitRqWUUkqpUaKBl1JKKaXUKNHASymllFJqlGjgpZRSSik1SjTwUkoppZQaJRp4KaWUUkqNEg28lFJKKaVGiQZeSimllFKjRAMvpZRSSqlRooGXUkoppdQo0cBLKaWUUmqUaOCllFJKKTVKNPBSSimllBolGngppZRSSo0SDbyUUkoppUaJBl5KKdUPEfmtiPzDWPdDKTVxaOCllJoQROS4iHhEpENEmkXkRRGZMtb9Ukqp3jTwUkpNJJ8yxriByUAt8Isx7o9SSp1CAy+l1IRjjPEC/wvMAxCRG0Rkp4i0iUi5iPx97/YislxE3hWRlsj+L51+TBFJFJE3ROTnIiKjcR1KqYlHAy+l1IQjIvHA54CtkU2dwO1ACnAD8FURuSnSNh/YRHh0LAMoBnaddrx04DVgizHmm8YYMxrXoZSaeER/fyilJgIROQ5MAgKAG6gDrjXG7Omj7QOAMcZ8W0TuB5YaY27uo91vgRCwFHjUGPMvI3cFSqlYoCNeSqmJ5CZjTAoQB3wdeEtEskVkWeQ2Yb2ItAJ/RThIA5gCHBngmDcALmDDSHZcKRUbNPBSSk04xpigMeaPQBBYDjwBPAdMMcYkEw6ievK0yoEZAxzuv4DNwEYRSRi5XiulYoEGXkqpCUfC1gCpwH4gEWgyxnhFZCnwhV7NHweuFpHPiohNRNJFpPi0Q34dOAi8ICKu0bgGpdTEpIGXUmoieV5EOoA24EfAHcaYvcDXgB+KSDvwPeDpnjcYY04A1wN/DTQRTqy/oPdBI8n06wmPjj0rIs5RuBal1ASkyfVKKaWUUqNER7yUUkoppUaJBl5KKaWUUqNEAy+llFJKqVGigZdSSiml1CixjXUHhmrSpEmmoKBgrLuhlFJKKTWoDz/8sMEYk3H69nETeBUUFLB9+/ax7oZSSiml1KBEpKyv7XqrUSmllFJqlGjgpZRSSik1SjTwUkoppZQaJeMmx0sppZRSE4/f76eiogKv1zvWXTknTqeTvLw87Hb7kNpr4KWUUkqpMVNRUUFiYiIFBQWIyFh356wYY2hsbKSiooJp06YN6T16q1EppZRSY8br9ZKenj7ugi4AESE9Pf2sRus08FJKKaXUmBqPQVePs+27Bl5KKaWUUqNEAy+lFKGQ4eVH9lK2t3Gsu6KUUqPOarVSXFxMUVERa9eupaurC4C77rqLzMxMioqKonYuDbyUUrQ3ejj8QS2b/3MPdWVtY90dpZQaVS6Xi127dlFSUoLD4WDDhg0AfOlLX2Lz5s1RPZcGXkopWus8J5+/+NBHtDV6BmitlFIT14oVKygtLQVg5cqVpKWlRfX4Wk5CKUVrfTjQuv6rC9n8qxJefOgjbvnbxcS59FeEUmr0/OD5veyriu6o+7ycJL7/qflDahsIBNi0aROrV6+Oah960xEvpRStdR5scVby5qSy+itFtNR0sfk/9xAMhsa6a0opNeI8Hg/FxcUsWbKE/Px81q1bN2Ln0q+zSila6rtIznAhIkyZk8aq22bz+u8O8NYTB7nitjnjeqq3Umr8GOrIVLT15HiNBg28lFK01nlIz0k4+XrupTm01nv4cFMZyRkuFq8uGLvOKaXUBBKVW40iclxE9ojILhHZHtmWJiKviMjhyGNqr/b3i0ipiBwUkWuj0Qel1LkJhQxtDR6SM12nbF9243QKL8pi6zNHOby9dox6p5RSY+fzn/88l1xyCQcPHiQvL49HHnlk2MeM5ojXFcaYhl6v7wNeM8b8RETui7z+OxGZB9wKzAdygFdFZJYxJhjFviilhqijyUsoaEjOiD9lu4hw1e1zaWvw8M5/H2Lm4ky95aiUmpA6Ojr63P7kk09G/VwjmVy/Bng08vxR4KZe258yxnQbY44BpcDSEeyHUmoAPTMakzNcZ+yz2i3MX5GDp91PU1XnaHdNKaUmnGgFXgZ4WUQ+FJH1kW1ZxphqgMhjZmR7LlDe670VkW1KqTFwMvDKPDPwAsidFc4SqDzUPGp9UkqpiSpagddlxpgLgeuAu0Vk5QBt+7pXYfpsKLJeRLaLyPb6+vpo9FMpdZqWui6sdgsJyXF97k+a5CIx3UnlwZZR7plSSk08UQm8jDFVkcc64E+Ebx3WishkgMhjXaR5BTCl19vzgKp+jvsrY8wSY8ySjIyMaHRVKXWa1jpPuJSEpf/8rdzZqVQebsaE+vyOpJRSaoiGHXiJSIKIJPY8B64BSoDngDsize4Ano08fw64VUTiRGQaUAhsG24/lFLnprXe02d+V295s1Lo7gzQUNl3AqpSSqmhicasxizgT5HZTjbgCWPMZhH5AHhaRNYBJ4C1AMaYvSLyNLAPCAB364xGpcaGCRna6j1MLUofsF1OJM+r6lALGVMSR6NrSik1IQ078DLGHAUu6GN7I3BVP+/5EfCj4Z5bKTU8HS3dBAOhQUe8EtOcJGW4qDjYzAVXTRmwrVJKjTdWq5UFCxYQCASYO3cujz76KI2Njdx+++3U1NRgsVhYv34999xzz7DPpWs1KhXDBpvR2FverBSqDrcQ0jwvpdQE07NkUElJCQ6Hgw0bNmCz2fjpT3/K/v372bp1Kw899BD79u0b9rk08FIqhrXWdQF91/A6Xe7sVHyeAA3l7SPdLaWUGjMrVqygtLSUyZMnc+GFFwKQmJjI3LlzqaysHPbxda1GpWJYa50Hq81CYqpz0La5syP1vA62kDk1aaS7ppSKRZvug5o90T1m9gK47idDahoIBNi0aROrV68+Zfvx48fZuXMny5YtG3Z3dMRLqRjWWu8haZJzwFISPRKS40jJitdCqkqpCcfj8VBcXMySJUvIz89n3bp1J/d1dHTw6U9/mgceeICkpOF/6dQRL6ViWGt9F8mZ8YM3jMidncqhbTWEgiEsVv3eppSKsiGOTEVbT47X6fx+P5/+9Kf54he/yC233BKVc+lvTqVilDHmZPHUocqdlYLfG6TuhOZ5KaUmNmMM69atY+7cudx7771RO64GXkrFqK5WHwH/4KUkesvtVc9L5/eQ8gAAIABJREFUKaUmsi1btvD73/+e119/neLiYoqLi9m4ceOwj6u3GpWKUa31kRmNQygl0SM+yUHq5AQqDzZz4bVTR6prSik1qjo6zlyVY/ny5RgT/fI5OuKlVIxqqQvX8Eo5ixwviNTzOtJKMBgaiW4ppdSEpoGXUjGqtc6DxSq4U+PO6n25s1MJdAepO655XkopdbY08FIqRrXWd5E0yXXWsxNzZqUAUHlQy0oopdTZ0sBLqRjVWn92Mxp7uNwO0nMTtJ6XUkqdAw28lIpB51JKorfcWalUH2kl6Nc8L6WUOhsaeCkVgzztfvzdwbOa0dhb7uxUgv4Qtcdbo9wzpZSa2DTwUioGtZxcHPvsZjT2yClMAYGKg1rPSyk1/lmtVoqLiykqKmLt2rV0dXXh9XpZunQpF1xwAfPnz+f73/9+VM6lgZdSMag1UkriXEe8nAl2JuW5qdI8L6XUBNCzZFBJSQkOh4MNGzYQFxfH66+/zu7du9m1axebN29m69atwz6XBl5KxaDW+i7EIiSmO8/5GLmzU6k52kbAH4xiz5RSamytWLGC0tJSRAS32w2E12z0+/2IyLCPr5XrlYpBrfUeEtOdWIex0HXerFR2v1pO3fE2cgpTo9g7pVSs+qdt/8SBpgNRPeactDn83dK/G1LbQCDApk2bWL16NQDBYJDFixdTWlrK3XffzbJly4bdHx3xUioGtdZ5SDnHGY09UicnhI9V74lGl5RSasx4PB6Ki4tZsmQJ+fn5rFu3Dgjnfu3atYuKigq2bdtGSUnJsM+lI15KxRhjDK31HrKnJQ3rOO6UcMX7jubuaHRLKaWGPDIVbT05Xv1JSUlh1apVbN68maKiomGdS0e8lIox3g4/Pk+A5LNco/F0VrsFV5KDjiZvlHqmlFLnj/r6elpawjO3PR4Pr776KnPmzBn2cXXES6kY03Nr8FxnNPaWmBqnI15KqQmpurqaO+64g2AwSCgU4rOf/Syf/OQnh31cDbyUijGtJ2t4DT/wcqc6aa7tGvZxlFJqLHV0dJyxbeHChezcuTPq59JbjUrFmJZ6DyKQlD78wCshNY6OZr3VqJRSQ6WBl1IxprXOgzvNidU+/H/+7tQ4/N4g3Z5AFHqmlFITX9QCLxGxishOEXkh8jpNRF4RkcORx9Rebe8XkVIROSgi10arD0qpwbXWn/vi2KdLTA0XYNVRL6WUGppojnjdA+zv9fo+4DVjTCHwWuQ1IjIPuBWYD6wGfiki1ij2Qyk1gNa6rmHPaOzhTtWSEkopdTaiEniJSB5wA/Bwr81rgEcjzx8Fbuq1/SljTLcx5hhQCiyNRj+UUgPzdvrp7gqQEoUZjQDutMiIl5aUUEqpIYnWiNcDwP8BQr22ZRljqgEij5mR7blAea92FZFtZxCR9SKyXUS219fXR6mrSsWuk4tjR+lWY0KyAxEd8VJKqaEaduAlIp8E6owxHw71LX1sM301NMb8yhizxBizJCMj45z7qJQKa63vKSURnVuNFquF+GSd2aiUGt+sVivFxcUUFRWxdu1auro+LpMTDAZZtGhRVGp4QXRGvC4DbhSR48BTwJUi8hhQKyKTASKPdZH2FcCUXu/PA6qi0A+l1CCaa7rCpSQmOaN2TLcWUVVKjXM9SwaVlJTgcDjYsGHDyX0PPvggc+fOjdq5hh14GWPuN8bkGWMKCCfNv26MuQ14Drgj0uwO4NnI8+eAW0UkTkSmAYXAtuH2Qyk1uIbydlKyE7A5ojefxZ3q1MBLKTVhrFixgtLSUgAqKip48cUX+fKXvxy1449k5fqfAE+LyDrgBLAWwBizV0SeBvYBAeBuY0xwBPuhlIqoP9FO7pzUwRueBXdaHGV7GjDGINJXJoFSSg1NzY9/TPf+A1E9ZtzcOWR/5ztDahsIBNi0aROrV68G4Fvf+hb//M//THt7e9T6E9XAyxjzJvBm5HkjcFU/7X4E/Cia51ZKDayrzUdnq4+MKYlRPa47JY6AP0R3VwBngj2qx1ZKqdHg8XgoLi4GwiNe69at44UXXiAzM5PFixfz5ptvRu1culajUjGivjz8jS3qgVevIqoaeCmlhmOoI1PR1pPj1duWLVt47rnn2LhxI16vl7a2Nm677TYee+yxYZ1LlwxSKkbUnwgHXpOmuKN6XHdapIhqk+Z5KaUmjn/8x3+koqKC48eP89RTT3HllVcOO+gCDbyUihkNJ9pJynARFx/dUSldNkgppYZObzUqFSPqy9vJyE+K+nFdSQ4sFqFdZzYqpcapjo6OAfevWrWKVatWReVcOuKlVAzwdvppa/CSkR/d24wAFouQkKJFVJVSaig08FIqBjRUhL/NRTuxvoc7LU5zvJRSagg08FIqBnycWD9CgVeqU0e8lFJqCDTwUioGNJS3406NIz7JMSLHd6fG0dHSjQn1ueyqUkqpCA28lIoB9SfaBx3tCnV2Ysy5BU7u1DhCAYOnw39O71dKqVihgZdSE5y/O0hzbRcZA9TvCjQ3c3jl5TT+6r/O6RxuLSmhlFJDooGXUhNcQ0UHGMjI73/Eq/3lVwh1dtKwYQP+mpqzPoc7NVJEVUtKKKXGIavVSnFxMUVFRaxdu5auri4ACgoKWLBgAcXFxSxZsiQq59LAS6kJrqFnqaABAq+2jRuxZWdDMEjdT3921ufQES+l1HjWs2RQSUkJDoeDDRs2nNz3xhtvsGvXLrZv3x6Vc2ngpdQEV3+iHVeinYSUuD73++vq6Nq2jZRbbiHtzjtpe/55PKetWTYYV6Idq82iJSWUUuPeihUrKC0tHbHja+V6pSa4+vJwYr2I9Lm/ffNLYAxJ11+HffJkWv/4R2p+/I8UPPUkYhnadzMRISFVi6gqpYbnnacP0VA+cBX5szVpipsVn501pLaBQIBNmzaxevVqIPy77ZprrkFE+MpXvsL69euH3R8d8VJqAgv6QzRVdg5YOLVt40biZs8mbuZMLAkJZNx7L96PPqLthRfO6lyJqXGa46WUGpc8Hs/JPK78/HzWrVsHwJYtW9ixYwebNm3ioYce4u233x72uXTES6kJrKm6k1DI9Jvf5auoxLNrFxnf/vbJbclrbqT5iSeo++nPSLz6aizx8UM6lzvVSeXh5qj0WykVm4Y6MhVtPTlep8vJyQEgMzOTm2++mW3btrFy5cphnUtHvJSawHoq1ve3RmP75k0AJF1/3cltYrGQdf/9BGpraXz44SGfy50aR2eLj5AWUVVKTQCdnZ20t7effP7yyy9TVFQ07ONq4KXUBFZ/oh2H00pSuqvP/a0bN+JcuBDHlCmnbI+/cBFJ119P4yO/xl9ZOaRzuVPjMCGDp8037H4rpdRYq62tZfny5VxwwQUsXbqUG2644WTu13DorUalJrCTifWWMxPru48do3vffjLv+7s+35v5N39N++uvU/fTn5L7s8FLTPSUlGhv9vY7g1Ippc5HHR1nJvRPnz6d3bt3R/1cOuKl1AQVCoZorOjoN7+rbdMmECHpuuv63G/PySH9rrto27iJrg8/HPR87rRIEVUtKaGUUv3SwEupCaq5touAP9Rn4GWMoe3FjbgWX4g9K6vfY6R/eR22rKwhFVXVIqpKKTU4DbyUmqAaIon1k/pYo7H70GF8R46QdP31Ax7DEh9P8i0349m1i5DHM2DbuHgbNodFS0oopdQANPBSaoKqP9GBzW4hNevMchBtGzeCxULStdcOehzXggUQCuHdv3/AdiKCO9WpI15KKTUADbyUmqDqy9tJz3NjsZ76z9wYQ9vGjSRcfDG29PRBj+OcH54+7S0pGbStW4uoKqXUgIYdeImIU0S2ichuEdkrIj+IbE8TkVdE5HDkMbXXe+4XkVIROSgig3/lVkqdFRMyNJS395nf5S0pwV9eTtINA99m7GHPysSWmYlnKIFXmpOOJh3xUkqp/kRjxKsbuNIYcwFQDKwWkYuB+4DXjDGFwGuR14jIPOBWYD6wGviliFij0A+lVERrgwefN9hn4NX24kaw20m8+uohH89ZVIS3ZO+g7dypcXS2+QgGQ2fVX6WUGktWq5Xi4mKKiopYu3YtXV1dALS0tPCZz3yGOXPmMHfuXN57771hn2vYgZcJ6ymAYY/8GGAN8Ghk+6PATZHna4CnjDHdxphjQCmwdLj9UEp97GTF+tPWaDShEG2bNuFevhxrcvKQj+csmo/v2DGCfdS66S0x1QkGulq1iKpSavzoWTKopKQEh8PBhg0bALjnnntYvXo1Bw4cYPfu3cydO3fY54pKjpeIWEVkF1AHvGKMeR/IMsZUA0QeMyPNc4HyXm+viGxTSkVJQ3kHFquQNjnhlO2enTsJ1NYOOpvxdK4FC8AYvHv3DdguIbWnlpfeblRKjU8rVqygtLSUtrY23n777ZMLZjscDlJSUoZ9/KhUrjfGBIFiEUkB/iQiAy1mdGYJ7fAI2ZkNRdYD6wHy8/OH3U+lYkV9eTtpOQlY7ad+t+r485/BasV9xRVndTzn/PlAOD8sYVn/A9TunsBLE+yVUufgjd/+irqyo1E9ZubU6VzxpfVDahsIBNi0aROrV6/m6NGjZGRkcOedd7J7924WL17Mgw8+SEJCwuAHGkBUZzUaY1qANwnnbtWKyGSAyGNdpFkF0HthuDygqp/j/coYs8QYsyQjIyOaXVVqwjLGUF/WfsZtRoDuw4dxTJ2K1X12vzhsaWnYc3Lw7h04wT6x17JBSik1Xng8HoqLi1myZAn5+fmsW7eOQCDAjh07+OpXv8rOnTtJSEjgJz/5ybDPNewRLxHJAPzGmBYRcQFXA/8EPAfcAfwk8vhs5C3PAU+IyM+AHKAQ2DbcfiilwlrrPHg7/WRNSzpjX/fhwzjnnFuOgnPBAjx7Bg68HC4bDqdVR7yUUudkqCNT0daT49VbXl4eeXl5LFu2DIDPfOYzUQm8ojHiNRl4Q0Q+Aj4gnOP1AuGA6xMichj4ROQ1xpi9wNPAPmAzcHfkVqVSKgpqj7UCkD391OT5kNeL/0Q5cTNnntNxnUXz8ZeXE2xpGbCdlpRQSk0E2dnZTJkyhYMHDwLw2muvMW/evGEfd9gjXsaYj4BFfWxvBK7q5z0/An403HMrpc5Uc7QNu9NK6mmJ9d1HjoAxxBUWntNxXUXh1E3P3r24L7us33ZaRFUpNVH84he/4Itf/CI+n4/p06fzm9/8ZtjHjEpyvVLq/FFzrJWsgiQsllPnsfhKSwGIKzzHEa+eBPs9JYMEXs6T5SyUUmo86OinVE5xcTHbt2+P6rl0ySClJhB/d5DGys4zbjNCOL9L7HYc5zhD2JqUhGPq1EET7N2pcXja/QT9WkRVKaVOp4GXUhNIXVkbJmT6SawvxTFtGmK3n/PxnUVFeAapYO+OzGzsaNHbjUopdToNvJSaQGqORhLrp/U94nWu+V09nEVFBKqrCTQ09Nvm41pemmCvlBoaY/os5zkunG3fNfBSagKpPdZGSlY8Tvepo1rBjk78VVXnnN/Vw1UUzvMaaMFsLaKqlDobTqeTxsbGcRl8GWNobGzE6XQO+T2aXK/UBGGMoeZoK/nz08/Y5zvSk1g/zBGvefNABG/JXhJXreqzjTstcqtRR7yUUkOQl5dHRUUF9fX1Y92Vc+J0OsnLyxtyew28lJog2hu9eNr9fSfW98xoPMcaXj0sCQk4ZkzHO8CIl91hJS7BRkeTjngppQZnt9uZNm3aWHdj1OitRqUmiJ78rj4T6w8dRpxO7Gfxraw/rvlFePaWDHhbIDHNSVujjngppdTpNPBSaoKoOdaGLc5Kes6Z6zB2l5YSN306YrUO+zzOBQsI1jcQqK3tt82kXDf15e3jMmdDKaVGkgZeSk0QtUdbyZqaiMV65j/raMxo7NGTYD/Q7cbMgiQ8bT7adekgpZQ6hQZeSk0AAV+QhvIOsvrI7wq2thKoqxv2jMYecXPmgNU64MzGntudtcfaonJOpZSaKDTwUmoCqDvRTihkyO4rv6s0OjMae1icTuIKC/Hu6T/wSs9zY7VZqD2ugZdSSvWmgZdSE0Dt0XCAk9Vn4dTozGjszbWgCG9J/wn2VquFjHw3dRp4KaXUKTTwUmoCqDnWStIkJ/FJjjP2dR8+jCU+HltOTtTO55xfRLC1FX9lZb9tsgqSqS9rJxjUNRuVUqqHBl5KjXM9hVP7Gu2C8K1GR+FMRCRq53QWFQEDJ9hnTUsi4A/RVNkZtfMqpdR4p4GXUuNcR3M3Xa2+PgunwtBnNO5t3Eunf2hBknNWIWK349mzp982mQWRBHu93aiUUidp4KXUOHdyYezpZybWBxobCTY1DZjfZYzhoV0PcesLt/Lp5z7NBzUfDHpOcTiImzMHb8neftskTXLidNs18FJKqV408FJqnKs92obVbiE9z33GvpOJ9f2MePlDfr737vfYsHsDn5j6Caxi5a6X7uIn236CJ+AZ8LzOovl49+7FhPrO4RIRsqYlaUkJpZTqRQMvpca5mmOtZE5NxNpX4dSTazSeGXh1+bv45uvf5JnSZ/jKwq/w08t/yv986n/4wpwv8Pj+x1n7/Fp21e3q97yuoiJCHR34ysr6bZNVkERzTSc+T+AcrkwppSYeDbyUGseC/hD15e1k95dYf/gwluRkbJkZp2xv8DRw50t38m7Vu3zvku/x9UVfR0SIt8dz/7L7efiah/EH/dyx+Q7+7cN/wxf0nXFs1wUXAND1Qf+3JrMKksBAbZmOeimlFGjgpdS4Vl/eTihgyOojvwsiazTOPHVG4/HW49y28TaOtR7j51f8nLWz1p7xvmWTl/GHG//AzTNv5tclv2b9K+vPqNnlmDED2+TJdL7zTr/960mw13peSikVpoGXUuPYycT6Pka8jDGRGY0fJ9YfbDrI7Ztup8vfxSPXPMLlUy7v99huh5u/v/TvuW/pfXxY+yFbqracsl9EcK9cSeeWdzG+M0fEAJwJdlKy4jXPSymlIjTwUmocqz3WhjstjoSUuDP2BerqCbW1nczvMsbww60/xGqx8tj1j7EgY8GQzvHZWZ8lKz6Lh/c8fMY+9+UrCXV10bVjR7/vzyxIpPZYW79V7pVSKpZo4KXUOFZztHXA+l3w8YzGl8te5qP6j/jmom+Sn5Q/5HPYrXbuLLqTD2s/ZGfdzlP2JSxbhtjtdLz1dr/vzypIpqvNR0dz95DPqZRSE5UGXkqNUx3N3XQ0d/efWF/aE3jNxB/08+COBylMLeTGGTee2djXCc99E/b8L/QxMnVL4S2kxqWeMeplSUgg/qKL6Hh7gMArsnC33m5USqkoBF4iMkVE3hCR/SKyV0TuiWxPE5FXRORw5DG113vuF5FSETkoItcOtw9KxaLy/U0AA454WdPTsaWl8fShpylvL+fexfditVhPbWgMPPM12PEo/GEdPPUFaKs+pYnL5uKLc7/I2xVvc7Dp4Cn73JevxHfkCL6Kij77MSnXjcUmWkhVKaWIzohXAPhrY8xc4GLgbhGZB9wHvGaMKQRei7wmsu9WYD6wGviliFj7PLJSqk/GGHa/doK0nAQyCxL7bNMzo7HN18aG3Ru4ePLFXJZz2ZkN3/5X2PcMXPV9uOZHcOR1+OUy2Pn4KaNft865lQR7Ao/seeSUt7svDyfo9zfqZbVbyJiSSO2x1nO8WqWUmjiGHXgZY6qNMTsiz9uB/UAusAZ4NNLsUeCmyPM1wFPGmG5jzDGgFFg63H4oFUvK9zfRWNlJ8dX5fS5+bYzBdzgceD2y5xFau1u5d/G9Z7Y98CK88Q+w8HOw/Ntw6dfhq+9C5nx49mvw+GegpRyA5LhkPjv7s7xU9hIn2k6cPISjoAD71Hw6B8zzSqL+RDuhYN9V7pVSKlZENcdLRAqARcD7QJYxphrCwRmQGWmWC5T3eltFZFtfx1svIttFZHt9fX00u6rUuLbrlRPEJzuYdVFWn/sDVVWEurrw5mfy2L7H+OT0TzI3fe6pjWr3wR/XQ86F8KkHoScoS58BX3oRrv9XKHsPfnkJ7P5vAG6fdzs2sfGbvb855VDulZfT+f77hLzePvuTNS2JgC9EU/XQFuFWSqmJKmqBl4i4gT8A3zLGDJTMcebXc+hznrkx5lfGmCXGmCUZGRl9NVEq5jRUtFO+v5kLrpyC1d73P2FvZEbjn4LbAfjGom+c2qCrCZ68FRxuuPVxsLtO3W+xwNK/hK+9B9lF8Ozd0HycSa5J3Fx4M8+WPktdV93J5u6VKzFeL13btvXZn55Cqppgr5SKdVEJvETETjjoetwY88fI5loRmRzZPxno+S1dAUzp9fY8oCoa/VAqFux6pRx7nJX5K3L6beOLrNH4tO89bpt3G5Pdkz/eGfTD07dDe0046Erq/zikToXP/BosVnjzJwB8af6XCJkQv9v7u5PN4pdehDid/ZaVSM5w4Uywa+CllIp50ZjVKMAjwH5jzM967XoOuCPy/A7g2V7bbxWROBGZBhQCfX9NVkqdoqPZy+EPapl3WQ5x8fZ+23kPHaY92YEtJYUvL/jyqTtf+g4cfyd8ezFvyf9n77zDo6jaPnzP9t30hPRKQgm99yYgiFhRQUAEPhE7dkVfxa7YBcuLgiKgFMFCUZSO9BI6gUBCeu+bsn13vj8GArwkkEACQee+rrlmMzNn5kyS3fntOc/zey59Uc8Q6P4QHFoCeccI8wjj5qY3s/TkUkotpQAotFrcevakYsuWao1SBUEgIMpTzmyUkZH511MfI159gPuBQYIgHDy9DAfeB4YIgpAIDDn9M6IoxgNLgWPAX8Djoig666EfMjL/eA5vzEQE2g8Ku+hxxccPcsrXziMdHsFDc07W49FfYM9s6D0FOo6p/YX7PgNaT9j4DgCT2k7C7DCzOGFx1SHuA/pjz8jAlpJa7SkCozwozqnEZnHU/royMjIy/zDqI6txmyiKgiiK7UVR7Hh6WS2KYpEoioNFUWx+el18Tpt3RVGMEUWxpSiKf15pH2Rk/g3YzA7it2bRrLM/nk30NR7nsFkRUzIoDfVgVItRZ3eIIvz9kZSxeOObdbu4wRf6TIETf0DGHpr5NOOG8BtYmLAQk90EgFu//gBUbPm72lMENvUCEfLTyut2bRkZGZl/ELJzvYzMdUL8tmxsFicdh1y83M/arfNQO0Ta9roNtfKc6cjkTVBwHHo9LsVs1ZUej4JbAKx/E0SRye0mY7Qa+emElPGoCQtF0yyGyhr8vAKrAuxlPy8ZGZl/L7LwkpG5DnA6XRzemEFoS28CIj1rPM7isLBlo2Sf163fqPN37vyvJJza3XN5ndC6Q/8XIG0bnNpAe//29Aruxbz4eZgdZuC0rcTeOFyVF9pG6NzVePnryU+VR7xkZGT+vcjCS0bmOiApLp+KEisdb7z4aNfihMX4ZpQiqtVoo6PP7ig4AUnroNuDoNJefke6TATvCNjwFrhcPNrxUYotxSw7sQyQbCWw26nctava5gFRnvKIl4yMzL8aWXjJyDRyRFHk4Pp0fILdiGzjV+NxRquROUfm0LHUC33Llggq1dmdu2aBUgtdH7iyzqg0MPAVyDkEx1fQKaATPYJ68H3891gcFgydO6Fwc6vRViKwqSeVRhtlheYr64eMjIzMdYosvGRkGjmZJ0oozKig443hCIrq/IclvjvyHRXWcsJznehaneNSbyqWrCDajwL3ejAibjcS/FtJGY5OBw93eJhCcyG/JP6CoNHg1rt3jbYSTds3AeDk3rwr74eMjIzMdYgsvGRkGjGiKLJvdSoGTw0tuwfVeFxORQ4Ljy/kXp8boawcbavYszv3fQ8OM/R8rH46pVDC4NegKAkOLqRbUDe6BnZl7pG5WJ1W3Af0x5Gbi/Vk4gVNPZvoCWnuzYldudUKMxkZGZl/OrLwkpFpxCTG5ZF1spRut0TVWB4I4MuDXwJwv6oPwNkRL4cN9syB6IEQ2Lr+OtbyZgjrLrnZ28080uER8s35/Jr46yVtJVr2DKI0zySbqcrIyPwrkYWXjEwjxWZ2sP3nJAIiPWjdr9o68gCcLDnJqlOrGNtqLPqUPBAEdC1aSDuPLYfyHMlCoj4RBBg8Dcqz4cgyugd1p3NAZ7478h1iE2+0rVtRsX5DtU2bdQ5AqVZwYldu/fZJRkZG5jpAFl4yMo2UPatSMJXZ6D+mJYqLxHbN2DcDd407D7Z7EEvCcTRRUSjc3CTD1J1fQZMWEDO4/jsY1Q/8msHBxQiCwMMdHibPlMfypOV43jQM86FD2DKzLmim0auI7uhP4t48nHZX/fdLRkZGphEjCy8ZmUZIYWY5hzdn0qZfaJXxaHXszd3L1qytPNjuQby0XliPJ6A7E9+VvhNyDkLPR0HRAG91QYAOYyB9BxSn0Cu4F+392/PtkW8xDBsCQNnq1dU2je0ZhNXkIPVoYf33S0ZGRqYRIwsvGZlGhugS+XvRSbQGFT3viK75OFHks32fEWgIZGzsWJxGI/asLLRn4rt2fgV6H2g/uuE622E0IMChJQiCwKMdHiWnMoc/rfvRd+hQo/AKi/XB4KWRpxtlZGT+dcjCS0amkZGwK4fcZCO974pB56au8bjVKas5UniExzs+jk6lw5JwAgBdbCsoToGEPyTfLo2h4TrrFQZN+8OhxeBy0SekD2392jLnyBzchg/DmpCA9dSpC5oplApadA8i7UgR5nJbw/VPRkZGppEhCy8ZmUaEpdLOjl9PERzjRWzP4BqPM1qNfLj3Q9r6teX2mNultsePAUhTjbu/AYUKuk1u+E53HAulaZC+E0EQeKTDI2RVZLGzlQIUCsr++KPaZrE9g3C5RBLjZE8vGRmZfw+y8JKRaUTsWpGM1eSg/5iWFzVLnbF/Bkarkdd7v47ydMFr6/EEVP7+qDx0cOBHaDMCPGsWb2cw25zM3ZbC0M/+ZlNCft073eo20LjDoUUA9A/rT7sm7ZieNAuxcxuMf/xRrWeXX6g7TcLd5elGGRlIlgomAAAgAElEQVSZfxWy8JKRaSTkpZYRvzWL9jeE0STMvcbjDuQf4OeTPzOu1Thifc8apVqOH5eMU48sA1s5dL/4aFel1cHsLafo9+FG3vr9GKcKKlm4O73uHde4Qes7IX4F2EwIgsCnN3yKh8aDH0JSsKelYzkaX23T2J7B5KeVU5x9YVFtGRkZmX8isvCSkWkEOB0utiw+gcFTQ/fbmtZ4nN1p580dbxLsFsxjHc860busVqzJyZJxatxcCGwLYd2qPUe5xc5Xm5Lo9+Em3ludQKtgT5Y+3Iv7e0ayLakAs81Z9xvoOEYSewm/AxDkFsScoXM41FqPQwnZy3+qtlnzboEICoETu3Pqfk0ZGRmZ6xBZeMnIXGNMZTZWzDhAflo5fUc2R6NX1XjsvPh5nDKe4pUer2BQnw2atyYmgcOBLkALuYeloHrhwqnKFQez6PvBJj5ac4IOYV78+lhvfpjUg+5NfRnSOhCL3cXWxIK630REb/COgIOLqjZFekby2e1zOBqjJn/Vb+RXXBjLZfDUENnGlxO783C55BJCMjIy/3xk4SUjcw0pSC9n2fS9FKSVM/TBNjTvGljjsell6Xxz+BuGRA5hQPiA8/ZZE44DoDPvkeKt2o86b78oinz99ymeWnKQ5gHurHyiD9//X3c6R/hUHdO9qS+eOhXrjl1GsLtCIXl6JW8G41nT1Ja+LWk75hG8y5xMnzMeo9V4QdOWPYOpLLWSdaKk7teVkZGRuc6QhZeMzDUicW8ev360D4C7XuhyUdEliiLv7HoHtULNS91fumC/5XgCCjcD6pw/od1I0HpU7XO6RN5YGc/7fyZwW4cQFk7uQfsw7wvOoVYqGBgbwMaEfJyXM/rUYTQgwuHzpxXb3DERUachem8Wj61/jEr7+fFcUe390BpUJOySpxvriqOkBMuxY5gOHKBy124qtmyhbN06jL//QdnatdjzLiNZQkZGpkGpeU5DRkamQXC5RHavSGb/mjSCm3kx7KF2GDw1F22zOmU1O3N28kqPVwgwBFyw33L8ONoQLwRnEnSbdHa73clTSw6wJj6Ph/pH89Kw2IuWHxrSOpAVB7PZn15Ctyjfut2YbzRE9JI8vfo+UzXVqTAY8Bp0IwO3/c28/KNM2TiFd/u8S7C7lHGpUitp1iWAE7tzsY1xoNHJH0uXQnS5KPlxIfmffYZoNl/0WHVEBIYuXTB07YqhaxfUEREIp/82LrMZZ2mptBiNZ1+XGs/b7qqsRB0cjCY6Gm1MNJroaDTh4Qjqmn3mZGRkqkf+hJORuYpYzQ7WzY0n7UgRbfqF0O/eFihVFx94PuPZ1b5Je0a2GHnBftHlwpqQgFeMTQqoD2oHQEmljckL4tiXXsJrt7bmgb41B+2fYUALf9RKgXXH8uouvECablz1JGTth7AuVZs9b72FstWr+cgwiefzF3HLb7dwd/O7mdx+MgGGAFr2DCZ+azan9ufTqndI3a97Dia7iS2ZWyizldEpoBMx3jEohH/O4L41JYWcV6dh3rcPt/798B45EoVOj6DVoNBqEbRaBI0WV0U5pn37Me2Lo2LTJoy//QaA0s8PQanEaTQiWq01XkfQ61F6e6P08kJhMFC5axfGFSvOHqBSoQkPx9CtGz5jRkuJHTIyMpdEFl4yMlcB0SVyfGeO5NNVYWfA2Ja07R9aq7Yfx32M0Wpk9pDZVZ5d52JPT8dlMqHTl0DXlwHIKDYx4fs9ZJaY+XJMZ25pf2k/LwAPnZqe0X6sO5bHyzfHVo2M1Jo2d8KfL0qeXucIL7e+fVF4ehK7v4A/pv3B7COz+fnkz/yW9BujWo7igTYP4Bfqzp5VKcR0DqjzqJfJbuLvzL9Zk7qGbVnbsDrPCgovrRedAjrRJaALXQK7EOsXi1px/Y3UiE4nxfPmU/D55whaLcHTp+N15x0X/Rvp27fH7/8mIrpc2JKTMcXFYT54CBQKSVR5e6P09jotsLzP26bQai84n7OiAltKKraUZKzJyViTkjCuXEnp0qXoO3fGZ+xYPIcOQdBcfARXRubfjFCdsWFjpGvXrmJcXNy17oaMTJ3JTixl27JECtLLCYr2pN+9LQiIrLnw9bmsS1vHs5ufZXK7yTzZ+clqjyn76y+ynn6GqNvM6N87jqjSMeSzLeSXWZgzvis9ov3q1N8fdqYybUU8658dQLOAmv3EauTnSZC0Hp4/CaqzD+/sV1+lfPWfNN+xHYVOR0Z5Bt8c+oZVyavQKrWM9ZmEemVzAnuqaTbcA5VChVqhRqVQIQgCNqcNq9NatbY6rZRZy9iSuYWtWVuxOq346/0ZEjmEm6Juwl/vz/78/ezP38++vH2klaUB4KH24M0+bzIkckjd7+0aYU1KIvs/r2A5fBj3wYMJev011AEXTjlfC5xGI6W//kbJksXY09JR+vnhPfIefO69F3Vw7QS/jMw/EUEQ9omi2PWC7bLwkpG5PBx2J+ZyO3p3NSrNhSNRZUVmdv56iqR9+bj7aOk1IkbyrarlKFJuZS53r7ybcI9wfhj+Q42jNPkfvEPRvB9p+dEdKG79gJTCSgZ+vJm372jD/b2i6nxfOUYzvaZvZOqwWB69IabO7UlaDz/eDaMWQOs7qjZX7txJ+v89QOjMmXjeNLRqe6oxlVmHZvFnyp/0Tb6HVnm9+a3dpxS4Z9TqcmfE1tCooXQK6FTjtGKhuZB9eftYEL+AI4VHeKHbC9zf+v66399VpmztWrKfex6FmxuB017Fc/jwuo9EXgVEl4vK7TsoWbSIis2bQRRRR0ag79BBWjp2RNeihRwXJvOvoUGFlyAIc4FbgXxRFNue3uYL/AREAanAKFEUS07vexmYBDiBJ0VRXHOpa8jCS6YhqTRaSYrLR6kS0BhUaPVqtAYVGr0KrUGFudxOcU4FJTkmirMrKc6pxJhv4szbR6NTYvDSYvDUYPDUoFIrSNyXjwB0uimSTkMjUFcjzmrC6XLy0LqHOFJ4hGW3LSPSM7LGY9PvGYIjM4Xo3/+EJs2rRqw2P38DUU3cLuv3cdsX21ArBX59rE/dG7uc8FkbCGoP9y2t2iw6nSQOuAFD586EfT7zgmZZFVlkFeVy8IsyVG4Q/YCAEyd2lx2X6EKr0qJVSotGqUGr1KJT6ojwjKhTDJfFYeGlrS+xIX0D41qN4/muz1c7hdsYqNiyhYzHn0Dfti1hX36Byq9uo5fXCltmFuV//Yn50CFMBw/iLCgEQNDp0LVtg1uPnrgPGoiudetGKSJlZOqDmoRXfcV4zQO+BBacs+0lYIMoiu8LgvDS6Z+nCoLQGhgNtAFCgPWCILQQRfEy7LJlZK4MS6WdA2vTOLwxE4fddcnjBYWAl78e3xA3mnUJwN1Hi6XSjslow1QmLYWZFZjLbUR39KfXiBg8fHV17te8+Hnsyd3DW73fuqjowuXEkpyJe7QvNGkOwLakQkK99UT6GWpudwlubBXIjA0nKSi34u9xYazPRVEopSD77TOgLBs8pWB5QanEc9gwSpcuxVlaitL7fEuLUPdQQt1D8R2Tz5o5R/E6GUOnIRGXfQ81oVPp+GTAJ3wc9zE/Hv+R3Mpcpvebjk5V979TQ1K5Zw+ZU55E27wZ4d98jdKzdtPTjQFNWCh+Dz4ISFYojuxszIcOSULswEEK//tfCr/6ClVgIO4Db8Bj0CAMPXpUG1cmI/NPo16ElyiKWwRBiPqfzXcAN5x+PR/YDEw9vX2JKIpWIEUQhCSgO7CzPvoiI1MbbBYHhzZkcHBdOjarkxbdAuk6PAqNXoXN7MBqcmA1O7CdXmv1KnxD3PAOMKBUN2yGXHxhPF8e+JIhkUO4s9mdFz3Wsfc3nCbQdesv/ex0seNUEbe0C76ikYQhrQP5bP1JNhzPY3T3yxA/ncbBtk8lJ/v+z1dt9h41kpJFiyj44kuCpr1abdOYzv5EtfNjz6pkYjr549lEf7m3USNKhZKp3acS4h7CR3s/4sG1D/LFoC/w0flcuvFVwHz4MJmPPIo6LIyIb7+9rkTX/yIIAurQUNShoXgOHw6Ao6iIir+3SNmWK1dRuuQnBIMBjxsG4Dd5spwhKfOPpiGzGgNFUcwBEEUxRxCEM5GgocCuc47LPL1NRqbBsducxG/JYt9faVgq7DTt0IQet0fjF3o2iNzN69p96zbZTUzdOhU/vR+v93r9kuLJsmYuANp+IwA4kmWk3OKgT7MmV9SPVsEehHrrWXfsMoWXXwxE9YMDP0DfZyVne0DXogU+o0dTsngx3qNGomvZ8oKmgiDQf0xLFr25m78Xn+TWJ9o32HTU/a3vJ8gtiJe3vsz9f97PrMGzCPcMb5Br1RbLiZOkT34IpZ8fEXPnovK9DFuPRo7Kzw/vu0bgfdcIXFYrpj17KN+wgbI/VlO2+k88htxIk8cfRxcbe+mTychcZ1wLc5vqPkGrDTQTBOEhQRDiBEGIKyi4jPpxMv96Ko1WTu3PZ9uyRH7+II5vn9nC9p+T8A93556pXRn+aPvzRNe15oO9H5Bels70ftPx0npd/ODSDCxHDwGgayt5d21PkmJprlR4CYLAkNaBbEsqxGRzXN5JOo+HklRI23beZv8np6D09CTvnXepKcbUw1dHz9ujSY8vImlfw7qvD4kcwrdDv6XUWsqUjVOwOW0Ner2LYU1JIX3SJBQ6HRHfz0Ud2DgyFxsShVaLe79+BL/xBs02rKfJ449TuXMXKXeOIHPKk1hOnLjWXZSRqVcaUnjlCYIQDHB6febTMxM49ytlGJBd3QlEUZwtimJXURS7+vv7N2BXZf5JWCrtbFqYwA+v7mDe1O38NfsoR//OQqEU6HhjOCOe68ztT3UisGnjmr5Zl7aOXxN/ZVK7SXQL6nbpBru/xlqqQR0cWDUVtTWxkDYhnvi6XbmP0tDWgVgdLracLLy8E7S6DXResH/BeZuV3t74P/00pr17Kf/rrxqbtxsYhn+EB1uXJmKptF9eH2pJx4COvNf3PU4ZTzH78OwGvVZN2LOySH9gErhcRHw/F01Y2DXpx7VE6emJ/5QnzhFgO0m5404yn3wKe3a1j4krRhRFHDYnlgo7NstlfsmQkakDDTnVuBKYALx/er3inO2LBEH4FCm4vjmwpwH7IfMvojCzgj+/PkxFqZWotk1oOyCM4Bgv/MM9Gjw263Ips5WxPHE5Xx/+mrZ+bXms42OXbmQuhX3zsJgC0HWSRrtMNgf700tq5VBfG7qdLpq9/ngew9oG1f0Eaj20GyUJr+EloD8bP+U98h5KfvqJvA8+xH3AABSGCxMBFAqBgeNiWTZ9Lzt/TWLg/Q0b99M/rD+3x9zOd0e+48bIG4n1vXrTXM6yMtInP4SrooLIBfPRRkdftWs3RpReXvhPeQLf8fdTPH8BxfPmkTJqP+FffYm+Q4fLOqfN4uDU/gIS9+ZiLDBjtzqx21w4bM6qOReFSqDP3c1pd0OonG0p02DUi/ASBGExUiB9E0EQMoHXkQTXUkEQJgHpwEgAURTjBUFYChwDHMDjckajTH2QGJfHxgXH0epVjHiuM0FNLzFVd405VXqKxQmLWXlqJWaHmU4BnXi377u1c1Xf9z2uykpsRVY8T8fB7E4pxu4U6XuF04xn+N+i2cqL1Hiskc7jYe8cOLwMejxUtVlQKgl69RXS7htH4Zw5BDz1VLXN/SM86HhjBAfWpeMd6EanofWf5XguL3Z7ke1Z23lt+2ssvGXhVXG4Fx0Osp5+BltGBhHffSsHlp+D0ssL/yen4HnLcDIefoS08RMIeX86njffXKv2LqeLjIQSTuzKJeVgAQ67C09/PUExXqg1SlQaJWqtEpVGgVqrJD2+mK0/nSQ7sYSB97dCq5eLu8jUP/WV1Timhl2Dazj+XeDd+ri2jMy5RaeDor0Y9nDbBg2Qz6vMY2vWVrZkbiG+KB6Hy4FLdFUtztPfI3x1voR5hBHuEU6Yu7QO9wgntzKXRQmL2JWzC41Cw81Nb2Zsq7G09mtduw44rLBrFhZDdxAz0LWS2m1PLESjUlxejcUaOFM0e19aCd2bXsZ5g9tDcAfYPx+6T64qnA1g6NIFz9tuo/i7uXjfdRea8OqD2nveGU15sYUdvyahVCtoP7DhpuC8tF5M6zmNpzc/zbyj85jcfvLlnciYKRnJVuRDRd7p5fRrixFiBku/j/Ae5L33HpU7dhD87ru4de9evzf0D0EbE0PU0p/InPIkWc88izUlhSaPPlrjqFRpnon4rVmc3JOHqcyG1qCiZa9gYnsGEdjUs8Z27QaEcWB9OruWJ1OQsZdhk9viH+HRkLcm8y9ElvMy1zWWSjvr5saTHl9c66LTdcXpcnKk8AhbMrewJXMLJ0qkYN9gt2B6BPVAp9KhEBQoBAVKQYlCUCAgkG/OJ6s8iw1pGyixlpx3zgBDAE92epK7W9yNr66OgubwT1CRh7HsBgR1LvpOHQHJv6tblA86df2ZgZ4tmp17ecILpFGvP56D7AMQ2vm8XQHPP0f5hg3kvf8B4V99WW1zhVLBjQ+0xulwsfWnkyhVAm36NVwi9ODIwdwUdROzDs1iUMQgYrzr4N7vcsHeb2H9G2CvlLbpfcA9CNwDIKw7KDVwfBUc/Zni3GaUbDbhO/F+vO++q0Hu55+CyteXiO/nkjttGoWff4EtJZXgd96u8v4SXSLpx4s5vDGT9PgiFAqByHZ+tOwZRFTbJrUKNRAUAp2HRhIc7cXa7+L5+cM4+t7TnLYD5KlHmfpDLhkkc91SmFnBX98cobzYQr97W9S66HRdiC+M56WtL5FalopSUNLBvwP9w/rTP6w/zbyb1frDuMJWQWZFJhnlGagVavqE9rm8aSyXC77qjsOhJWm+Cc9bhhPy7rvkl1vo/u6Gyy/zcxEmzN3DwYxSPh3VgcGtAut+AnMpfBILHcfArZ9dsLtwzhwKPvmU8DlzcO/Xt8bTOO0uVn99mPRjxdw4oRUtezZcHcAicxF3rriTCI8IFty8oHbO9gUnYeUUyNgljWjd9B74Nj2vXmUVtkoqfvyAjI+W4R5iJmyQC6HzWOj5CPhE1fv9/JMQRZGib76hYMZM9J07E/DxDJJOWDiyOYvSPBMGTw1tB4TSum/IFY18mytsrP/+OOnxRTTrEsDAcbFo5KlHmTog12qU+cfgcokcXJ/O7pXJ6Axqhj3UluBm3pduWJdriC7mxc/ji/1f4Kf34+kuT9MvtN+lLR4amoQ/YMlYCoXxFCxeT9OVK9C1aMHyA1k8/dNBVj3Rl3Zh9dvH5IIKHl90gOM5ZYzuFs6rt7bGXVvHB9CvD8OJ1fBcAmjOL2PkstlIvu02BIWS6BXLETQ1Z2Q6bE5+/+ow2SdLGDKpDc27XoYQrCV/JP/BS1tf4vmuzzOhzYSaD3TaJZf+vz+U7u2m6dBh9HnTqv+LNSmJ1NFjUIeFEvXB0yiO/ADHVoBKB3d9A7G3NMAd/bMo+eMvdszaTEbwAJxKLYFNPWk/MIyYzgH1NuotukT2r01j98oU/CM8uP2pjnLcl0ytqUl4Nc40LxmZGjAWmFn+6X52/nqKqLZNGD2te72LrnxTPg+te4jP9n3GwIiB/HL7L9wafeu1F10A22fi8gineN1B3Pr0QdeiBSBNM3ob1LQJqX+LjGh/d5Y/3pvHbohhaVwGN8/cwp6U4rqdpPN4sJZJ4uJ/UGg0BL78MraUFAq++KJGby8AlUbJLY+1JyjGi/Vzj5F8sOH8/YY3Hc4NYTfw5YEvSS9Lr/6g7AMw+wbY+I4klh7fI43sXUR0OYqLyXjkUQS9jvBZs1C0vAHu+Q6e3A9NmsGSsbD5fWl0U6ZaclOM/LnXm9SwoTSpTKLrkRkMic2iRfegeg01EBQCXYZFcfPDbSnMKGflzINYzbLlhMyVIY94yVwXiKLI8e05bFuWiCBAv9EtaNkjCKvTSoGpgDxTHgXmAvJN+eSb8imyFBGgDyDGO4Zm3s1o6tUUg/rStQs3pW/itR2vYXVamdptKnc1v6vxxHak74K5N1Hq8X/kzFlTNTUniiK9pm+kS6QPX93X+dLnuQLiUot5btkh0otNPNQvmmeHtkCrqsU0nCjCF12kOKcHqvfuypk2jdJlP+M3+UH8n332or93m9nBipkHKcwolzJYoxtGFOdV5jFixQha+Lbgu6HfnZ1ydDpg68fSKJebP9zyCbS69ZLnc1mtpD8wCcvRo0T+sAB9+/bnH2C3wO/PwKFF0PIWGPE16BqX39y1xGFzsntlMoc2ZODmrWXguFhCgiDr6Wcw7d2Lz/33E/jiCwjq+s9GTT5YwJo5R2kSLo98ydQOeapR5rql0mhl848JpB4pIrSlD4MntELvreL9Pe/z04mfLjher9Ljq/Ml35SP3SUZbwoIhLiH0My7GUFuQWiVWrRKLRqlpmqdWJLIL4m/EOsbywf9PyDaq5F5KS0eg5i2i5Sd7cHlounKlQiCQFJ+BTd++jfT72rHmMsp71NHKq0O3l19nEW704kN8uDLsZ1pFlAL9/9tn0lB50/EVRX0PhfR5SL37bcpXbwEn3HjCPzPywiKmkcvLJV2Fr2xi4AoT259/PK8nWrD8qTlTNs+jUc6PMLjHR+HolPw60OQFSf5lA3/CPSXHnUVHQ4yn36aivUbCP30k6q6hRceKMLub2DNf8CvGYxeJI2E/cvJTixl4w/HMeabadM/lN4jYqpirkS7nfyPP6Z4/gIMXbsSOuMzVE3qx1blXM6IL/8ID257UhZfMhdHFl4y1yVpR4tYP+8YdquTXnfG0H5gGFaXlalbprIxYyN3N7+bjgEdCTAEEKAPIMAtAA+1B4Ig4HA5SC9PJ7k0maTSJE6VniKpNIlCcyE2pw2b04ZDPH/aYHzr8TzV+Sk0yit3fq9XCk7AV92pDJxA+sx1BL/7Dt533w3AvO0pvLHqGFtfHEi476VH9eqLTSfyeX7pIWxOF1+O7cyAFpeoLlGeB5+2gl6Pw9C3qz1EFEXyP/yI4u+/x+ueuwl+800EZc0jartXJRP3Ryr3vdkT78CGuXdRFHltx2ssT1rOFxF3cMOO70CplhIF2t5du3O4XOS88irG334j8D//wXf8/ZdulLIVlk2QRtfungMtbrrCO7k+Kc0zcWhjBke3ZOHpp2PguFjCYqvPsDWu+p2cadNQenkR9vnMyzZbvRjJBwtYM/so/pGy+JK5OLLwkrmucDpd7F6ezIF16fiFujF0Ult8Q9wos5UxZcMUDuQfYGr3qdzX6r4ruo7D5cDmtGF1WlEIisYRx1UdKx6HIz+TkXoL5uMnabZxQ1Ua/YPz40jML+fvFwZe9W5llZp5cH4cJ3LL+M/wVkzq2/TiU7NL7oOM3fDMMVBVL25FUaTwiy8o/O8sPG+9lZD3pyOoqn+4VRqtLPjPDtr0D6X/vS3q45aqxWLMZPzyEWQ6TSxRRhBx57fgVbssWlEUyX//fYrnL6DJE0/g/8Tjtb9wabr0O8s9DLG3Qv8XIKTjZd7F9YPN7CBpXz4JO3PIOWVEEKDdDWH0vDMGtfbiU9uWhAQyn5iCPS8P3/vuw+/hh1D5+Fy0TV2RxZdMbZCFl8x1Q1mhmbXfxZOXUkab/qH0vacZKo2SfFM+j6x/hBRjCu/1fY+bm9bOvfq6pywHZrbHGnoXyR9uocmUJ/B/XHp4250uOr21jts7hvDeiHbXpHsmm4Pnlh7iz6O5jOwSxjsj2tYc93VqE/xwJwx+Hfo9e9HzFs6eQ8Gnn+IxZAihn3xcY7bjuu/jSTlYyIT3+zTMAzB1OyybQJa9gnvDw/D3DGfh8IW1ihkEKJw1i4KZn0vxR/95ue4xgzYTbJ8Ju2dJ5qvNb4IBL0LYBZ/njQ6HzUlpvpmS3EpKck2U5lZSmm9GqRJw99Xh7qPDw1d7eq3DUmknYVcOyfsll3mfIAOxvYJp2SMIN+/aW0M4S0vJ++BDjCtWoDAY8Jv0AL7jx6Nwc7t041pyRnw1ifDg1sfbo/doZKPkMtccWXjJXBecOpDPph8SEF0iA+9vRbMuAQCkGlN5eN3DlFhLmDFwBr1Del/jnl5F1r4KO78ix/x/GFdvoNnmTah8pamWfWnF3D1rJ7Pu68zN7RrO1+pSuFwiMzYk8vmGRLpE+vD1uC74e9TwoPxpHCSuh8d3XdKzqnjBD+S99x5uA/oT/sUX1Yqv/LQylk2Po+/I5nQYXL37/WWTuB5+ug+8I2DkfHY4Snlk/SMMazqMD/p9cEkRVbxwIXlvv4PXHbcTPH36RWPWLonFCHtmw86vwFwCMYNgwFSI6Hn552wAXC6R+C1ZHNyQQVmhuaoOIgJ4+unwDjDgdLqoKLZSUWLF6Tg/e1NrUNG8ayCxvYIJiPK4ouQWa2Ii+TNmUrFhA8omTWjy6CP4jBx5UcuSupByqIA138bj5qXhtikdG2y6W+b6RBZeMo0au9XJzt9OcWRzJgGRHgx9sC1e/noAjhYe5bH1UuHoWTfOok2TNteyq1eXjD0wdxiOmBEkfbQPr9tvJ/jtt6p2z1h/kpkbEjkwbQjehmv/jfuPwzk8t+wgvgYNcyZ0pU1INVO3xiz4qjtE9oaxSy9qvQBQ8tNScl9/XZp2/PCDasXLLx/uw1Rm5b63eqG4nJqS1XFsBfw8CQJawf3Lwc0PgDmH5/D5gc+Z2m0q41qPq7G5cdUqsl94EfdBgwibOaP+Mu2s5bD3O9jxBZgKpaxKj2DwDJHWHsHgGQweIafXwZJ7/lXIzi3IKGfzwhPkp5YR0tyb0JY++AQZ8AlywztAj0pz/kioKIpYKuyUF1uoKLECENHGF1U9Vl8AMB04QMEnn2KKi0MdFobvxIl4DBmCOjDgis+dm2xk9azDuFwiwx9pT0jz+rW3kakfHDYnhZkVFKSXU5hZwYCxLevvs6IGZOEl0yixWRwc/TuLg+vTMZfb6TA4nF4jYqq8eDLKM7h31b14aj35+saviYDRbccAACAASURBVPKKurYdvpqYS+HrfiBAofIBCr6aTfTvq9A2O5vhNvLrHdgcLlY8UbPj+9XmaJaRyQviqLA6+HFSDzqEV/Mg2vmVlLU3agG0vuOS5yz8ZjYFn32G78SJBL409YL9iXF5rP02nuGPtqNph0sE+deGg4thxWMQ1k0Sh+dkLbpEF09vepqtmVv59qZv6RLY5YLm5Rs3kjnlSQxduhA+Z3ZVPF69YquEg4sg9wiU50hT0uXZYCq68FiVDjyCTouxEGh9O8TeBlcyAncOdquTPb+ncGhDBjo3FX1HNad518DGY8WCJPIqt22j4LMZWI4dA0FA37EjHkOH4jFkCJqwy698YSww8/uXhygrMjN4QitadAuqx57LXAqX04XN4sRudWKzOLBbnNjMDkrzTRSklZOfXk5JrgnRJekdnbuaUf/phoevrkH7JQsvmUaF1ezgyKYMDm7IwFrpIKK1L11vaUpwzNkRErvTzoS/JpBqTGXpbUsJ82i44siNDlGEZRPh+Cpc41aRNOEldK1bETF7dtUhFVYHHd9cy0P9o3lxWOy162s1ZJWaGT17J6WVdhZM6k6niP8JbnY6YM4NUFkIT+wF7cULEYuiSN6771Hy448EvPACfpMeOP90Thc/vroT70ADdzzd6co6v/dbqbZk0wEwZvEFTvsA5bZyxv4xlnJbOYtvWUyw+9lp3rK1a8l67nl0LVsSMe97lO61sNqoTxxWKM89LcayT7/OPi3McqH4lLTPvxUMeAFa3wm1KYlUA6lHCtmy+CTlxRZa9w2h14gYdG7176NVn1iTkihbu5byteuwJiQAoGvTBo8hN+LWuze6Nm0umk1bHZZKO39+fYTsxFJ63BFNl2GR10x4luaZSIsvwulwodYoUWmUqLVKVBoFao0S70BDnWLmrjW5yUayE0sxl9swV9gxl9uxVNgwlduwVNhx2Go2G9Z7qPGP8CQg0gP/CGlx99Felb+NLLxkrjmiKGIqsxG/JYtDGzOxmR1EtfOj6/CmBDa90CTyk7hPmBc/j08GfMLQqKHXoMfXkLjv4fen4cY3KM2LJOeVV4iY+x1uvaXYNpdL5N3Vx/luWwqLJvegd0z9exZdKdmlZkbP3kVJpY35k7rT+X/FV2YcfHsj9HwUhk2/5PlEl4us556j/M+/CPngfbzuOH+kbN9fqexanszoad3xC71MsbN9Jqx7DVrcDCPngbrmb8RJJUnct/o+FIKCxzo+xujY0Zj+XEv2i1PRt2tH+JzZKD0uLiivCS4nxP8mmb8WnoAmLaDf85I1hrL2yQmiKLJl8UmObsnCJ9iNG+5rSUg9V5G4GtjS0ylft46ytWuxHDoMgMLDA0P37rj17Ilbr55oYmJq9aB22l1sWHCcxL15tOoTTI/boq+KwBFdIvlp5SQfKiDlYAEluaaLHq9SKxhwX0tiG7DeaX2QdbKEvX+kknWiBAClWoHeQ43eXYPeQ4PeQ43OXY1Wr0KtVaI5Z63RKvHw0+HmfXVEVnXIwkvmquFyuigrtFRlMpXkSdlMJbkmrCbJNyu6oz9dh0fhH1H9g2lr5lYe2/AYo1qMYlqvaVez+9ee/ONSGZqIXrjuXkjynSNQGAw0Xf4bgiBgsjl49qdD/BWfy309InjnzraNakrnXHKMkvgqqrAx/4HudIn8H/H1+7Ow73t4aDMEX9pzyWWzkfHww5j2xhE+67+49+tXtc9SYWf+y9tp0SOIgePqOAIoilLZn60fSwJkxDeSV9clSDWm8v7e99metZ2Rp/y55+dc3Dp3Iezrr1G6118GXYPgcsHxFfD3R5AfD77R0PdZaH9vjVYf53Jsezabfkig/aAwet/VrF5L9VwrHIWFVO7ejWnXLip37sKemQmA0r8JfhMn4jtx4iVHwkRRZM+qFOJWpwLg7qMlsKkXQdGeBDb1wj/C/Ypj2JwOF6V5JoqyKsg5ZSTlUCGVpVYEhUBIc2+iOzYhqn0TdG5qHDYXDps0DeewubBZHexbnUrWyVJa9wmm370tLoi9u5aIokhmQglxq1PJTixF76mh89AIWvUORqNXNdrPuuqQhZdMvWOzOKpSxM8IrJJcE8Z8Ey7n2f8rg6cGnyAD3kFu+AQaCIv1ueiIRL4pn3tW3oO/wZ+FwxeiUzXsPHyjwm6G2QOloOlHtpM3awHFc+cSsWA+bt27k1dm4cH5ccRnG3n1ltb8X5+oRv9BlGu0MGbOLvLLLMx/oDtdo84xvzSXwpddwSscHlxfqykvZ0UFaePHY0tJJXLe9+eZZG76MYETu3OZOL0POvdaTnfZLZJP2tGfpZqSt86o09SbKIrsmv0OnjMWcTRS4NCzw3iqz1QC3RqugHe94nJJBcz//kDyC/MMhV5PSL8LbfXv0+KcSpZN30tgUy9uf6pjgwcpXytsmZmYdu2i7K81VG7bhr5LF0Len44m/NLZswXp5WQnlpKXYiQ3pYzyIgsACqUgjcIoBBQKAUGQakIKgoBCKaA1qNC5qaXFXV31s6nMRlFWBUVZFZTknv2MVWkURLTxI7pDEyLbNanVNK/L6WLPqhT2/ZVGk3B3hj3UFi//a5+RmX6siL2/p5CbXIabl4ZON0XSpm9IoxKGdUEWXjKXjc3ioCTHRHFOpbRkV1KcU0FFsbXqGEEh4OWvP53BZMA7UMpk8gkyoDXUPt7D6XLy0LqHOFJ4hCW3LCHau5GV7Wlofn8G4ubCuF8wW4JJHTUK73vuIfitNzmaZeTB+XGUW+x8MbYTg2Kvkwc7kvgaO2cXeWUW5j3QnW7niq/Dy+DXB6V6h90erNX5HAUFpI4Zi6uigsjFi9A2bQpAUVYFS97eQ887o+kyLOrSJ6rIl4pSZ+6VvMX6PlPn7L8zlhH6fn34a3J75pyYj1KhZHzr8QyMGEgr31YohOtgNEgU4dQG2PoZpG2TMiG7Pww9HgbD2b+Xw+7k5/f3UWm0MvrV7tdVrNDlIooiZStXkvv2O+ByEfDyS3jfc0+dvvRUGq3kpZSRl2KkstSGyyWCKOJySecXXSIup4jVZMdS6cBSacdaaefcR7S7jxa/UPfTixt+oe54Bxoue7Qx9Ugh678/hugSGTShFTGdrjzL83LZvyaNnb+dwt1HS5dhkcT2Dq737NarjSy8ZGqFKIqUF1vIPWUk55SR3GQjRZkVVW9+pUqBd5AB32A3fEPc8A1ywyfYgGcTfb1MNXx96Gu+OvgVb/V+ixHNR1zx+a4rjq2ApeOh9xTEga+TMnIUzqIiov/4nQ0ZJp5achAfg5rvJnajVfD1Vzg5r0wa+co1Wlg0uScdz2Q7iqJkqpp1QAq096idoLSlpZE6ZiwKD3eiliypcidfMeMApXkmxr3TC6XyIv+Tecdg0b1QWQB3zZYy/eqAKIoUz/2e/I8+wn3wYEI/+xSFRkNGeQYf7f2ITRmbAPDWetMzuCe9QnrRK7jXeYH4jZaMPVJtzROrQW2AzhOg9xTwCmXLkpMc2ZzJLY+3J6pd44stbEjs2dlk/+cVTLt24T5gAMHvvI3Kvx6yaGtAdIlYzQ6sJjtag7pBkhbKisysmX2U/LRyOgwOp/ddMSgu9r6pZ0RRZPfKZPb9mUbzrgEMntAapfo6+KJSC2ThJVMtdquTgvRy8tPKyE0uIzfZSGWpNJKl1ioJbOpJUIwX/uEe+Aa74emvb7BphbjcOCatncTNTW9met/pjX4KrV5J2wGLR4NvDDywhsK58yn49FNCv/ichepoPlyTQPswb+aM70KAx/U79ZpfZuHur3dQaXXy8yO9iPY/PZVVdAr+2wt8m8I9cyGwdl5tpv0HSJ84EX2HDkR89y2CRkPK4UJW//cwQx9sQ/OuNYi4xHWw7P+kjMUxiyG0c53uw1FSQu7rb1C+di0ew4YR+tGHF/h0FZoL2ZWzi53ZO9mZvZMCcwEAUZ5RNPNuRrhHOGEeYYR5hBHuEU6wWzAqRSMrPZN/XEo4OLwUFEqSg5/nz7hudBgcTt+RFxY6bwgKzYVsztiMTqUj1D2UELcQ/A3+12wUUXS5KPlxIfmffIJCryfojTfwHHZ919F02l1s/yWJI5szie0ZxKAJra7K568oimxblsjhjZm07hPMgPti/1HT1rLw+pcjiiLmcjtlRWYKMyrITysjP7WM4uzKqtEsd18twTHeBEV7ERzjhV+o21X75lNkLmLU76PQq/T8dOtPuKkbeWByfSGK0oNtw1vgEwn3/4a1VCTljjvR9e/P+z0m8ld8Lre2D+bjkR3QXedD7wCphZXcPWsHOrWSXx/rTaDnaSF5ahP89rAU9zX0Heg+uVbTfsZVv5P9wgt4jRhB8Hvvggg/vr4LN08Nd73wPx5boii5v//1kiTuxvxU65qLZ6jcuZPsqS/hKCkh4Omn8f2/iZd0pBdFkVOlp9iRvYO9eXtJK0sjqzwLm8tWdYxSUNKuSTvGxI5hSOQQ1LUI7r9qlKRSvm4WP23qg6cqj7sHHUU54GlJKNcSURRxuBw4RAc6pe6iD3ab08bfmX+zImkF27K24RSd5+1XK9QEuwUT4h5CsFswAYYAAgwBBBoCCTAE4G/wx1fn26DizJqcTPaLU7EcPYrHsGEETXsVlZ9fg13varBnVTJ7/0il802R9BoR06DXcrlENi9M4Pj2HDoMCqfPyGb/uC/bsvD6B+FyiThsUoaK3eqQjOMs0vqMeZzV5KC8yEJZkYXyIjPlRRYc9rNeJzo3NQFRHgREehIY5UlAlCcGz2vjfJ5WlsZj6x8jz5THgpsX0Nqv9TXpx1XHXALLH5Omc1rfAbd/iahxJ33CREzHE3j5jlc4Ylbz0rBYHux3ieLT1xlHMo2Mnr2TcF8DSx/phafutMioKJAC3RPXQIthcMdX4Hbp6ayCL76k8Kuv8H/2WZo8NJmD69PZ/nMS977ajSZhpzNn03fD+jcgfQe0HA53zakxeLw6XDYbBZ/NoPj779FERxP68UfoWtf9f9Vid2I02yk1WUkz5pBqzCCzPIMcUybHy7ZhdOSgwYsm4kA05l5UVhqosDpw16rw0Kvx1Knw1Kvx1Knx1KtQCgJ2pwu7U8TudOE4vbY6XVRaHVRYHFRYHVTaHFRanZhsDmKDPBkUG8Cg2ADahHhe8n/L5XSx/LMDFKaXMarvJrxPzAKXE2e7UeR1uIcMvTsZFZlklGeQUZ5BZnkmeaY87E47DtFRtT6Dm9qNpp5Naep1/mJxWFhxagWrU1ZjtBoJ0AdwW8xt3BJ9C0qFkuyKbLIrssmsyCS7Ipus8ixyTbkUmYsQOf9ZplfpebTDo4xvPR7lFfiUXQzR4aDou7kUfvklCjc3Al99Fc9bhl+371VRFPl70Qnit2Y3TAmu0zidLtZ/f4ykuHy6Do+i+23/rM+3M8jCq5HgLMnBYlFgsuuxVDiqDODM5TYsJgcOq1NK/TVbsVeU4aisxGG1Y3dpcYhq7A4lTmft/kG1bio8/fR4+Onw8NPh6ScVovUNccezycW/cV4tDuQf4MmNTyIg8Pmgz+kY0PFad+nqkH1Aiucqy4ah70oBzIJQVR7nv11HszO2N1+M6UyvmOv7W3RNbE0s4IF5e+kc4cP8B7qfHc07Myq1dprkGD/ia6ku4UUQRZHs51+g7I8/CJ05E03fgcx/aTstegYx8EYXbHxbErhuAVKB6a4P1Clz0ZqURNbzL2BNSMB7zGgCX3wRhV5f6/aiKLIruZiFu9NYE5+L3VnT564LN69TaHx34NAdRxCV+Ct60Fw3DJUjkjKLgzKznTKLnTKz9FpERKVQoFYKqJUKVKfXGpUCd60KN40Kd51Keq1VolYq2J9WwqFMIwABHloGtgxgYKw/fZv74669cLrzzEjIoAmxiC1K2Zu6gbiTy9lnyaX8nNE+laAg1C2EMK9Igt2C0Sl1qBSqqkWtUKMQFBSYCkgxppBSlkJuZe5519IoNAyKGMQdze6gV3CvWokmh8tBobmQfFN+1bIzeyebMzfT3r89b/d5m2ivhkvUsSYlkf3KK1gOHcZ98GCCXnutXsoRXQtcLpE1s4+SfLCAoZPa0Lxb/SbxOOxO1syJJ/VwIb1GxND5psh6PX9jQhZeVwHRJVKcW0nuKSkg3Xw6K8VSYcdSWoal0oHdVf2okiCIaLUu1IIFlasCtbMclWBBrbCg0qhQu8pRiRXSfsGCWmFHZXBH7eGFxssTtZcfGl9/NH7BqP3DpNf6RjRVUQ1/pfzFK9teIdg9mFmDZxHu2TDfrhoVoghx38FfL0siYOQ8CO8GgCUnl5M330K8ewhLx0zlv+O6EOxV+4f79ciKg1k8teQgN7cN4suxnVGeG9+RexR+mQQFCdBpHIR2AZ+m0vSWZ9gFZp8uq5X0CROxJCQQ+cMP7NxtIfFAMRP9JqLVK6HPk9DzsWqd6C9G6a+/kfvmmyjc3Ah+5x08Bg2sdVujyc4v+zNZuDuNUwWVeOnVjOgUSvNA99MjVheOYGlVktBINaay5MQSlictp9JeSRu/NoyOHc2wqGH1YrFSUG7l75MFbErIZ8vJAsqtDrQqBYNiA7itQwiDYgPQqZXs25fArm+zMEZk8HvkbMrt5YAUq9bVry2t7Q4iClMIT99HYGUxSkEh/a2a3SgtIZ0uKnJNdhOpZamkGFOwu+wMDB+Il7aaGp91RBRFVqesZvqe6ZjtZqZ0msL9re9vuNEvp5Pi+QsomDkTQasl8KWX8BpxZ71+wRVF8bwRRLvTjkt0oRAUVYtSUEprhbJK6NYVh93JypkHyUsp49YnOhDeyvfSjWrBue7+A8a0oO2Af3Y1Ell4NQB2m5P8lDJyTmcA5qUYqwxCNTolencFOrEYnTkNnasAnU5EG9YcvbsKvSMHvTUNvTkRfcVxtKIRQRBB5y3VhwvvDmFdIaSz9K1fFKUabEVJUiBy8SnpdUkqlKZL01bnonaTPvDCu0nnC+sG7o3jG5goisw9OpcZ+2fQOaAzMwfOxFt3/TleV4vdAsXJUHhSKstSkSdZFlTkSUt5HlTmQ7MhUibd6TT99KJK4sZPJjrlCGuf/4ynxw9C8w8wpKwN321L4e3fjzGuZwRv3/E/ZrB2szTytX8+OM/GQ6FQSd5fPpGg1IDoApcTR4WV1PmZuBwiHgPd+LViOv06nKT9hFHnWSLUBtHpJP+jjymeNw9Dz56EfvRhrTLYXC6Rfekl/LQ3g1WHsrE6XHSK8Oa+HpHc2j64znF6FbYKVp5ayZITS0gxpuCl9eKuZncxquWoeiujZXe6iEstYU18LqsOZ1PiSMbgfZwgQw43Hx6HSV1GXO+f6RTagW5B3ega2PVCnzKXUxrJTVovLZlxgCjZUsQMkkRYzOBaZ63WvvNm6T1XdPozsfiU9NoomZ8WqlS8pRfZpHbRwaXibac3TQ2B4B0hLT6RZ1/rvK+4mLgtNZXsV1/FHLcPQ48eBL02DW3MhfFSTpeTnMoc0srSqpbsymxMdhMWhwWTw4TZYcbsMGNxWLC5bDhcjmquWA2iSFAJFHkAWg1apRaNUoNGKb0+I8jOFWuCIKASVOjVetxUbnjghe+azigqtOhH5KMOdOIQHThcDuwuuxSvd7o/QW5BhLiFEOoRSqh7aLUxuuXFFn7/8hCleSapnmX3f349S1l41QNOp4v8lDIyT5SQmVBCbrKxysTOJ8hAcJhAkK+RYLdUvIo2IyT+KQmmZjdKUxvNh1ZfksPllKacnDbJPfpy3viWMjBmSCKsNB0KEyFrn2SIeObN6h0BYd0huD34x0qLV3i9FcqtDQ6Xg3d3v8vPJ3/m5qibebvv22iV9eMDJAXvilgdLix2JxUWx9kpGYu9aopGFMHboMbboMFbr8bHTSP9rNfUXuy4nJB/DLL2SyKrMFFal6ZJIuAMChW4B0qi1z1IWod0hM4TQaHAYneycOEGvOfMoHVRCnljH+KG156pl9/H9cT0P4/zzd/JPNCnKf8ZHovqf5M6zrxHSlKhJAWKU6R1abq0T6EEQQmCAmuRk9SFOSj/n707j4+yPBc+/rtmy74QkgAhCUlYZAkQICzKIosoLgXrVq3aarW2PbZHu5zT6ttzurzH1vqe09b22HLscmxrq7V1LQouiICgQNgTIBDWhCUkhOyZ/X7/mAlGCEgyk0nIXN/P5/nMzDPPcz/3PUmeXHOvibFsmfcEXlsCd3xvepdqHnxNTRz9xjdpWbuWAXfeyaDvfPucUYtnKz/RxKvbjvLqtmMcrW8j3mHlxklD+ey0XAqHhqcGZ+OJjTy/53lWVa7Cb/zMzp7Np4Z/iiuyriDZ0f0pRjw+D5uqN7HqyCpWVa6iurUauy+WJTv+hUR3Ci8PauT6aYXcc0XexdfCttbB/nehYmUgEGs5Gdg/eDwMHBnoXxeTDI7E4POkwM+w7XRwqws8ttYFBlx4neD3BNb59Lk/eu5u+vh1EwcFRgcPGAYI+D0Yr4vXPbX82HcMF4a5XispzhaSvE6S/H6S/IZkv59YewLOzDG0ZYyibWA+bfa4M4GP13jxGz9+48dnfBhjznT6t1ls2MSG3WoPPDdWclftoeC59VhdHvYsHEXJtfk027y0eduoaauhsqkSj99zJttxtjiyk7JJsicRa4slzhZHnC3uzHOHxRFIXz5qtrVZbFjFip9AvhyHqxnwfhlp7+8i7kQ9nsRYqq68jP3zR1CfFoPL58Ltc+Pxez5WBj9+/P5AuVo9rbR4W2hxt+BvsXDN1i9hNXZeGfdzGuNqz+S3vbw+v+9jg0QAUmJSyErIIi85j+Gpw8l2D+fE3+z43XDtl8eTPTo8NWh9XZ8LvERkEfAkYAV+a4x5/ELH90bg5fP4qals4vj+Bqr2nOZYRT1elw8EMrJiyE46RJZlC4O9HxDbtAc6jrxJHAxFdwTmv+nCyJ+w87TB8R2BCSKrNga+hTYe/eh9ewJkjAosmJs1Ccbf0uWagYvR7G7mzUNv8sLeF9h1ahf3j7+fr036WqfV4MYY6ls9VJ1uo+p0K1Wn26hrdQcDp459XDw0u7y4vH5cHj8urw9/iL/OA+LtDEqOZXBKLIOTY8lMDjyOSDUUmn3EnyiBIx8GPsf2G74tNvCPJH1kYN279ODzlJzAN+jzBLarN++n7LH/x5xda3DHJzLw618n967b+0Tfu0gzxvCDf+zimfWHmD0ynV/eMYnU+O4P9mjdspWj3/omlf5h7B59N4u/Op6cwoubb8l96BCVX/kn3JWVDP63f2PAZ24777HHG9p4ddsxXtl6lD0nmrBahFkj0rlxUhYLxw7utL9UOJxoOcHf9v6NF/e+yCnnKaxiZVLmJOZkz2FO9hwKUgo+8feowdXAmqo1rK5azbqj62j2NBNrjeWKrCuYlzMf68ocKrfXk71kGCtO1bOi9AQWEW6YMIT7Zxd0LZj0+6F6ZyAA278qEES7m8HVDJ6Wc4+32AI1ZXFpgftR3ACwxQRqNy32wBdYqwMvVly2ZFwp+biS82lNGobHloDXF/gS5rBaiLFbiLFZiLFZafKe4lfbf8aeut00eRppdDddVC1SnMWOzerAYrFh4eO1RMCZ0Zpe/0fNgH7jZ2CbjTvf8zNrm5vTKTbeXDyEA0WZpMUNZFjKMIYlDSM3OZe85DzS49K79bfvPnKExjeW0/jGG7j27gWLhYQZ00mcO4/WkhKaVq4Ev5+EObNJ++xnSZg9+9xRuMYEaghPVQSDWl/g/5nxc6rWx8svJWMMzFgAl01OxR4/EIlLhZhkjFioc9YFBju0HP3YAIhDDYcwR+O4pvx+vBYXb477HalZsYxOG82c7DnMzJpJoiMyi8j73W5c5XtxlpXhLN/D4O9+t8sLoXdVnwq8RMQK7AUWAlXAJuAOY8yu853T04FX+8Sh1QcaOXGwgeqDjdRUNuH3Bj6f1EHxZF+WSnb6KYbW/pHYir8HfjkHF8LAEYEtbXjw+fAeCV7Cpu001JQH5uip2RN8LIfmE2CNgXE3BmrocqaHVO3uN342ntjIqxWv8s7hd3D6nOQm5nHDsLsZlzyPUy0uTjW7qWtxc6rZTU2zi6PBYKvFfdbwcauQEmcnKfbjfWISY2zE2i3E2K3Bm2vgBhtjt5AUa+vQjybQf6Z99NzpVjf1rR7qWz3B527qWjycrq/DWldBXON+UlsOk+U9wnA5xgg5ilUMfoTjMQXUp0/Gnnc5Q8bOJmnIiC7VGh6ta+Glx5Yy9e3nSPK04rr+00z8t3/FmhJ6rcil7q+bjvBvr5QxKCWGp+8uDmmiWF9TE8f+43HeqJ1Ouu8EN3x3PjEjRlzwnOZ16zj69W8gFgtDf/EkCdOmnXOMx+fn3T0neW7jEVbvrcEYmJSbyo1FQ7l+whDSEyM3k7vX72VHzQ7WHl3Lmqo17D29F4ChiUOZnDmZOFvcmVqS9toYYwwl1SVsO7kNn/GRHpfOldlXMjdnLtOHTCfOFndmFvHLbxrO5KsDnZ8r61r5/bqD/HVTJa1uH5cXDOSLc/KZOyoztLmX/L6PgjC/NxBkxSSBCF6fn9JjjZQcquNofRs1Ta7A1hx4bHJeZNPbWWLtFjKSYkhPdDAw0UJqopfEOB+JcT7S4xPI5TS5p3eQeWIjCVUfYm0PDhMHB2rszmwTAq0Unfz9t/e9AmjdsoUTP/ghrvJyEmbNYtCjjxBT0PXO/t66ukDgULYr+FiG59gxAOImTyb5uutIvubqjzWJe06coP6vL3D6hb/iO1WHPWsQaYtnM6A4HandCzXB+7+7+bzXPe3N4t2Gr3HCM5q8mE1cmbyURGtd8MNMgZTcj5prO2z7DqXyzrP7iR1oIfnGBg77K6ior2BH7Q4aXA3YLDamDprKlTmB37+hiV2b2uVsfpcLX309vvoGfPX1uA/sx7lrF21lZbj2VYAnUMNoSU6m4JWXsWdlhXS9T9LXAq/Lge8bY64Jvn4EwBjz4/Od09OB1y/vfRiPnQ2dagAAIABJREFU2xl8ZRDcgAfEg+DGYlxY/W4sxgcIPosDn8WOuRSWArlIYvxY/W6sfg9gMGINlFNsXQ7A/MbgNU78+BAjYGLw+x3g76QGQMAqgkUEm1WwWgSbxYLNItjEh83nRAjn76kJfAM3nWwdv/2KgMWGsdjxiQ03Dtr8Nlw+g69D1ZrVEsi33WLBZg2MLrNZLRBs+vSZwPHtm725kXivC29cPAkF+VgTen+NtL6k2ellb3UTPr+hICORgYmhTXNSX3ma1lZIbj5MzNDB2AcNhuCvs/H5MU4nfqcTf0sL3upqLLGxxIwaicR8PIByefycbHJS0+TC7TM4rEJmUizpSTHE9pGZtt0+Nw2uBhpcDbR4WjCYwHI0HR4h0KyVGpNKakxqoD9Ohz9vZ4uXU0ebiU+yM2Dwx98D8PoMJ5tcnGhw4vb5ibFaSIm3kxpnJyXe/vEBEl1kDLS4vGdqtpucHtoHgFpFcNgCIzY/2gRbcJ1DEQLrHdJ+uxIMBr8JDHzym8Bzf/Dv0e3zB6bh8Aam3/Ccp7rciiHF4iTR4iQeJ3HGicN8dE8yWPFY44JbfHCLhbP/NxiIqT9F7KlqxO/Hk5CEK3Ug3vjEcz7jM/wGe2sT9qYGbG2tWLwfNU367Xb8DjvE2DBxdiwWg8X4sBhvcPMhwUeL8QXuRy4L3jYrfo8Fi92PLQV8jji8llg81ji8lhiMWIPZlWC+2v9YDMZp8LUGyuWIc+KwtWE13uD/DRc2vxsxfjwmljZ/Mk3+DByWNhJiT+Ozxp75nLwWB27ThsvXhNPfhNcEJu22SQx2icUq9nM2wXrm35D4fNjaWrC1tmBta8Xi8yI+H9Kxm0f7x2614o2JwxcThy82Fl9MHGZIPg/86zeId/TshMXnC7x6a5rkoUBlh9dVwPSzDxKRB4AHAHJzc3s0Q/bmSuxeg83nxOJznffvANr/mDzBrT+S4GYAV3ALhQGcwa3ruvedtrvO/pMwgBtwY6eVix0n2n4Ltwa3jnxWG5ZheSRnZpz/hhvFEmNtjB+awt7qZvadbKbVHUv2gPhuV74mDkqh5VAjnqQMLEcq8Z2qA4tgnC6M5+N/w9YBA3AUFCBWS2A8i9tHkzNQM1rf5kEI9A/MT4olNd4eaj/ssHNYHWTEZ5ARf55mVQMGc94mLa/bz+njLdhjrKQOOjfoArBZhazUWIakxHKqxc3pFjd1zW5ONgXum0mxNlLiAjXNNkvgC5UIWOSj516fH2ewL6bL48fp9eH0+Glze88EWvF2KxlJMcFabjt2W89+2MZwZj40b3tQ5jN4/X48vlha/IYGnx+v3+D3+7H7ncT624gXJ/FeJwneOhKkJpiW4MTx0WbsuHDgxI4/NZsBzibS2hpJbGnCZbVTH5tIc2wcImDHS7zbSYLbSYzLgxiDETAOQWLAZvdis/kRS4f7sgcwghcLXqx4sOLFipdYfMF9PmPB67Dic1iIcXoY0NKE95TheEISp2KSL/DlumNAKtishjSfYNriaJRYTlsMVgMxRogBHAak/RdHnFistYjHSZLnNMhHaRkjGAJbmwgNVgtNFiduiwunnHVVAwlOQ5ITEpxg9wT/QwkYOxib4Ldb8FnseMUa2CxWXBY7TmsMHqx4sOH3WMDjo/bwaVrdvh4PvM6ntwKvzn7C53zdMMY8DTwNgRqvnszQXb//X7zNp5DWaqSlFlpqkZZqpLUW3C34R12LP3dmyCNeLjVyfCe2bX9Edr8MgBl9I95pX8SkX3bB82wWK/GOi2xyqdkLe5bB3jfh+DYCXw2TYdgsKLgS8q+E5DBWCVvtXZrD6WIZY6hrcXOgpplDta3E2C1kJscwKCmWQcmxxAf7+4jd/okznStweX18/7Vd/PfGIxRlpDI9P43hGYkMz0xgeEbiRfUBc3p81Ld6eO83pTQcb2X4tAqSXn0ef1IK/qEFSHYu1txcHMOGEZuXx5FWP1sOn6bk0Gm2VdbT5veBA3IGx3HL5Bxum5rdb6f4cDu9/P0nm0nKdHPrI8Ukp198OT0+P1uP1LN670lW762h9Ghj4I7u+4QTbYEuW0NS4hg2MJ7hGYlML0hjev5AMpL6/uLbxgQG8wRfIA1HkBM7sVTvQKrLkNMHkPrDiPejL51GLGCLwzhbaaqMpW5fAs5TDiw2PwmDXbTWOPC5rFjsfpKynSSPsBCXn4QkZWKSsjBJQ4JbFiQNxiQOwsQNDDT5deG+5j1xnJp//3ecH3xA7OWXk/HDH2IbfHHriBq/Yc+642x69QDJrsAPWQQGDE1kUH4ygwpSyCxIJimtw7QnnlakphzLyTKkoTI4OMLz0aPPg/i94Pfg97qo8zk54WqlZUsdCR824Wgx+CxwJMvC1jzYlifsywKfNfA/2Wog2e8n1ecjJfg42OdjjNtDvsdDvsdLpiUW4gdCfDpCA9A7I/21qVFdnIYq+OAp2PwMeFrhsuth1tfPzEHVJcYERlvu/gfseg1qywP7s6cGh5zPD0yj0dkIUBV1ntt4hGfWHeJgbQtu30dNCemJDvIGJmC1SGCAhTcwwCIw0MJPs8uDM7haQ4HHws0tMbwa72Kv49zmiI6sFmHskGSmDBtwZstK7Z/BVju/z8/ypTs5XFbH4n+eGPKos5omF9sr62nz+HB3/NkEB8IMSLCTmxbPsIEJDE2N699Tp/j9galkOo7G9bQFFh+3x4EjgbbD9dS9s5WWHQdIKBpL8qKrSLhyPpbkzB69DxpjqP/rC1Q/8QRisTDo0Ue7NPdY46k2Dm6rJS0rgUH5yThiw5NXv9NJ/Qt/49RvfoO3pob4adNIu+ceEqZPw5KQgN/4qWkNjAw91nKM087TNLgaqHfVB5ra22qpd9ZxtKWaZl/bmXTjxUqexFLgt/CtT7/AwOSenUesr/XxshHoXL8AOEqgc/1njTFl5ztHA68+orUONvwPbPyfQCf9rMkwciEUzAvMO3a+9eWaawJLtRxeD3tXBKYFEAsMmxlYLmf09eGt1VL9js9vqDrdyv6aZvafbGF/TTMHawOdnjsbXBFvt340VUisnWN/2U98aixzvjQOj89Pq9tHm8dHm9sXfO5lUFIsE3NSSeih0Yh9kTGG9/5Szq61x7jys5dROCe0Ds7q0uOurOTYI48E5h6bNo1B/+f/EHvZqIjn45yAa+pU0r/6VRKmnzvI5WIYY6htqw2skhBcKeFgw0EONRzilRtfIc7Ws1+o+lTgBSAi1wE/J9AF5vfGmMcudLwGXn2Mqxm2/BFKX4RjWwId0x1JkD/7oyCsdi8cXgeHP4BT+wLn2WIhbxaMWRwIti5iHT6lwqF9pN4d/z6dtKwoWYT9IpS8cZANrx1kyqJhzLixZxdGVn2X8fupf+EFan72c3xNTQy4/XYy/vlrWFN7fnJrYwxNK1ZQ/fhP8FZXE19cTPrXvtbtgKuv6HOBV1dp4NWHtZ2Gg2sC8/PsfzcwiWi7mBTInQHDrghsQ4rA1juLcavo1tbk5plH1jFu1lDm3B75b/N90e71x3n3j7u5bPpgFtwzJirnkFMf56uvp+YXv+T0889jTUoi4+GHSL3tth6b88p9+DAnfvh/aVm3jtixY8n8138lYcY5Y+0uSRp4qcipOxCY0T3jMsgc2yMd2ZXqjrf/t4yD22u55/GZYeuPcqk6XHaK15/awdBRqdzw1YlY+3M/K9VlzvJyqh/7Ea0bNxIzejSDvvNtEmbMCFv6frebU7/9LaeW/g9it5Px8MMM+OwdPT6paSSdL/DSvzQVfmkFgRnwB4/XoEv1KRPm5eBx+Vj9XDmXypfOnnDycCMrni5l4NAErv3SeA261DliL7uM3D88w9Cf/wxfYwNH7rmXw3d/jpYNG0NOu+XDDzm4eAm1v/gliQvmU/DGG6TdfVe/CrouJLq/8imlosqgvGSm3ZDPxn8cZFBeChPm9eyopr6osbaNZU/tIDbBxg0PTsQRp/8GVOdEhORFi0icNy/Q6f3ppzny+c93udO7cbtp3baNlnXraVm/HufOndhzcsj5zW9InD2rh0vR92hTo1Iqqhi/4Y2lOzlSeoobvzGJISN6vvNwX9HW5Oal/9xCW5Obm/5lCmlDdJCBunh+l+tMANY+6jDtC/diSzt3+hHj8+EsLQ0EW5s2YVpbwWolbsIEkhbMZ8Bdd2GJje3kKv2H9vFSSqkgV6uHv/24BI/bx22PTiUhpe9P1hkqt9PLKz/dSt3xFhY/VERWFAWcKrzOnvbhQuzDckmcOZOEK64gfvp0rElJEcpl79PASymlOjh1tJm//6SEjNwklnx9ElZr/+3n5PX4WPbfOzi2r57rvjyevAk6jYsKnd/ppHXzZvB1vkSBo6AAR3b0Nee362trNSqlVK8aODSReXeP5u3f7WL9ixXMvq1/TjHh9xve/v0ujpaf5qp7xmjQpcLGEhtL4syZvZ2NS07//YqnlFKfYNTUwUyYn82Od6vYu+lEb2cn7IwxrP7zHg5srWHWrSO5bMbFrcWnlOo5WuOllIpqV9w8gpojTaz64x5sditpQxJITIvBZj93aLvH5aO2qpmaI43UHG6i7kQrY64Y0meX2fnwlQPsWnecKdcOY+KCnN7OjlIKDbyUUlHOarVwzRcL+duPNrF86c4z++OS7CQOiCVxQAw2h5XaqmbqT7TQ3i02LslObKKD1X8px9XqYcqivN4pwHlsffsIW948zLjZWUxfXNDb2VFKBWngpZSKegkpMdzxvenUVDbTfNpJc52TptMumutcNNS04XZ6SR+ayIjJGWTkJpGRm0xCqgPjN7zzzG4+fOUAXrefaZ/K7xPL7uxef4z1L1YwfHImc+64rE/kSSkVoIGXUkoBMfF2si8b0KVzxCpcde9YbA4LJW8cwuP2MfPmEb0a6OzfcpJVf9pDzpgBLLx3LBaLBl1K9SUaeCmlVAgsFmHenaOx2a1sf6cSn9vPnNtHIb0Q8BwpO8VbvytjUH4K1355Ala7jp9Sqq/RwEsppUIkFmH2Z0Zic1jY+tYRvB4f8+4eE9HapmMV9SxfupO0rARu+OoE7DHRse6dUpcaDbyUUioMRITLPz0cm8PKpmUHMX646t6xEbl2zZEmXv/v7SSmxfKprxURE2+PyHWVUl2n9dBKKRUmIsK0G/KZcu0wyjec4Gj56R6/5ukTLfzjl9twxNtY/FAR8cmOHr+mUqr7NPBSSqkwK742j4TUGD54ZT89uSxb46k2XntyGwBLHppEUlr/XnRYqf5AAy+llAozm8PK1OvzqD7YyKGdp3rkGh6Xj2W/3I7H5WPxQ0WkDorvkesopcJLAy+llOoBo68YQkpmHBte3Y/xh7/Wa93f93G6upVFDxSSnp0U9vSVUj1DAy+llOoBVquF6Z8q4NTRFvZuqg5r2gd31FK29hiTrsole3RaWNNWSvUsDbyUUqqHjJiSSXpOIhv/cQCf1x+WNFsb3az6027ScxJ1KSClLkEaeCmlVA8RizB9cQGNtU52rzsWcnrGGN79427cTh8L7x2nE6QqdQnSv1qllOpBwwoHMmR4CpuCSwqFomzNUQ6XnuKKm4aTlpUQphwqpSJJAy+llOpBIsKMG4fT2uBm56qqbqdz+kQL6/5eQe64NMbPzQ5jDpVSkRRS4CUit4pImYj4RaT4rPceEZEKESkXkWs67J8iIjuD7/1CenM1WaWUioCskankjhvIljcP42r1dPl8n9fP27/fhc1hZf7nxvTqItxKqdCEWuNVCtwErOm4U0TGArcD44BFwK9EpH3hsF8DDwAjg9uiEPOglFJ93owlBbhavWx9+0iXz9247CA1R5qYd9doElJieiB3SqlICSnwMsbsNsaUd/LWEuB5Y4zLGHMQqACmicgQINkY84EJTOf8R+DGUPKglFKXgozcJEZMyWT7ykqa6pwXfd6eD46z5c3DjJk5hIJJGT2YQ6VUJPRUH6+hQGWH11XBfUODz8/er5RS/V779A8vPLaJA9tqLnis1+PjvT/vYeUfdjN0VCqzbh0ZiSwqpXrYJwZeIvKOiJR2si250Gmd7DMX2H++az8gIiUiUlJTc+GblFJK9XWpg+K57dGpJKbFsHzpTt778x48rnNHOjbWtvHyf26hbO0xJl8zjMX/XIQj1tYLOVZKhdsn/iUbY67qRrpVQE6H19nAseD+7E72n+/aTwNPAxQXF/fcSrNKKRUhAwYncMu3i9nw2gG2vn2Eo3vrWfiFsWQOSwbgcNkp3v59GcYP1355PAVF2ryoVH/SU1+hXgP+IiI/BbIIdKLfaIzxiUiTiMwANgCfA37ZQ3lQSqk+yWqzcMVNI8gdm8Y7z+zmxZ9sZvqSArxuH5veOMTArEQWfamQ1Exd+Fqp/iakwEtEPk0gcMoAXheRbcaYa4wxZSLyArAL8AIPGmPa69O/AjwDxAHLg5tSSkWd7NFp3P5v03jvz3v44OX9AIyeMZg5n70Mu8P6CWcrpS5FEhhc2PcVFxebkpKS3s6GUkqFnTGGis0nMcYwsniQztOlVD8gIpuNMcVn79femkop1ctEhJHFg3o7G0qpCNAlg5RSSimlIkQDL6WUUkqpCNHASymllFIqQjTwUkoppZSKEA28lFJKKaUiRAMvpZRSSqkI0cBLKaWUUipCNPBSSimllIoQDbyUUkoppSLkklkySERqgMM9fJl0oLaHr9GXafmju/ygn4GWX8sfzeUH/QzCWf5hxpiMs3deMoFXJIhISWfrKkULLX90lx/0M9Dya/mjufygn0Ekyq9NjUoppZRSEaKBl1JKKaVUhGjg9XFP93YGepmWX0X7Z6Dlj27RXn7Qz6DHy699vJRSSimlIkRrvJRSSimlIkQDryARWSQi5SJSISLf6e389DQR+b2InBSR0g770kTkbRHZF3wc0Jt57EkikiMiq0Rkt4iUichDwf1R8RmISKyIbBSR7cHy/yC4PyrK305ErCKyVUSWBV9HW/kPichOEdkmIiXBfVHzGYhIqoj8XUT2BO8Fl0dL+UXksuDPvX1rFJGHo6X8ACLy9eD9r1REngveF3u8/Bp4Ebj5Ak8B1wJjgTtEZGzv5qrHPQMsOmvfd4CVxpiRwMrg6/7KC3zTGDMGmAE8GPyZR8tn4ALmG2MmAkXAIhGZQfSUv91DwO4Or6Ot/ADzjDFFHYbQR9Nn8CSwwhgzGphI4HchKspvjCkP/tyLgClAK/AyUVJ+ERkK/DNQbIwpBKzA7USg/Bp4BUwDKowxB4wxbuB5YEkv56lHGWPWAHVn7V4C/CH4/A/AjRHNVAQZY44bY7YEnzcRuOEOJUo+AxPQHHxpD26GKCk/gIhkA9cDv+2wO2rKfwFR8RmISDIwB/gdgDHGbYypJ0rKf5YFwH5jzGGiq/w2IE5EbEA8cIwIlF8Dr4ChQGWH11XBfdFmkDHmOAQCEyCzl/MTESKSB0wCNhBFn0GwmW0bcBJ42xgTVeUHfg78K+DvsC+ayg+BYPstEdksIg8E90XLZ1AA1AD/G2xu/q2IJBA95e/oduC54POoKL8x5ijwn8AR4DjQYIx5iwiUXwOvAOlknw73jAIikgi8CDxsjGns7fxEkjHGF2xmyAamiUhhb+cpUkTkBuCkMWZzb+ell800xkwm0M3iQRGZ09sZiiAbMBn4tTFmEtBCP21WuxARcQCLgb/1dl4iKdh3awmQD2QBCSJyVySurYFXQBWQ0+F1NoEqx2hTLSJDAIKPJ3s5Pz1KROwEgq4/G2NeCu6Oqs8AINi88h6BPn/RUv6ZwGIROUSga8F8EXmW6Ck/AMaYY8HHkwT690wjej6DKqAqWNML8HcCgVi0lL/dtcAWY0x18HW0lP8q4KAxpsYY4wFeAq4gAuXXwCtgEzBSRPKD0f/twGu9nKfe8Brw+eDzzwOv9mJeepSICIG+HbuNMT/t8FZUfAYikiEiqcHncQRuQnuIkvIbYx4xxmQbY/II/L2/a4y5iygpP4CIJIhIUvtz4GqglCj5DIwxJ4BKEbksuGsBsIsoKX8Hd/BRMyNET/mPADNEJD74/2ABgb6+PV5+nUA1SESuI9Dnwwr83hjzWC9nqUeJyHPAXAIrsVcD3wNeAV4Acgn8Ut5qjDm7A36/ICKzgLXATj7q4/MogX5e/f4zEJEJBDqOWgl8AXvBGPNDERlIFJS/IxGZC3zLGHNDNJVfRAoI1HJBoNntL8aYx6LsMygiMLjCARwA7iX490B0lD+eQP/mAmNMQ3BfNP38fwB8hsAo963A/UAiPVx+DbyUUkoppSJEmxqVUkoppSJEAy+llFJKqQjRwEsppZRSKkI08FJKKaWUihANvJRSSimlIkQDL6WUUkqpCNHASymllFIqQjTwUkoppZSKEA28lFJKKaUiRAMvpZRSSqkI0cBLKaWUUipCNPBSSimllIoQDbyUUkoppSJEAy+llFJKqQjRwEsppZRSKkI08FJKKaWUihANvJRS/ZqIfFZESkSkWUSOi8hyEZl1EecdEpGrIpFHpVT00MBLKdVvicg3gJ8DPwIGAbnAr4AlvZkvpVT0EmNMb+dBKaXCTkRSgKPAvcaYv3Xy/jNAlTHmu8HXc4FnjTHZIvIn4E7ABfiAHxpjnohU3pVS/ZettzOglFI95HIgFni5qycaY+4WkdnA/caYd8KeM6VU1NKmRqVUfzUQqDXGeHs7I0op1U4DL6VUf3UKSBcRrdlXSvUZGngppfqrDwAncON53m8B4ju8HnzW+9oBVikVdhp4KaX6JWNMA/DvwFMicqOIxIuIXUSuFZEngG3AdSKSJiKDgYfPSqIaKIhwtpVS/ZwGXkqpfssY81PgG8B3gRqgEvgq8ArwJ2A7cAh4C/jrWaf/GPiuiNSLyLcilWelVP+m00kopZRSSkWI1ngppZRSSkWIBl5KKaWUUhGigZdSSimlVIRo4KWUUkopFSEaeCmllFJKRcglM6Nzenq6ycvL6+1sKKWUUkp9os2bN9caYzLO3n/JBF55eXmUlJT0djaUUkoppT6RiBzubL82NSqllFJKRYgGXkoppZRSEaKBl1JKKaVUhFwyfbyUUkop1f94PB6qqqpwOp29nZVuiY2NJTs7G7vdflHHa+CllFJKqV5TVVVFUlISeXl5iEhvZ6dLjDGcOnWKqqoq8vPzL+ocbWpUSimlVK9xOp0MHDjwkgu6AESEgQMHdqm2TgMvpZRSSvWqSzHoatfVvGvgpZQCwNnSjDGmt7OhlFIRZ7VaKSoqorCwkFtvvZXW1lYAvvCFL5CZmUlhYWHYrqWBl1KKfZs+4NdfvIt1f322t7OilFIRFxcXx7Zt2ygtLcXhcLB06VIA7rnnHlasWBHWa2ngpVSU27dxPct+9jgWq5VNr/2d2spOJ1tWSqmoMHv2bCoqKgCYM2cOaWlpYU1fRzUqFcX2bljH608+waDhI7nuq9/iz49+nXd++ys+8/3HL+k+F0qpS9MP/lHGrmONYU1zbFYy3/vUuIs61uv1snz5chYtWhTWPHSkNV5KRam9H77Psp//hMHDR3HzIz8kddBg5tx5L0f3lFG2emVvZ08ppSKmra2NoqIiiouLyc3N5b777uuxa2mNl1JRqPyD93n9F08wZORobn7k+zji4gEonHsVpaveZvWzv2f4lGnEJSX3ck6VUtHkYmumwq29j1ckaI2XUlGm/IO1vP6LJ8ga9fGgC0AsFq764oO4WppZ8+dnei2PSinVX2ngpVQUObRjK6//4v+RNWo0N33n40FXu4zcPKZcfyOlq97i6J5dvZBLpZTqG+644w4uv/xyysvLyc7O5ne/+13IaWpTo1JRZNNrL5KYNpCbHvkBjti48x53+S13UL5+Le/89inuevxJrDa9VSil+q/m5uZO9z/33HNhv5bWeCkVJRpOVnOkdDvj5119waALwBEbx/x7v0Rt5WG2vPFqhHKolFL9nwZeSkWJ9pGK465ccFHHj5g6g+HF01n/97/QWHuyJ7OmlFJRQwMvpaKA8fspW/0OuYUTSc7IvOjz5t/zJQDe+8NveyprSikVVTTwUioKVO7aSWPNSQrnLezSeckZmUy5bgn7Nn1Ac92pHsqdUkpFDw28lIoCpaveJiYhgRFTZ3T53DGz54ExlH+wtgdyppRS0SXkwEtEYkVko4hsF5EyEflBcH+aiLwtIvuCjwM6nPOIiFSISLmIXBNqHpRS5+dsaWbfhvWMnjkXuyOmy+cPHJpDZv5wdr+/ugdyp5RS0SUcNV4uYL4xZiJQBCwSkRnAd4CVxpiRwMrga0RkLHA7MA5YBPxKRKxhyIdSqhPl69fi9bgpnHtVt9MYM2su1Qf2UXfsaBhzppRSfYPVaqWoqIjCwkJuvfVWWltbqaysZN68eYwZM4Zx48bx5JNPhuVaIQdeJqB9Agx7cDPAEuAPwf1/AG4MPl8CPG+McRljDgIVwLRQ86GU6lzpe2+TnpvHoIIR3U7jsitmgwh71r0XvowppVQf0b5kUGlpKQ6Hg6VLl2Kz2fiv//ovdu/ezYcffshTTz3Frl2hTyodlj5eImIVkW3ASeBtY8wGYJAx5jhA8LF9KNVQoLLD6VXBfZ2l+4CIlIhISU1NTTiyqlRUqT1yiBMVeymcuxAR6XY6SWnp5Iwdz551qzHGhDGHSinVt8yePZuKigqGDBnC5MmTAUhKSmLMmDEcPRp6rX9YpqM2xviAIhFJBV4WkcILHN7Z3b/TO7kx5mngaYDi4mK92yvVRaXvvYPFamPM7LkhpzVm1lze+p9fUL1/H4NHjAo9c0opdbbl34ETO8Ob5uDxcO3jF3Wo1+tl+fLlLFq06GP7Dx06xNatW5k+fXrI2QnrqEZjTD3wHoG+W9UiMgQg+Ng+A2MVkNPhtGzgWDjzoZQCn9fLrrWrGF48jfjklJDTGzn9Cqw2G7vXaSd7pVT/0tbWRlFREcXFxeTm5nLfffedea+5uZmbb766015SAAAgAElEQVSZn//85yQnJ4d8rZBrvEQkA/AYY+pFJA64CvgJ8BrweeDx4GP7uiOvAX8RkZ8CWcBIYGOo+VBKfdyBrZtoa2ygcG7X5u46n9iERPInTaV8/RquvPsLWCw6JkYpFWYXWTMVbu19vM7m8Xi4+eabufPOO7npppvCcq1w1HgNAVaJyA5gE4E+XssIBFwLRWQfsDD4GmNMGfACsAtYATwYbKpUSoVR6aq3SRiQRt7EyWFLc8ysK2mpP01laZibApRSqo8xxnDfffcxZswYvvGNb4Qt3ZBrvIwxO4BJnew/BXS6KJwx5jHgsVCvrZTqXEv9aQ5uLWHqp27CYg1fzVT+5Kk44uLYve49hk0oClu6SinV16xbt44//elPjB8/nqKiwP3uRz/6Edddd11I6Yalc71Sqm/ZteZdjN/PuDA1M7azO2IYOW0m+zas56r7/gmbwxHW9JVSqjc0Nzefs2/WrFk9MopblwxSqh8qW72SoaPHkpbV6UwtIRk960rcba0c2Lop7GkrpVR/p4GXUv1M3bEqTlUd4bLLZ/dI+rnjJhCfksoeXUJIKaW6TAMvpfqZ/SUbABheHPp8M52xWK2MvmIOB7ZsxNlybvW8Ukqp89PAS6l+Zv/mDWTmDSc5PfOTD+6m0bOuxOf1sm/j+h67hlJK9UcaeCnVj7Q2NnCsfA/Di3t2+dPBw0eROniINjcqpVQXaeClVD9yYMsmjPEzvHhGj15HRBg9cy5HynbQXHeqR6+llFL9iQZeSvUj+0s2kDgwncy8gh6/1ugrZoMx7N+8ocevpZRSPclqtVJUVERhYSG33norra2tOJ1Opk2bxsSJExk3bhzf+973wnItDbyU6ic8bheHdmxh+JTpiHS2Fn14pQ3NISVzEAe2lvT4tZRSqie1LxlUWlqKw+Fg6dKlxMTE8O6777J9+3a2bdvGihUr+PDDD0O+lgZeSvUTlaU78LpcjOih0YxnExHyioo5Urodr8cTkWsqpVRPmz17NhUVFYgIiYmJQGDNRo/HE5YvtTpzvVL9REXJhzji4sgeOz5i1yyYVMz2t16nancpeRPOWTlMKaW65Ccbf8Keuj1hTXN02mi+Pe3bF3Ws1+tl+fLlLFq0CACfz8eUKVOoqKjgwQcfZPr00L/Yao2XUv2A8fs5sHkjeUXF2Oz2iF03Z9x4rHY7h7Zpc6NS6tLV1tZGUVERxcXF5Obmct999wGBvl/btm2jqqqKjRs3UlpaGvK1tMZLqX7gxP59tNSfZsSUnp1G4mz2mFhyxo7nwNbNzP3cFyN6baVU/3OxNVPh1t7H63xSU1OZO3cuK1asoLCwMKRraY2XUv3A/s0bEIuFvEnFEb92ftEUTh+ror76RMSvrZRSPaWmpob6+nogUCP2zjvvMHr06JDT1cBLqX5gf8kGsscUEpeYFPFr5weDvYPa3KiU6keOHz/OvHnzmDBhAlOnTmXhwoXccMMNIaerTY1KXeLqq09QW3m415r6BgwZSurgIRzcWsKka0K/KSmlVKQ1N5+77uyECRPYunVr2K+lNV5KXeLCsSi28fmo+cUvaFyxAuP3d/n8/KJiKst24nG7up0HpZSKBiEHXiKSIyKrRGS3iJSJyEPB/d8XkaMisi24XdfhnEdEpEJEykXkmlDzoFQ021/yIek5w0gdNLjbaTS99Ra1v/o1Rx/+Ogdvupmmd9/FGHPR5+dPKsbrdlG1K/QRP0op1Z+Fo8bLC3zTGDMGmAE8KCJjg+/9zBhTFNzeAAi+dzswDlgE/EpErGHIh1JRp625iao9ZSGtzWj8fmp/9SscBQVkPfET/G2tVP3Tgxy67TM0r33/ogKw7LGF2OwO7eellFKfIOTAyxhz3BizJfi8CdgNDL3AKUuA540xLmPMQaACiOwYeKX6iUNbSzB+P8OLu/8n1PTW27j2VZD+la+Qsngxw19/nSGP/QfeU7VUfvGLHL7rbtp27rxgGnZHDDmFEzioywcppdQFhbWPl4jkAZOA9lVzvyoiO0Tk9yIyILhvKFDZ4bQqLhyoKaXOo6JkAwkD0hhcMLJb5xu/n9pf/xpHfj7J110LgNhspN58M8NXrGDQv/8b7iOHqfzSlzFe7wXTyi+aQv2J45w+frRbeVFKqWgQtsBLRBKBF4GHjTGNwK+B4UARcBz4r/ZDOzm907YMEXlAREpEpKSmpiZcWVWqX/B6PBzavpnhk6chlu79KTetXImrvJz0r3wZsX68xd/icJD22c8y+P98F19dHW2fMLonf9JUAA5u29ytvCilVDQIS+AlInYCQdefjTEvARhjqo0xPmOMH/gNHzUnVgE5HU7PBo51lq4x5mljTLExpjgjIyMcWVWq3zi4rQR3W1u3RzMaY6j91a+xD8sl+brrzntcwqxZiN1O0zsrL5he6qDBDBgyVAMvpdQlx2q1UlRURGFhIbfeeiutra1n3vP5fEyaNCksc3hBeEY1CvA7YLcx5qcd9g/pcNingfbhTq8Bt4tIjIjkAyOBjaHmQ6lo4vf7WP/XZ0kdPIRh3VycunnVKly7d5P+5a8gtvNP6WdNTCD+8hkXNdIxf1IxlWU78Lic3cqTUkr1hvYlg0pLS3E4HCxduvTMe08++SRjxowJ27XCUeM1E7gbmH/W1BFPiMhOEdkBzAO+DmCMKQNeAHYBK4AHjTG+MORDqaixa80qaisPM+v2z2O9QNB0PsYYav/7Kew5OaR86pO/xSXNX4CnshLXvn0XPC6/aAo+j4fKXRfujK+UUn3V7NmzqaioAKCqqorXX3+d+++/P2zphzxzvTHmfTrvt/XGBc55DHgs1GsrFY08bhfrXniWwSNGMWrGzG6l0bx6Nc5duxjy2H9csLarXeL8efD979P87rvEjhp13uOyxxRii4nh4NYSCoJ9vpRS6mKd+NGPcO3eE9Y0Y8aMZvCjj17UsV6vl+XLl7No0SIAHn74YZ544gmamprClh+duV6pS8zW5f+g+VQtc+68l0BLf9cYY6h96lfYs7NJWbz4os6xZ2YSO3ECTSvfveBxNoeD3MKJHNy2uUsTsCqlVG9qa2ujqKiI4uJicnNzue+++1i2bBmZmZlMmTIlrNfStRqVuoS0NTWy8ZW/UTB5Kjljx3crjZb338e5cyeD/+8PEbv9os9Lmr+Amp/9DE91NfZBg857XH5RMQc2b+T08aOkZWV3K49Kqeh0sTVT4dbex6ujdevW8dprr/HGG2/gdDppbGzkrrvu4tlnnw3pWlrjpdQlZMPLL+Bua2P2HZ/v1vntfbtsWUNIXbKkS+cmLZgPQPO7F671yi8KfDvUyVSVUpeyH//4x1RVVXHo0CGef/555s+fH3LQBRp4KXXJaDhZzbY3lzH2yvmk5+Z1K42W9etp276d9Ae+hDgcXTrXMXw4jmHDPrG5MSVzEGlDc3RaCaWU6oQGXkpdIta98CwiFmbedle302h48UWsAwaQctOnu3yuiJC4YAEtGzbga26+4LG5hRM5Wr4L3yfMdq+UUn1B8yfc0+bOncuyZcvCci0NvJS6BJw8dIDd77/H5OsWkzQwvVtp+NvaaHpvNUlXX42li7Vd7ZIWzAePh5a1ay94XM648XhdLqoPXHj6CaWUijYaeCl1CVjz5/8lNiGRqUtu6XYazWvWYlpbSb52UbfTiCsqwpqW9omz2GePKQSgskzn81JKqY408FKqjzu0YyuHd2xlxk2fITYhsdvpNK5YjnXgQOKLi7udhlitJM6bS/OaNRiP57zHxSenkJ6bpxOpKqXUWTTwUqoPM8aw/q/PkpyRycSrr+92Ov7WVprfW03S1QsvasLUC0lasAB/UxOtmzZd8LicseOD/bzOH6AppVS00cBLqT7saPkujleUM3XxLdi6MOfW2ZrXrMG0tZG86NqQ85Rw+eVIbOwnjm5s7+d1okL7eSmlVDsNvJTqwzYve5nYpGTGXTk/pHQal6/Amp5OfHHoMzBb4uJImDnzExfNPtPPS5sblVLqDA28lOqjTh8/SkXJBooWXos9Jrbb6fhbW2levZrkqxciVmtY8pa0YAHe48dx7tp13mPikpLJyM2jsmxHWK6plFI9xWq1UlRURGFhIbfeeiutra0A5OXlMX78+DPLCYWDBl5K9VGbX381cDO45oaQ0mlevRrjdJK0qPujGc+WOG8uWCw0f2Jz4wSO7d2D9wId8ZVSqre1LxlUWlqKw+Fg6dKlZ95btWoV27Zto6QkPKtxaOClVB/U2thA2eqVjJk9n4TUASGl1bh8BdaMdOLDuNCrbcAA4iZPoukTlg/KHjcer9vFif17w3ZtpZTqSbNnz6aioqLH0tdFspXqg7a//QZet4viG24MKR1/SwvNq1eTesstYWtmbJc0fwEnn3gCd9VRHNlDOz0me0whiFBZtoPs0ePCen2lVP+z9oW91FZeeBb5rkrPSWT2baMu6liv18vy5ctZFGwhEBGuvvpqRIQvfelLPPDAAyHnR2u8lOpjvG432958nfxJxQzMzg0prab33sO4XCFNmno+SQuvAqBx+RvnPSYuMYmMYflUaQd7pVQf1tbWdqYfV25uLvfddx8A69atY8uWLSxfvpynnnqKNWvWhHwtrfFSqo/Z/f57tDbUU3xD19dTPFvTihXYMjKImzw5DDn7OEdODnFTptDw6qsMvP9+RKTT43LGjmfH28vxejwhTYmhlOr/LrZmKtza+3idLSsrC4DMzEw+/elPs3HjRubMmRPStbTGS6k+xPj9lCx7mYy8AnLGTQgpLV9zC81r1pJ0zTWIpWf+1FOWLMZdsR9n2flHN+aMm4DX4+bEvvIeyYNSSvWElpYWmpqazjx/6623KCwsDDndkO/GIpIjIqtEZLeIlInIQ8H9aSLytojsCz4O6HDOIyJSISLlInJNqHlQqr84uH0zdUcrKb7h0+etQbpYzT3YzNguedEixOGg4dVXz3tM9uhxgX5e2tyolLqEVFdXM2vWLCZOnMi0adO4/vrrz/T9CkU4mhq9wDeNMVtEJAnYLCJvA/cAK40xj4vId4DvAN8WkbHA7cA4IAt4R0RGGWN8YciLUpe0zcteJjFtIJddPjvktBpXLMeWmUncpElhyFnnrMnJJC6YT+OyZQz6l28hDsc5x8QmJpI5rIDKsh1cfssdPZYXpZTqrubmczv0FxQUsH379rBfK+QaL2PMcWPMluDzJmA3MBRYAvwheNgfgPbhWUuA540xLmPMQaACmBZqPpS61FUf3M+R0h1MvnYx1hDXU/Q1N9OyZi1Ji3qumbFdypIl+E6fpvn99897TM648Rzbtwev292jeVFKqb4urHdkEckDJgEbgEHGmOMQCM6AzOBhQ4HKDqdVBfd1lt4DIlIiIiU1NTXhzKpSfc7mZS9jj41j/ILQW9+bV63CuN0kh3HS1PNJnDkT68CBNLxy/ubGnHHj8Xk8HK/Qfl5KqegWtsBLRBKBF4GHjTGNFzq0k32dLvhmjHnaGFNsjCnOyMgIRzaV6pNqjxyi/IO1TFhwNbEJiSGn17h8BbZBg4grKgpD7i5M7HZSbriB5lWr8NXXd3rM0NHjELHo8kFKqagXlsBLROwEgq4/G2NeCu6uFpEhwfeHACeD+6uAnA6nZwPHwpEPpS5FzuZmXv3Px4hLSmbq4ltCTs97+jTNa9cGOr73cDNju5Qbl2A8HhpXrOj0/diERDLzC7SDvVIq6oVjVKMAvwN2G2N+2uGt14DPB59/Hni1w/7bRSRGRPKBkcDGUPOh1KXI7/fx+i+eoLG2hsXffDTk5YEAGv+xDDweUm66KQw5vDgxo0cTM2oUDS+/ct5jsseO5/i+cu3npZSKauH4OjwTuBuYLyLbgtt1wOPAQhHZBywMvsYYUwa8AOwCVgAP6ohGFa3ef/5PHNq+hQX3fZmsUWNCTs8YQ/2LLxJbWEjsZZGbiFBESFmyhLbt23EdPNjpMbnjJuDzeDi2d0/E8qWUUn1NOEY1vm+MEWPMBGNMUXB7wxhzyhizwBgzMvhY1+Gcx4wxw40xlxljloeaB6UuRXvWr2HTq39n4sJrmbAgPJ3gnbt24SovJ+Wm0Ge976rkG24Ai4WG117r9P2ho8cG+nlpc6NSqo+xWq0UFRVRWFjIrbfeSmtrKwD19fXccsstjB49mjFjxvDBBx+EfC2duV6pXnDy0AHe/PWTZF02lnn3hL7oaruGF19CHA5Srr8+bGleLPugTBKuuILGV1/D+P3nvB8Tn0Bm/nBdt1Ep1ee0LxlUWlqKw+Fg6dKlADz00EMsWrSIPXv2sH37dsaMCb1lQgMvpSKstbGBV//zMWITE1n8jUew2sKzfqHf5aLh9ddJWrgQa0pKWNLsqpQbb8Rz7BitJSWdvp8zbjzH9+3B43JGOGdKKXVxZs+eTUVFBY2NjaxZs+bMgtkOh4PU1NSQ09dFspWKIL/Px+tP/oSW+jpu//5PwtKZvl3zypX4GxpIvTlynerPlrRgPpaEBBpeeZWEaefOi5xbOJGSf7zE0T27yJsY/oW7lVKXtlXPPM3JwwfCmmbmsIKLblnwer0sX76cRYsWceDAATIyMrj33nvZvn07U6ZM4cknnyQhISGk/GiNl1IRtOm1FzlSuoOr7n+QwSPC2/m9/sWXsGUNIX7GjG6dX7mrDlerJ6Q8WOLiSFp0DU0rVuBvazvn/ewx47Da7Rzavjmk6yilVDi1tbVRVFREcXExubm53HfffXi9XrZs2cJXvvIVtm7dSkJCAo8//njI19IaL6UixBjDznffJHd8EYVzrwpr2p7jx2lZv570r3ylW3N37d9ykhVPl5IzNo1PfW1iSAt0pyxZQsOLL9H0zkpSPnXDx96zx8SSPaaQg9u2MPdz3b6EUqqfCmef165o7+PVUXZ2NtnZ2UyfPh2AW265JSyBl9Z4KRUhJyr20nCymjEzrwx72g2vvALGdGs0Y1uTm9XPlROTYKNyVx1la46GlJf44mLsWVnUv/BCp+/nTZxM3dFKGmtPdvq+Ukr1BYMHDyYnJ4fy8sBSZytXrmTs2LEhp6uBl1IRsmf9Gqw2GyOmXR7WdI3fT/1LLxM/fTqO7Owun7/6ub24Wr18+huTyR2bxroXK6g/2drt/IjFwoDP3U3rpk20btl6zvv5RVMAOLR9S7evoZRSkfDLX/6SO++8kwkTJrBt2zYeffTRkNPUwEupCPD7fZR/sJa8ouKwrMXYUeumEjyVld3qVL+vpJr9W04y9YZ8Bg5NZN7dY7DaLKx8Zjd+f6dLqF6UAbfdhnXAAGr/Z+k576UNzSFxYLoGXkqpPqO5ubnT/UVFRZSUlLBjxw5eeeUVBgwIfUCUBl5KRcDRPbtoOV3H6Ctmhz3thpdewpKYSNLChV06r7XRzZrn9pI5LInJV+cCkDgghjm3j+LEgQa2vX2k23myxMeT9vnP07J6DW1lZR97T0TInziZIzu34/fpohVKqeiigZdSEbBn3WpsMTEM///s3Xd4lMXawOHfu+m9kt5DQk8gEHrvRToKFlRU8DsIR9QjiliPKNiwoCggNkQs9CIl0msgoRNCSO+9183uzvdH0AMSUjeAOvd1cQV2Z+Z9Fsjm2Zl5n+naQ6/jaktLKd69G+sxY1CZmTW4nxCCg+uuoK7SMOSR9qgM/vdWEBDqjH9IK8K3xpObWvunwIawe/ABVFZW5K1YedNzPsEhVJWXkXH1SpPHlyRJ+iuSiZcktTCtRkNM+DH8u/bAyNRUr2MX//ororIS20Zuqo+NyCb+TA49xvph73ZjTRpFURjwQBtMLIz47esotNU3V6FvCAMrK+weepCSPXuoio294TmvTp1RVCpZVkKSpH8cmXhJUgtLvniOypJi2vbur/exizZuwri1P6ZBQQ3uU1ZUxcEfr+Dsa03noZ5odVrWx6xn5IaR7EyoOTrVzNKYQQ+1JS+tlJM7aj/0uiHsH34Yxdyc3JU3znqZWlji2rqN3OclSRJQMwv/V9XY2GXiJUkt7MqxQ5iYW+Bz7W4+famMjqbi7FlsJ01ucN0tIQQHf7iCpkrHkEfacSb3DNN2TOON42+QU57DR5EfUa2rKaLqG+RIu96unNmdREZcUZNiNLSzw27qVIq370CdfOOeMZ/OIWTGx1Je3LSxJUn6ezA1NSUvL+8vmXwJIcjLy8O0EasZsoCqJLUgjVrN1ZPHCejeG0Mj/ZzJCKApKCD1309jYG+PzYTxDe4XdzqHhHO5dLzHibevvM6uxF24WLjwXv/3MDcy56m9T7EtbhuTAmrukOx7bwCp0QUcWBvNtFe6N6mwqv2MRylYu5a8VatwffPNPx73CQ7h2M9rSbpwtkVqm0mS9Nfg4eFBamoqOTk5dzqUJjE1NcWjEaV8ZOIlSS0o4WwE6opy2vbR3zKjTq0mde5cNJmZeH37DYb29g3ue3ZvEtioeb7gMXSFOv4V/C9mdJyBmaEZQgg6OHRg5fmVjPUfi5HKCGMzQ7qN9mH/99HkJJfg5G3d6HiNnJywnTKZgl/W4zh7NkaurgA4+7XG1NKKxLORMvGSpH8wIyMjfH1973QYt41capSkFhR97DBmVtZ4dQzWy3hCCDJfeZWKiEhc334b8y5dGtw3L62UrPgSjtn+Sn+v/mybsI3ZnWdjZlhzN6SiKPxf8P+RVprGjvgdf/TzD2mFylDhSnhmk+N2ePxxEIK81V/98ZhKZYB3UBcSz51G6Jq2gV+SJOmvRiZektRC1JUVxEeeJLBnX1QGBnoZM2/FCoq2bMFx7hxs7hnTqL7bfj2MVtHQb1AQ7w94H1dL15vaDPAYQDv7dqw8vxKNTgOAibkRvp0cuXoqC522aQmSkbs7NuPGUfjLL2hyc/943Cc4hPKiQnKSE5s0riRJ0l+NTLwkqYXERYSjUVfpbZmxeOdOcj76GOtxY3GcPbtRfWNz48g/p6XILZWZ3Wfcst3vs14pJSl/3OEIENjDhYqSalKiC5ocv8PMJxDV1eR/880fj/kEhwDy+CBJkv459JJ4KYrylaIo2YqiXLzusdcVRUlTFOXstV+jr3tugaIosYqiXFEUZYQ+YpCku030sUNY2jvg3qb5h6pWnD1L+gsvYta1K66LFjVqk7taq+aj9V9hojFn/D0DMFDVPfs2yHMQbezasPL8SrS6msry3h0cMDE3JKYZy40mvr5YjxpFwQ/rqIqLA8DSzp5WXj4knpX1vCRJ+mfQ14zXN8DIWh7/UAjR+dqvXwEURWkPTAM6XOuzXFEU/azDSNJdorK0lMSzp2nTqx+KqnnfZurUNFKemoOhszMeny5DZWzcqP4fRn6ITbwXxnbQKdiv3va/z3olFieyK3EXAAZGKlp3dSL+bA7qSk2TXgdAq6f/jWJhTtKDD1FxoeZzmk/nrqRduYy6oukHc0uSJP1V6CXxEkIcAvIb2Hw88KMQokoIkQDEAt31EYck3S2unjyGTqvRS9HUzNdfR6jVeK74AsNGHtB6KPUQ207vwa04gK4D/VFUDZspG+w1mAC7AFacX/HHrFdgDxc0ah0J53Lr6X1rxl5e+Kxdi8rSkuRHHqHsRDg+wSHotBqSL11o8riSJEl/FS29x2uOoijnry1F/v4Twx1Iua5N6rXHbqIoyixFUSIURYn4q9b3kP6Zoo8dwtbZFWf/gGaNoykooOz4cewefAATv/pnq66XU57Dy0depk/RaBSVQtteN2+mvxWVouLJoCdJKEogLCkMAFc/G6zsTZu13Ag1yZf32rUYubuRMmsW1mkZGJmYyn1ekiT9I7Rk4vU54A90BjKAD649XttH7lrL1QohVgohugkhurVq1aplopQkPSvITCfl4nna9unfpIKj1yvdtx+0WqyGDWtUP53QseDIAqrUavyzu+IX7Ii5deOWKId5D8Pfxp8V51egEzoUlUJgd2dSLudTVlTVqLH+zMjZCe81azBp15aMZ57DxaGVPLdRkqR/hBZLvIQQWUIIrRBCB6zif8uJqYDndU09gPSWikOSbreTm9ejMjQgeHjjyj3UpuS33zByc8O0feM26H998WvCM8KZa/cS1WU62vd1a/S1VYqKJ4OfJLYw9o9Zr8DuLghRc8h2cxnY2uL91VdY9OyB1cnTFGVlUpAp3wokSfp7a7HES1GU69c1JgK/3/G4FZimKIqJoii+QABwsqXikKTbqTg3m6hD++g0eDiWdg2vKF8bbWkZZUePYjVsaKNmzio0Faw4v4LBnoOxjPXAyt4Uz3ZNi2W493B8bXz59MynlFeXY+9mQSsvq2YVU72eysICjy++wCe45hzLc28vQltappexJUmS7kb6KiexDjgOtFEUJVVRlMeBdxVFuaAoynlgEPAMgBDiEvAzEAXsAp4SQmj1EYck3Wmntm4EBKHjJjd7rLLDhxBqdaOXGQ+lHqJCU8Fk5/tJu1JI+75uDd5U/2cGKgMWdF9AUnESb554EyEEgd2dyUkuIT9DPwmSytiYtsuWYWdmweXkOGLHjqX00CG9jC1JknS30dddjfcLIVyFEEZCCA8hxGohxHQhRCchRJAQYpwQIuO69m8JIfyFEG2EEDvrGluS/irKCgu4uG8P7fsPxtrRqdnjlYSFYWBvj1kjjgUC2J24G3tTewyuOKCoFNr1bvim+tr0cuvFU52fYnv8dn6+8jMBoc4oCsSc1M+sF4BiYED/Oc9SbmJEqo05KbOeJO35+WgKml6wVZIk6W4kK9dLkp5EbN+EVqOh+/gpzR5LV1VF6YGDWA0ZgtKI44bKq8s5nHqYYR7DuXI8E59ODljYmjQ7nplBM+nn3o8lp5YQr47Bo509MSezELpa74tpEv+u3XFpHUicmyN2//oXxbt2ET96DEXbdyCE/q4jSZJ0J8nES5L0oKKkmHN7fqVN737YudZaHaVRyo4fR1dejtXwxi8zVmor6V41mIqS6iZtqq+NSlGxuN9inGmfst8AACAASURBVM2defbgs3h0saIkr5KM+CK9jA81hVv7Tn2Ykrxc0gN98N2wHiNPT9L/8x9S/zWb6oyM+geRJEm6y8nES5L04PTObVRXVdJjwr16Ga8kLAyVpSUWPXo0qt+uxF20MmtFxXlTLO1M8OrgoJd4AGxMbPhg4AfkV+SzqnQphsaqZtf0+jOvTsF4tu9E+KafMfDywmfdDzi9+AJl4eHE3zOWgh9/ROiadlC3JEnS3UAmXpLUTFXl5ZzZtZXWob1w9PJp9nhCo6F0334sBw5EacTxQGXVZRxOPcxIs4mkRhfQob87qiZuqr+VDg4deKnHSxzJPoTGq4DYyGy01fpLhBRFoc+0hykvKuT0rm0oBgY4PPooflu3YBrUiczX3yD54UeoSkjQ2zUlSZJuJ5l4SVIznd2zg6qyMnpOmqqX8cojT6MtKGj03YwHUg6g1qpxvRSMmZURQYM89BLPn00KmMSE1hPYYbiOqnINSRfz9Dq+e5t2+IWEErF1A5VlpQAYe3ri9dVXuL71FpUxMSSMn0DuylWI6mq9XluSJKmlycRLkpqhurKSyO2b8OncFWe/1noZsyQsDMXEBMt+fRvVb3fibjpW9qA4UUO30T4YmxrqJZ4/UxSFhT0WYuEjqDAu4cwR/c8+9Zk6ncqyUiJ3bL7huraTJ+G3fRuWAwaQs3QpCfdNpeLcOb1fX5IkqaXIxEuSmuH83t1UlBTTY+J9ehlPCEHJb79h0a8vKnPzBvcrUZdwJPUovVLGY+VgSoe+zd/gXxdTQ1OWDl5KgtNZ0qOKKS7Ub9FTJx8/Anv2JXLHFsqLb9zAb+TkhMeyT3D/+GM0uTkkTp1G+osLqM5ufjV9SZKkliYTL0lqIk11NRHbNuDRviMebTvoZczKixfRZGZiNXRoo/odSDmAZ257DPIs6D7WFwOjRn5rCwHJJ6C44XcOelp7MnJEL1RCxepN6xt3vQbofd+DaKqqOLml9rGtRwzHf+cuHGY+QfGOHcSPHEXuqlXo1Gq9xyJJkqQvMvGSpCa6fGQ/pQX59Jw4TW9jluwJA0NDrAYObFS/3fF76J06DntXCwK7uzTuolmX4Jsx8NUI+LADrHsAYnaDrv4DJcaGDkfjWELxBYWDKQcbd916OLh70r7/IM7u3k5Jfi5QMyOYl5rM2d072PbRO3yzcB6XHKxw/Wkd5j17kvPBUuLvGUvJvn2y9pckSXelltkEIkn/AJcO7MXezQOvTsF6GU8IQUlYGBbdu2Nga9vgfkVVReSeraZduQM9HvZr+J2MFYVwYDGcXAWmNjDqXSjJgDPfw5UdYO0BIdOhy0Ngc+uN+v2HBHPsp3je27WMNg+0wcWikYlfHXpNuZ/LRw6y+/OPMTEzJ+XyRSquLT1aOjji4O7JmV3buXRwL90n3EvgffeS9977pM5+CsshQ3B/9x1UFhZ6i0eSJKm5ZOIlSU1QlJ1JWvQl+k57uFEHWNdFHReHOjER+0ceblS/ffH76ZIyHCtPQ3yDHevvoNPB+R8h7FUoy4Vuj8Hgl8H82kHaA1+CmJ0Q+U1NYnbwHQi+H8Z+AgY3v2W06+7OifXxeGcEM//QfFaPWI2RyqhRr+FWbJxcCB42ijO7tmHl0Arf4BA8OnTCs30QNk7OKIpCbkoSh3/4hsM/fMMZB0f6PDsX58Q0cpcuJWn6w3h88TlGTs0/wkmSJEkfZOIlSU0QdXg/AO36DdTbmCVhYaAoWA4Z0qh+kfsTcFUHM3hKx/qTwIIk2DgTUsLBIxQeXA9unW9sY2gM7cfX/CpIhPAVcGI5GJnD6PfgT9cwtTDCN9gJLvfmi8wNfHbmM+Z1ndeo11CXgQ8/QffxU7Cws6/19Tl6ejPxhddIibrAoe+/YvfKZbTy8qHXKwuoencpSdPux3PVSkz8/fUWkyRJUlPJPV6S1EhCCKIO7cOzfSe9HIb9u+KwMMw6d27U7ExOYT52Ua3ReRTj0ca+/g7bnobsyzB+OTy25+ak68/sfGDkYug9F06tghOf19qsbS8XdBUKU80eZ/XF1RxJO9Lg11AflYEBlvYO9SaVnu078cBbS7ln3gtUVZSzJ2w7bl9+iU6tJvH+Byg/dUpvMUmSJDWVTLwkqZEyrl6hMDOD9v0H621MdWoaVVGXG30346+bT2CqsaD7ON/6G8fuhfj9MHABdHkQVI349h/6X2g3Dna/BJe33/S0V3t7zK2N6ZTfj9a2rXnp8Etkl9/+8g6KotCmVz9Gz/kPlaUlxGWn4vPjjxg6OpL82OMU7dhx22OSJEm6nky8JKmRog7tw9DYhIAeffQ2Zum+fQBYDW34MmNZURVFpwxId46me6eguhvrtBD2Ws0MVugTjQ9QpYKJK8A9BDY8AWmRNz5toKJNDxdSLxbwdtd3qdRWMmHzBJ498Cwbr24kqyyr8ddsBve27XENbEvkjs0Yurrg88NaTIODSH/uP+StXi3veJQk6Y6RiZckNYKmuporxw/TOrQnJo0ocFqfkn37MG7tj7G3d4Pa67Q6dn55DqEDpwFK/Xu7zv8EWRdgyKs1e7iawtgc7v8RLFvBD9OgMPmGp9v0ckGnE6ivmLJq+CqG+QzjXM45Xjv2GkPXD2XS1kksjVjKmewzTbt+I4WOnURRdhZXTx7DwNYWr9WrsRo1kuz33if5kUepvHLltsQhSZJ0PZl4SVIjJJw5RWVpiV6XGbVFRZSfOoXVoIaPeXxTHFlXSznk9xOjutQzS1ZdAfsWgVsIdJjUvGAtnWo25GuqYO19UPm/qvIObpY4eVtx+XgGwa2CeaP3G/w25Tc2jNvAs12fxd7EnjWX1/Dwzof58sKXzYujAfy79cDO1Y1TWzcihEBlYoL7Bx/g8vprVMXEkDBxEhmvv46moKDFY5EkSfqdXhIvRVG+UhQlW1GUi9c9Zq8oSpiiKFevfbW77rkFiqLEKopyRVGUEfqIQZJuh6hD+zC3scW7Uz2b0huh9PAR0GqxGtKwxCvmVCZnf0vhkssR2vVyI9AusO4OJz6H4jQY/uZNdyQ2Sas2MHUN5F2Fnx8Gzf8qxbft5Upeaik5KSVAzZ6rQLtAZnScwZcjvuTotKOM9h3Nx6c/5vNztW/U1xeVyoCuYyaSFX+V1KgLNfGoVNhNm4b/rp3YPfgghb+sJ27ESPK/WyMP3JYk6bbQ14zXN8DIPz32IrBXCBEA7L32ZxRFaQ9MAzpc67NcURQDPcUhSS2moqSY+NMRtOs7EJWB/v7Llu7bi4GjI6ZB9ezTAnJTS9n/XTQl9llcCtzHc92eq7tDWR4c+RACR4FP4w7drpPfABi3DOIPwLdjoSQTgIBQZ1SGCtHHaz96yNzInLf7vs04/3EsP7ucZWeWteh+q/YDBmNmbcOpbRtveNzA1haXhS/ht3kTZh07kPX228RPnEj56dMtFoskSRLoKfESQhwC8v/08Hjg22u//xaYcN3jPwohqoQQCUAs0F0fcUhSS7py7DA6rUavy4xCrab00GGsBg1Eqecuw8qyanZ+cR6dsYaNvsuYF/o0dqZ2dfbh0LugLoWhr+st5j90fgCmfA2Z52HFAEg5WVPTK6gVMSez0Gp0tXYzUBnwZp83mRwwmZXnV/LR6Y9aLPkyMjahy8h7SDgTQW5K0k3PmwQE4Ll6NR7LP0NUVpH86AxK9u5tkVgkSZKgZfd4OQshMgCuff29OJE7kHJdu9Rrj0nSXS3q0D4cvXxw8vHT25hlp06hKy3Fsp79XTqdIOyrS5QWVLEr4EvaewYyofWEOvuQFwenvoSQh8Gprd5ivkHHSfDEb2BkBl+PhoivaNvLhcrSapIu5t2ym0pR8WqvV5naZipfXfyK9yLea7Hkq/PwMRiamBCxbVOtzyuKgtXgwfj88jMmbduS+u+nKdy0uUVikSRJuhOb62vbZFLrO66iKLMURYlQFCUiJyenhcOSpFvLT08jI/aKXme7AEr37UcxNcWiV886253cGk/ypXzyukaRbHGFV3u+Wv+djHv/CwYmNXW7WpJzB5i1H/wGwvZn8Ir7L+bWRlw6nF5nN5WiYmGPhTzU7iHWRK1h8cnFLZJ8mVlZ03HgMC4fOfDHYdu1MbSzw/vrrzDvHkrGggXkf/vtLdtKkiQ1VUsmXlmKorgCXPv6ezXFVMDzunYeQK3v0EKIlUKIbkKIbq1atWrBUCWpbpcP70NRVLTrM0BvYwohKNm/D4s+fVCZmd2yXdyZbCJ3JeHQxYCfVF/wWMfH8LOtZ9YtNQKiNtdUnLfS36HVt2RmBw/8BP3+g+rst3SyDCP5Uh45ySV1dlMUhfmh83m0w6Osi17H8nPLWyS8bvdMQOh0nNm5rc52KgsLPFeswGrYMLIWLyHnk09kzS9JkvSqJROvrcAj137/CLDlusenKYpioiiKLxAAnGzBOCSpWYROR9Th/Xh1CsbS3kFv41ZFR6NJz8Bq8KBbtslJLuG3r6No5W3JDw5L8bT2ZGanmXUPrNPB7oVg4QS95+gt3nqpDGDIKzD1ezqpfsBYVU7Ej8fq7aYoCs92fZaxfmP58vyXxBTE6D00GycXAnr24VzYTqrKy+tsqzI2xv3DpdhMnkTu8s/JenMRQlf7fjVJkqTG0lc5iXXAcaCNoiipiqI8DiwBhimKchUYdu3PCCEuAT8DUcAu4CkhhFYfcUhSS0iLjqI4J1vvy4wl+/bVHIo9cGCtz5cWVLFj+XlMLYzI6X+GhLJ4Xu75MqaGpnUPfGoVpJyoKZZqYqXXmBuk3VhM/m8XQU4RxMcbkfft/BvqfdVGURSeD30eS2NL/nv8v+iE/hOd0LGTUFeUc2HvrnrbKoaGuC5ahP1jj1Hwww+kz38BoZVvU5IkNZ++7mq8XwjhKoQwEkJ4CCFWCyHyhBBDhBAB177mX9f+LSGEvxCijRBipz5ikKSWcunQPoxMTAkI7aXXcUv37sOsc2cMHW6eRauu0rJj+TnUFRo6P+LI6vgVjPIdRW+33nUPmhcHv70OrYdCl4f0Gm+jOLYm+Nn5GBlqiThjBZ/3gYTDdXaxM7Xj+dDnOZdzjvUx6/Uekot/AJ7tOxG5cytajabe9oqi4PT8f2g172mKt28n5+NP9B6TJEn/PLJyvSTVoby4iOhjBwns1Rcj03pmmhqhOjOTyqgoLGtZZvz9Dsa81FI6TLXl1ej5mBqYMj90ft2D6nSw5SlQGcHYT/RTLLUZTK3N6TTUj9jKPuRrPGrqfe1eCNWVt+wz1m8sPVx78FHkR+SU6/+GmtBxkynNyyX66MEGtVcUBYcnn8T23nvJW7mS4p3yc6IkSc0jEy9JqsPpX7eiUasJHTtZr+OW/H4o9pCbj/s5vimOhHO5GPbNY07coxSri1k6aCmOZo51Dxr+BSQfh5GLwebuqNDSeagnhiYGRNq9A91mwPFPYdVgyKl9H5eiKLzS8xWqtFUsOblE7/H4dO5KKy8fTm5Z3+B9W4qi4PzKy5h17kz6SwvlGY+SJDWLTLwk6RYqy0o5s2sbgd174+DhWX+HRijdtx9jb2+MfX1vePzS4TTOhiWT5RvNsur/MtBjIBvHbaSna93lJsiNrSkfETCiprDpXcLM0piO/d25GplHYehb8MAvUJoJqwZB1JZa+3hbe/Nk8JPsSdrDodRDeo1HURRCJ9xLfloKsZHhDe6nMjbG/ZOPMbC0JPWpOWgLC/UalyRJ/xwy8ZKkWzi7ewfqinK6T7xPr+NqS0spCw/HcsiQG2pxJUflcWBdNGl2Vwjz+J63+r3F0oFL669Or9PCltlgaAxjP77jS4x/1mWYFypDFZG7EiFwODx5qOa8x58fhj0vg/bm/VYzOszA38afRScWUV5d912IjdWmZ19snF04ufmXRpWKMHJywmPZJ2iyskh79jlEA/aJSZIk/ZlMvCSpFurKCiJ/3YJfSCjOvv7NGqtCU8HF3ItsiNnA2+Fv89kXM6G6mu8drrDwyEJeO/Yai35bwubPT5FnkkFm79OsH/8L4/zH1V8kFeDEckgJh1HvgrVrs2JtCebWxnTo58aV8CyKcyvAxgNm7IRuj8OxZbBmApRm39DHyMCIV3u9SkZZBp+d/Uyv8agMDAgdO4nM2BhSLl1oVF+zzp1xef01yo4dI3vph3qNS5KkfwbDOx2AJN2Nzv+2i8qSYno0YbZLq9PyS8wvRGRFcCX/CsklyX+URzA3NOfpSCgzV7HfJp3qzBQ0QkPnqFFYa1S4TxUs7P0FBqoGHsKdEwP7FkGb0RA0tdGx3i4hw725dCidyF1JDHqoLRiawD1LwbM7bJsHK/rDvd+CV4//9XEOYUrgFL6//D1j/MbQ3qG93uLpMGAox9ev4+SWX/DqWP/h5NeznTyZyktR5H/1Fabt2mEz9h69xSVJ0t+fnPGSpD/RqNVEbNuIV8cg3ALbNapvUVURT+19irfC3+Ji7kX8bPx4MuhJPhz4Ib9O/JVj9x6ia7yC2/BxbJ/yK7un7GZ9v634Z4bQZZAPj/ed3vCk6/clRiMzuOeju26J8XoWtia07+NK9PEMSvKvu6sxeBo8EVaTiH1Tc9bj9eaFzMPOxI43jr+BVqe/OlqGxsaEjB5P0vkzZMXHNrq/84IXMe/WjYyXX6bi4iW9xSVJ0t+fTLwk6U8uHviNssICekxs3AzSlfwrTNs+jfDMcF7t9Sq7Ju/i48EfM7vzbIZ6D8XT2pPKM+fQFRXdUEYifEs8hsYGdB3p0/CLaapg4yxIPQWj3gMr50bFeid0GeENwOndSTc+4dIJZh0E/8Gw/ZmakhPX7ji0MbHh+dDnicqLYmvcVr3GEzxsNCbmFpzc/Euj+ypGRrh//BEGDvakzJpFVXy8XmOTJOnvSyZeknQdrUbDqa3rcQ1si2eHhi9B7UzYyfSd01Fr1Xw94mvuDby31nal+/aiGBtj2acPAFkJxcSdyaHzMC/MrY0bdrHKYlg7BS6uh6GvQ1Dt17rbWNmb0ra3K1FH0ykt+FMtLzNbmLYOQmfWlJz45WFQ12yqH+07mqBWQXxy5hPKqsv0Fo+JuTmdR4wh5uQx8tNTG93f0MEBr9WrQVFIfuxx1KlpeotNkqS/L5l4SdJ1Lh85QHFONj0nTm3QxnaNTsMHER8w/9B82tm346exP9HZqXOtbYUQFIeF1RyKbWGBEILjm2MxszKi89AGlqsoyYSvR0PSMZi4Avo+05iXd8d1HeENAiJ3Jt38pIEhjH4PRiyGy9vh23ugNBtFUXgh9AVyK3JZfWG1XuMJGTUOQ0MjTm3d0KT+Jr6+eH21Gl15OcmPPUZ1dnb9ne4AndBRUFlAfGE8F3IuUK2rvtMhSdI/ltxcL0nX6HRaTm7+mVY+fvh26VZv+4LKAp4/9DzhGeFMazON+aHzMTIwumX7youXag7FnjMXgJTL+aRdKaTvfQEYmzbgWzEnBr6fDOV58MBPNccC/cVYO5rRro8bUUfT6TLCC2sHsxsbKAr0mg22XrDhCfhyCDy4nqBWQYzxG8O3l75lcuBk3C31UyDW3MaWjoOHcf633fS+90GsHOopUlsL0zZt8Fq5gqTHHifl8SfwXvMdBra2eomvKVJLUtkev51TmafIr8wnvzKfoqoitNcdidvDtQfLBi/DzNCsjpEkSWoJcsZLkq6JOXGUgox0ek6qf7brct5lpm2fxpmsM7zZ500W9lxYZ9IFULJnDxgYYDV4EEInOLE5HisHUzr2a0ASkXISvhoOmgp4dPtfMun6XbdR3iiKQsSvibdu1O4emPFrzfFCXw6D+IPMC5mHSlHxYaR+yzh0u2cSQuiI3LGpyWOYde6M5/LPUCclkTxzFtpS/S2JNkSxupj1Met5ZOcjjNo4is/OfkZZdRne1t4M9hrMYx0f44XQF3in3zs81/U5TmacZO7euVRoKm5rnJIkyRkvSQJA6HSEb/oZe3fPeg/D3ha3jTeOv4GdqR3fjfqODo4d6h9fCEr27MGiR3cMbG25GpFFTnIJQ2e0x8Cojs8/QsClTbB5Nli5wPSNYO/X2Jd3V7G0M6VDPzcuHEwjZIQ3tk7mtTd0D4GZe2HtfbD2Xlwe38OMjjP4/NznPNjuQbo4ddFLPDZOzrTrM4Dzv+2mx8SpmFlZN2kci549cf/oQ1Ln/pvUf/0Lz1UrUenxfM/anMo8xY/RP3Ig5QBqnRpfG1/+3eXfjPEbg5ul2y37OZg5sPDIQubsncOywcswN7rFv4EkSXonZ7wkCTi/dze5yYn0mHAviqr2b4tqXTVLTi7hpSMvEdQqiB/H/NigpAug6upV1ElJWA0fjlarI3xLPA7uFgSE1nE3Yl4crL0X1s8Ap3bweNhfPun6XchIbwwMFCJ2JNbd0NarZobPohX8NJ1H/cbjZO7EOyff+aM2mj6Ejp9CdVUlZ3Zta9Y4VoMH47ZkCeUREaQ/X8+h5s0ghGDl+ZU8tvsxTmWeYkrgFNaNWceW8VuYGTSzzqQLYKz/WN7q+xYRWRHM2TdH76cDSJJ0azLxkv7xMuOusv+bFXgHdaFt3wG1tsmtyGXmnpmsvbyW6e2ns3LYShzMHBp8jZKwMFAUrIYM4fLRDIpyKug5wR+VqpYlTXU57H0TlveE5BMw/C14fA9YtmrqS7zrWNiY0HGAOzEnMynIrGdZzsIRpn4HpZmYb5nDvC5PcynvEtvjt+stHkdPb1qH9uT0zq1UlpU2ayybsffgOOcpSsLCqLp6VU8R/k+lppIXDr3AsjPLGOM3hj1T9rCgxwI6OnZs2EkH1/yefEVmRfLU3qdk8iVJt4lMvKR/tIqSYrZ9uBhzWztGz/0PqlqKl17Mvci07dO4lHuJxf0WMz90Poaqxq3Sl+wJwywkBGFtz6ntCbi2tsG7458SNyFqDo7+rDscfh86TIS5EdB7DtSzf+yvKGSENwbGBpzcnlB/Y/euNXc8xu1jTNI5Ojp05OPIj/WaLPScfD9VZWWc2dm8WS8Au/vvByMjCtc37W7JW8kuz+bRXY+yK3EXT4c8zeK+izE1bPpy5j1+9/B237c5nX2a2Xtny+RLuisVZWeSfPEcOUkJlBbko/2Ln5Mq93hJ/1hCp+PXTz+grCCfaW+8i7m1zU1tLudd5vHdj2Nnasea0Wtoa9+20ddRJyVRdeUKTi++SPjWeMqL1Yx8stONsxNFqbB1LsTtA+eOMGklePduzsu765lZGRM0yIPTu5LoNqoUB3fLujuEPAKpp1Adfp8XxixmetTnfH3pa57q/JRe4nH29ce/W08if91MyOhxmJhbNHksQ3t7rIYMoWjLFlo99ywq4wbWaKvDxdyLPL3vaUqqS/ho0EcM9hrc7DEBxviNQUFhwZEFzNk3hxVDV9R7o4gktbTqykpiwo9y8UAYqVEXb3re1MISM2sbLOzs8GjXEZ/grri2DkRl0MCTP+4gmXhJ/1gnNv5E4tlIhj4xG5fWgTc9n1aaxuy9s7E2sebbkd/ibNG06vAlYWEI4LIqmHN7U+g4wB1X/+uSvIsbYfu8miOARr1bc3i0wT/jW7PLMC8uHkjl5LYERv1fp7obKwqM/gAyL9L5t8WM6jaWry9+zaTWk3C11M/h4L0mT+P7BSc4vXMrvSbf36yxbCdPpmTXLkr37sV61KhmjbUzYSevHH0FB1MH1oxaQxv7Ns0a789G+41GK7S8dOQl3gp/i9d6vdaoZUtJ0gchBOkx0Vw6EMaV44dRV1Rg6+JK32kP4xrQlsrSYsqLi6koLqL82q/inCzCN/7MiQ0/YmphiVdQF3yDQ/AJDsHSvuHbQW6nFn93VxQlESgBtIBGCNFNURR74CfAB0gE7hNCFLR0LJL0u8SzkRxb/wPt+w0iaOjNPxSLqor412//okpbxZfDv2xy0gVQtCeMhB6zSDyWT8cB7vSfei3JqyqBnS/A2bXgEVozy/U32TzfUKYWRgQP8eTUjkRykkto5WVVdwcjU5i6Blb0Z15sJPut4O3wt/lk8Cd6SRSc/Vrj360Hp3dsIWRU82a9LHr3wtDNlcL1G5qceOmEjk/PfMqqC6sIcQph6cCljdpb2Bhj/ceSUJTAqgurCLAL4MF2D7bIdSSpNrnJiez45D1yU5IwMjElsGdfOg4ainvbDvV+b1eWlpJ04SyJ5yJJPBtJzPHDALTy8sGnc1d8grvi3rYdBoZ3x0yuIoRo2QvUJF7dhBC51z32LpAvhFiiKMqLgJ0Q4oW6xunWrZuIiIho0Vilf4binGzWvPg0lvYOPLDofYxMbtwjU6mpZFbYLC7mXmTlsJV0c6m/mOqtqNPT2TnrC1I9BhI02IO+9wbUvImkRsCGx6EwGfr9BwbM/1vu42qIqgoNaxYew9XfhjFPBTesU+xe+H4y37bpzfvqFN7r/x4jfUfqJZ6s+Fi+XzCPPvc9RM/J05o1Vs6nn5H72Wf4h4Vh7NG4oq+l6lIWHF7AgdQDTGw9kZd7voyxQfOXLOuiEzrm7Z/HwdSDfD7kc3q7/72Xu6W7Q1xkODs+eR9jMzP63PcQbXr1xdisaSVOhBDkpiSRcCaCxHOnSYuOQqfVYGRqhlfHIHw7d8UnOAQbJxc9v4qbKYoSKYS46QfInUq8rgADhRAZiqK4AgeEEHXOncvES9IHTXU1P702n/z0NB5a/CF2rjf+MNTqtPzn4H/Ym7yX9wa8xwifEU2+ltAJ9ryxndgsCzp1t6HfjBAUoYPDS+HAYrB2v7aXq+66Yf8EETsTCd8Sz+QXuuLie/Neu1odeh/tvjeZ3q4baWjYPH4zdqZ2eoln07v/JT06iic+/QoT86bXuKpOTyd2yFAc//UvWv17boP7JRYl8vT+p0kqTmJ+6Hzub3v/bVv6K68uZ/rO6WSUZrB2zFp8bXxvy3Wlfx4hBKe2buDwum9x9vVn/PMvY2Xf+NMj6qKuKCf50gUSz0aScDaS4pwsAB7/5EtsnVs2+bqTiVcCUAAIYIUQSe2wrQAAIABJREFUYqWiKIVCCNvr2hQIIW56x1QUZRYwC8DLy6trUlIt57tJd0x+ZT6GKkOsjZtWcPJ202m17Pr8Iy4f3s+4514ioPuNn+aFECw+uZh10et4IfQFHmr/UNOvpRPs/z6a6GMZ+JecZMT3L6BUlcAvj0LcXuh0L4z5AEwbmGT8zakrNXy38BjugXaMerKevV6/0+ngpwe5mriP+9xdGek7isX9Fuslnj9mvaZOp+ekqc0aK/mJmVTFxtJ6728oDdj4eyTtCPMPzsdAZcDSgUsJdQlt0nXVlRpKC6ooza+kJL/yj9+XFVVh62yBR1s73NvYYWJ2846TtNI07t9+PzYmNnw/+ntsTOT/U0m/NGo1YSuXEXV4P2169WPEv56+afVB34QQFGSkk3r5Ip0GD2/xDzO3Srxuxw7ePkKIdEVRnIAwRVGiG9pRCLESWAk1M14tFaDUMEIIYgpiOJh6kIMpB7mQewFzI3OWD1lOiHPInQ6vTtXqKnZ8/C5xEeH0mTr9pqQL4OtLX7Mueh2PtH+kWUmXulLDgbVXuHoqC9/EHYSM8kEpyawphpodBWM/hq6PNuPV6FdRRTX7o7M5FJODlakhAc5WBDhZEuBshb1Fyy5t/c7Y1JB2vd04tzeFssIqLGxN6u+kUsGEzwlYOYCZZdV8Hr+dUb6j6O/Rv9nxOPu1xi8klMjtm+gycmyzZr1sp0whbd48yo4dw7Jfv1u2E0LwzaVv+Oj0R7S2bc0ngz9p8pmU4VvjidiZWPNx9xpFAQtbE8ysjLl8LJ0LB1JRFHDyscajrR2ebe1x8bPBwEiFu6U7Hw76kCf2PMHzB59n+dDlN5VQqSyrJiuhGJ1Wh62zOdaOZhgYygpFUv3KCgvY8v4iMq5eofd9D9Jz0rTbMqOrKAr2bu7Yu+nnrNcmx9HSM143XExRXgdKgZnIpca/jIjMCHYm7ORg6kGyymumaTs6dKS/R39+TfiVrPIslg1eRg/XHnc40tpVlpay+b3/knblMkNm/B+dR4z547lqbTX7U/az4eoGjqUfY5TPKJb0X4JKadoPkPizORz6MYayoiqCfctw+Go+vl8vxfT4f6CyEO779q44ZzGzqJKwqEz2RGVxPC4PjU7gYGFMlUZHadX/auQ4WhrT2smSEC87poV64eXQckfLFGaVs/a1E/QY50u30Y1Y3so4j3r1MKZ6ulNq7sCm8ZuwNK6nNEUDZMZdZe1LzzR71kuo1VwdMBDz0FA8Pvm41jY6oeP1Y6+zKXYTw7yHsajPoiYf4xO5K5ETm+MJ6OaET7AjVnamWNqbYmFjjMqg5v+1tlpHZkIRqdEFpEbnk5VYgtAJVCoFO1dzHDwscXC35Ipyjg8TlzA5aDz/5/dvMuMKyYgrIiOuiPz0GwvfKgpYOZph62SOrbMZ9q41s2o2reRxRNL/5KYksWHxa1SWljDqqWcJ7NHnTofUYu7IUqOiKBaASghRcu33YcB/gSFA3nWb6+2FEHWeryETrzsjIjOCGbtnYGZoRi/XXgz0HEg/j344mtWsw+dW5DIrbBZJRUl8OOhDvcw2NJRGraZaXYWZ5a3vhCvNz2PD26+Sn57G6LnP0aZXzYxDcnEyG65uYHPsZvIr83GxcGFywGQe6/hYkzYwlxZUcujHGBLO5eLgbsHAh9qiXvQc6vgY/IclohibwYM/g2sDN4/rWbVWx7mUQo7E5nLgSg5nUwoB8HO0YHgHF4Z3cKazhy2KAhlFlVzNLuVqVglXs0qJyS7hfGoROiEYGNiK6b28GRDohEFtVfebactHZyjMLmf6ot61V/W/lTNrOb9rHg+5uXBfm6m83PNlvcSz6Z03SI+J5ollq5s165W15B3yv/+egIMHMHS48a5EIQSLTizi55ifmdlpJnO7zG3yp//z+1M5/FMMgd2dGfpoe5QG/h1WVWhIjykgM6GYvNRSclNLKSus+uP5alUVRrqaWUhjUwNc/G1w9bfBxd8WI2MDCrPLKcwq/9/XrHI06pojnWxameHV0QGv9va4t7HDyPjur7MktQxNdTXfv/g0FSXFTFrwBs6+/nc6pBZ1pxIvP2DTtT8aAj8IId5SFMUB+BnwApKBe4UQ+XWNJROv269KW8WUrVOo1lWzYdwGLIxqv7W+sLKQWWGzuFp4lff6v8dQb/3P6FSrq8hJTCArIZas+Fiy42PJTU1GCIFLQBva9e5PQI/eN2zMzE9PY8Pbr1BRUsL45xai+NhzKvMUOxN3Ep4RjoFiQH+P/kwJnEIftz4Y1FK1vj46neDiwVRObIlHaAWh9/gSPNQTSkuI6d0bh8BSnIa6wIPrwdZTj38jdRNCEJNVytHYXI7G5nIiPo8ytRZFgSB3G4Z3cGFEB2f8W1k26Id8ZlEl604ms+5kMtklVXjYmfFgD2/u6+aBg2UDlgUbKDYym92rLjLmqSB8OjVyk+3Wf/Nu4hbW2Fjzzchv6Orctdnx/D7r1Xfaw/SYeF+Tx6mKjSX+nrE4zZ+Pw2Mz/nhcCMH7Ee/zXdR3PNbxMeaFzGty0hV9PIO9317GN9iREbM6YmDQvGW/ytJqctNKyUkpZu/Fw5yqOoJnawdeu2cBViZ1zygKISjKriA5Ko/kS/mkXSlAU63DwFCFW4AN3h0d8QlykLNh/zBHf17LiQ3rmPjCa/iFNG3v4l/JHdtcry8y8br9Pjv7GV+c+4Ivhn5BH/e6p4OL1cXM/m02F3Mv8lbftxjjN6bO9g1VkJlO2IplpEZfQuhqPkELMyMKbKtJMS9CKALvLHPsSmpmqUy8nGjdozcBfsHsXP4B1ToNeWPcOa67SHZ5NgBuFm5MCpjEhNYTGlyfSwhBVbmGssIqyovUlBVVUVZURfzZXLITi/Fsb8+A+9tg08oMdDoK35tNxtcH8Znuhtmz68FMP3fb1Se3tIqfTqXwQ3gyaYUVAPg6WtCntQN9WzvS088BW/Om79uq1urYcymLNScSORGfj7GhircndmJKVw+9xK/V6vhuwTGcvK0aXlrij+AqKf9qGJMM8zG08WD9hC3NOk7nd+uXvEZa9CUGTH+cTgOGNrkWUOK0+9EWF+O3Y/sfydWnZz5lxfkVPND2AV7s/mKTk664M9nsXnkR9zZ2jHkqCEMj/c4qCSH48cqPvHPyHXxtfFk2eBkeVg3/N9dUa8m4WkRSVB7JF/MoyKw5msjOxRzvTo74Bjng4mfzx1Ko9PeTnRjP2peeoW3v/oya89ydDue2kImX1CixBbHcu/1eRviMYEm/JQ3qU15dzpx9c4jIjOD13q8zKWBSs2K4cvwwu1d8ghYtuW1MuWSYTIZVKRpzA7q5dqOPWx88rTyJyo8i+uppyi4l4ppqgP21JKzUTMOe0CyMHG0IdQmlm3M3Ql1C8bXxbdAPOHWFhphTWVw+mk5eWhlaje6mNha2JvSa6E9gd+eaMYvTYfNsUr49S2WJDa2PnKhZZmxBQggikwpYcyKJXy9kUK0V9PZ3YHxnN/q0dsTDrmVmFa5mlfD6tkscjc3j+RFtmD3QXy8bZE9sjuP07iSmv9UbK/tGJk4FiZz4ejAzHSyYFnAvC3q93OT9eqklqfwS8wt7Tm+h80kjHItNUFuoMOsVSMjQMXRx74aVcT0FX69TuGEDGQtfxvuHtZiHhPDlhS/5+PTHTAqYxGu9XmtynMmX8tix/DxO3laM/XdnjE1b7p6p4+nHee7gcxgqhiwduLTJNe6KcspJvJBH0oVc0mIK0WkFJuaGeLa3xz3QDvdAW2ydzWX1/L8JrUbDDwufo7Qgj0eXfl7n9pC/E5l4SQ2mEzoe2fkICcUJbJ2wFXtT+wb3rdRUMu/API6mHeWZrs8wo8OMRr95atRq9n27ggu/7abQXkdYcDoOTu70de9LH/c+dHPuVuvGYyEEScVJREQfIvHSOdyDgugZ0B8fa58GxyCEIDuxhEtH0rgakY2mSouDuyWe7e2xsDHGwtYECxtjzG1MsLAxwcjkupmFixtg+7MUXoGMk5bYPfAgLgtfatRrbwy1RscvkSmsOZ5EdGYJViaGTO7qwUM9vWjtdHve2NQaHc+vP8eWs+lM7+nN6+M6NHvvV3FuBWteOU63UT70GNeESv4xe1i8axY/2FgR6hLKoj6LcLN0a1BXrU7L0fSj/HTlJw6nHkZRFAZ5DqK/e39iz4RTfuQyVtk6Koy1RPkWowl2Zkzb8UxtM7Xe2TVdWRlX+/XHauRI9k9vz5KTSxjtO5q3+77dpGVugPTYQrZ9fBYbZ3MmPNMFU4uWL8KbWJTI3H1zSS1N5ZWerzT7A5a6QkPK5XwSL+SSHJVPeZEaADNrY9wDbWUi9jcQvulnjvz4HeOefYmAHv+corwy8ZIa7Kfon1gUvohFfRYxvvX4RvdXa9W8dOQldifuZmqbqSzovqDBP1hy05JZ994rqDPyuOBXRHVvT57qOoderr1a9E23Wq0l+lgGl46kk5daiqGxioBQZzr0dcfJx6rua1cUwK/PI87+QlZMawrOlWPeqyceH36Iga3trfs1Q1ZxJbPXniYyqYD2rtZM7+XN+M5umBvf/jMedTrBkl3RrDwUz8gOLnw0rTOmzVzq2v7pOXJSSnj47d5N2qskfvsvW85+wRJnVxQDY17q8RL3+N1zy3/HnPIctsRtYX3MetJK03AwdWBK4BSmBE7BxeLGIouxFyI4+Mt3FF6JR2OssD84E7WXFTODZjI5YHKdN2ekv/wKBdu2MOMpHb0DhvLegPcwUjUtWcpLK2Xj+6cxtzZm4nMhmFvfntIfULO14PmDz3Ms/RiDPAcx2Gswfdz60Mq8VbPG/X1vWFpMAWkxhaTHFFB2LRFr5WVF0GAPAro6Y2AklyT/KvJSU1jzwlz8u/Vk7DMv3ulwbiuZeEkNklWWxfgt4+no2JFVw1Y1OdnRCR0fRX7E15e+ZpDnIN7p/w5mhrdectPqtPyy5VOS14dRrWhJ6mPOQ2Ofpp97vxZNuLRaHdHHMji1PYGyIjWOnpZ06OdOYKgzxrUUlrxJ/AHYPBtNdjapFzpQEZeN/eOP4fTMMyiGLZMEnYjPY84PZyhXa1g8qRPjgt3uipmA1UcSeHN7FN197Fn1cDdszJs++5JwLodfP7/AqCc74delCT/MtRr4ehSp+TEsbNeL0/mXGO49nFd6voKtaU0yXK2t5mDqQTbFbuJo2lG0QktX565MazuNIZ5DMKrnCKfM2Bh2fraU8qpSTo1WEZl3BlcLV54MepJxrcf9kVDlVeQRnhFOeGY46ScP8uwXWUQM9WTqx9ubfARQaUEl69+JRAjB5PldsXZo2eXs2mh0GpafXc6m2E3kVtQcTNLGrg193PvQ170vnVt1plxTTkFlAQVVBeRX5pNfmU9RVREBtgH0du9db9IphKAop4LkS/lcPJhKQWY5ZlZGdOjnTscB7ljY6O/GDkn/dDotP746n4KMdB79YDkWtrdnr+vdQiZeUoPM2z+PI2lH2DhuI17WXs0eb130OhaHL6ajY0eWDV520wG/JeoSNsdu5sCOdbSPUFHUSqHnzMcYGTS+yXteGkLoBLGnswnfEk9RTgUufjb0nOCHe+D/3hg0ubkU79pNye7dKEZGWPTrh2X/fhj7+KAkHIBTq+HKDsqr/Ug7YIq2vArXRW9iM0Y/NxbcFLMQfHk4gSW7ovF2MOeLh7oS6Hx37ZXYdi6d534+h7eDOd8+1h0326YlBDqtjjUvH8fO1YJx/+7ctGAKEuHzvmid2/NN6L18em45diZ2PNP1GS7nX2Z73HYKqgpwMnNiXOtxjPcfj4+NT6MukXg2kg2LX2PQo7OoDHbk0zOfciH3Ap5WnvRx68Pp7NPEFMQAYGVsRQ+XHkzenIPD7kg8vvgcq4EDG/2yqsqr2fj+aUryK5n4XAitPO/s/4HfCysfSTvC0fSjnMk6g0Zo6u1nb2rPKN9RjPUbS3uH9vV+eBBCkHq5gPP7U0i8mIdKUfDv6kTICC8cPe6u7wOpRuSOzRz47ktGz3mOdv0G3elwbjuZeEn12pu0l3kH5jEvZB6Pd3pcb+PuS97HC4dewNHMkS+GfYG3tTcJRQn8cPkHtsRtQVWiZtIRT6y93Hn8jU8wMmq5JRMhBClR+RzfHEduSin2bhb0nOCPTycHFEVBW1JCSdhvFG/fTtmJE6DTYRLQGqETqOPiADC0BEvnMiy8jdG06k3WhjMYubri8ekyTNvUWQe4yUqrNMxff45fL2QysoML790bhJXp3Xmo9rG4XJ78LhJjQxUfTu1M/8CmLT+d2pHAyW0JPPRmz6aXHTj/M2ycCQNfIjpoPAsOLyC2MBZDlSGDPAcxofUEerv1vqkqe0MJIVi/aCE5SYk8/smXGJuZcSj1EJ+d/Yy4wji6OHehp2tPerr2pJ19OwxUBugqK0mcdj+ajAx8N23EyK1h+8+gpvDptmVnyYgt4p65wXi2a/j+y9ulVF3KycyTROVFYWVshb2pPfam9tiZ2mFvao+1sTUnM0+yNW4rB1MOotap8bXxZZz/OAZ7DcbVwrXO2XGAwuxyLhxI5fKxDHQawdAZ7Wnd1ek2vUKpIQoy0/nu+bl4dQxiwvxX74pZ+dtNJl5SnUrUJUzYPAE7UzvW3bOuyftObuV8znnm7puLTuho79CeY+nHMFIZMcpnJIH7KimMS+LR9z/Tz4nx1RU1sx2WzmBe84OpokTN1Ygsoo9nkpNcgpWDKT3G+REQ6oxKpVCVkEDOhx9ReuAAQq3GyMMD6zFjsB4xFFPzQji7juoTGylNhbIiV8pSdegqagpMWvTrh/t777bYfq7Y7BKeXBNJQm4ZL4xsy6z+fnf9m1hsdgmz157manYpswf688zQQAwbuVertKCK7xYeo8swT3pNbN30YDbOggu/wIydVLl3ITwjnE6OnfR2oHZmbAxrFz5Lz8n30+e+B/94XKvT3nJvozoxkYTJUzBp3RrvNd+hGNf/YUPoBGFfXeJqRDZD/5+98w6Pqkz78H2mT6ak954QAiGB0IsiAgqIigjYPyzrWndd3XUt6LJrX11d17a6rn1VLFhWEQQRERXpNSS09F4nmZqp53x/TAhkCRAgoXnu63qvd2ZOe2fmzJzfed6n3JBD9ui+LfB7IrB5bXxT/g2LShaxuXFz5+smtYmokCii9dFEh0QTo48hyZREmjmNVHMqMSExCIJAu8PL168UUFdi5aw5/RgyOfmU/238EpBEkY8ffYDGslKuf/blXi98fbogCy+Zw/LY2sdYuGch709/n9yo3D45RpWtittX3I7T5+SK7CuY038O9eu3svTlfzDx+lsYdsHFR7fDgB8adkDTbmjaGewbdwZFFxJ+SU0Z57HHM5lKazqipCAqRmDQuCgGjotHaQhFUqho+/BDGp76G4JGQ+iFUwkdGodOW4tQvR5qt0DAC2oDDL4cRt4IcXlIPh/tW7fib7FgOv+8HhU/PhZ21du46t9rUSoEXrhqKOMyT58/sHZvgIe+LOSjjVWMSovg+avyiQ89uqnHJa9sp77UynVPnHXsDtVuG/zrbJAkuO2nPilMvui5pyjbvIEbX3itx34stq+/pub3fyDi+uuJvf++I66/+tNiti6vZMzMDIZPSzvOEZ96VNmr2Nywmab2JppcTTS1N9Hc3kyjq5EmVxNe0du5rl6lJ9WcSqo5lQHmHEJXD6RxRzuDJyZx1mVZR1f1QKbX2bJ0Ed+99SpTbvkdeZOmnOzhnDRk4SVzSLY2buXar6/lmoHXcN+oI18Ajgef6EOBAqVCiaPVwtt330ZkUipXPvQkgqKHF1aXBTa/A+tfB1t18DWFCiKz8IbnUi2OpLw5mZISNV6fEoPaTn/dKrI1y4lUV+4fS7uCug0ROGs1GJIE4icqUfs6lis1kDAUkkdDylhIOxt05l7+NA5PcaODK/+9BqVC4KObx5IW1X3lgFOd/26p4YHPC9CqFDx7eT4TB/R8SqiysIVFL25jyo2DyBrZs2S33VK1Ad6cCoNmwuw3goUFe5HWuhrevvt28iZP47wbb+vxdvWPPErrggUk/fMlTJMnH3K9bSuq+GnhXnInJHLOlf1/cVYdURJpdDVSbiunwlpBua082KzlVDuqQRI4v/YaMitHEpqtYNatownRn/iAAxloq6/jnXt/S9LAXGbd/9Av7lw9EFl4yXSLT/Rx+aLLsXvtfDHzi0OWBeptJEniy78/TvnWzcz924s9qxbfUAjrXg367fjbIW080tBraWYglbUGKovaqC+xIooSap2SjPxoskfHkZgdjkIAbDXQuAvstdhWb6P+7RWIXj8xF2UTPiISQfRBXF5QaCUMBfXxZz0/VsqanVzx6hpECT66ZQyZ0cdf9PlkUtLk4Dfvb2ZXvZ1bzsngnqnZPZp6lESJ9/68BmO4jkvvHnZ8g/jhafjuMZj5L8i/6vj21Q3fvvEKBSuWcv3fXyY8vgfnMyB6vVRcdTXeqirSP/sUTdLB2eALf6zh+wW7SR8cxbRb8mRrzv/Q4Gzgx5ofWVW1CutGJaPKLqLJVIV98k7OzTqbCUkTCNX2vpVT5mAkUeSjh+fRXFnOdc/8E1Pk6WOh7wtk4SXTLfuyZ78w8QUmppy4qJPda37kq+ee4pxrbmDkjNmHXlEUCexciv3HBTgqynEQjz3qXBymYTjcepqrHbhswSmIqGQjKTmRpAyKIC4jFKXq4At7wG6n4bHHsX7xBbrcXBL+9hTajGNI0tmHVFlcXP7qGjx+kQ9vHnPKRS4eK25fgEe+KmLBukpGpUfw0tVDiTEdWdxu/qaCNZ+VcOkfh5HQ7zj86MQAvHMx1G2DKxdAxoRj31c3ONtaeeN3N5E+bCQX39Vzy7G3qoqyWbPRpKWR9v57nf5ekiSx7otSNi2tIGVQBBfckodKLjB9WNx+N8tXrqXivz6cGivLM9+h2VzFiNgRTEqZxKSUSQflZTtRWD1WdjTvYHvzdiztFlQKFSqFCqWgRKlQohJUmLVmLsm8BKPm9LzR2rzkC1a+8xpTb7uL3HN7v2ZvT3D73Z3T1J6A55DrDY8ZfsSUMceLLLxkDqLKVsWlX17K2Yln89zE507YcV02K2/ffTuh0TFc9egzKLrxj3I026hYtpzyrXVU2zPx0zVfj96swRSuJTQmhJSciI7M8ofP6ROw26mYey2evXuJuuUWom67FUF9akUG1rS1c8Wra7C7/Xxw0xhyEk7s9OaJ4LPN1TzweQFmnZqXrxnGiLTDR+b5PAHem7+G0Gg9l/5x2PFNXVir4T8zoaUYxt0Bk+aDqveiaPcVAb7miX8Ql5nV4+1sy5dTc8fviLjuOmLn3U/AL/LduzvZs66BnLPimXB1tlzH8CioK7Gy7LUdONs8iP3a+DHpU3Z6tgMwKHIQZyWexbCYYQyOHnxUZZ96iiiJ7LbsZlvTNgqaC9jetJ1yWzkAAgJmrZmAGCAgBfCLfgJSAFEKliSLCYnhgVEPMDn10FPPpyKtdTX8597f9VkUY7u/nWZXc9AH8AA/wP/tbV5bj/b3/eXfH5TeqLeRhZdMFyRJ4pblt7C9eTtfXPJFj4tF9waLX3iaPWtXM/fJ54hKSescT2OFnfItNZRvKKXZEvTPMGlaScvWE5M/GGNkCMYIHcZw7VEXARY9Hqpu/DWubdtIfvmfGMeP7+23ddzUW91c8e81WJxeFvx6DHlJZ+70yM46G7e+t4ma1nYemD6QG846fFmnHT/UsGrBbqbfPpj0wcc5feF1wrIHYNPbED8EZr0O0f2Pb58deFwu3rjzJqJTUpnzp8eP6uJT/8gjtH7wIQn/WcDKnyRqdrcyekYGwy9I/UX7yRwrXrefLd9UsuWbSgQFZEwMpSJtCyvrVlDYXEhACiAg0D+8P/kx+QyNGUpOZA46pQ6lQolSUHaxSmmV2sN+Dy3tLfxc+zOra1ezpnYNFrcFgEhdJHnReQyOGkxedB65kbndWrRESWRH8w4eWfMIu1t3Myl5EvNGzztpFrqjQRQDfPTQPFqqK7j+mZcxRhydoJEkiTpnHYUthdQ767sVVXaf/aDtVAoVMfqY/RGwHVGw0fpoovRR3ZaW28fgqMGyxetIyMKrd/mq9Cvm/TiPeaPmcfXAq49+By4L1GwGe23Qsf2gpgxO7Yj+jhZAEn1s317Kt4vXMu7sQYwdlwOA3aHk+x/DqazWIyASp95NanwLaZPOImLUxJ473R8Cye+n+q67cKz4joSnnyb0ou4TnLa5vNTb3DTYPDTY3DTZg32jzYNJp2JAvJmB8SZy4s2EhfRurrFd9TZuf38zDVY37/56NMNSzvwMz9Z2H3d/vI1vdzZw8ZAEnpyVh0HbfT6tQEDkg4fWoVQruOJPo3rHz2nnV/DlHcH0I9P+CsOv7xWn+81fL2Ll268y+4FHSBvSc7+0gMNB0Yyr2Jx+LS5tFJOuHUD2mPjjHs8vHVtzOz9/WkzJliZMkTrOmt2PuFwDBS0FbGncwpaGLWxr2obL7zrsfnRKHVH6KGJCYojSR3Ve4J0+J6trV1PUUgQEE8OOSxjHuIRxDI8dTrwh/qiEs0/08V7Re7y89WWUCiV3DL2DK7OvPOZ6nieCfYlSL/jNH8g5Z9IR13d4Hexo2UFBUwHbm7dT0FRAi7ulc7lGoen8fA/q9dFEhUQRo48hVBt6St+UyMJLphOrx8qM/84gyZjEfy74z5F/0H5vMG1DzSao3gg1G4NTNUdJg9vAwoo8zGoP16RvRQHscE1jjWMuEgKjjB8yYIgO/cRbIfE4Hak7kCSJuvnzsX7yKbEPPkjE3P8DoNHmpqDGSkGNlR01NnbUWKm3uQ/a3qxTEWPW0eby0uzYH84eH6pjQJyJvKQwpufFMSDu2KYEPf4A/1xZwssrizHr1bw6dzgjjzD1diYhihKvrCrh79/sJjPayLOX5x/S0rd3YwPfvF7I5OsHMqAYcSf/AAAgAElEQVS3BImtDv57a7D0U/aFMONFMBzf9EPA7+Ot39+KRqfnmr/+A6XqyHfVAZ9IbXEby1/dgtfhZnyejUF39n4AwLHg9Yu0urwExO6vFXq1klC9+pR3+q/eZeGnhXtpqXES3y+UsZf2Iz4zeK4FxAB72/ayt3UvftGPX/J3mQr0iT7a3G0HTXM5fU4UgoIh0UM4O/Fszko8i/6KeFw//Yxz3Vokd/c+Rur4OIwTJqDPzz9kabFqezWPrX2M1bWryYvK496R95Ifc4xVHPoQS2017977O1IG5zPznvldhFC7v50yaxklbSXBZg321fZqJILnU5o5jbyoPPKi88iLyiPZlIxZY+4TQSV6vXiLi/Hs3Yt5xow+F22y8JLp5M+r/8yXJV/y0UUfkR1xiEzr9gbYuwz2LIOSleBzBl83xkLiCEgaHuwj0rG7veyuaWV3rYW99W3srW/D4XITQIEfFaYQHelaP7EFy1BqNIRPn0txo4B2l0C4R02tys0mYxsRCeGkJCYyIM7EwHgzA+LNhOqPzxRc//dnaX3tNVpm/x8/j5/NzjobhbU2Gu3BP0RBgMxoI7kJZgYlhJIQpifWrCXGpCPGrO1S7LnR7mZXnZ2ddTZ21Qf7vY0OAqJE/1gjM4YkMGNIIimRPcuyvqmilfs+3U5xo4NLhyYy/6IcIgwnrtDxqcRPe5v53YdbsDi9jM+K4tYJmYzLjOzyxyiJEguf3Ijb4eOah8f0XqFkUYS1/4RvHwZzAlyzEKKPrwLB3g1r+PKZxxl96RWcfeXcg5a7HT7qSq3UFQcjcRsqbIh+CUOYlhGtX6La8C2ZXy06qqz2x4rbF6C40UFRnY2KFieNNg8Ndg+NNjeNdg8Wp/eI+1AqBMJD1EQYNEQatEQYNUQZNMSYdUSbtMSadcSYtMSYtISHaE6aSBMDIkU/1bJ+cTntNi9pg6MYc0kGkYnH5szu8rkQJRF1VQOO77/HvnIl7Zu3gCiiDA1FEdbNTYQEvro68PlQhoZiOOccjOdOwDh+PEpz1xs4SZL4uuxrntrwFBa3hfzofK4ddC2TkiedEhYwUQzw4V/uo7Wmmuv+/jLG8Aja3G18WfIl/y35L8WtxZ0CSyWoSDWnkhGWQVZ4VlBsReUdNuI04HDgWr8B55o1+OvrEbRaBJ0WhUaLoNMhaDUodHoUISHBZjCgMHT0ISH4m5rx7N6Fe9duPLt34ykrA3+wnFW/71eijuvbaVxZeMkAsKF+A79a9ituyL2BPwz/Q+frboedmrVLkKo2Qe1msATL4xAShZAwFGO/EYTnnYs6ph/llnY2lFvYVN7K5spWipsc7DuNMqIN5CeHkZ8cxoA4M1kxRsTWBj56+H6UKhVz5j9B2VYfG5aUodYoybsoDUu0mm3VVrZXt7Gzzkary9c5rsQwPQPjzWRGG0iOCCGloyWE6dF0RC1KkoTF6aXS4qLS4qLK4qKixUX0ss+4+KePWZw2hpeGzEalVNAvxkhOvJncxFDykkLJiTcfcnqrJ7Q4PCwpqOPLbbVsKG8FYEhyGDOGJJCfHEZCmI4Ykw7lARcap8fP08t2886acuLNOh6flcfEbLncic3t4/21lby5uowmu4e8xFBumZDBBbnxnZ9fVZGFL1/YytmXZTFkcnLvDqB6E3xwRTBh7hXvQfo5R7W52+mjodxGQ1mwVRV8TLt1O5Gp16IJ2T/WgF/E1hy0riqUAtEpJuIzQ4nPDCNxQDhCSwOlF12E4ayzSP7nS736Fh0eP5srWimstbGzLthKm52d1iylQiDaqCXmgJuPWJOOSKMGtfJgsSRJ4PIGsDi9tDi9WJweWhxeLE4vzQ4PNvfBNRvVSqFToEUaNV0em/Vq1AoBpUJApRRQKhSoFEKwHeK5Qgg6rHeHVq1Aq1KgUyu79H6vyLbvqtjyTSVet5/sUXGMujgdc1TQt9TvC9BS46Sp0k5ThY3magdKtQJThA5juA5ThBZjhA6haBP2t/6Np6EJUaFCmZ6FdvgItHn5qFPTSMiOQN1NJGrA4cD502ocK1fi+OEHAq2toFSiHzIETXIyqphoVNExwT4mBl+Yka9c63hv9wKqHdUkGhOZmzOXmf1mdkkB5Bf91DvrqXHUUOOoweK2YPPasHlswb7jMdBl2nRfHxsSS3po+mF9ozqP5fPxzb+eZ+dP33PBb+/GmWXkkz2fsLxiOT7Rx+CowZyVeBaZYZn0C+tHiinliD5VktdL+/btOH9eg3PNGtq3b4dAAEGrRZ2chOT1IXk8SG43oteL5HZDDzSMKj4eXf/+aAcMQDcgG212NprU1D5LfL2PU054CYIwDXgeUAKvS5L05OHWl4XX8VFuLee/xf/ls72fEaIO4fNLPkcvSvh2f8uWxZ+wYXsT7sCRT0KXyoBFFUqbOgx3SAQRqZlkDR7CsNRwhiSFERrS9YfVWlfDRw/PQ5IkRl96N7vWummtd9FveAzjr+hPiLmrhUeSJBpsHnbWBy8K+yxMFRYXXr/YuZ5CgPhQPUatiupWF05voMt+Lmnaxq2r36U6bwy2ex9iYGI4/WKMnWKtL6hpa+erbbV8ua2Wwtr9kTVKhUCcWUdCmI6EMD0by1upaWvn2rGp3DttAMbjEH5nIm5fgM+31PDvH0opa3aSGhnCDePSmDIojvhQHV88t5WWGgdzHx2LRt/Ln11rBSy4HFpKYMYLkH81Xrefih0tBHwioighBiSkjj7gF2mpddBQZsPa2B7chwAR8QbMkUpK1r8AQObo36FUBVNnKBQQmWQkPjOUmFRztykiWl5/ncZn/n7ExKpHwu72sbGilbWlLawttbCjxtopshLD9J3W5aCF2URapKHLTcLx4vYFaLR5aLQHfSf39S2OoCWtuUOsWRzeg37DfYlaGRR3BhQMcynJdQalW22IgNEPoV7Y90/hVYJdJ6AAdF4JrW//siOhM6oZMjmZvHOT0B7iXJUCAdq3b8fx/Spc69fja6jH39QMPl+X9RQmE/pRI6kZEMmHpp18x05MGjPjk8ZjcVuotldT56wjIHX9HNUKNWaNGbPWHOw1QavavqoAFrel0yoFQRGbbEqmf3h/+kf0Jzs8m/7h/QnVhuL0OXH5XbRZGtn06jvYyqrQnZvD0tgiyu0VmNQmLsq8iNlZsw89m9IN7qIiWj/+GNtXixEdDlAo0OXmYhg7FsPYseiH5qPQHhy1LkkSks+H6HQiOl3B3rX/sTIsDF12/z4r53YkTinhJQiCEtgDnA9UAxuAqyRJKjrUNrLwOnqcPifflH/D58Wfs6VxCwIKBobkcrmYwsjGAlpKyljXlIDTryU2XEDTfzA7NLlUtGtptntodnoRRQkBCZPfTprKRaraSZjPimBtxOt0ABCRmEz+lOnknDMJbcj+uy9rYz0f/uV+vO0ezHFX42gzdBalPtrINFGUaLR7Oq1a+yxbdref5Ag9GRo/GdW7iNy9DeWWjfirqggZM4bkf7+Kogd18HqbyhYXJc0OatvaO5o72FvbMevUPDRj0C/Kl+tYCIgSy4vqeWVVKduq2gDIiTdzXmwY2u+bGD49jTEz+iAHW3sbfHwtlK2idehfWLJ5HG0Nh3a8DjFriE03B1uamZhUc6cgrNlVxEcP3U/OOZOYdvtdPR6C5PNRNnsOAbudzK8WoTAcObGxy+tnV72982Zle3UbBTVWRCkoNIYkhTEmI5LRGREMTjz4Julk4/YFsLl9BEQJf0AK9qKIv8tzCX9A7Hwc6GjdIUoS3oCIxyfi9gc6e7dP7NyHLyAREEVElx9jsQtdsxdPiIJ2oxKXQYkjREG7GnwHHkOSSKit4qKv38MSkcJ3Iy6h2i1i9wUICOAHUEKiUUeeS4G5LYCgURA3PIqRU1NJijUe0bdIkiQCbW34G5vwNzbib2ygfes2nD//jK+mJrhOTAR7M/T8lOSkYXgqcREpJJmSgs2YRKIpkQhdBDql7rDH84t+LG4LTa4m6p317G3by57WPexp3UOlrbKLKAMItas5b2M0eo+SH4e0UBHvYmjMUGZnzWZK2pQjFjjfR8DhxLZkMW0fL8S9YweCVotp6hRM55+PYdQolKGnf1T3qSa8xgIPSZI0teP5PABJkv56qG1+6cIrIEq0OD1B/4sO34sGmxuXx49faqddbKNdtHT0rbR4y6nxriMgeAn3aplgE7jWWUe/gJ3dtmhWNWXg8Glw6MysCD+HSl0yaqVAXKiOhFA9iWF64jssNAlhegbFm4kxd0122W63UbJpPdu+WUx9yV7UWh0Dx5/LkPOno9EbWPCne3E7XKgNc4hOTWPE9HQyh0Yj9MIdteh04tq8Bdf6dTh/XoO7qAgkCYXBQMjo0RjGjiVs9iwUIT3zt5I5dZEkieJGB9/tamTFzkY2Vli4yKEhw6+g9uwIMpLMnX55sWYt0SYdZp3q8BebgEizw9vlt9Rk9xAfqmPywFii9QKlbzzNt1uHoFIpmPTroYQnhKFQCsGmEBAUwcdqrfKwx/rpw3dZ9/lHXPyHefQffVaP37dryxYqrrq6s5ajLyDS7PAELUc2N831LbBhLU0tNnb7tOz0amjWmbGrQzDq1OTEmxmdEcGYjEiGpYSjl5Ov9gre6mrKr7oKQa0m7YMPUcfGIEkSrS4fpU0OSpudlDU7KW1yUN7swtngYphTSX+fAh+wM0TElqgjNsFAerSR9CgDGVFG0qMNPbJ+e6uqOqfiXGvWELBaURiNmKdPJ2zWpeiGDOk1p3GXz9UpxFw+F0J5Ky0f/YBSoyb3pquI7ZdFpC7yqFJeeMvLaXnzLWxffYXocqHNyiLs8ssJnXHxGSG2DuRUE15zgGmSJP264/lcYLQkSb891DZ9LbxevWwiHrH7BJyCJGHwejG63ZjcHoweDypR7HbdniIBHpUKh06HXafFrtPhOUR0y7EidLQDEQUFPqUCky/AAKuHWK+/c53j+am2qhWUGzTU6NWIggCoQFASpp5IdksBMfZdCBz+XBPUajRpaWiz+qHJzETbrx/azEyUoaEEHE7at2zGtX49zvXrce8ohEAA1GpChgwhZFyHSTov75BRQjJnBm0uL9+ur6H+wzIKDSJfqw+OHNOpFZh06m7P6YAoYXF5D+kaIgBztEbSGgJEhjm4UH0XptRMmHAfZE4Mpko5CgJ+Px/MvwdrYz3XPf3SEXMcHejsHvLSM6SvW86fL7iHzdoYIlxWxtTtYFxdIYObixEVoBJFFAe+F7UaVVQUuoEDiX/sUVQRsmW1t/C3tlJx9TX4LRbSFryPNjPziNsERInatnZ27m6h7Mc6fGUOBAm8CqhXBKhXijQoJeqVIgqTGlU3vnSHQpBEBtTvYUrpD+RVFKEOBHCbtZChJDrNhlbnO/JODkBEQZ0QTSUJVArxVAoJVAoJVBNHSstOhtZ+j1UXyY9pl9B+lIlnNT4PlxQsY9rO7wgICtalDef7rHGURKX1eu3UnrD0rnP6PJjpVBNelwFT/0d4jZIk6Y7/We9m4GaAlJSU4RUVFX02ptdvnk6grb3bZRICXtT4hP2meZXkQ4sXJUfrlyDgQ4UHDaIQ/AMXJBENPtQc7IjaZUshuL1wwPOgxFGg3NcLAkoEFIIAKm2wKbVdTuwYvYlUU3hwnV6m0mVifYuI6CtlcFQi2SZ/j39TotuNt7QUT2kpUvv+70IZGUmgrS0otFQq9Hl5hIwaRcjIkYQMze/RNIzMmcfK93axa00dl8wbQbtW6PQl2mcVdnq7/z0pBIFIo7aLlSymw4G8qKKNH/6zC0W9m+0aP9/qfdwYuZW7vP8mxN+Gz5SEMOw6VMPngrnnKS0stdW8e9+dJA7IYfa8hxEUCnwBkYoWJ3sbHOxpcLC30c7uensXZ/dIyc0r3zxFwGACgwFzxV7aDDqaEuJoiQylrd1BQkY/LpxxBbS14W8KTk35GhuxL/sGdXISKW++iTpGDt44XkS3m8rrb8BdVETKW28SMnz4Me3H1txO1U4LTZV2GirstNQ4kALB71tUCbjitTiTdPhMh7+BjHZXMKnxHXKt36OSfAR8ArZKPa1lRjzNKiQBJIMaSa9G0quQdKpgr1cTiNATSDUfJHgUkp8Ibx1RnkrMfguegJIKZzi7bNHstUcRHQYxuZk0GbOo0/ejVR1/ZNEkSaTuWMuIJe9isLZQPGwCm6dejdt0cvyu9vHA9IGYdL+gBKqn61Sj2+mgvmQv9Xt3U1e8m7riPbgdB2fTPRLhcQnEZ2UT1y+b+KxsopJTUZ4BVpqC76v58aM9RCWbuPD2wRjCDl/C51BIooivthZPcXEw50ppGaqYaAyjRqHPz5enD2UAcLR6+ODhtYSEarn07mEHBWocLc3VDpa+WoDd4mb8Ff0x5YSxfGcD3xQ2sL2igcnCJq5SruBsZSEBFBQYxlKWPJuooRcyMiO6S+qR7ljz1SJ+fvdVLHkXssGQQ1mzE19g//9vcoSe/jH7nd0HxptIjTTQ8sXnbHnmKSyJcTSpBHwBP4JCQUL/gUSlpLFt+RIyh49mxh/mdSm/5Vy3nqrbbkMVHUXqW2+dkNQUZypSIED1nXfiWPEdic89h3nqlF7bdyAgYqkNRlBW72qldEsTAb9IbLqZnLMTyBoRi1p7wLnVtBtW/Y1AwRfYhSR8WZcSnpWOKrYfRGaBIQpPWRm2xUvw1dTgb7UQaLEQsFjwWyzBSEBAk55O5I2/wjxjRhc/2LaGeko3r6dkw89U79qJGAig06oYkqZiXGQpitZS2Dd7oTFBXG6wAkR8PiTkQ1T/Tquwp6SE+scew7VmLdqBA4mbP5+QYUN77bM7JJIUTNx9OH2jVPe5pe1UE14qgs71k4Eags71V0uSVHiobU4F4SXTPaIo8fOnxWxbUUXa4Cim3Dio6x+FjEwfUVvcxqLntxIWF8LM3w9Fe5QO45IkUVdiZdu3VZRuayLEpGHazbnE/08xbrcvQEmTg70NDpoqd5JU9gmjrUuIkKxsFvvxoHQbcRmDmdA/mgnZMaRFhiAIAvVWN8uL6llW2MDakmYuqFtMkruG1n5nE56VR7+cgfSPDyMzxkCIZv/Nl9/rpXTzeop+XEnZlo2IgQDGyCjS84eTPmQ4KXlDOgNZ9mXKz514PlNu+V0X/x7Xli1U3XwLSpOJlLffQpOSchyf9i8TSZJoePQxWhcsIPaBB4i49uC8bL2J2+lj99p6Cn+qpbXOiVqnpP+oOIxqG7adW7A1t2MNxOMMRCJ1zH8ICoGIeAPRqSZiUkxEp5iISjJ2GzErulzYV66k5fU38OzciTImBmHWJTREhVG8ZSMt1ZVAMGgqY9hIMoeNIiF74H5R73VC406oL4CGwmBfvx18HQEo6hB8hoFYinRYVleg0KqJvnIy4dMnIOhNoDUFZ2I6Kpog+iHg21/lxOsEryPYe+z7n3sc4O147nHsf83nhID/gCopPpB64Ar0x2IwRvfKd3YoTinhBSAIwnTgOYLpJN6UJOnxw60vC69TE58nwPI3Cynb1szgiUmcdVnWKZ/BWubMorKwhcUvbycm1cyMO/N7JPrFgEjJlia2fltFY7kNrUFF7jmJDJ6Y3HPLmd+Ld+vHCN88iOBz8Yb6Kv5mO48ASlIiQggLUbO92gpARpSBKYPimJiio/Sjl6ndsxMkCbVOT3JOLql5+aTk5eNxOin64Tt2r/0Rj9OJISycAWefS874iUSnph/SaXr1x++x9tMPGXXJHMZffX2XZe2FhVTd+GsEjYaUt99Cm9EHkaBnMJb/vEvDE08QccMNxN537wk7riRJ1JdYKVyxm+JtVgKiihBlK+YwBea0NMxxoYRG6VFplDRX2WmqtNNYacftCPp1CQqBsNgQopKMRCYaiEoKirGQ0OD53VRRxo5PPmTvxnU4pABIErHmcPqNGkv/Cy4mIvkoRLoYgOa9tK/+GssnS7BtqQZJIjTdRcxgOyrdcfhEK1SgMQYFm8YIGgNojR2PO54rNUEr2/+WrjucRWvMbcFt+5BTTngdLbLwOvVwWj0seXk7TZV2zrosiyGTejmhpYxMDynZ3Miy13aQNCCcC28fcsis9h6Xj50/17HtuyocFg+hMXryJyeTPTa+20SXPcLeAIv/ALu+whM7lGX95vNlrZlWl49JA2KYOiiWfjFdHZHbHXaqCrdTWbCVioKttNXXdS5TabVkjRxLzviJpOTld5k+PBSSJLHijZfZtvxrJsy9kREXXdpluXvPHip/dSOIIilvvYku+/gy8/9ScPzwA1W33oZx0kSSXnjhuOvGHhW2Wlj1FGx+F58iFEb+CvU5v4GQQwdLSJKEo9VDU4WdxkobLTVOmqvtOCz7A1AUwm787nV4Xc0IgoLkQbmkJWcQvnkbvm+/A1FE0GjQ5eYSMmwo+mHD0Q/NRxXeff1YSRRxrFqF5a23ca1fjyIkhLDL5hA+dy6amIgOy5T9AKuVA/xuUKiD4kh5oFhSgyYkKIg0pqDAUh2by8qpgCy8jkDALyIIoFCewB/WaYy1ycWXz2/FZfMy5de5R52XS0amt9m1po4V7+wkfUgU027O7fJbbqq0s2NVNXvWN+D3iSRkhZF/XjJpeVG9kt4ESYLCz2DxH4MXlnPvh3F3Bi8qPcDa2EBl4TaUKjX9RoxGoz96P0ZRDLD4ub+xZ93qbosVe0rLqLzhBkS3m5Q330A/aNBRH+OXhGfvXsqvvAp1cjJp77934oJ4XBZY/RysezVoSRrxKzjnj2A89gAJt9NHS42d9V98TOnGr1Co4tCH5TP15hmkD9lv2fJbLLRv3oxr8xbaN22ivaioM5GrMjS0o0yPFoVW21m+x9/YhK+yElV8PBFz5xJ22RyUpqOLeDxTkYXXEVj53i7sFjdTbhyEznBqJRY81WipcfDl81sJBEQu/m0+senHViBaRqa32b4yGOCRPTqOc6/JpmRzIwWramgos6FSK+g/KpbcCUlEp/TRhcHRBEvuhqIvICobBl8Ogy6FyCOnHegN/D4fnz/5F6qKdjDznvlkDBvZZbm3uprKa69DdLtJW/A+mrS0EzKu0w2/xUL55Vcgut2kL/wYdXwvFWU/HO1tsOE1WP0ieGww+AqYOA/C045712IgwIo3XmH7iqXknDOJoRdcz/I3d2G3eBhzSQZDz0/p9gZEdLtxFxTg2rwFf0MDoteD5PYgeTyIHjeSx4ugVhM6cybmqVMQ1PK180Bk4XUEilbXsmrBbowROqbflkdkwrEVTT3TqS+18tVL21BplMz4XT4RCXIqB5lTi41fl7Pui1JUagV+n0hYbAi55yQyYGzcUTvfHzOF/4U1/4Tq9cHnsbmQMxMGzYSorD49tLfdxcePPEBLdRVXPPQkcZldj+cpK6Pi6mtQhISQumAB6lg51cSBiF4vlTf8CndBAanv/gf9kCF9e8C6bbDhdSj4JOignj0dJv0JYnvHIunzuFn8wtOUbFzHqJmXcfaV1yIIAp52Pyvf3UnJ5iZSBkVy3vUD0ZtOfJWPMxlZePWAuhIrX79agN8T4LwbcsjI79uIh9ONyqIWvv5XAYZQLTPuzO8sKCsjcyohSRKbllbQUu0gZ3wCSdnhvZbJ+6ixVsPORUEhVrU2+FrMIBj7m6BFo4dTkUeLy9rG+w/eTcDn5erHn8Uc1fW/rL1gB5XXXYc6MZHU99494zKGHyuSJFH3wINYP/+chL8/Q+iFF/bNgXzuoFV0w2tQvQFUehh8GYy4MZiSoZdot9v4/G+PULd3N5Ouv5mh0y7uslySJAp/qOGnhcXoDCqm/DqXhKyTm1/rTEIWXj3E0erm638V0FhhZ9TF6Yy4IK13fEBOc4o3NbL8zUIiEgxcfEf+cedMkpH5xWGrhaIvYev7wfD7yH4w4X7InXXU2fB7QnNVBR/Mv4fQmFiufPipg/zGnGvWUHXzLejy8kh543UUevlGquWNN2h8+hmifvMbou84ZCGVY8NthfKfoGRl0B/Q1RI8B0b+GoZcCfrundePFVtTI58+8WesTQ1M/+3d9B9z9iHXbaqys+y1Hdia2knMDqff8Bgy8qNlC9hxIguvo8DvDbDy/V3sWddA5tBoJl03EI3u9E9weqwU/ljD9wt2E58ZyoW3Dz5x0zUyMmcikgS7l8B3j0NjIUQPhIkPwMCLez2hY/nWTXz21MOk5w/nknv+hOJ/BJ5t6VJqfv8HjBMmkPTiC79oHx37999TfdvtmKZNJfHvfz/+CEa/J2jNKv0+2Go2BfNLqUOg3+SgdSvj3D5J4llVVMDi5/+G3+tl5j3zScrJPeI2XrefzcsqKN7YiLWpHUEhkNg/jMxhQREm32wfPbLwOkokSWLbiip+/rSYiAQDF/5mCKYI3ZE3PIMI+ER+WriXHT/UkDIokmm35B57yL2MjExXRBGKPoeVf4WWvRA3GMbfHfTxUfXeRW7rN0tY8cbLDJt+CROvu+mg5a0ffED9w48QOnMm8X994uRNy55EfDU1lM6ajTohgbQPFqDQHeV/fcAHTbugdivUbQ32DTuCaRMEJSQOD4qsjHMhaWSvfr8HIooB1n3+MWsWfkBYXBwz/vAAUSlpR7UPSZJornZQsqmR4s2NWBvbEQSITjERmWTsyAsW7E+3m3AxIFJZZKF8ezMTrsru89ksWXgdI5VFLSz79w40ehUz7swnPO6X4Uxua25n2Ws7aKywk39+CmNmZqCUU23IyPQ+AT8ULIRVT0JrOYREwuArYeg1veZgvfKd19i85Asm33g7+VOmH7S86Z//pPnFl4i86dfE3H13rxzzdEHyeimfOxdvcQnpn32KJjX1yBu5LFC5Bsp/IlCxDmf1HmweAbtPi000Y1fH4xRCUZii0UQmoTGEotbp0ej1aHR6DOHhRCalEBYb36M8bT3B2dbKkhefoXLHNgacNYHzb/rNMaUlORBJkmipcVCyuYn6UivN1Y7OBK0Axls4FYoAACAASURBVAgtkQlGDOFaDGYNhjAtIaFaDKEdj82aU0LIt9Y72bWmjl1r63FZvehNambfO4LQ6L6dXpeF13HQVGln0YtbAbj4jvy+C0XvJZoq7VQUthCZYCAuMxS98ejursq2N7Pi7SIkCSZfN1AOMpCROREE/FDyHWx9D3YtCZY+SRgKQ/8Pcmcflw+QKAb44unHKNu6iVn3/YW0/K4FniVJov6hh2n76COSX/s3xvHjj/fdnDY0/PVJLO+8E6zBOG3q/gWSFLRY+d14rM1YClbRtmcj1qq9WC1WrD4dbT49Dp+ms3TPPnQGI4bwCERRxNfuwut243W3H1Q7UKlSEZ6QRGRiMpHJKUQlp5KYnUNI6NE5uFfu2MbiF57G63Ix8YZbyJs0pU8EjyRJuGxemqsdtFQ7aK520FrvxNnmod3h6yzhuI+oZCMjL0wnfUjUCRdgnnY/JZsb2fVzHXUlVgSFQGpuJAPHxpOaF4lS1feGBFl4HSdtDS6+eH4LHpefC28fTGL/3nWEPF4kUaJiRwtbV1RSs7uty7Kw2BDiM0OJ7xdKfGYYodH67nO2BETWflHKlm8qiU4xMfWm3D6/I5CRkekGZwsUfAxb3gtOWQkKMCVAaCKEJgWbuaPXmQ8ulaLo8EntzBruxGtv5cP/fI3V6uLqW64gcsR00O2PZhQ9HsrnzCHQZiX9yy8Oman8pBPwgaMhWDHAXgftlo6M6M5gLb99j33O4DTfgZ/Jvizpfg94ndi311K9sJLwITrixknBdA6+oNgiEMz2XmoPZ3HtALzifj9fQ4iG0OgYQpMyCI2NxxQVgzkyClNUDKaoKDS6g/83JUnC7/Hgdbdjb26ipaaKlurKzmZtbOhcNzIphaSBuSQPyiNpYC6GsIO/C5/Xg8fhYPuKpaz59EMi4hO56Pf3E32UU4u9RSAg0m7z4rR6cbZ5sDW3s2NVDdamdiKTjIzaJ8B6eXpPEiVsLe4OIWgPisIaB7bmYDHw8LgQBoyLJ3t0HIbQE5sFXxZevYCj1c2Xz2/F1uJm6k2nRrZ2vzfA7nX1bFtRRWu9C2O4lsETk8keE0dbo4v6Eit1xW3UlVrxOP0AKBQCIaGa/SbhUC0hoRqqdlqoK7YyaHwCZ1+ehUot+3PJyJxUJCmY52n3EmirDKansFaDrQYC3qPenc2n4f2yoYSofFyTvg1VQh6knR1sKWNxl9VSdsWVmM6bTOKzz54YK4XfG5xibSkOvi+P7X8KIduDzdkE9npwNR96X0ptRx0/Q9CJXZIOKJ4cCFoRAz5QavB6Qij72IMmXEPqr7JQhJg7ttODSouk1LG5sIlVq/cSHRPG2AumEDZwHKFxSaiP1gesB/jcbpoqy6jeWUh1UQHVu4rwudsBiEhIQms04nE48LicuJ0OAr79U34550xi8o23dSv4TiZiQGTvhgY2LCnH2thOZKKRkRemkZEffVwCTJIkmirtFP5YS/GmRrztwWsbAoTFhHT6oCUNCCc23XzSpjtl4dVLtDu8fPXiNpqqHEy+biDZo+NOyjgkSWL7ymo2LinH7fARnWIi//xkMofFdOuLJYkSrfUu6kutWJvbcbV5cNqCdyYuqxe304dKq+Tcq7NP2nuSkZHpIaIYFCDWqqBICfg6hIV/f0MK1rs7sKiw1kRZ4U4+e/ZphuXFMzGxNhh5F/AAAsQPpnlPNE2Li0h44iFCZ13Re2N2tgQd0Jt2BUVW895g31YRjPY7EEHZMWbTfiFliAFT3P5mjANTLIRE7X9/yp45e4teLxVXX4O3ooL0zz9Dk5TUZXnA7+e7t/7F9m+X0m/kWKb/9u4+EVuHHWMgQENZMVWFBdTsKsTv9aA1GNEZjJ29zmgkLC6B1Lzey/3VF4gBkb0bG9m4pJy2BhemCB3h8QZCo3SYo/WYo/SYo3SYo/SHzSDgbfezZ0MDhT/W0FzlQKVWkDk8hvjMUKKSTEQkGk6pADBZePUiXrefJa9sp2Z3G2dflsWQySe2OLTfF+D793eze209yTkRDJ+WSkJW2HGp+oBPRJIkVKfQSSsjI9M3fPfWq2xZuojZ8x4mbdAgqNkYzDFV/hNSxXoqlpvwWFVkXBuBOncCpI4L5pzaN7V5KPzeoBhsLQdLaYfQ2g2NO7taqtQhwTJKkf06WlawD0sGrQlUuj5Js7CP+scep/W990h88QXM55/fZZnb6eCr556iYvsWRl4yh/FXXntii2OfwYiiRPHGBkq3NmFrdmNtat9vrepAo1MGZ2PCNISYtRjCgjMzljonezc04PeKRCYaGTQ+gf6j49DqT91UT7Lw6mX8vgDL3yiidGsTQyYnc9bsfick0arT6mHpqwXUl9qCCV6np50SUSMyMjKnDz6vh/fn/R63w861T79EiPmAzPU+N94NX1N625/Rx6tJOasGIeDev1xr3u9nFpoUtLa1lkNrBdiqu1qvtGaIzoboAQe0bDAnwkkSM7aly6i56y4irruO2Hn3d1nWVl/H5089TFtDPeff9BtyJ55/iL3I9BZupw9bczu2Zje25nacbR6c1uBMjNPqwWn1EvCJqLRK+o+IIefsRGLSTKfFdU8WXn2AKEr89PFeCr6vJnNYNOfdkNOnflFNlXaWvLIdt9PHedfnkDlMrrEmIyNzbDRVlPH+A78nLX84l/zxTwddyFoXLqR+/p+Jve8eIs4fHJwStNbs9zOzVgV7hSpYyHlfi0jf/9gU36eWq6OlvbCQirnXos3qR9q77yJo9kd8l2xax9JXngdJYsbdD5Cck3cSRyqzD0mS8Lb7UagUp9Q0Yk84lPA6dW10pwEKhcD4K7IwRer4+dNiXNatTL9tMDpj7yeVK9ncyLdvF6EzqJn1x+GnfEoLGRmZU5vo1HTGX3093//ndQpWLGPwedO6LA+bMwfHdytpfO4FDOM/QZt70PXjtMJXU0PVrbeiDAsl6YUXO0WXrbmR7976NyUb1xKVnMqMux8gPD7xJI9WZh+CIJx2iVqPhGzx6iX2bmzg27eLMEfqufiOIb1WQFoUJTZ9Xc76RWXEppu54Na8Ex4SKyMjc2YiiSKf/vUv1Owq4v+efI7IxK7+qv7mZkovnoE6Pp60Dz/oYiE6nQjYbJRffTX+hkbSFryPNiuLgN/PpsX/Zc2nHwAwdvZVDL9wJkqVbI+Q6R0OZfGSPQZ7iawRsVxy51Da7V4+eWojjRW2495nc7WDz57exPpFZWSPjmPmH4bKoktGRqbXEBQKpt12FyqtliUvPkPA7+uyXBUVRfyjj+AuKqLx2X+cpFEeH6LXS/Vv78BbUUnSiy+izcqiumgH7973O35c8DapeUO54e+vMOqSObLokjkh9JnwEgThIUEQagRB2NrRph+wbJ4gCMWCIOwWBGHq4fZzOpGQFcase4aj0ij59OlNLH+zkLoSK0drVfR5A6z5vJiFT2zA1tzOeTfkMPn6gXJeLRkZmV7HGBHJlFvuoLGshNUfvXfQctN55xF+zTVY3n4b2zffnIQRHjuSJFH34J9wrV9PwhOPo8wdxNJXnuOjh+/H53Ez8975zLznT5ijZX9ZmRNHX8v7f0iS9MyBLwiCkANcCQwCEoBvBUHoL0lSoI/HckKIiDcw574RbFxSzq61dexZ30BUspHccxLpPyoOtfbw4qmyqIVVC3Zja3YzcFw842b16xOfMRkZGZl9ZI0cS97kqWxY9BlpQ4aRkjuky/KY++6lvaCAugceRJed3bN6hqcATc8/j23RIqLvuovmhBiW//F2XNY2Rl4yh7GzrjzhublkZKAPfbwEQXgIcHQjvOYBSJL0147ny4CHJElac7j9neo+Xt3hdfvZs76BHatqaKlxoNEpyR4bT1SiEUEhoFB2NIWAoBAo2dzInvUNhMWGcO7V2SRmn6IlO2RkZM44fG437867C1+7i2uffgm9qWu+Ll9NDaWzZnf6eylOkmhpt9uo3rmDqqICqgsLEBRKcs6ZyMDxE7ukxWj9+GPq//wX9LMupSghkp0/riQqOZVpt/+e2Ix+J2XsMr8sTng6iQ7hdT1gAzYCd0uS1CoIwkvAWkmS3utY7w3ga0mSPulmHzcDNwOkpKQMr6io6JOx9jWSJFFfYqVgVQ0lmxsRA91/5gqlwLBpqQyflipPK8rIyJxwGspKWPDg3WQMG8mMux84KMWEY9Uqqm65lbDL5hD/6KO9emxJkrA1NeLzuAn4fPi8HgJeH36fB6/LRV3xHqqKCmiuLAdApdGSkD0Qb7uL+uI9KJRKMoaNInfieUTUNlJ//zzaRg5lmzYo1kbNvIwxs65AqZJnEGRODH0ivARB+Bborr7Mg8BaoJlgvfJHgXhJkn4lCMI/gTX/I7yWSJL06eGOdTpavLrD6/bjcfmRRAkxICF29JIoEWLWYAiTnedlZGROHhsXfcaq997k/Jt+e1CKCYDGfzxHy6uvEv/EE4TNurRXjikGAix+4Wn2rP3pkOuotFoSs3NIzskjKSePuMx+nSKquaqCHd9/y84fV+KytqH1+QnV6GiU/ESnpjP1truITc/slbHKyPSUPsnjJUnSeT08+GvAVx1Pq4EDY5aTgNrjGcfphEanOmwtKhkZGZmTyfALZ1K+fQsr33mNxAGDiEzqmmIi+o7f0r51K/WPPIJu0CB02f2P63iSKPLNqy+wZ+1PjLxkDrHpmag0GpRqDSqNBpVag1qrJSwu4ZBRh1HJqUz4v18xoMnKrg/fpz47kxaNkrHTLmb0pZfJVi6ZU4q+nGqMlySpruPx74HRkiRdKQjCIGABMIqgc/0KIOtIzvVnisVLRkZG5lTH0WrhP/f8FmNEJFc//iwqdVfh4m9qonTWLJQhBtI+/QSl0XhMx5EkiZVv/5stSxcx7rJrGDvnqmPbj99P/cOP0LZwIWGXXUbcQ39BUMruGjInl5ORx+tvgiAUCIKwHZgI/B5AkqRC4GOgCFgK/OZMiWiUkZGRORMwhkcw9ba7aKoo46cP3j5ouSo6mqRnn8VbXU3VLbfiKSs7puOs/ug9tixdxPALZzJm9pXHtA/R46H6rrtoW7iQyNtuJe6Rh2XRJXNK02fCS5KkuZIk5UmSNFiSpBn7rF8dyx6XJClTkqRsSZK+7qsxyMjIyMgcG5nDR5E/9SI2Lf6C8q2bDloeMnIkCU/+Fc+ePZTNuISmF15AdLu72VP3bPjyU9Z9/hF5k6YwYe6NR130WAoE8DU0UPXrm3B8u4LYBx8k5s47T4viyTK/bOSSQTIyMjIy3eLzeljwwB9w2azMffJ5jBGRB63jb2qi4W9PY1u0CHVyMnHz/4TxnHMOu99ty7/m29f/SfbY8Uz/3R9RKJRIkkSgtZVASwt+SysBSwt+i4WApZVAqyX4WksL/taO19raQBRBrSbhr38l9KIL++pjkJE5Jk54OoneRhZeMjIyMiee5spyFsy/B2N4OJfNfwJTZFS36znXrqX+4UfwlpVhmjKF2AfmoY7rGvQuBgLs+P5blr/2EhlDRzDj7gfxV1Zi+2oxtsWL8R4iZZAyNBRlZCTKiHBU4REoIyJQRUagDI9AP2wo+kGDev19y8gcL7LwkpGRkZE5Jmr37OTTJ/6C3mzm8vlPHLLEjuj1YnnzTZpf+ReSKKLt1w9VVhYtkaFUux1UVpTidjpI7NefiSnZOJcuw7NzJwgCIaNGYTz3XNSxMSgjOsRVRATKsDAEuYaizGmILLxkZGRkZI6Z+uI9fPLEfLQhBi6b/wRhsd2lcAziLCmh4LVXKK8so97nJqAQUPkDxNpcxEsKomrqUUigGzyY0AunY5p2AepYuV6izJmFLLxkZGRkZI6LhrISPnnsT6i0Wi6f/zjh8YldlrfbbWxZ+hVbln2F227DGBFJv5FjSO+fQ6Qo4C8uwbN3L5rUFMzTp6NJSTlJ70RGpu+RhZeMjIyMzHHTVFHGwkcfRKFScdn8x4lMTMbW1MjGxZ9T8N03+D0eMoaPYuRFs0gckIOg6MusRTIypy6y8JKRkZGR6RWaqypY+OiDAKTkDmH3mh8RBIGBZ5/LiItnEZWcepJHKCNz8pGFl4yMjIxMr2GprWbhIw/gcbkYfN5Uhk2fiTkq+mQPS0bmlKFPajXKyMjIyPwyiUhI4rq/v4wgKNCGhJzs4cjInDbIwktGRkZG5pjQGY6tRqOMzC8Z2evx/9m78/g4y/Pe/59L0owka5etfSSv8g4WtjEQMGUJwU1IbCCkJKE/kjovelJOSk5PzwnJr/2l6Skt6Rp+bVIOaZJySIGShC0QsxkSlkAc4w1btmXZlmTtsqzV2mak+/wxIyHZsjWyRpKl+b5fL79m5p7nuZ/7kbG5fN/Xc90iIiIiU0SBl4iIiMgUUeAlIiIiMkUUeImIiIhMEQVeIiIiIlNEgZeIiIjIFFHgJSIiIjJFFHiJiIiITJEZs2WQmTUBlZN8mXnAyUm+xsVM9x/d9w/6Gej+df/RfP+gn0Ek73++c+6sfbRmTOA1Fcxs52j7KkUL3X903z/oZ6D71/1H8/2DfgZTcf9aahQRERGZIgq8RERERKaIAq+RHpnuAUwz3b9E+89A9x/dov3+QT+DSb9/5XiJiIiITBHNeImIiIhMEQVeIiIiIlNEgVeImW0ys8NmVm5m90/3eCabmf3QzBrNbP+wtkwze9XMjoReM6ZzjJPJzArN7A0zO2hmB8zsvlB7VPwMzCzBzHaY2d7Q/X8r1B4V9z/IzGLNbLeZvRD6HG33X2FmH5jZHjPbGWqLmp+BmaWb2U/N7FDo74KrouX+zWxZ6Pd98Fe7mX01Wu4fwMz+W+jvv/1m9kTo78VJv38FXgT/8gW+C/wusBL4rJmtnN5RTbp/Bzad0XY/sN05VwxsD32erQLAf3fOrQCuBO4N/Z5Hy8+gF7jBObcGKAE2mdmVRM/9D7oPODjsc7TdP8D1zrmSYbWLouln8BDwknNuObCG4H8LUXH/zrnDod/3EmAd0AU8Q5Tcv5kVAH8MrHfOrQZigTuZgvtX4BW0ASh3zh1zzvUBTwKbp3lMk8o59yZw6ozmzcCjofePAlumdFBTyDlX55zbFXrfQfAv3AKi5GfggjpDHz2hX44ouX8AM/MBnwD+bVhz1Nz/eUTFz8DMUoFrgR8AOOf6nHOtRMn9n+FG4KhzrpLouv84INHM4oA5QC1TcP8KvIIKgBPDPleH2qJNjnOuDoKBCZA9zeOZEma2ALgM+A1R9DMILbPtARqBV51zUXX/wHeA/wkMDGuLpvuHYLD9ipm9b2b3hNqi5WewCGgCfhRabv43M0sieu5/uDuBJ0Lvo+L+nXM1wN8DVUAd0Oace4UpuH8FXkE2SpvqbEQBM0sGfgZ81TnXPt3jmUrOuf7QMoMP2GBmq6d7TFPFzG4BGp1z70/3WKbZ1c65tQTTLO41s2une0BTKA5YC/yrc+4y4DSzdFntfMzMC3wK+Ml0j2UqhXK3NgMLgXwgyczumoprK/AKqgYKh332EZxyjDYNZpYHEHptnObxTCoz8xAMuv7DOfd0qDmqfgYAoeWVXxLM+YuW+78a+JSZVRBMLbjBzH5M9Nw/AM652tBrI8H8ng1Ez8+gGqgOzfQC/JRgIBYt9z/od4FdzrmG0Odouf+PAsedc03OOT/wNPARpuD+FXgF/RYoNrOFoej/TuD5aR7TdHgeuDv0/m7guWkcy6QyMyOY23HQOfePw76Kip+BmWWZWXrofSLBv4QOESX375z7unPO55xbQPDP++vOubuIkvsHMLMkM0sZfA98DNhPlPwMnHP1wAkzWxZquhEoJUruf5jP8uEyI0TP/VcBV5rZnND/D24kmOs76fevyvUhZvZxgjkfscAPnXMPTPOQJpWZPQFcB8wDGoBvAs8CTwFFBP+jvMM5d2YC/qxgZtcAbwEf8GGOzzcI5nnN+p+BmV1KMHE0luA/wJ5yzv2lmc0lCu5/ODO7DvhT59wt0XT/ZraI4CwXBJfdHnfOPRBlP4MSgg9XeIFjwBcJ/XkgOu5/DsH85kXOubZQWzT9/n8L+D2CT7nvBr4EJDPJ96/AS0RERGSKaKlRREREZIoo8BIRERGZIgq8RERERKaIAi8RERGRKaLAS0RERGSKKPASERERmSIKvERERESmiAIvERERkSmiwEtERERkiijwEhEREZkiCrxEREREpogCLxEREZEposBLREREZIoo8BIRERGZIgq8RERERKaIAi8RkTCZmTOzJdM9DhGZuRR4iciMZWYVZtZtZp1m1mBmPzKz5Okel4jIuSjwEpGZ7pPOuWRgLXA58GfTPB4RkXNS4CUis4JzrgbYBqwOzYR9dPA7M/sLM/tx6P2C0JLh3WZWZWYnzez/HXZsrJl9w8yOmlmHmb1vZoXDLvVRMztiZi1m9l0zsym7SRGZ8RR4icisEAqOPg7sDvOUa4BlwI3A/2dmK0LtfwJ8NtRXKvAHQNew824hOLO2BvgMcPOEBy8iUUOBl4jMdM+aWSvwNvAr4K/DPO9bzrlu59xeYC/BQArgS8CfOecOu6C9zrnmYec96Jxrdc5VAW8AJRG6DxGJAnHTPQARkQna4px7bXhDmKt/9cPedwGDSfmFwNELOE9EZEya8RKR2eg0MGfY59xxnHsCWBzZ4YiIBCnwEpHZaA9wp5l5zGw98OlxnPtvwP8ys2ILutTM5k7OMEUk2mipUURmoz8HngBaCOZ9PQ5khnnuPwLxwCvAPOAQcOskjFFEopA556Z7DCIiIiJRQUuNIiIiIlNEgZeIiIjIFFHgJSIiIjJFFHiJiIiITJEZ81TjvHnz3IIFC6Z7GCIiIiJjev/9908657LObJ8xgdeCBQvYuXPndA9DREREZExmVjlau5YaRURERKaIAi8RERGRKaLAS0RERGSKzJgcLxEREZl9/H4/1dXV9PT0TPdQLkhCQgI+nw+PxxPW8Qq8REREZNpUV1eTkpLCggULMLPpHs64OOdobm6murqahQsXhnWOlhpFRERk2vT09DB37twZF3QBmBlz584d12ydAi8RERGZVjMx6Bo03rEr8BIRERGZIgq8RATnHPtee4mOUyeneygiIlMuNjaWkpISVq9ezR133EFXVxcAf/AHf0B2djarV6+O2LUUeIkI9UfLePX7/8K+116e7qGIiEy5xMRE9uzZw/79+/F6vTz88MMAfOELX+Cll16K6LUUeIkIpW++DsCp2uppHomIyPTauHEj5eXlAFx77bVkZmZGtH+VkxCJcv0BP4feeROAFgVeIjKNvvXzA5TWtke0z5X5qXzzk6vCOjYQCLBt2zY2bdoU0TEMN+EZLzNbZmZ7hv1qN7Ovmlmmmb1qZkdCrxnDzvm6mZWb2WEzu3miYxCRC3ds9056OjuY6yuipa4WNzAw3UMSEZlS3d3dlJSUsH79eoqKiti6deukXWvCM17OucNACYCZxQI1wDPA/cB259yDZnZ/6PPXzGwlcCewCsgHXjOzpc65/omORUTG7+CbbzAnLZ01H/s4r//wYTpOnSR1XvZ0D0tEolC4M1ORNpjjNRUineN1I3DUOVcJbAYeDbU/CmwJvd8MPOmc63XOHQfKgQ0RHoeIhKG7s4Oj7+9gxTXXMc9XBMCpGi03iohMlkgHXncCT4Te5zjn6gBCr4P/hC4ATgw7pzrUJiJT7PCv32KgP8DKa28gI98HwKnammkelYjIxeGzn/0sV111FYcPH8bn8/GDH/xgwn1GLLnezLzAp4Cvj3XoKG3uHH3eA9wDUFRUNKHxicjZSt/czryiBWTND+4x5k1MpKVOM14iEl06OztHbX/iiSdGbZ+ISM54/S6wyznXEPrcYGZ5AKHXxlB7NVA47DwfUDtah865R5xz651z67OysiI4VBFpqauh7shhVl57A2aGmZGZ79OMl4jIJIpk4PVZPlxmBHgeuDv0/m7guWHtd5pZvJktBIqBHREch4iEofStNzCLYcXVvzPUlpHvUy0vEZFJFJHAy8zmADcBTw9rfhC4ycyOhL57EMA5dwB4CigFXgLu1RONIlPLDQxQ+uYbFF2yhuTMuUPtmXkFdDafxN/TM42jExGZvSKS4+Wc6wLmntHWTPApx9GOfwB4IBLXFpHxqzlUSntTA9f83l1DbR2vv05aerDc3qm6GnIWLp6u4YmIzFraMkgkCpW+9TqehESWXH4VAD1lZVT/0b3wynZAFexFRCaLAi+RKOPv6+Xwu2+z9IqP4ElIAKDtuWAK5sBr28FMeV4iIpNEgZdIlDm68zf0dXex8tobAHD9/bQ//3O8ixYRc7qL5IQ5erJRRKJKbGwsJSUlrF69mjvuuIOuri5OnDjB9ddfz4oVK1i1ahUPPfRQRK6lwEskypS++Topc7MoXHkJAKfffY9AUxNZ991H4po1zOno1FKjiESVwS2D9u/fj9fr5eGHHyYuLo5/+Id/4ODBg7z33nt897vfpbS0dMLXUuAlEkVOt7ZQsXcXKzZeh8UE//i3PfccMampJF9/HRmf/xxzWto4VX1Cm2WLSFTauHEj5eXl5OXlsXbtWgBSUlJYsWIFNTUTXw2IWOV6Ebn4lb33Nm5ggJUbg8uM/Z2n6Xj1VdK2bCbG6yVl0yZS/vmfCAT8dJxqJnWeCheLyBTadj/UfxDZPnMvgd99MKxDA4EA27ZtY9OmTSPaKyoq2L17N1dcccWEh6MZL5EoUnOolJR5Wcz1BTeP6HjlFVxPD2mbNwMQ4/WS85FrAGj6YO+0jVNEZCp1d3dTUlLC+vXrKSoqYuvWrUPfdXZ2cvvtt/Od73yH1NTUCV9LM14iUaSuvIy8xUuHPrc99xye+UUklpQMtRXd+Vn4i93UbvsFi6//6HQMU0SiVZgzU5E2mON1Jr/fz+23387nP/95brvttohcSzNeIlGiq62V9qYGcouXAeCvqaHrN78hbfNmzD7cuz59+QrizGjcv4+Bvr7pU6MUfQAAIABJREFUGq6IyLRyzrF161ZWrFjBn/zJn0SsXwVeIlGi/ugRgKEZr7af/xyAtE99asRxZkZ6Vg6dDNDx0ktTO0gRkYvEO++8w2OPPcbrr79OSUkJJSUl/OIXv5hwv1pqFIkSdeWHMYshZ9ESnHO0Pfscc9avx+vznXXsvOJlVNbX0fIfj58VmImIzDadnZ1ntV1zzTU45yJ+Lc14iUSJ+vIy5hUW4UlIoGffPvoqKki7dcuox2YW+OiOMTr37aN7/4EpHqmIyOylwEskCjjnqC8vG8rvanvuOSw+npSbbx71+Mz84CzY6bRkWh5/fMrGKSIy2ynwEokCrfW19JzuJHfxUgb6+mh/8RekfPSjxCYnj3p8Rl4BAO7KK2h/8UUCLS1TOVwRkVlLgZdIFKgrLwMgr3gZnb/6Ff1tbaRt2XzO4zPy8sEM//KluN5e2p5+ZqqGKiIyqynwEokC9eVleOITmOsrpO2554jNmkfSVVed83hPfAKp87Jo7+shcd06Wp95egpHKyIyeynwEokC9eVl5CxawkBbO52/epO0Wz6JxZ3/oeaMvAJO1VaTdNVV9B09xkB39xSNVkRk9lLgJTLLBfx+GiuOkrtkKR0vvwx+P2mbxy4RkZnvo6WuFu+SJeAcveVHp2C0IiJTLzY2lpKSElavXs0dd9xBV1cXPT09bNiwgTVr1rBq1Sq++c1vRuRaCrxEZrmTlcfpDwTIW7KUrt/uJC43l4Tly8c8LzPfh7+nm0BuNgC9R45M9lBFRKbF4JZB+/fvx+v18vDDDxMfH8/rr7/O3r172bNnDy+99BLvvffehK8VkcDLzNLN7KdmdsjMDprZVWaWaWavmtmR0GvGsOO/bmblZnbYzEZ/nl1EIqKu/DAAuUuW0b1nD4lr1oR1XkZ+8MnGTnNYfDy9ZWWTNkYRkYvFxo0bKS8vx8xIDj357ff78fv9I7ZXu1CRqlz/EPCSc+7TZuYF5gDfALY75x40s/uB+4GvmdlK4E5gFZAPvGZmS51z/REai4gMU19eRlJ6BokDDn9NDRl33RXWeYO1vFrq60hbvFgzXiIy6b6949scOnUoon0uz1zO1zZ8LaxjA4EA27ZtY9OmTQD09/ezbt06ysvLuffee7niiismPJ4Jz3iZWSpwLfADAOdcn3OuFdgMPBo67FFgsET2ZuBJ51yvc+44UA5smOg4RGR0deVl5C5ZRs++fQBhz3glZ87FE5/Aqbpq4ouLFXiJyKzV3d1NSUkJ69evp6ioiK1btwLB3K89e/ZQXV3Njh072L9//4SvFYkZr0VAE/AjM1sDvA/cB+Q45+oAnHN1ZpYdOr4AGL5IWh1qO4uZ3QPcA1BUVBSBoYpEl57OTlrqalj1OzfSvXcveDwkrFoZ1rlmRkZ+AS21NcQvLabtuefob20lNj19kkctItEq3JmpSBvM8TqX9PR0rrvuOl566SVWr149oWtFIscrDlgL/Ktz7jLgNMFlxXMZbYF01F0onXOPOOfWO+fWZ2VlTXykIlGm/mgwLyt3yVK6d+8hYcUKYuLjwz4/M9/Hqdpq4pcuBZRgLyLRo6mpidbWViA4I/baa6+xPIwHk8YSicCrGqh2zv0m9PmnBAOxBjPLAwi9Ng47vnDY+T6gNgLjEJEz1JeXgRk58xfSvX8/iSXhLTMOysgroP1kE7Hz5wPQowR7EYkSdXV1XH/99Vx66aVcfvnl3HTTTdxyyy0T7nfCS43OuXozO2Fmy5xzh4EbgdLQr7uBB0Ovz4VOeR543Mz+kWByfTGwY6LjEJGz1R0tIzPfhztRjevpCTu/a1BmgQ+co2MgQExqqma8RGRW6uzsPKvt0ksvZffu3RG/VqSeavwK8B+hJxqPAV8kOJv2lJltBaqAOwCccwfM7CmCgVkAuFdPNIpEnnOO+vIyFpasC+Z3AXNKSsbVx9CTjXW1oQT78oiPU0QkmkQk8HLO7QHWj/LVjec4/gHggUhcW0RG13Gyia62VnIXL6V7+6+IzZpHXH7+uPrIyA0ef6r2BAuWFtP+wos45yJSy0ZEJBqpcr3ILDVYODWveBnde/cyp6Rk3AGTJyGBlLlZwScbi4sZ6Ogg0NAwGcMVEYkKCrxEZqm68jJiPR7Sk1PxV1aNO79rUGaBj1O1NSQMPtmoBHsRkQumwEtklqovP0z2wsX0HTgAQOI487sGZeQV0FJXE9wsG5WUEBGZCAVeIrPQQH8/DceOkrd4Kd179kJcHAmrVl1QXxl5BfR1d9GLIy4nRzNeIiIToMBLZBY6eaKSQF8vuaH8roRly4hJTLygvjLzggn2LXXBPK8ezXiJyCwTGxtLSUkJq1ev5o477qCrq2vou/7+fi677LKI1PACBV4is1J9eahi/cLF9Ozbd8H5XQDpecEdvQZLSvSVH8X1qwKMiMweg1sG7d+/H6/Xy8MPPzz03UMPPcSKFSsidi0FXiKzUF15GQkpqSS0dzLQ1UXiZReW3wWQmpVFTGxccMZr6VJcXx99lVURHK2IyMVj48aNlJcHaxZWV1fz4osv8qUvfSli/UeqgKqIXETqj5aRt7iYnj3BwqkTmfGKiYklPTcvGHht2gAEE+zjFy2MyFhFRAbV//Vf03vwUET7jF+xnNxvfCOsYwOBANu2bWPTpk0AfPWrX+Vv//Zv6ejoiNh4NOMlMssM9PdzqqaaefMX0r13L7GZmXgKC8c+8TyCTzbWEr9kMZgpwV5EZpXu7m5KSkpYv349RUVFbN26lRdeeIHs7GzWrVsX0WtpxktklulobmKgP0BGbj7djz1F4po1E640n5GXT8WeneD14C0qUkkJEZkU4c5MRdpgjtdw77zzDs8//zy/+MUv6Onpob29nbvuuosf//jHE7qWZrxEZpmWuloAUpNT6Tt+/ILrdw2XkVdAfyBAx8mTxC9dqhkvEZn1/uZv/obq6moqKip48sknueGGGyYcdIECL5FZp7W+DoCE5mbgwgunDpc59GRjsKREX1UVAz09E+5XRCTaKPASmWVa6muJi4/Hyo5CTAyJqy+scOpwGfnDAq+lS2FggL5jxybcr4jIxaCzs/O831933XW88MILEbmWAi+RWaa1vpaMnDx69u4lftkyYpKSJtznnLR0PAmJwQT7pcUA9Gi5UURk3BR4icwyLfV1pOfm071vH4lrLo1In2ZGRl5+cM/GoiLM61WCvYjIBVDgJTKLDAz009ZQT0p8AgOdnRHJ7xo0uFm2xcXhXbyY3jIFXiIi46XAS2QW6TgZLCUxpzuY+D6RwqlnysgroK2pkYDfT8LSYs14iYhcAAVeIrPIYCmJ+LpGYtPS8C5YELG+M/PywTnaGuqILy4mUF9Pf1tbxPoXEYkGEQm8zKzCzD4wsz1mtjPUlmlmr5rZkdBrxrDjv25m5WZ22MxujsQYROTDUhKe8nISSiZeOHW4jDM2ywboDe1nJiIi4YnkjNf1zrkS59z60Of7ge3OuWJge+gzZrYSuBNYBWwCvmdmsREch0jUGiolcbyKhKXLItp3el5+8BqDJSVAy40iMivExsZSUlLC6tWrueOOO+jq6gJgwYIFXHLJJUPbCUXCZC41bgYeDb1/FNgyrP1J51yvc+44UA5smMRxiESN1vpa0jKzML8fT9HE9mc8U0JSMompabTU1RCXm0tMSooq2IvIrDC4ZdD+/fvxer08/PDDQ9+98cYb7Nmzh507d0bkWpEKvBzwipm9b2b3hNpynHN1AKHX7FB7AXBi2LnVoTYRmaCW+jrSkpIB8BYWRbz/wc2yzYz44mI92Sgis87GjRspn8Q0ikhtkn21c67WzLKBV83s0HmOHS3pxI16YDCIuwegqCjy/xMRmU0GS0n4FgeXGL2FvohfI7hZ9vsAxBcX0/7SSzjnIppLJiLR662nyjh54vxV5MdrXmEyGz+zNKxjA4EA27ZtY9OmTUCwhuHHPvYxzIw//MM/5J577hmjh7FFZMbLOVcbem0EniG4dNhgZnkAodfG0OHVwPA1EB9Qe45+H3HOrXfOrc/KyorEUEVmrcFSEkn+AHg8xOXmRvwaGXkFnG5toberi/ilxQy0tRFobIr4dUREplJ3d/dQHldRURFbt24F4J133mHXrl1s27aN7373u7z55psTvtaEZ7zMLAmIcc51hN5/DPhL4HngbuDB0OtzoVOeBx43s38E8oFiYMdExyES7VpCTzQmtnXiLSjAYiP/zMrgZtmt9bUkDz7ZeOQInpzs850mIhKWcGemIm0wx+tM+fnBh4qys7O59dZb2bFjB9dee+2ErhWJGa8c4G0z20swgHrROfcSwYDrJjM7AtwU+oxz7gDwFFAKvATc65zrj8A4RKJa62ANr4bGiCfWD8oIPdl4qq4G7/z5APirqyflWiIi0+n06dN0dHQMvX/llVdYvXr1hPud8IyXc+4YcFZ5bOdcM3DjOc55AHhgotcWkQ+1NgRLScQercJbsnZSrpGWmwdmtNbVEnfVRvB48Nco8BKR2aehoYFbb70VCOZ+fe5znxvK/ZqISCXXi8g0a6mrJX1eNq6zdNJmvDzeeFLmzgvu2RgTgyc/D39NzaRcS0RkqnR2np3Qv2jRIvbu3Rvxa2nLIJFZoqW+jtTkVAC8k/gU8OBm2QDeAh991Qq8RETCpcBLZBYYLCWRHOcFwFs4OTNe8GEtL+ccnoICzXiJiIyDAi+RWWBEKQnA44t8Da9BmXn59Hadpru9DY/PR39zMwOh7TVEROT8FHiJzAKDpSTmdJwmLiuLmMTESbvW4GbZp+pq8BQE3/trRy3FJyIiZ1DgJTILDJaSSGhqxjPJuzwMBl4tdTV4faHAS8uNIiJhUeAlMgsMlpKIqa6Z1PwugNSsbGJi42ipqx2a8epTLS8RkbAo8BKZBVrqaknPzqW/oWHSSkkMiomNJT0nl9a6WmLnzcPi4/HXaKlRRGau2NhYSkpKWL16NXfccQddobzV1tZWPv3pT7N8+XJWrFjBu+++O+FrKfASmQVa6+tITU0DJveJxkHpefnBWl5mwScbNeMlIjPY4JZB+/fvx+v18vDDDwNw3333sWnTJg4dOsTevXtZsWLFhK+lwEtkhhsY6KetsZ4UTzwwNYFXRl4BLfW1uIEBlZQQkVll48aNlJeX097ezptvvjm0YbbX6yU9PX3C/atyvcgM13HyJP2BAMn9DmDSk+shuFl2v99PR/NJPL4Cevbtm/Rrisjs98a/P0Jj5bGI9pk9fxHXf+GesI4NBAJs27aNTZs2cezYMbKysvjiF7/I3r17WbduHQ899BBJSUkTGo9mvERmuJb6YH5VYmcXMUlJxGZkTPo1R2yWXVBAf1sb/aNsuSEiMhN0d3dTUlLC+vXrKSoqYuvWrQQCAXbt2sWXv/xldu/eTVJSEg8++OCEr6UZL5EZbqiURPMpPEVFmNmkX3N4SYnMULFWf00NscuWTfq1RWT2CndmKtIGc7yG8/l8+Hw+rrjiCgA+/elPRyTw0oyXyAzX2lBLnDee2OpavJNYsX64pIxMPPEJtAwvoqo8LxGZRXJzcyksLOTw4cMAbN++nZUrV064X814icxwLXW1pOfkEtjzFp4brp+Sa5rZ0J6NQ4GXNssWkVnmn//5n/n85z9PX18fixYt4kc/+tGE+1TgJTLDtdbXkTEvG+f34y2c/MT6Qel5+TQeKyc2IwObMwd/jUpKiMjM1HmOHNWSkhJ27twZ0WtpqVFkBhsqJeFNAMA7ycVTh8vMy6etsYGB/gDegnz6tNQoIjImBV4iM9hQKYlgJYkpKSUxKCOvAOcGaG2ox1Pg01KjiEgYFHiJzGBDpSS6eiAuDk9u7pRdOz03WFJiMM9LyfUicqGcc9M9hAs23rFHLPAys1gz221mL4Q+Z5rZq2Z2JPSaMezYr5tZuZkdNrObIzUGkWjTWl8HQMKpFjz5+Vjc1KVtpucEg7z2xno8Ph8DHR30t7VN2fVFZHZISEigubl5RgZfzjmam5tJSEgI+5xI/i19H3AQSA19vh/Y7px70MzuD33+mpmtBO4EVgH5wGtmttQ51x/BsYhEhdb6GuK88cTV1hE3BVsFDZeYmkZcfDxtjQ14ChYAoVpeaWlTOg4Rmdl8Ph/V1dU0NTVN91AuSEJCAr5xlPKJSOBlZj7gE8ADwJ+EmjcD14XePwr8EvhaqP1J51wvcNzMyoENwMS3/BaJMi31daTn5uF/cyeJl1wypdc2M9Kzc2lrasBz+dUA9FVXkxCBOjciEj08Hg8LFy6c7mFMmUgtNX4H+J/AwLC2HOdcHUDoNTvUXgCcGHZcdajtLGZ2j5ntNLOdMzUSFplMrXW1pM/NYqCtDa9vame8AFKzc2hrqB8q3OqvqZ3yMYiIzCQTDrzM7Bag0Tn3frinjNI26sKuc+4R59x659z6rKysCx6jyGw0VEoiYQ4AngmUknDO8a97/pXjbcfHdV5adg5tjQ1YSgoxyclKsBcRGUMkZryuBj5lZhXAk8ANZvZjoMHM8gBCr42h46uB4f+H8AH6Z7LIOA2Vkgj9W8Y7gVISx9qO8b293+N7e743rvPSsnLx9/bQ09mBx+fDX60iqiIi5zPhwMs593XnnM85t4Bg0vzrzrm7gOeBu0OH3Q08F3r/PHCnmcWb2UKgGNgx0XGIRJvBUhJzevoAJrRP4/sNwQnr7VXbaelpCfu8tNCTjW2N9SopISIShsms4/UgcJOZHQFuCn3GOXcAeAooBV4C7tUTjSLj13CsHICktnZi580jJinpgvva3bibhNgE/AN+Xjj2QtjnpWXnAISebAxWr5+Jj4SLiEyViAZezrlfOuduCb1vds7d6JwrDr2eGnbcA865xc65Zc65bZEcg0i0qDtyiIy8AmJq6iY02wXBwGujbyOXzLuEp488HXbwNBR4hRLsXVcX/a2tExqLiMhspsr1IjOQc47askPkL11O34kTE0qsrz9dT01nDZdlX8ZtxbdR3lrOByc/COtcb0IiiSmpwZISBcGHk5XnJSJybgq8RGag1oY6utvbyF20hEB9Pd7CC0+s39O4B4C12WvZtGATiXGJPH3k6bDPT8vJDS41DpWUUJ6XiMi5KPASmYHqyg4BkJWSDs7hncCM167GXSTGJbIscxnJ3mRuXnAz245vo8vfFdb5aVk5tDdqxktEJBwKvERmoNqyQ3gTE0npCwDgmcB2Qbsbd3Np1qXExQQ3sri9+Ha6Al28XPFyWOenZefQfrIRm5NIbFoafZrxEhE5JwVeIjNQ7ZFD5C5ZRqA6GOR4LzDw6ujroKyljLXZa4fa1mStYWHawrCXG9Oycxno76ezuVklJURExqDAS2SG6evp5mRlRSixvgqbM4fYefMuqK99TfsYcANcln3ZUJuZcXvx7exp2sPR1qNj9pE6VFIiVMurWoGXiMi5KPASmWHqy4/g3AD5xcvxV53A6/NhNtpOXGPb1biLWIvl0qxLR7TfsugW4mLiwpr1Ss8eLKIaTLD3q5aXiMg5KfASmWHqjgQT6/OKJ15KYnfjbpZlLiPJM7L46tzEuVxfeD0/P/pz/P3+8/aRMi8Ls5ihkhKut5f+kycveEwiIrOZAi+RGaa27CCZ+T7i58zBX12N13dhgZe/388HTR+MyO8a7rbi22jpbeGNE2+ct5/YuDiS586lraEejy/0ZKPyvERERqXAS2QGcc5Rd+QweUuXE2hqwvX2XvCM18FTB+np7xmR3zXcVXlXkZuUG9ZyY1p2Dm2NDXhDJSX6lOclIjIqBV4iM0hrfS3dHe3kL12Ov6oK4IKLp+5u3A1wzsArNiaWLUu28OvaX1PXWXfevtKyc0dWr9eMl4jIqBR4icwgtaHCqfnFy+kbDLwucMZrV8MuClMKyZqTdc5jtizZAsCz5c+et6+07BxOt5yiPy6W2MxMFVEVETkHBV4iM0ht2UG8iXOY6yuir7IK4uKGZpnGwznH7sbd55ztGlSQXMBV+Vfx0yM/pbe/95zHpYWebGxvalQtLxGR81DgJTKD1JUdIq94GRYTQ19lJd6CAiwubtz9VLRX0NLbcs7E+uG+uPqLNHY18pPDPznnMWlZw2p5+RR4iYiciwIvkRmir7uLkyeqyF+6PPi5shLP/Anmd+Wcf8YL4Mq8K9mQu4Hvf/D9c+7fmJbzYS0vb0EB/tpa3MDABY1NRGQ2U+AlMkPUlZcNFU51ztFXVYV3/oIL6mtXwy7S49NZmLowrOO/ctlXONVziscPPT7q90npGcR5vENFVJ3fT6Cp6YLGJiIymynwEpkh6kKJ9bnFy4KlJLq68M6ff0F9DeZ3hVvxviS7hI0FG/nR/h/R3td+1vdmRmpWNu2Nw55sVIK9iMhZFHiJzBC1Rw4x11dEQlIy/spKALwXsNR4svskVR1VYeV3DfeVy75Ce187/+fA/xn1+7TsHFob6/EU+ACVlBARGc2EAy8zSzCzHWa218wOmNm3Qu2ZZvaqmR0JvWYMO+frZlZuZofN7OaJjkFkthsqnFocyu8aLCVxATNe48nvGm7F3BXcNP8mHit9jJaelrO+T83ODc545ecFx6gZLxGRs0RixqsXuME5twYoATaZ2ZXA/cB251wxsD30GTNbCdwJrAI2Ad8zs9gIjENk1mqpq6Gns+PDxPqKymApifz8cfe1q2EX8bHxrMxcOe5z7y25l+5ANz/c/8OzvkvPzqG36zR9gQCxWfM04yUiMooJB14uqDP00RP65YDNwKOh9keBLaH3m4EnnXO9zrnjQDmwYaLjEJnNag8fBBjxRKPX57ugUhK7G3dzybxL8MR6xn3u4vTF3LLoFp449ASNXY0jvhus5dXWWI+3wIf/hGa8RETOFJEcLzOLNbM9QCPwqnPuN0COc64OIPSaHTq8ADgx7PTqUNto/d5jZjvNbGeTnpCSKFZ75BDxSUlk5gfzp/qqqi6olESXv4tDpw6NWTj1fL5c8mX6B/p5ZN8jI9pTs0O1vJoa8BQV0ld9YrTTRUSiWkQCL+dcv3OuBPABG8xs9XkOH+0xKneOfh9xzq13zq3Pyjr3tiYis12wcOpyLCZmWCmJ8ed37Tu5j37Xz9qcsxPrT1Z3EvD3j9lHYUohtxbfys+O/Iyazg+XE9MGA6+Gery+QgJ19Qz09Y17jCIis1lEn2p0zrUCvySYu9VgZnkAodfBdYlqYPjmcj6gNpLjEJlNertOc7K6ivxQYn2g8cJLSexp3INhXJp16Yj2hop2/vOBHez4+fGw+rnn0nuIIYaH9z481JaQlExCUnKwlldRITinPC8RkTNE4qnGLDNLD71PBD4KHAKeB+4OHXY38Fzo/fPAnWYWb2YLgWJgx0THITJb1ZWXgXPkhfK7/FWhUhJF4w+8DjQfYH7qfFK9qUNtzjnefqoMHBx4q5a+nsCY/eQm5fKZZZ/h+aPPU9leOdSemp1DW1MD3qLgMqj/hJYbRUSGi8SMVx7whpntA35LMMfrBeBB4CYzOwLcFPqMc+4A8BRQCrwE3OucG3t9QyRK1ZUdAjPyliwDgon1AN4F4w+8SptLWTl35NOMR37bQP2xdlZtzKevO8Dh9+rD6mvrJVuJIYaflf1sqC0tO2eoej1AX5UCLxGR4SLxVOM+59xlzrlLnXOrnXN/GWpvds7d6JwrDr2eGnbOA865xc65Zc65bRMdg8hsVnfkEPN8RcTPmQOEAi+PB09e3rj6Odl9ksauxhGBl7+3n18/fZSsohR+57PLyFmYyt7XT+AGRk27HGFe4jw2+jby/NHn8Q/4geCTje1NDcTOnYslJmrGS0TkDKpcL3KRa6w4Rs6i4qHPfZVVeAsKxl1KorS5FGBE4LXr5UpOt/ay8TPFWIyx5oZC2hq7qdzfHFafW5ZsobmnmXdq3gEgLSuHfr+f020teH0++hR4iYiMoMBL5CJ2urWF060tZC/4cDPrvsrKC0qsP9B8AMNYkbkCgPbmbna/WkXx5TnkLUkHYNHaLJIz4tn7engB00bfRjITMnm2/FkA0nIGa3k14CksxH+iatzjFBGZzRR4iVzEGiuOAZC1YBHAh6UkLjC/a37qfJK9yQC8+/RRDLjq1sVDx8TGxnDJdT6qD7XQXNN5jp4+5Inx8MlFn+RXJ35Fc3fzUEmJ9sYGvIWF9J2oxrmxly1FRKKFAi+Ri9hQ4DU/OOMVaGzCdXfjKRp/8dThifW1R1oof7+RtZvmk5KZMOK4ldfkE+eJYe/28Ga9tizZQsAFePHYi6TOC9ZJHiwp4Xp6CKj4sYjIEAVeIhexpopjpGblkJAUnKXqq6wAwDt/wbj6GZ5YPzDgeOupIyRnxFNy09kBXEKSh2VX5VG2o4Gu9rELoC7JWMIl8y7h2aPPEuvxkJyRGdw2qDBYrk8J9iIiH1LgJXIRa6w8flZ+F4y/lMTwxPqD79Ry8kQnH7l9CR7v6PvTr7nBR39ggANvhVcAdcuSLRxpOUJpcylpOblDOV6AEuxFRIZR4CVykfL39NBSV0PW/EUftlVVBUtJ5OaOq6/BxPrFicX85vlj5C1JY8m67HMen5GbRNGquXzwqxr6/QNj9r9p4SbiY+N5pvwZ0rKCtby8BQVghl+1vEREhijwErlINVVVgHNkL/ww+b2vohKvz3dBpSTmp87n2DutdHf42fiZpZiNtm3qh9bc6KO7vY8j7zeM2X+qN5Ubi27kF8d/QVLWPDpOnWQgxojLy9WMl4jIMAq8RC5Sg4n1kSglMZhYf2RnA3lL0sgqShnznMIVmWTkJbF3+4mwnkzcsmQLHX0d1MQ0g3O0n2zCW1ikHC8RkWEUeIlcpJoqjpGQlEzK3CxgWCmJ+eN7onEwsX65Xcqp2tMsWZcT1nlmxpobfJw80UntkdYxj78i7wrykvL4Tfc+ANoa6vEWFWrGS0RkGAVeIhepxspjZC1YNLQkGGhsxPX04BnnjNdgYn1GzXywsOpVAAAgAElEQVQwWLw2K+xzl12RS0KSJ6zSEjEWw+Ylm3mvay8QKinhK6S/uZn+ztPjGrOIyGylwEvkIjTQ38/JyoqRy4wVoScaxxl4DSbWdx6KJX9JOklp8WGfG+eNZekVOVQdOBVWkv3mxZvpSghAjNHW1IC3KFRSoqZ6XGMWEZmtFHiJXIRa6moJ+PtGPNHYVzUYeC0YV1+lzaWsillLW333eZ9kPJeCpRn0BwZoqGwf81hfio/L8zbQNWeA1oY6PIVFobFr6yAREVDgJXJRaqwcTKwfVkqishLzePDkja+URGlzKZe0fQQMFl0W/jLjoPzQPo61ZWPneUEwyb4hpYvK0r14Cn0AKikhIhKiwEvkItR4/CixcXFkFhQOtfVVVuIpLMRiRy96OprBxPr0mvkUFI9vmXFQQrKHuQVJ1JaHF3h9dP5HacodoK+9k+bmJmLS0uirVuAlIgIKvEQuSk2Vx5lbOJ/YYfW6+iqrxp3fVdpcSkZXLq7Fw+K1419mHJS/JJ26o20M9I+d55UYl8iqyzcCcHDnO3gLCzXjJSISosBL5CLjnKOx4tiIZUY3MBAsJTHOzbFLm0tZ3HwZdoHLjIPyitMJ9PbTVNUZ1vG3r/ksTWm9fLDjDZWUEBEZRoGXyEXmdMsputvbRiTWD5aSGO8ejQdOHmB5y+XkL72wZcZB+cWhPK8w6nlBcE/I3qIkek+cpD8nG39tLS4QuODri4jMFhMOvMys0MzeMLODZnbAzO4LtWea2atmdiT0mjHsnK+bWbmZHTazmyc6BpHZ5MPE+uEV64NPBY53qbG6qonk03PDLpp6Lklp8aTnzKH2SEtYx5sZl131UQw4HGiDQAB/ff2ExiAiMhtEYsYrAPx359wK4ErgXjNbCdwPbHfOFQPbQ58JfXcnsArYBHzPzMLPFhaZ5ZoqjgOQNX944FUBgKco/MDrZPdJ0quLwByLSi58mXFQfnE6teVtDAyMvX0QwJarf58e7wAHmo4CoQ2+RUSi3IQDL+dcnXNuV+h9B3AQKAA2A4+GDnsU2BJ6vxl40jnX65w7DpQDGyY6DpHZovH4UdJycomfkzTU1ncBpSQOnDzA4ubLSF0Qx5xU74THlV+cTl93gFO14eV5pSakYYvm0t3UiQP6TqiIqohIRHO8zGwBcBnwGyDHOVcHweAMGHykqgAYnmlbHWoTEYJLjcMT6yE4W+QpKhpXKYnSI0fJ6Mlh5YbCsQ8Ow2CeV02Y9bwA1l35MbyBGE6lzMF/QjNeIiIRC7zMLBn4GfBV59z5SlzbKG2jrl2Y2T1mttPMdjY1NUVimCIXtb7uLlrr68iePzLw6quoHPcTjY0f9OIYYOV6X0TGlpKZQMrcBOrCTLAHuPaaLTiDE1lJ9KmkhIhIZAIvM/MQDLr+wzn3dKi5wczyQt/nAY2h9mpg+D/BfUDtaP065x5xzq13zq3Pypp4jorIxa4plMuVNVopiXEk1jvniK+cR29OC4kpE19mHBTM82rFufDyvBJTUvAWZtE4J56OivKIjUNEZKaKxFONBvwAOOic+8dhXz0P3B16fzfw3LD2O80s3swWAsXAjomOQ2Q2GG2roEBjI663d1ylJMqPVpPSNZe0laNNMF+4/OJ0ujv8tNR3hX3OmiuuJxAbT0dtbdgBm4jIbBWJGa+rgd8HbjCzPaFfHwceBG4ysyPATaHPOOcOAE8BpcBLwL3Ouf4IjENkxms8foyElFSSM+cOtfVVhDbHHsdS4+53yxmgn5XrI5PfNWi89bwAVoaq2Ld6PXSdVEkJEYlukXiq8W3nnDnnLnXOlYR+/cI51+ycu9E5Vxx6PTXsnAecc4udc8ucc9smOgaR2aKp8hjZ8xcSnEgO6qsMBV5hLjU652j6oJfatHIuLVwV0fGlZSUyJ807rsBrXtEC4hMTaEyZwzu/fXrsE0REZjFVrhe5SPQHApw8UTkivwugr6oS83qJy8sLq5+awy3Q7uVU0XGSvckRHaOZUVCcTu2R8PO8zIzFq0poTpnD7vf17ywRiW4KvEQuEi211fT7/eScGXhVVuIpKsRiwvvjuv/NWvo83aStnJw/3vnF6Zxu7aX9ZE/Y5yz5yLUEYmPoPV7H8bbjkzIuEZGZQIGXyEWisTJUsf7MwOtIOfELF412yllOt/VybE8TpfPeZVHmgkgPEQhumA2EvX0QwPx1lxPjHGmdc3j6iJYbRSR6KfASuUg0Vhwj1uMhM//DulsD3d30VVURv2xZWH0c/HUdbsBxMOfXzE8d376O4crMSyIh2TOuPC9vQiLzYjzEumSeK3+O3v7eSRmbiMjFToGXyEWiqeIo8woXEDOsOn1veTk4R/yypWOePzDgKH27ljnzHW2JTRSljK/garjMjPwl6eMKvAAKMrLojYnF39LBQ7sempSxiYhc7BR4iVwEnHM0Vhwne8HCEe29ZWUAJCwdO/A6UXqKjuYeAiuCuzwUpka2lMRw+cXptJ/sobMl/Dyv+YuKAbjVXc1jpY/x69pfT9bwREQuWnHTPQARgY7mJno6O8iaPzLw6jl8GEtMxFM4dhC1/80aElO9VM09TEZPBqne1Mka7oh6Xks3hLdx97zlK5jzzmvMrUtg0bpF/Pnbf87PPvUz0hPSz3ve7pdf4L2fPUlMbCxxXi9xHm/w1RuPNzGRjZ/7AvMKJ2dZVUQk0jTjJXIRqDlUCkD+0hUj2nsPlxG/tHjMJxo7TvVQ+cFJVn4kj6quSopSJ2eZcdBcXzLexLjx5XkVFpLd3kXtsXL+6vK/4FTvKb717rfOW5ai5lApb/z7I6Tn5LFgzVpyFy8lPTePhJRUMDhx4APe+c8fR+KWRESmhGa8RC4C1Qf3401MJGvYUqNzjt7Dh0m56aNjnn/wnVocsPKafCrfqOTKvCsncbQQE2PkLUkbV+DlKSoiv6WTyuwMyh59hq984r/yT3u+w7Plz3Jr8a1nHd/d2cGL///fkZqVzW1f/xbxc+acdczbTz7Gb559ipa6GjLyCiZ0TyIiU0EzXiIXgerS/RQsW0lMzIeJ9YGmJvpbW4lfev4nGgf6Byh9u5ailXPxpENjVyOFKZOX3zUof0k6LfVddLX3hXV8bEYGmRbLhoJFVOzdhW9HNxtyLufBHQ9yov3EiGOdc7zy8EOcbm3hlvu+NmrQBXDZpluIjY3l/RefnfD9iIhMBQVeItPsdGsLp2qr8a28ZER77+FgYn38GIn1FR80c7qtj9XX5nOiIxjATFYpieHylwZzs2rKwqvnZWZ4ioqY39nLhi138MFrL/H5zmuJjYnl/rfvJzAQGDp2z8svUP7b99j4ubvJXVx8zj6T0jNYee0NHPjldrraxveUpYjIdFDgJTLNqg8eAMC3YvWI9sEnGuOXnjvwADjwZg3JGfHMXz2XqvYqgEnP8QLILkohfk4cVaWnxj44xFtYSF91Ndf83u+z7KqN7P7JT7kv6XPsa9rH9/d9H4CG40f51WM/YNHay1n3iS1j9rnullsJ+PvY/fKLF3wvIiJTRYGXyDSrPrgfT3wCOYuWjGjvLTtMXE4OcRkZ5zy3rambqoOnWHlNPjGxMVR1hAKvSarhNVxMbAy+5ZmcONAc9r6NnsJC/CeCs3Kb/ui/kb90BfVPvc6tc27gf+/73+ys+g0vPvRtElNSufnLXx2xWfi5zC0oZPH6K9jzyov4e8MvbyEiMh0UeIlMs+qD+8lftoLYuJHPuvQcLhtzmbH07VrMjBUfyQegqr2KzIRMUrwp4xtEdwv8512w6zEIM4gCKFqVyem2Pk7Vng7reG9RIa6vj0B9PXFeL5v/x5+RnDmXnJebWOByeeJfvkVrfR0f/+P/wZzUtLDHsf6Tt9HT0c6BX24P+xwRkemgwEtkGnV3tHOyqgLf8lUj2p3fT9/RoyScp2J9f2CAg7+uZcElc0nOiAegqqNq/In1/X74yRfg4M/h+f8Kz34Z+sILpIpWZgaveyC85caEVcH77N63D4A5qWncev83YWCAG95MI78yhpa16Wctu46lYNlK8oqX8f6LzzIw0D+uc0VEppICL5ExHHqvjvL3Gyel7+pDofyulSMDjb6KCpzff949GkvfrqW7w8+qaz8so1DZXjn+xPqX7odjv4RP/Qtc9w3Y+yR8/wZoOjzmqckZCWTmJ1FV2hzWpRKWL8cSE+l6f9dQW2a+j81/+mf0d/fimZ/Fc9l7ePzQ4+O6BTNj/Sdvo7WhjvId747rXBGRqaTAS+Q8Givb2f7oQV7+/n5e+/dS+noCY580DjUH9xPn8ZK7ZGSA1TPGE43tzd28+8xRfMszhmadugPdNHY1ji+/a8f34bf/BlffB2t/H677Gvz+M3D6JDxyPez7yZhdFK2aS215K/7esWeazOMhcc0aut9/f0S7b+VqvvhPD/Nf/te/8jtF1/H3O/+e/Sf3h38fwJLLryQ9N4/f/vzpsHPORESmmgIvkXNwA45fPVFGYoqXdZvmU/aben7yNztpOtERsWucKN1PXvEy4jyeEe29ZWUQF0f8woVnneOc443HDgFw/V3LhxLQB0tJhP1EY/l22PY1WPZxuPGbH7Yvvh7+y1uQdyk8/SX4+VfBf+6k9aKVmQwEXNhlJeasXUvPoUP0d45czkzPycUbn8BfXf1XZCVm8ae/+lPa+9rDuxcgJiaWdZ+4lfryMmpCM4kiIhcbBV4i53Dw13U0VrRz9W2LuXLLYjZ/9TL8PQF++u2d7HujesKzKr1dp2mqOH7WMiNA7+HDxC9ahHm9Z31X+nYt1Yda+Mhti0mdlzjUPq5SEk1l8JMvQvYKuO37MKxwKwCp+XD3C3D1V+H9H8EPboKWilG7yluSRpw3Juw8r8R1a2FggO69e0b9Pi0+jb+99m9pON3AX/z6L8b1c171OzeQmJLKb3/+dNjniIhMpYgEXmb2QzNrNLP9w9oyzexVMzsSes0Y9t3XzazczA6b2c2RGINIJPV0+nn3maPkLUlj6RXBTaALlmXwe3++gaIVmbz1n2Vse/gDejr9F3yNmkOlODcwaiJ5T9noTzR2nOrhnZ+VU7AsnVUbR26RU9leCYRRSqLrFDz+GYjzwmefhPjk0Y+LjYObvhU8pqUSHrkOyl8767A4TywFSzOoOhBenlfimhKIiaF7WJ7XmUqyS/jjtX/Mq5Wv8uThJ8PqF8ATn0DJzZ/g2Ps7aK4+MfYJIiJTLFIzXv8ObDqj7X5gu3OuGNge+oyZrQTuBFaFzvmemZ3xz22R6fXec0fp7Q5w7Z3LRtSSSkz28vE/upRr7iimcn8z//nXO+hs6b2ga1Qf3E9MbBx5xSPzu/rb2wnU1RF/xhONzjl++eNDuAHH9XetwGJG1rg60XFi7FISgV546v+B9lq483FID+MJyGW/C/e8ASn58ONPw5t/BwMDIw4pWpVJW1M3bU1dY3YXm5xEwvLldO06d+AFcPequ9lYsJG/++3fUdpcOvY4Q0puvoU4j5edLzwT9jkiIlMlIoGXc+5N4Mx1hs3Ao6H3jwJbhrU/6Zzrdc4dB8qBDZEYh0gkNFa2c+DtWi69zsc839mzQWbGmhsLue1P19FzOsDL399Pf2BglJ7Or7p0P7lLluKJTxjRPlixPuGMJxoPvVtHVekprrp1CWlZiZypsr3y7Nmuvi44/ib88tvw6Kfg2wuh4i3Y/C9QOI4/dnMXw5dehUs+Da//VbDmV0/b0Nf/l73zDo+jOvv2Pdv7Sqveq+Ve5G7j3nCnGUwPPYFACATyEkICIRAIoUOA0OEzzaYZjMG9915kFUuyei+rXW3fnfn+WLmhYhnbYCd7X9e5zmj3zMyZ1Urzm+c8JblPBND9tBLaIUNw7duH5OvcYigTZDw55knCNeE8sO4BrO7ulQTSmcz0GjOegq0b8Hdx/BAhQoT4JTiXPl4xkiRVA7T10W2vJwAnrgFUtL3WDkEQ7hAEYacgCDvr6+vP4VRDXIhIktStSLrTOqYose7jfHRGFcPmtHdsP5GYNBOTbuhFTXELm74oPK3zeN0uaooPk9SBf5e7oH1EY2uzh42LConvEUb/8R3+uVBmLzvu37XtTXh7CjydDB/MgbVPgasJsq+H67+EAVed1nwBUOmD/mDT/wmHlwWjHmuDlihztBZTpKbb5YN0QwYjuVy48/K6HBeuCee58c9R46jh/nX34wt0T0hlDhuF1+Wi4tCBbo0PESJEiJ+LX8K5vqMaIB16z0qS9KYkSUMlSRoaFRV1jqcV4kJCEiVWvHuIt+5bzzcv7+XQxqoz8rc6yqFNVdSV2hl9RSZqreKU43sMjWHg5CQOrKkgf1tNt89TVZCHJIrtEqdCsDi2zGxGERMDtC0xfpyH6BeZeEOvdkuM8KNUErs/hO8fDCZGHX03XLsI/q8EfrMRZj4DmZO7Pc92CAKM/E3Q8d7bCm9Phur9CIJAcp8IKvKbu2X902YPBsD5o7QSHTEoehB/G/03dtTs4O9b/94tZ/vk/gNRqNUU7tx26mvqgkBApL7cTllOI37f+ZWY1WH1sHdlWVs+N+8vPZ0QIUJ0k1PfWX46tYIgxEmSVC0IQhxwNANlBXCiY0kiUHUO5xHiv5DNXxVxeEct6YOiaKhsZc2CPNZ+nE9izzAyh8SQNigSraF9RGBXuFt9bPm6iPgeYWQNj+n2fqMuz6Cu1MbaBXlEJBg6XJ78MRWHDiLIZMT37N3uPU9+PpqsrGO+Zflbayg90MiYK3sQFq3r8HhHIxpT/AFY+gdInwjXf9E+WvFskTIK7lgHr4+GFX+BGxeT1MfCwfWVVBe1kNiz8/qSAMqYaJRJSUEH+5tuOuXp5mTMocRWwpv73yTdnM5N/breR6lSkzogm6Jd25h8y2+6VfNRFCWsNU7qymzUldipK7XRUNFKwBcUkiqNnIzB0WSNiCWhR1iHAvhcIwZESnOaOLSxitKDjUhiUISu/Qjie4SRnh1NRnYU+jD1zz63ECFCdI9zKby+AX4FPN3WLz7h9Y8FQXgeiAd6ANvP4TxC/Jexb3U5e1eU0X98AmOvDi7HNZS3UrirjsLddW0iTGDI9BSGzU5D1s0b5JbFRXhdAcZdndWtG/VR5HIZF9/ej4X/2MEP/znAlX8ailqn7HKfitwDxKRnotKeLKQkUcRz+DDmS4MukWU5jaz5KI+4TDP9JyZ2eryjObySNrwCxliY9+65E11HMcXBuAdg2cNQtIbEXmORyQTKDzWeUnhBMJ9X68aNSJLU5eftdfmpKW7hyrAbqIis5aXtr5BiSmFi8sQuj58xdCSFO7ZSd6SoXQHyE2msbCVvSzX522tx2YKWI4VaTnSykX7jE4hJMaHUyCnaVUfhrjpyN1djCFfTY1gMPUfEEpFwaqF9ptgaXORuriZ3UxWOFi9ak4rsqcn0Hh2HzxugeE89Rbvr2PBZARs+KyA23UTW8Fj6jkvo9vc/RIgQPw9nRXgJgvAJMAGIFAShAniUoOBaKAjCrUAZcCWAJEk5giAsBA4BfuC3kiSdXzb8EOcthbvq2LjoMOmDohgz/7hAiko2EpVsZOSl6TSUt7J3ZRk7l5ZQW2Jj6i19urR+BQIi+1aVc2hjFQMnJ/2kG6nerObi2/ux+Pk9rHw/l5m/6d+pRcTn9VBTWED2jLnt36uqQnQ4UPfMoiKviaVvHCA8Vs/MOwd0eQMttRYDkOKwwi3LQGc57Wv4SQy9Fba+Dqv+hur2NcRmmCnNaWLUZafeVTtkMC2LF+MrLUWVmtrhmNZmN9+8tJfmmmC0ZDKTuI1J7Nvlpti0DpNZj1ItR6GSoVDKkCtlKJRyFEoZMkU0CAL7V61nXFzqSUvH7lYfBTtqydtSTX2ZHZlMIHVAJGkDI4lOMREWq2v3eaf2j2TctQFK9jVQsL2GfSvL2bO8jN6j45hwXU9k8rPvuSFJErt+KGXbN8UIBKsEjLsmnpT+EchPOF9UkpERc9NpqnZQvKeOwt31rP+0gKLddUy9pW/IAhYixHnEWRFekiRd08lbHTqTSJL0JPDk2Th3iP8dqg5bWfneIWLTzEy9pU+HQkQQBKKSjUy5uQ/xPcJY/1kBC/+xg+l39Ccm1dT+mIVW1n2cT1OVg9QBkQyf3bVDfVfEZ4Yxel4mGxceZteyUobOSO1wXM3hfAJ+P0l9+rd7z5MfrI9oNaSx/LX9mKO0XPL7QWj0XVvQyvK+whIIYJjzcjDj/M+FUgMT/gSL74JDi0nuO4itXxfjaPGgN3d9s9cNGQKAc9fuDoWXtdbJ4pf24HX6mXZbXxQqOS67l4amZr7a/w0qn55h6pGIfgGny4/fJxLwBfB7Rfw+Ea/LjyCP58CaDRTsSkVrVGKO0qHSyqnIa0YMSEQmGRhzVQ+yhsWgNZ56aVqpktNjWAw9hsXgsnvZs7yMPSvKcDt8wTkqz56VMeAXWbsgj7ytNfQYFsOoyzIwWk6OgG1taqT2SBEOazNOazOOFitOazP4mtGo3ZQdiGDBIweZetsU0gfFn7W5hQgR4qdzLpcaQ4Q4azRVOVj6+n6MERpm3TUAharrG5wgCPQdm0BUspHv/3OAL5/dxdirsug7Nh5BEHC1etnyZVFw2ciiZsZv+pM+6MwDOAZMTKT2iI3t3xQTm2YisVd7y1P5oYMgCB37dxUUYDWls/8HB0aLhkt+n31qX7U9H1HWXEiyKQ4GXHnG13DaDLwaNr8Mq/9O8pxVbAXKDzXRa1Rcl7up0tORh4Xh3L2LsCsuP+m9+nI7374czGx/6f2DiUo+MTdZPNEXybnx+xspM2/h3envolW0T6/h9wbY9FktO5d8RPbUMDxOLdY6F/ZGN/3HJ9JrdCyRiV3kPDsFWqOK0VdkYrCo2fDZYZa8so+Zdw5A1Y2gjFPhdvj4/o0DVB22Mmx2GsNmpbZbjm0oK+GTvz6I1+U69ppGb0AXFo4+LBx9mAZb/W5anTv46qkvMEWn0W/CSFIHZBObeXrL6SG6j7Wmmp3ffU3B1o2kZw9l9FXXY4oMBYeFOE5IeIU473FYPXz76l7kChlz7hmIxtC19edEolNMzH94OCvezWHdx/nUFrcQm2Fm69fFeF1+sqclM2xWGkr12bFUCILAxOt7UV9mZ82CPK7564h2IrEi9yDRKelo9O2XNKtz69g36G4MYWouuS8bnekUoqtyNyy5j7LkeEYmjTkr13DayOQw+a/w6bVENnyN1pRJWU7jKYWXIAhoBw9ul8G+qtDKd//ej0ojZ+69gwiP1bfbt5elF/8c+0/uXXMvdyy/g5cnvUy45mS/MoVKTv/J49i55CO0+kpGXzHnzK+1AwZMTEKtU7L6g1y+fmEPs+8eeOrfWxdY65wseXUf9iY3U27uQ8+2ygkn4rA289Uzj6NUa7jsj49iio5GZw5vV/PT53ZTdvAAm79cS33JITYvXMDmhQvIGDqSmff8AZWmvWA9iihKuFt9uOxePE4fCpUclUaBWqdApVUgV4Qqzp1ITdFhdnzzBYe3bUYml5EyIJu8zevJ37yB7JlzGX7JvA7/5kP87xESXiHOa8SAyHev7cfj8HPZHwafVJuwu2gMSmbdPZAd3x1h53cl5G2tIS7TzPhrep4Tx2ilWs64a7L45sW97F5WyvA56cfe8/t8VBfkMWDqjHb71ZfZ2ewehlrm49L7sk+5VEdrPXx2A05DNHUESDal/OQ5u7wBPt1RhkWvYnxWFGG60xQOPWdC4nCEdU+T3GsRpTnNiKJ0Ssdu3ZDBtK5ejb+xEUVEBCUHGlj25kEMFg1z7x3UbmntRCYmT+TZ8c/ypw1/4vql1/P6lNfb1am0xCcQHp9I4c5tZE8/N8ILoOeIWNQ6BcvePMiXz+5i7r2DMEWc/ne16rCVpW/sR0Dgkt9nE58Z1m6Mz+th8b+ewNnSwvzHniY2o0enx1NqNGQMHUbG0GEU7Khh9Yd7CLgPUrRzPW/edQ8JfW5AqTl+Dr83gKtNbLlafZ0k+gkiV8pQaRWk9Itg3Pyss/bwciEhSRIl+3az45svKM/Zj0qrY+jcyxk8fQ4GSwS2+jo2ffb/2PHNFxxYtYyRl1/NwGkz2wnkEP9bhIRXiPOavK011JfZmXZb3x8tN50eMpnAiDnpJGSF47J5yRwSfU7TAST1stBjWAy7l5WRNTyWsJhg9GJt0WH8Pm+7wtjNNQ4Wv7gHudfJxH4NGMI7FxwAeB3BeovORsqv/A9sfYSUnyi8Dla2cO+neyiqdwAgE2BwcjgTe0UzsWc0veOMp16WEgSY8hi8P5PkmF3kO5KpL7UTk9ber+5EtIPb8nnt3k2NuT+r3s/FkqBnzj2DumU1mpY6jWhdNPesvofrll7HK5NeYVD0oJPGZA4dwa7vvsbjdKDWtbeenS1S+0cy995BfPfafr78127m/G4gEfHdE/Zuh4/czdVsXVyEKULL7LsHYI5qnzpEEkWWvfYi1YX5zL3/4S5F14/JGhZLdMp4Ni2Kp7EikYaSzynZ8xpRaVej1gcjZuVKGWExOuIyw9AaleiMKjQGJRq9Mug35/ThcQXwuvx4XH6cLZ5ggEKpjRm/6d/hnP8bkSSJI3t3snnhR9QWF2IItzDu+lsYMHk6at3xz8AUFc2Mu//AkNmXsf6j91j74Vvs+eEbxt9wKz2Gj/4FryDEL4nQnWSE5wNDhw6Vdu7c+UtPI8TPiN8bYMFft2IIV3PFH4dccD4pjhYPHz+6lZh0M3PuGYggCGz94lM2LVzAXW9/jNYYFCVuh4/P/7kTj83NoLV/pcc//4Lp4mmdHzjgh8+ug8PLYf5HrNAquX/t/Xw2+zP6RPTp9vwCosQb64p4YUUBEQYVz8wbiFGjYG1eHavz6zhYaQMgxqRmet9YbhmTRkrEKYTLgnm4SvN4t+Jlhs5IZcTc9C6Hi14vB0ZPoWTc76hwWojvEcbMuwZ0K3ntiZTaSrlr5V3UOGp4auxTTAcA5oUAACAASURBVEs9/vlV5ufy6V8fZNbvHqTXReM73N/hc1DnrCNcHU6Ypr2V6XRoqGjl25f34mr1Ed/DTPqgKNIGRrWz3kmiREVBM7mbqineU0/AL5LUx8K0W/t2GkyxaeECtn7xKWOvvYnhl8w7o3k2VpTx1TOP09rUyMW/uZfeYyb8pOOUHWpk+ds5AEy9pS8p/SLOaF7nM5IkUXZgH5sW/j+qD+djjo5hxOXz6TN2InLFqa1YJft2s37Bu9SXldB/0jQm/uoOlJpTPGSFuGARBGGXJElD270eEl4hzld2Lytly1dFXHp/NglZp84LdT6yf005Gz47zMW39yOlv5l3f3c7YbHxzH/saSCYymLJK/uoOmxlcraNwLMPkf79UtRpnURXShIsuQ92vQczn4Xht/POgXd4cfeLbLlmCwZV9yws5U1O7vtsLztLm5k1II4nL+3XbnmxzuZmbUE9a/LqWJVbh18UmdEvjl+PT2dAYifipOYAvDGGrwPvUVkfRnLfCIZMTyYuM6ydcBZFiZz1lWz+5CAiMoZd0oPsqSnIlT/Nd6jZ3cw9q+9hf/1+/jD0D9zY50YEQcDpdfDOXbdiyExCe+kQqlqrqHPVUe+sp85ZR52zDqf/eHHvDHMGg2MGMzhmMEOihxBn6NpXrSPsTW5yNlRSvLeB5uqgJTE6xUjaoCgSssIpz20ib3M19iY3ap2CrOGx9B4d16VV99D61Xz/7+fpN3Eq0379u7PyIOK0tfDt809RkXuQEZfN56KrrkOQnf7nb2twsfSNAzRWtjJiThpDpqf+IglmzyUVhw6yaeECKnIPYoyIYuTl8+k7YXK3BNeJBPx+Ni/6iO2LP8cSl8Cse/9IdGrXDyghLkxCwivEBYXb4WPBX7YQm25m9t0Df+np/GTEgMiip3fisnnpPaqWjZ+8x/xHnz621Lj+k3wOrKtk0o29sKz7kObPPqPnrp0I8k78ZTY8B6seh4t+D1P/BsCjmx9lbfla1s1fd8r5SJLE57sq+Nu3hxCAxy/ty6WDEk55E6+1uXlvUwkfbS3F7vEzKj2CX49PZ3xWVPt9v7gNT85qDgxYzP5NVlx2H7HpJgZfnEJq/0gEmUB9uZ21C/KoK7UTrbOTvv5Fstd/h0x3ZktVbr+bhzc+zIrSFfQI70Gzu5kGVwOj90eQWqPjkynlKBRKonXRROuiidJGHduO1EZS66xlV+0u9tbtpdXXCkCcPo7R8aO5b8h9mNXm056TtdZJ8d56ivfWU3skaEVEgMSe4fS5KJ60QZGnTENRkXuQz594hPiefbji4b+d9s2+KwJ+Hyvffo2Da1aQMiCbYXOvILnfwFN+JyRJoq6kGL05DIMlAp83wNoFeRRsryVtYCRTbupzViI8zzaSKCIhIesiwbAkSdgbG6gtOkxN8WEqcnOoyj+EPtzCiEuvpP/k6Wfsp1V2cB9LX30Ot93GuOtvIXv6nAvOqh+ia0LCK8QFxeYvC9mzooz5fx7erRI85zM1R1r4/J9bCDjeI6FXFvP+/HcADq6rYN0nBQyaksRF83pQevPNiK0O0hYt7PhA+z6Dr+6AfvOCxarbLBM3/XAToiTy4YwPu5yHJEk8vuQQ720qYUSaheeuGkhi+OkJHbvbxyfby3h3Ywk1Nje9Yo08eHFPJvWKPn7TaCqGV4eBPgq/KoLc5qHsqR+L3WfBoq4hRldBXvNgNEo3Y3rtJ85dSMVbW0h+aB76rBhwW8HVDK623m0N1p00xbe1hGAzt/WGGFAf/46Iksh/9v+HXTW7iDfEk2BIwFTmpWrBMqY8+AD9h4xDJnRt1QmIAQqaC9hdt5tdtbtYW76WaF00L0x4gd4R7dOAdJfWZg/VhVZi0kzdDhQpPbCXJS89g9Zg5NonnkNjOPt/D5IkseeHb9nyxae47TbC4xIYMGU6fSdMQWswnjSuvvQIeZvXU7BlAy11tai0Wmbd+0fSs4chSRL7V1ew6YtCTBEaBk1NpsfQ6FNWcjgVAZ+ITCGckTAJ+P0cXLOcrV98isNqRWsytaXdCDadOQyZXEFdSRG1xYU4W6wAyORyIpNS6T12AgOnzUSpOnvJaJ22Fpa9/iLFu3eQPngYF9/5e3Sm0xf3Ic5PQsIrxAWDvcnNR3/dSuaQaKbc3H2fpfOZTx59laq8H5h57xP0Hj2Iirwmvnl5H8l9LMy8K5iVvmD0RRgmTiD+yQ5yCxevgwVXQPLIYA1GxfF//pMXTmZk/EieHNN1TuLnlufzyupCbr4olUdm9UF+BktBXr/IN/uq+PeaQo40OBiTGcmfZ/Wmd1ybM/3+hZC35Nh4URQ4XJfG7tL+NDnC6RO9n1FRS9D4qgnYrBR8aiSyn52ofq0gyEBjBm04aMKCvUwOtmqwVQTF2I9R6sEQHRRhJ/bacNBF4FOYeO2JV+k/dhyTbv3tSZ9fd9hfv5/7196P1WPlLyP/wiWZl/zkz667NFaUsW7BuxzZsxNTVAzzHvk74bHnNgmq3+ulYOtG9q5YSnVBHgqlip6jx9Jz1FiqDueTv3k9zdWVCLJguoQew0axb8X31JUWM/66mxky+zIEQaCyoJkNnxXQWOlArpSRMTiK3qPju13jUpIkGitbKTnQSNnBRmqKW1Co5JijtZijdIRFawmL0WGO1hGRoEel6dyyJokieVs2sPmzBVhrq4nv2YfkfgNwWq04WppxWJuPJaAVAyKWhERiM7KIycgkNqMHUclpKFQ/PT1Id65177IlrFvwLhqDkUsfeITYzKxzdr4QPx8h4RXigmH1h7nkb6/husdG/qT0Eecb7tZW3rr7FkQSSOxzPZN/1ZvP/7kTnVnNvD8OQaVV4KutpXD8BGIe/hOWG288+QC1OfDu9KB155YfQHvcv8rpczLi4xHck30Pdwy4o9M5vLGuiKe/z+PqYUk8dXn/s7ak4QuIfLS1lBdXHabF5WP+0CTun5ZFtLFjh2FJkvC6A+2c54vnXoLCYib5jVdAZTxmzesQrxPs1WCrhJZKaK2F1rq2/oRtt/Wk3b4q70ODR89tGTsQtOY2cfYjoWZKgLAUCEsOvnbCPBpdjfxx/R/ZXrOd+T3n83/D/g+l/OynBXBYm9m86CMOrFqOSqtlxGVXkT19zjm9+XdEXUkx+1YsJXfDWnweNwgCyX3703PUODKHjzpmmfG53fzw2gsUbNtE3/FTmHL7b1EolUHrWJmd3E3VFOyoxevyY4rU0Ht0HBGJRmQyIdjkAoI82DutXkoPNlB6sBFHS7BuZlSykaTeFvzeANY6Fy11TmyN7mMFwtU6BSPmptN3bPxJZZuORh5u/ORD6kuPEJWcyphrfkVa9tAOv/+SJCEG/Gd1Gfd0qCspZvGzT+K0WZlz30OkZw/7ReYR4uwREl4hLgiaqhx8+vdtDJiUxJgrux8qfz6z8dMP2fb1IsZc81d2fm9HrVMgCALzHhqKOSooLOuee57Gt98m/bslqNNPcLR1NMKb40H0w60rICzppGPnN+Uz79t5/Gvcv5ieNr3D8y/YWsojXx9kzsB4Xpw/6IwsXZ3R4vTx8urDfLilBKVcxl0TMrhtbDqabpbQqXn8cVq+XkzW9m0IirPkF+T3Bq1jzkZwNXFg4yaWf7uBG+YPIVrjOkGotYk1b+vJ+8vVQQEWngKWdIjPxh+XzctlS3nv0PsMiBrA8+OfJ0Yfc1am6/O42bXka7Z/8wUBn5eB02Yy8vKrf/GlJ4/T2VbUvQeG8I5rgEqiyJYvPmXL5x8Tn9WbuX94GH3Y8YCYo4W8czdXUZlv7fAYR1Fp5CT1sZDSL4LkvhEd5rMLBETsDW6aa53sW1VGZb6ViEQD4+ZnEd8jjPqyEla98zqVeTmYY2K56Krr6TV63E8KHPg5cVib+fLpx6gvPcLUO+6m/8QuoptDnPeEhFeIC4Klr++nMr+Z658YdepSORcAzhYrb99zG+lDhjPrngf56vnd1BbbmPv7QcciNf1NTRROmYpx4kQSnnv2+M4BPyy4HMq2wi3fQ8KQdsdfUbqiy1QSX+2p4P6F+5jcK5rXrx+C8hwUcj6RIw0Onv4+l2U5tUQb1dw1IYOrhyefUoC1LPmOqgceIO3LL9D0OTfLyw5rM2/85kZGX3kto67ooLyspzVoRWsuBWtbO7rdWHRcmKnNLI/vwV+EJjRyDS+PfJSBaVODy6E/EUmSWPT3P1Oes58ew0cz9tpfER6X8JOP90uRv2UjP7z2AlqTiUsf/EuH0XqtzW6cNi9+fwC7x06Ly4bNbafFbcMrc6GJB4VCjkKmQCFTIBeC23qlHoPSgEllwqAyoFfqkQkyJEmiaHc9mz4/jL3JiTkih4aStaj1ekZfeR39J039xaxYPwWvy8m3LzxNyb7djJp3LaPmXRNyur9A6Ux4nX8hJyH+Z6kuauHIvgZGzE3/rxBdANu+XoTf62X0ldchyARm/XYgrc3ukxJrNr7zDpLbTeRv7zp559WPw5F1MPfVDkUXBPNXASQbk9u9tzynhgcW7WdUegSvXjv4nIsugLRIPf+5YSjbiht5bkUBj317iDfWFXPXxAzmD0tCrehYnOiGtCVS3bnrnAkvfVg4cT16UrRzW8fCS22AqJ7B9mPEADQchsqdULGTaZW7yGyq5J5oC79Z/wfe/txKX2MKRGZCZBZE9AguXfpc4HMGE976nMe33S0nBRAUVbopz4tgYkIlg/kQFn0OKl3Qd02pDfq8RfeG2P7BZk4KJq09z+g5agwtOi9rX3qZdx++m5UjGrBFgkKmQCVToZQrUcqUOHwOrB4roiS2P0hZ984lIGBQGtAoNAiCQESKmuwqA54iJ4I6i8MZela3vo/8hw+OnVslU6GUKTGqjERqI4nQRhCpjTzWonXRGFU/PVHz2UCl1XHpH//KijdfYcvnH9Pa1MCU236LrLNI5xCnhc/jpuLQQdKy2+mhn42Q8ApxXiBJElu+KkRnUjFwctKpd7gAsDc2sG/FUvqMn4QlPmi9UGsVqLXHRZe/oYHmjz/BNHvWyUuMOV/Bppdg6C0w+IZOz1FuL8eisbTL37XxcAN3f7yHAYlm3rpxaLeX/M4WI9Ij+OyOkWwpauSFlQX8dXEOr68t4q6JmVw1NLGdAFPGxaFKScG+ZjWWGzu/3jMlY8gINn7yAc3VladnUZLJIbpXsGVfD0C618k7JWu5aeeT3BGn5l15FD1rDkDut9CRoDjKj4IHRHUYGypFwk1yBk2eCv6jAs0JPgd47EGr26HFHKvhozFD7ICgCIsbBIlDg8uhv6AYy2/K5z/7/8OK0hVEjDEwe2sCM/YkIF2bjc+sxCt68QV8eEUveqUei8aCRWMhQhNxbNugMhCQAvhFPwExgF/y4xf9+EQfTp8Tu9dOq68Vu9d+bNvtdqLcVol6Vy2SzkvrxB7oGoaRWRJDWtVFNKUXUZuWh1OwYffb8YpeCpoLaHA14BW97a4jUhtJujmddHM6GWEZwe2wdCK1kT/bZylXKLj4zt9jjIhk65ef4bA2M+ySedgb6rE11GNvqMNWX4etoZ6Az0dcVi8Se/cjqW9/wmLiOvVhszc20FRRhqvVjlKtCTaNGoVKjVIT/FmuVKJQKJEpFMjk8v8aa1tdSTH7Vy0jb+NaPE4Ht770FmGxp5+j72wQEl4hzgvytlRTXdjC+Gt7/tfUfNv65adIotSxdaWNxrffQfJ4iLzzzuMv1h6Cr38LicNg+tNdnqPUVtquVNDmogZu+3AH6VF63r9pOHr1L/NnLggCozMjGZURwabCoAD7y9cHeWNtEQ/N6MXsASffIEyzZtHw+uv4autQxkSfkzn1vmg8OxZ/zpdPP8bVf3vmJD+k00alIzZrJm/F9eemH27iDtHKe7/6gnR9AjQdAWcDKHWg0p/cK9QnCaSDq36gyf4qcx94CNmwUZ2fz+sIfjdq9gcT1dYcgJ3vgd8VfF8TFrSMJg4N9vHZoI86K2JMdLkINDcTaGlpazYCLVZEm4060ca3/t18F9iL12LgjgF3cGOfGxFnOvjkkQdQLSnjmsf/dWafdSfUFhey9JVnaaqqpe+EKUy48bZjhairi1rYu7KM4r0qYgr70HN4LAOnJB2zNkuShN1np8HVQIOzgQZXA9WOao60HKG4pZhvi7/F4XMcO1efiD7M7zmfGWkz0CrOfdCPIAhcNP8GDJZIVr3zOsW7dxx7T2M0YYqIIjwuHkGQUbp/D7kb1gBgCLeQ2Kc/CT374HE5aaosp6mynMbKCnxu1+lO4pgI05nNWOITCY9LwBKfGNyOT0Bnbp8c+XzB43SSt2kdB1Yvp7b4MHKlkqyRY+g/aRrmmPbF538uQj5eIX5xCnfVsfztg8RnhTPndwOR/wxLYucaa20N7933awZMmc7kW+7scIyvro6iqdMwzZhB/NNPBV90WeGtSUErx6/Xg6nrJ7JJCycxOn40T4x5AgiKrlve30GKRc9Ht48g0nD2cg6dKZIksbGwgaeW5nGo2sbIdAuPze1Lr9hgCgrPkSMUz5hJ9B//SMQtN5+zeVTm5/L5k48QFhPHVY8+dVKeqp/KkZYj3PTDTSgEBe9Pf58kU/estj63m3fuvR1dRDRx1z1IpdWF3e3H7vFjc/mwu/3Y3D48PpFIo4o4s5Y4s4Y4s5ZYs4Y4o4IYTwnyqt3BZdDK3VB36LjFTWWE8FSwpEJ4GljSgr0pIbgUqjF3KcxEr5eG11+n8e13wOc75fUIWi2qtFTUqalosjJwj76Iz//1dyISk7nq0X+g0pw9wdJYUc4nf30ApUbLxXfcQ+qgjpfjrXVO9q0qJ29zNX6fSHLfCLKnJZOQ1bVgkCSJWmctxS3F5DXl8U3hNxS1FGFUGpmbOZersq4iPeznyThfV1KMw9qMKTIaY2Rku89RkiSaqiqoOHSA8kMHqcg9iKO5CQCDJQJLQhIRiUlEJCQRkZCM1mzG7/Xi87jxu934PB58Hjc+j5uA30/A5wv2fl9w2+ejtbmJ5qoKmqur8PuOWwpVWi06UxgaoxGt0dTWjGgMJiRJxOty4XO78LpceN0uvE7nSfufhCCgM5kxRkRisERijGhrlkh0YWEo1ZpOf2cep5PmqgqaqipoqqqksaKMkv278Xs8RCan0n/SxfQZO/Gc5MHrjJBzfYjzkpIDDXz/+gFi0kzMvmdgl/l4LhQkSeL7V5/j8LbN3PryWxgsHdeuq/nHP2j+6GMyvl+KKjkZRBE+vQYKV8KvlkBKF9YP2qeS2FzYwC0fnJ+i60QCosQn28t4dnk+drefG0amcN+ULMw6JUeuvAop4Cf9yy/P6RxK9+/lq38+RlRqOlc+8gQq7ZkXdy5oLuCWZbegV+j5YMYHxOo7fqJ2eQMcrGphb5mVklVfY8lbzaK4y6jRHB+vUcowaZQYNQqMGiVqhYz6Vg/VVjcuX+Ck46nkMpIjdKRG6EmL1JEZJtCXIyR4CtE5ylHZShGajwQDBQKekycjV5+cUkNtAL8HAj5cZc1UfVuFt8GLqbcWfZIamVZOrUZioc7NCp0HQS1wvUvP3NoAinonnkYv3mYRr02Gz6FAafDjHaHnh4YEUiPhkjFhyPURoOikPqFc2ZZ7zQK6CNC29TpL0Fqo1IJcicPazMePPIDf6+HaJ57FHH1q64Wr1UvO+kr2r6nAZfcRkxasppA2ILLbucV21e5iYf5CVpStwC/6GRY7jOt6Xcek5EnnldVHkiTsDfWo9fqzXhheEkVsDfVBkVNdibW2GpfNhssebO5WOy6bLZiCBFAoVSi1WlRaLSpNsFd0koRWEkWcthbsjfV4HI72AwQBlUaDSqNFqdWh1mqRyRW01NXgsB7P7yfIZITFxJLYpz/9J00jNiPrF/n9hIRXiPOO8twmvvv3fiIS9Mz9ffZpF0Y+H2koL2XN+/+h7OB+hl0yj3HX3tThOF9tHUVTp2KaPYv4x/4ctHBtfws2PAsz/gUjOs/JdZRjqSTG/wuTf+gFIbpOpNnh5fkVBXy0rZQwnYoHL+7J1Ny11D/1FOlLvkWdmXlOz1+4YyvfPP8PEnv15bI/PXZWMpLnNOZw27LbsGgsvD/9faJ0UbR6/OwsaWJrcRPbjjRyoKIFvyihDTj5VcXHeGMyib/iTgYlhZEWqcekVXYaCCFJEjaXn6oWFzUtbqpaXJQ1OSlpcHCkwUFpoxOPv71/mUGtwKyWkaa2kaGsp6fOQabOQaKqlUisqFz1wZQaHjsiKuq3B2ja40ZhkBM3IxpDVjiloofXpUaW0opWErgeIzeKesxyddCypjaAyhDs1UachQ1UvbMKX5ODxmEJbPNo6BfjYlpiGUIHvlUABLxB/7Yu8ElKFpb2p8Gt5ao+1cTFGCGqVzCoIapXMDgiPA3kHf8/8XsD5G2tYc/yUmwNbsJjdWRPSyFreAxyRfes7Y2uRr4q/IrPCz6nsrWSwdGDeWj4Q2dU1eC/Db/XiyCTIf+J6WG8bhetTY3YGxqwNzXgsrUELWauE6xnLicBrxdTVAyWhODSpyU+kbCY2C4jWSVJ+lmE2HknvARBmA68BMiBtyVJ6tKZJSS8/ruoOmzl21f2Yo7Scen92Wj0F0649zFs1VCfCz43boedLWt2smdnHmq1gotGZzEgKwKZzwZuWzCKzdO27bFRs6aV5kMSGbMbUOlPWMIZcDVc9kaXyz8uv4svD3/JBzkfUOOo4dHs9/nzolpSLHo+vn0EEReA6DqRnKoW/vbNIbaXNJEiuHjt60epnXUV6Q89QEqE7pz+g8zdsIal/36e9OyhzP3Dw91OO+D2BWhyeGls9eLw+vH4Rdy+AG5fgELbQT4qeQSdLIqwlt+TW+knIEoo5QIDEsMYkWZhSEo4rvWfU7B2GTc+8Tzq0nJaN6wHScIwYQL6UaOQqU//9yiKEtU2NyUNDiqtrmPLlUeXLO1uH1anj8K6Vhodx8VPskVHnzgTQ+2lDP7032jrqnBePBfZb+5BMIt8WvgmP5QsQSlTck3va7i5782Ea07tsxVodVD3zDNYFy6kqE8G+UoYNe8aRl95Xec7+dzgagrmX3M2HcvDhteJ6HXz7Q8HKCxpZubgcBLcTgLWJhSBWhRSHQqNiFwTQKZSBYMNwlLAnBjMf2c+2hLBEIOIjKLd9exaVkpjRSuGcDX9JySS1NuCJUHfLZeHgBjgy8IveWX3K1g9Vq7IuoJ7su/Bouk431mIn49AQMTe6MZW76Kl3kVLg+vYtq3Bxc3PjDnnKyznlfASBEEOFABTgQpgB3CNJEmHOtsnJLx+GqIYwOd2tz0lOPG6XchkcpRtJl+VVtvluvm5oPaIjcUv7cEQpubS+wejM10AqSPEANTlQvlWKNsW7K1lSBIcbIlhQ10qroCSAWE1XBRVgk7hD+6n0ILGBGpT0J9GY8LnVlP04n7Mw5KJu3HMcSuBLhJ6zgRFx59Hi6eFT/I+4ePcj2n2NDM4ejBjIq/muW+4YEXXUSRJYvmhWlYeqmXY638jurmGm6f9ifhwPRdlRjA8LYLMaAPpUXpMms7FUUCUqLK6KGl04PAEMLUt1Zm0wd6oUaCUy/AFxKAYcfk4tGYZuZ+/i6nPUMJm3oLTJ9Lq8dPq8eNo6+1uf5vQ8tDY6sXu8Xd5PXJdIdqk99BJKVwe/zhjMxMYnByOVhUMHKnbuZ0Fz/6dNLmG3vvzkXy+YwXCRacTQafDcNFFGCZNwjBhPIrws+uYLkkSdXYPh6ps5JY14ty4gdjta8ku2UutLpyXs69kb1QmCvMuNDHfgeDF1zwSX9MENLIw1AoZGqUcjVKOopNlOrlMwKxVEq5T0bcih4u+eoOCMCWV4UaSp88ne9alxJm1pwz+kAIBvCUluHNy2Lh8CXn1VfRpsJFaWd/pPjKdCqVBhjFNwJzYjErZ9KMRQttyZiSSLooyz0B2l2dT1RR0C1AoBaJTjMRmhBGTZiY23dzl/6kWTwtv7HuDT/M+RavQcuegO7m619UoZRfgA+UFhCRJ2JvcWGudWGuDVQ06qm4AoFDKMEVpMUVqMUdqGTor9Zw/8J9vwmsU8JgkSRe3/fwnAEmSnupsn3MtvJa8/hItNbXn7PhngiSBJAYQA4HjfSDYi6L/hO2jr/uPjZXELsLaT0CQy5F1kQBSkMkQZHJkcjkyueLY+K4yQctk8uC4tibIFIAKW0M6MpmfiIQC5MpOlhx+ESRkfg8yvxtZwNXWu5H5XcjcVsSASECS4ZPp8CjC8SpM2FrBbXehDTMQ3TsdldmMJMhBkOOOicUbHd3OepX87mdErt7IwRcewxt1ov+XgEkrJ0yrQqeWIyC0zUpibflaFhUswuV30cc8knTlHBob41lXUE9qxIUtun6MdfFiqv/vIfIefpZlQiybixqwuY8LnSijmowoPelRBlIsOhodXo40OChpcFDa5MTbwVLbiajkMryBk8dkt+xlTNMWDuszWBU5EZ9MiUImoFcrMKgVGDUKIgwqIvRqLHoVkQYVEYbgtkGtQKOUoVYEhchRUbKzfh0PbXyQ0fGjeWniS4j5hdi+/wH78uVsxU29UcdUl0Dk2HEYxo9DN2QIEuDctg37qlW0rl6Dv64OZDJ0gwdjmDIZ45SpqBLPPLGqFAjg3L6dlu++w758BaLNhtxiwXzZZahuuZ281hpe3PsPDll3k6zrx3jLneiEONy+NsueP4DHJ+L2iwQ6+R/jD0hYXT6aHV6anV581hbu2PsFZkUNtWY9EVYfNjGSqshk7Anp+NMyMEeYSbTVEltXSmTVEUzlRWjLipF53JREmjmUEEmCV0Z0TA8a49OpjUmhWamH5iZkzY0orM2o7M1o7Faim6rpVXMYGRIF0WkcyuhFY1IEkQorUUIL0XIbkYKNcGyEiVaMYgsBr5pabxY1vp7U+HrR4EtDbAv+j4x1kTTahCItE0nesQircpbyWdGr5Fh3EKdN4drMe+kdNviM8cWvzwAAHHtJREFUf1//Dcj8LhSeZhTuZuT+Dvy3uoEkQqtVoKVWhrVWoKVOhtd1/P+rXCGhNUnoTBJaY3Bbaww2lfbkf8WZgyeiUnfia3iWON+E1zxguiRJt7X9fAMwQpKkuzvb51wLr5euuRm/2PkT1PmJAgQVgqCCtiYIKkB57LXj7x1/LajkPEj4QPIiSV6QvCB19hQvIeFvG+NFkk7Yjy6e/CUf0D3hdyEiEyU0Pj89apqIt7bS0XO/Uw1lUVAaJVAWLdBggge+FFk7QOCt6aeRNkOSgWMQjrpxiJ5YBAHSI/UMSgrn4Zm9/mtEF4DocFAwZizmuXOJ+9tjBESJIw0OiutbKao/2ge3W1w+VAoZKRYdqZF60tpaaoQek1ZxzKoVXG4L9g5vAL1Kfsxx3aQNWsIavv+U/A0/YDKHM3nWPGKTkhFUSmQqFTKdDkVsLMJpJLGUJIklP7zMgYX/YXKhDlO9A+Ry3EMHs9rdxPCpsxh7W8cRr0f3dx/Mwb56Fa2rVuMpKABA3bs3xjYRps7q0W1rtSRJuPfto2XpUmzff0+gvgGZXo9xyhRMs2ejHzWSgAw+PPQhr+19DaVMyX1D7mNe1jxkwplHGouihN3jp3b1OnYt/piqljri7B4GFldw9Oh+mRyFGAwecMlVFIUlUGhOoNasI1Es4og2haUx05Ha5qNRyjCoFejVCvQqBQaN4tjPOqUcg72R9D3rydi9DnNDNT6lmtJ+I8gZPJnimHQcXj+tngCONutmwN1KjK+cdCrpIasknTqi/TICvkQOOGfhkfRkajYQp19FmUzHYTGRfCmJAimRUimGAHJAQm7IRROzBJmqCV/LIDy1s5ACZxI9K2HERZzQSJzQRKzQRLzQSCxNhAt2AsgIIMeHPNhLcvzIsWKgXjJTL4UFe8Kol8JwcmaCQ0DEgp0ooYVIoQULdsIEOxbBTjh2woXW471gx4IdrXD6D9ku0UidL5N6XwbV3l7U+HrhlYLBAgZZHfGqQ8Sp8rAoyjHLq9HJmrudPaXxzhwiYhJPe06nw/kmvK4ELv6R8BouSdI9Pxp3B3AHQHJy8pDS0tJzNqfFLz+Lrfb8FV5HrU0n9udTFE1HSJIEknSSpU4UAyiUrcjkXS/V/DLIEOUqJLmGgFwNJ0gpQS5DJlcgU8gRFApkCkWX1j5BFFHXNaIvr0JXVoWuvAqFKxjlI8rl7HnuEbyRJ/uBiEjY3QFanF6sLh/Wtr7F6UMvi2VAXCp94kz0jTfRM9aITnXhByN0RuUDD9K6YQNZG9YjdFIcWpIkbG4/BrXijOtPOjZvpvyu31KvENibHI1fLqNfRT2JzcfrNwoqFaqUFFRpaajS01CnpaFKTUUKiASaGvE3Np3Uuw7m4CsrQ5IJ7EsBJo7i8puf5qtXn6W5upJbX3rztKIpvaWl2Feuwr5yJa69e0GSUCYnox81Ck2/vmj790edkYGgPL58IkkS7kOHsC1div37H/BVVSEolRgmjMc0azaGCeORaTT4RT/bq7fz4u4XyW3KZWLSRP484s9nrQ7lj5EkiS2ff8yWzz8hpc8AJo+bilhURMBqRd2zF8pevfDEJlBTXcuBHxZTsW0thrgkxv7uL5hNhjahJUfRzdQzkiTh2ruXlq++xrZ0KWJrK9qBA7HccgvGKZNPEtSSJOHyBdqWmttEmdOBvLaY2h31lB02gAS9TBsYoX4fnawFAFGmwmXOwGnOwhnWA6sxhS8dO/mmeT0qmZIrI2czyTIe2dHC6mIAmegHyY8gBRBEH3K/B6WrFrWzBpWzuq2vQe2obmclkhDwaaPwqS0IUgCkAIJ49Fh+ZKIPhbcl+N6PCMi1+NVh+NQW/JpwfOpw/Oow/CozSCKygBdB9CET2/qAF4XXhtJdj8pVj9Ld2OFxAXwqc/BY6vDg8dXh+NRh+NWWY+cJKA1IP7p/ed0CjmYZ9iYZ9kY5rY0y3I7jv1+dWcQcHTjWNPoz0y5Zw6b9z1m8zrulxhAhziWSJOGvqsKdX4DcaEA3bNgvPaXzmtZ16yj/9W9I/PerGCdPPrfn2rCBit/ejSo1ldjHHsXRamfF4oVUV5TSs1c/Rg8bg+B04i0txVt8BO+RI3jLyyHQ8Y1HZjKhCA9HmZKMcepUDJMn83z+f9i6ajHjKlIQmx1Mvf1uBkzpuKh5d/DX12NfvQb7qpW49uxFtNsBENRqNL17o+nXD5lWi235MnylZaBQoL9oNKYZMzBOnozcaESURHbV7mJZyTJWlK6gyd1EpDaSh0c8zJTkKT/Lg93+lT+w8u3XiEnP4LKHHjtWELy+rIQdiz8nb/N6BEFGn3ETGXvtTWelYLjodGL96iua3v8AX3k5yqQkLDf9irDLLjvmZ9cVrc1udiw5Qu7mahQqOYNGKBmQXorGlgN1eUFfUFvFsfElCgVPRFrYptXQ1+PhLw1N9PWeKieaAMZYMMW3tYS2Fh8MDjDFgzEumH6jy4sNBAMUTiwG31pLwN5AoNWK6Ggh4LQRcNoRXa1InlZMinrkCjnIVUF/U3lbUxuDczqaeuRo00eBPjKY9kMT1mk06VHcDh9N1Q6aqo62VhqrHLhbj38mpkgN0SkmolKMwT7ZeEFGvZ9vwktB0Ll+MlBJ0Ln+WkmScjrbJyS8QoT430Hy+Tg8fgK64cNJfPGFc3Ye+9q1VN7zO1SZmSS/+84xJ3YxEGDzoo/Y9tVCopJTmX3fn46VfQKQvF68FRV4S0oRlEoUERbkERHIw8ODEXVtBPw+ctatZtvXC7HV1dJo8tB79gyun3vfWRM2kijiKyvDdTAH94EDuHIO4j6Ui+R2ox85AuOMGRinTDl2bTkNOSwpXsLykuXUuerQyDWMSxzHjLQZjEkYg6azHFvniMKd2/juxX9iiIhg3LU3c3DtCop370Cp1jBg6gyGzLoEo+Xsl+uRAgHsK1fR9O67uPbtQ242EzZ/PubLLkWdlnbK/ZuqHWz9uogj+xpQKGX0Gh3HwMlJhEXrglHMjYXBWp2iHyng4/u6nfyr9FuafK1cHjmE2xMmEa+NApkiKFZkimBeNWNssJ1KVJ0GXrefygIrZTmNlOU0YmtwdzpWrpARmWQgJs0UbKkmTJHa0/q+SpKEs8VLc42DpmonzTUOmqsdNNU4cdmOLzkq1XIs8Xos8Xoi4g1Y4vREJRvRGP47ghLOK+EFIAjCTOBFgukk3pUk6cmuxoeEV4gQ/1vU/P0JrIsW0WPTRuTGs1+42L5qFRW/vw9NVhbJ77yNPCys3Zgje3ay9NXn8Hs8ZAwdQe+xE0kdOPiUuYl8Hje5G9YGBVd9HTHpPRh22ZW80PIBW6q38sy4Z7g49eKzfk1HkQIBRJcbueF48swjLUd4YdcLrClfg1KmZGzCWKanTWd84nh0yjNPIHsmVObn8vUzj+NutaMxmhg8Yw6DLp59VqoKdAfn7j00vfcu9pWrQJLQ9O+Pec4cTDNnoIjsWvQ1VrWyb2U5+dtrEAMS6YOiyJ6aTGx6e+uc3Wvn1T2vsrBgIUgwO2M2t/e/nWRT+yL3Z0Iwk72D0pxGynKaqC60IgYkFGo5iT3DiU4xolDKkSkE5AoZ8rZeEiUaKlqpLbFRX2rH7wv66Gr0SsLjdGiNqramRGdUoTEoUarl2BvdwZQNbakabPWuY/sCqDRywuP0hMfpscTqCY/TYYnXY7T8vBH1PzfnnfA6XULCK0SI/y1c+/ZRMv9q4p58krArLj+rx7YtW07lH/6Apm8fkt96C7nJ1PnYhnq2f72I/K0bcdttaI0meo4eS+8xE4nr0ROAlrpaqg/nUVWQR/XhPOpLjyAGAsRmZjFq3jWkDRqKIAg4fU7uXHkn++r38cy4Z5iWOu2sXldHNLmbeH3v6ywqWIRGoeHWfrdyda+rMap+HlHTXZqrK6nMz6XnyDEoNT+v1e0ovtpabN8tpWXJt3gO5YJcjv6i0ZjnzMEwbhxyc+dLnY4WDwfWVHBwfSUep5/YdDMDJiaSnh3VLjFrjaOG9w6+xxeHv8An+piRNoPb+99ORljGGc2/ucbB4Z11FO6spbkmmIg2IkFPcp8IkvtaiMsIQ67snl+cGBBprHJQV2Kj9ogNW4MLV6sPl92Lq9V3rF77UU5K1xAVbGExOixxenRm1RkLLEmScPgcWD1WrB4rze5mrB4rdq8dvVKPWW3GpDId601qEyqZClESERGRJCm4LYlISGgV2rMSNNIVIeEVIkSICwpJkii6eDrK+HhS3n/vrB3XtnQplQ/+Ee2AASS99SbybtZuC/h9lOzbzaENayneuQ2/L5gx2+/14GyxAqBUa4jNzCI+qxfJ/QaS1HdAuxuOw+fgzpV3sr9+P/8a/y+mpkw9a9d2Im6/mwW5C3jnwDu4/C7mZc3jzoF3EqHtuIRViJPxHD5My7dLaFnyLf6qahAE1D16oBs6BO2QIeiGDkUZ0z74wOcJkLu5mn2ry7HVu9AalfQeHU/fsfGYIk+usdjgauCDnA/4LP8z3H43k5InMSl5Ev+/vXsPjqu6Dzj+/e1qd/WWJa0kS9bLkiUbbGyDiUp5VbaZDgQCnWRMDJMJSdrBztAJkEcDncx0wkwmmZYEaJvhMQkFhpYmuGmh/aNjg2UgNgVsbAvbMpJtWZK9kqWV5ZVWWu3z9I97LWRjHn7sCun+PjN39u7Rzu75nZV2f7rn1TK/5RO3nDpbaCjCoV0n6No5yPCxMAhULZpH09Xl1C8vI7/40s94TqUMk3YSFo8mKSjJviTJ1dTzmxSHTx2mfaidvUN7aR9qp2esh0Tq0k3KeuPrb6R9oVtNvJRSs87QP/4TwSefZNG2tnN+yZ2vsbY2jt331+RcdSU1Tz19Rlfc+YhOTND17g663tlOdl4+lc2XUdW8BH9NHa7PseTEeHycjVs2si+4j0f/7FHW1l3aCQR/PP5HHnn7EfrH+2mtbuXBVQ9mbEPnucakUkT27GHinXeY2LmLyO7dpCasq0me6mqyly0jq7yMLH8ZWWVlZPn9ZJX5cZeUEhgS9r8Z4Gh7EAPULS1l2Y0LqF1WimvaTNyRyRFe7HiRlz98mZGotedgbUEtLZUttMxv4Uvzv4Q/x+ryHD8V5XjXCIHOUxzvPMWpE1Zd5jcUsmhVBYtWlZM3b3YtL2OMoeNkB2/0vcHuwd18EPyAcNyaUVzkK2K5fzlNxU0U+4qZlz2PeT7rKM4uJs+TRyQeIRQLMRodZTQ2SigaYjQ2SiKVQERwiQuXuBA+Ol/XvC7tXeyaeCmlZp1odzdHbvky5T/6EaV/+Z2Leq7JDz+k56678TY0UPfC859rBls6hWNhNry2gQPBAzza+ihray8++UqmkjzV/hRP732axnmNPNzyMC2VLZegtuo0k0gw2XGQiV07iezaxWRnJ8ngMKlzbOrsysvDW19Pou4yjuVfQXeolEhU8Oa4md9QZK+KX0jFwiJ8OVmkTIqukS7eHXiXd4+/R0dfF+5wNoWTfuqjS6gMNeILW93iLh+UN+TTcHkFjVeVU1ia87HX/yJLppK8P/g+W3u3srV3K4HxAILQVNzEirIVU0ddYd2sHQemiZdSalbqXncnqXCY2md/i6ey8oKeIxEM0n3nnZBIUv/yy3gqyi9xLS/MWGyMjVs2cmD4AL9s/SVratdc8HOdmjzFQ289xPbAdm5vvJ2fXPMTcrJm15fxbJaamCAxPExiKEgiOETixKC1BEl3N9HuIyQC/aTERbB0OSfLljFWfhljUgQICJRUWrP7ImMxRoOThEeiZ2x5k/LEGSkJ0J23n6N5+xnOO44Rg1vceN1ePC4PXrcXr8uLx22dl+eUU11QTU1BzdRRXVCd8d+L8fg4/eF+AuMBBsYH2Bfcx7a+bYxER8hNebgtuZTrR+dTf8Lgww0ea+Fi8XgQ+9ZdUkr2ZUvwLV78uYcHTJcMh5lsb2dizx4m9x+g+onHkQvcwPvz0sRLKTUrjW7eTOAHPwQRiu++m9IN957X3oWpaJTee77F5MGD1L34IjnLlqaxtudvLDbGhi0b6DjZwSPXPsKtDbee96Df/cH9fH/b9xmKDPFQy0Osa143a68SzFWpSMReC+4IE7v3ML59OxM9AUYL6xirvIJw1RWMe0rIKy+gsDyfQn82hf4cCkuzKSjNoaA0G5dLMMYwFBniaOgo3aFuBiYGiCVjxJIx4qm4dSTjTCYnGRgf4NjYMcbiY2fUZZ5vHkW+Ioq8RRT4CijyWgPSC7wFZLk+nowYzNTgdIN9awxJkyRlUsRT8anXjyVjxFIx4sk4wUiQ/vF+RmOjU89VPGZYdczH9aFyGgMpfEf6IW6t4eUuLcWVnY2JxzGx2Bm303lqa8lessRKxJqaEF824naBywXiQlwCLhexoz1E9uwhsncv0a4ua9cWEXyLGql55pkL/kfu89LESyk1a8WPH2fon39N6JVXcOXkUPKdb1Nyz7c+c4yWMYbAj3/M6Kv/zYLHH6fw5vQt4XAxRmOjfHfLd2kPtlNfWM83l36TrzR85TPX1DLGsKlrEz9/5+f4c/z8qvVXLPMvy1Ct1cWKBwKM79hBePt2Jna8TTIUsha7bWmx9uZce9NFX501xjAaG6VvrG/qGJwYZDQ6SigWmhoPFYqGGIuNYc6ermg7PT5KRHDhmjp3ixuPy2NdZXN5z7j6VpJdwvycCpoG3dS2n6BwZxeuzm7r+XJzyVm6lJwVy8m+Yjk5K5aTVVFxzn8YjDEkBgeZ7OggevAgkx0HmTzYYS0O/BlchYXkrFhhHStXkrNieVqWpzkXTbyUUrNe9NAhhp54grEtr+EuKcG/4V6KvvrVT/wgDT79DEOPPUbZA/fj37gxw7U9P/FUnC1Ht/Dc/ufoONlBSXYJ65esZ/3i9RRnW1f4jDEMTgzSOdJJ50gnu07s4q3jb3Ft1bX84oZfTD1OzT4mmSTS3k749dcZ2/IaMXuLvOwVyym46SZyV67EU1VlJSdp7iK7WKlIhPG33ybc1kZ42xskhobA5SJn5UryW1vJv+F6fM3N57X36bkkw+PEurutK2ImBamU1T2bSmJSKTzz5+NduPBTt3dLJ028lFJzRqS9ncHHHmPi7f+DrCxyr76agtWt5K9ejbfWWoxydPNmjn/vfgpvu42qf/j7WdP1Zoxh54mdPLf/Od489iY+t4/VNasZnhymc6STUDQ09diK3Aq+1vw17r3iXtyui/sSU18cxhhihw4xZidhk/unbericpFVUYGnqgpPZSWeBQvw1lTjqanFW1tjJWYzkGgkhocJt7UxtrWN8R07MJOTuPLzybvhegpaW8m78cbzGiIwF2jipZSacyJ79lhfTm1txA4dBsDb0EDedddxatMmfM1N1L3wAi7f7Jpef9qRU0d44cALbOvbxoKCBTQXN9Nc3EzTvCaaipso8l383oXqiy8+MED08GHigQDxQIBEoH/qPD4wcMa+oeL14qmuxlNTbW3qXleHt64eb30dnsrKi77KdFri5EminV1EPmgnvLVtauP2rKpKCtaspWDtGnJXrfrETe6dQBMvpdScFuvrI9y2jfC2bYy/9x5ZZX4W/u53ZJWVzXTVlEobk0gQ7+8n1ttLvK+PWG8f8b5eYr19xHp7MZHI1GPF48FTW4u3vh5fYyO+xga8jYvwNSz82PIqxhhSoRCJYJBEMEisp5doV5d1HDpEcnh46rHZl19O/to1FKxdi2/x4llzdTndNPFSSjlGMjwOmAuadq7UXHF6UHrsaA+xnqPWrMqeHmJHuon19kLio5XgPVVVeGprSY2PkwgGSQaDH5tN6MrNxdu0CF9TE75F1m324sWfuZ+lU31S4vXFHqGnlFIX4EJXpFdqLhERPBUVeCoqyPuTMxfSNfE4sd5eoocOEztymOjhI8T6enEXFeFrbCSrzE+W34/b7yfLX4ZnwQI8VZUzNlB9LtHESymllHIY8Xjs7saL25hbnT9NXZVSSimlMkQTL6WUUkqpDNHESymllFIqQzTxUkoppZTKEE28lFJKKaUyRBMvpZRSSqkM0cRLKaWUUipDNPFSSimllMoQTbyUUkoppTJk1uzVKCJDQE+aX8YPBNP8Gl9kGr+z4wdtA41f43dy/KBtcCnjrzPGlJ1dOGsSr0wQkZ3n2tDSKTR+Z8cP2gYav8bv5PhB2yAT8WtXo1JKKaVUhmjipZRSSimVIZp4nemZma7ADNP4ldPbQON3NqfHD9oGaY9fx3gppZRSSmWIXvFSSimllMoQTbxsInKziHwoIodE5KGZrk+6icizIjIoIvumlZWIyBYR6bJvi2eyjukkIjUi0iYiHSKyX0Tut8sd0QYiki0i74rIXjv+n9rljoj/NBFxi8huEfkf+77T4j8qIh+IyB4R2WmXOaYNRGSeiGwSkYP2Z8GfOiV+EVlsv++nj1ERecAp8QOIyIP2598+EXnJ/lxMe/yaeGF9+AK/Bm4BLgfuEpHLZ7ZWafcccPNZZQ8BrxtjmoDX7ftzVQL4gTHmMuAa4D77PXdKG0SBNcaYFcBK4GYRuQbnxH/a/UDHtPtOix9gtTFm5bQp9E5qgyeA/zXGLAFWYP0uOCJ+Y8yH9vu+ElgFTAD/iUPiF5EFwPeAq40xywA3sJ4MxK+Jl6UFOGSMOWKMiQH/Dtwxw3VKK2PMm8DJs4rvAJ63z58H/iKjlcogY0y/MeZ9+3wM6wN3AQ5pA2MJ23c99mFwSPwAIlIN3Ar8ZlqxY+L/FI5oAxEpBG4EfgtgjIkZY07hkPjPshY4bIzpwVnxZwE5IpIF5AIBMhC/Jl6WBUDftPvH7DKnqTDG9IOVmADlM1yfjBCReuBK4B0c1AZ2N9seYBDYYoxxVPzA48DfAKlpZU6KH6xke7OI7BKRe+0yp7RBAzAE/Ivd3fwbEcnDOfFPtx54yT53RPzGmOPAo0Av0A+EjDGbyUD8mnhZ5BxlOt3TAUQkH/gP4AFjzOhM1yeTjDFJu5uhGmgRkWUzXadMEZHbgEFjzK6ZrssMu84YcxXWMIv7ROTGma5QBmUBVwFPGmOuBMaZo91qn0ZEvMDtwMszXZdMssdu3QEsBKqAPBH5RiZeWxMvyzGgZtr9aqxLjk5zQkQqAezbwRmuT1qJiAcr6fpXY8wf7GJHtQGA3b2yDWvMn1Pivw64XUSOYg0tWCMiL+Kc+AEwxgTs20Gs8T0tOKcNjgHH7Cu9AJuwEjGnxH/aLcD7xpgT9n2nxH8T0G2MGTLGxIE/ANeSgfg18bK8BzSJyEI7+18PvDrDdZoJrwL32Of3AK/MYF3SSkQEa2xHhzHmV9N+5Ig2EJEyEZlnn+dgfQgdxCHxG2MeNsZUG2Pqsf7etxpjvoFD4gcQkTwRKTh9Dvw5sA+HtIExZgDoE5HFdtFa4AAOiX+au/iomxGcE38vcI2I5NrfB2uxxvqmPX5dQNUmIl/GGvPhBp41xvxshquUViLyEtCKtRP7CeDvgP8Cfg/UYv1SrjPGnD0Af04QkeuBt4AP+GiMz99ijfOa820gIsuxBo66sf4B+70x5hERKcUB8U8nIq3AD40xtzkpfhFpwLrKBVa3278ZY37msDZYiTW5wgscAb6N/feAM+LPxRrf3GCMCdllTnr/fwp8HWuW+27gr4B80hy/Jl5KKaWUUhmiXY1KKaWUUhmiiZdSSimlVIZo4qWUUkoplSGaeCmllFJKZYgmXkoppZRSGaKJl1JKKaVUhmjipZRSSimVIZp4KaWUUkplyP8DLmQprAc090IAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 720x1440 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "graphs = len(strikes)\n",
+    "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n",
+    "\n",
+    "for j in range(graphs):\n",
+    "    for i in list(data_means.columns):\n",
+    "        if i.endswith(strikes[j][0]):\n",
+    "            ax[j].plot(data_means.loc[:,i], label = i[:2])\n",
+    "            ax[j].set_title(strikes[j])\n",
+    "            ax[j].legend()\n",
+    "plt.savefig('figures/mean_participant_strike.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of mean of strike per participant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x1440 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "values = list_of_people['Participant ID'].tolist()\n",
+    "description = list_of_people['Description'].tolist()\n",
+    "graphs = len(values)\n",
+    "fig, ax = plt.subplots(graphs, 1, figsize = (10,20))\n",
+    "\n",
+    "for j in range(graphs):\n",
+    "    for i in data_means.columns:\n",
+    "        if i.startswith(values[j]):\n",
+    "            ax[j].plot(data_means.loc[:,i], label = i[3])\n",
+    "    ax[j].set_title(description[j])\n",
+    "    ax[j].legend()\n",
+    "\n",
+    "plt.savefig('figures/mean_strike_participant.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Graphs of max of strike per participant"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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AG4DvR8R+wPPk04edUJWyWKcgYnJEjIqIUW1tbX1TUzNrek64zKxVLQYWR8Sd+fVVpARsqaQhAPlxWWH+4YXlhwGP16muZtbknHCZWUuKiCeARZJel4sOBx4CpgPjctk44Lr8fDowVtLGknYDRgB31bHKZtbEBje6AmZmDXQWcLmkjYBHgA+QDkSnSToNeAw4ASAi5kiaRkrKVgFnRMTqxlTbzJqNEy4za1kRMRsYVWXS4Z3MPxGYWGqlzGxA8ilFMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrWU0Jl6SLJS2T9GCh7HxJf5U0O/8dW5g2QdJ8SfMkHV3Lts3MzMyaRa0tXJcAo6uU/1dE7Jv/fgkgaSQwFtgrL3OhpEE1bt/MzMys36sp4YqI24EVPZx9DDA1IlZGxAJgPnBALds3MzMzawZl3UvxTEnvB2YBn4iIvwFDgT8W5lmcy9Yh6XTgdIBddtmlxxttH39Db+vbbyycdFyjq2BmZmZ9rIxO898HXgPsCywBvpXLVWXeqLaCiJgcEaMiYlRbW1sJVTQzMzOrnz5PuCJiaUSsjoiXgR+x5rThYmB4YdZhwON9vX0zMzOz/qbPEy5JQwov3w10XME4HRgraWNJuwEjgLv6evtmZmZm/U1NfbgkXQkcCuwgaTFwHnCopH1JpwsXAh8BiIg5kqYBDwGrgDMiYnUt2zczMzNrBjUlXBFxYpXii7qYfyIwsZZtmpmZmTUbjzRvZmZmVjInXGZmZmYlc8JlZmZmVjInXGZmZmYlc8JlZmZmVjInXGZmZmYlc8JlZmZmVjInXGZmZmYlq2ngUzMzs95qH39Do6tQs4WTjmt0FaxJuIXLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMysZUkaJOleSdfn19tJukXSw/lx28K8EyTNlzRP0tGNq7WZNSMnXGbWys4B5hZejwdmRMQIYEZ+jaSRwFhgL2A0cKGkQXWuq5k1MSdcZtaSJA0DjgN+XCgeA0zJz6cAxxfKp0bEyohYAMwHDqhXXc2s+TnhMrNW9R3g08DLhbKdImIJQH7cMZcPBRYV5lucy9Yh6XRJsyTNWr58ed/X2syakhMuM2s5kt4BLIuIu3u6SJWyqDZjREyOiFERMaqtra3XdTSzgcW39jGzVnQI8C5JxwKbAFtJugxYKmlIRCyRNARYludfDAwvLD8MeLyuNTazpuYWLjNrORExISKGRUQ7qTP8rRFxMjAdGJdnGwdcl59PB8ZK2ljSbsAI4K46V9vMmphbuMzM1pgETJN0GvAYcAJARMyRNA14CFgFnBERqxtXTTNrNk64zKylRcRMYGZ+/hRweCfzTQQm1q1iZjag+JSimZmZWcmccJmZmZmVrKaES9LFkpZJerBQ5ltjmJmZmRXU2sJ1Cek2F0W+NYaZmZlZQU0JV0TcDqyoKPatMczMzMwKyujD5VtjmJmZmRXUs9O8b41hZmZmLamMhGtpviUGvjWGmZmZWTkDn3bcGmMS694a4wpJ3wZ2xrfGsF5qH39Do6tQk4WTjluv+Zt9f2H999nMbKCpKeGSdCVwKLCDpMXAefjWGGZmZmZrqSnhiogTO5nkW2OYmZmZZR5p3szMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8zMzKxkTrjMzMzMSuaEy8xakqThkm6TNFfSHEnn5PLtJN0i6eH8uG1hmQmS5kuaJ+noxtXezJqNEy4za1WrgE9ExJ7AQcAZkkYC44EZETECmJFfk6eNBfYCRgMXShrUkJqbWdNxwmVmLSkilkTEPfn5s8BcYCgwBpiSZ5sCHJ+fjwGmRsTKiFgAzAcOqG+tzaxZOeEys5YnqR3YD7gT2CkilkBKyoAd82xDgUWFxRbnssp1nS5plqRZy5cvL7PaZtZEnHCZWUuTtAVwNXBuRDzT1axVymKdgojJETEqIka1tbX1VTXNrMk54TKzliVpQ1KydXlEXJOLl0oakqcPAZbl8sXA8MLiw4DH61VXM2tupSVckhZKekDSbEmzclmnV/+YmdWTJAEXAXMj4tuFSdOBcfn5OOC6QvlYSRtL2g0YAdxVr/qaWXMru4XrsIjYNyJG5ddVr/4xM2uAQ4BTgLfnA8PZko4FJgFHSnoYODK/JiLmANOAh4CbgDMiYnVjqm5mzWZwnbc3Bjg0P58CzAQ+U+c6mJkREXdQvV8WwOGdLDMRmFhapcxswCoz4QrgZkkB/DAiJlNx9Y+kHastKOl04HSAXXbZpcQqmpmZWZnax9/Q6CrUZOGk4/pkPWUmXIdExOM5qbpF0p97umBOziYDjBo1ap2rgMzMzMyaSWl9uCLi8fy4DLiWNEBgZ1f/mJmZmQ1YpSRckjaXtGXHc+Ao4EE6v/rHzMzMbMAq65TiTsC16aprBgNXRMRNkv4ETJN0GvAYcEJJ2zczMzPrN0pJuCLiEWCfKuVP0cnVP2ZmZmYDlUeaNzMzMytZvcfhMjMza1keIqF1uYXLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGROuMzMzMxK5oTLzMzMrGR1T7gkjZY0T9J8SePrvX0zs95y/DKz3qprwiVpEHABcAwwEjhR0sh61sHMrDccv8ysFvVu4ToAmB8Rj0TEi8BUYEyd62Bm1huOX2bWa4qI+m1M+ldgdER8KL8+BTgwIs6smO904PT88nXAvLpVsns7AE82uhJ11Gr7C97nRts1ItoaXYlKjl9Nq9X2udX2F/rfPleNYYPrXAlVKVsn44uIycDk8quz/iTNiohRja5HvbTa/oL32Trl+NWEWm2fW21/oXn2ud6nFBcDwwuvhwGP17kOZma94fhlZr1W74TrT8AISbtJ2ggYC0yvcx3MzHrD8cvMeq2upxQjYpWkM4FfAYOAiyNiTj3r0Af65amCErXa/oL32apw/GparbbPrba/0CT7XNdO82ZmZmatyCPNm5mZmZXMCZeZmZlZyVoy4ZK0WtJsSQ9K+oWkbeqwzYWSdih7Oz1R2P/7JN0j6U29XM8leWyipiPpVZKmSvqLpIck/VLS7l3Mf66kzepZx/VV8b3+WV/Xtz99h1uZ45fj10CMXzDwY1hLJlzACxGxb0TsDawAzmh0heqsY//3ASYAX210hepJkoBrgZkR8ZqIGAl8Ftipi8XOBfp7wCp+r18EPtroClkpHL8cvwZi/IIBHsNaNeEq+gMwFNIXWdI3cnb9gKT35fJDJV3fsYCk70k6NT9fKOkL+UjrAUl75PLtJd0s6V5JP6T6oIn9wVbA3wAkbSFpRmFfXrltiaT3S7o/H1VeWrkSSV/KR4zN8J06DHgpIn7QURARs4FB1T5nSWcDOwO3Sbqt/tXtld8Cr5XULunBjkJJn5R0fn4+U9LXJN0l6f8kvSWXD5L0zfwduF/SWYX1nlX5XbeGcvxy/BqI8QsGYAyr90jz/YrSzWgPBy7KRe8B9gX2Id0q4E+Sbu/Bqp6MiDdI+jjwSeBDwHnAHRHxRUnHseZWH/3BppJmA5sAQ4C35/J/Au+OiGdys+sfJU0n3aj3c8AhEfGkpO2KK5P0dWBr4APRHJe97g3c3dOZI+K/Jf0HcFhE9KfbR1QlaTDpBss39WD2wRFxgKRjSd/ZI0jf1d2A/fJQCMXPu9p33RrA8cvxqyeaLX7BwI1hzZDNl6HjB/sUsB1wSy5/M3BlRKyOiKXAb4A39mB91+THu4H2/PytwGUAEXED+Sisn+hott0DGA38RJJIR7FfkXQ/8GvSkfNOpIB2VcePNSJWFNb1n8A2EfGRJglWA1nH93oW8Bhr/hF3pdp39wjgBxGxCtb5vKvNb/Xl+OX4NVAN6BjWqgnXCxGxL7ArsBFr+kB01my+irXfq00qpq/Mj6tZu9Ww3/+AI+IPpKPhNuCk/Lh/fn+WkvZVdL4vfwL2rzxq7OfmAPtXKe/uc+7vOv4R7RsRZ0XEi/Tuu9vV593Zd93qx/Erc/xaS7PHLxjgMaxVEy4AIuLvwNnAJyVtCNwOvC+f/20jHeXdBTwKjJS0saStSc343bmdFACQdAywbRn7UKt8DnsQ6Wh5a2BZRLwk6TBSQAeYAbxX0vZ5mWJwugmYBNwgacv61bwmtwIbS/pwR4GkN5Leh84+52eBZtm/oqXAjrlPzsbAO3qwzM3AR3OzfuXnbf2E45fjV0fBAI5fMIBiWMsfoUbEvZLuI90X7TLgYOA+Unb86Yh4AkDSNOB+4GHg3h6s+gvAlZLuITXtP1ZC9Xuro9kW0pHAuIhYLely4BeSZgGzgT8DRMQcSROB30haTdr/UztWFhE/y8FquqRjI+KFeu7M+oqIkPRu4DuSxpP6fiwkXcnT2ec8GbhR0pKIOKzOVe61/M/ni8CdwALyZ9qNHwO7A/dLegn4EfC98mppveX45fjFAI5fMLBimG/tY2ZmZlaylj6laPWVL+Gt61VtSpe9H1HjOs6XdFlf1akH2ztJ0s312p7ZQNEqMUbSUZJ+Xss2+wtJcyQd2sX0GyWN64Pt3CVpr1rXUwsnXCXLP8YXVTG6rdJouiGpvZvlD5N0m6S/S1pYZfptkpZLekZpjJkxVVbTZ7ranpLPSXosT58qaasS69Ke38Pn8t9SSRfm/iwNIWmYpKslPZk/swe0Zsyjjvp2eSo/Ii6PiKPqUmFremXHmMJ8b8vr+3KfVLwb1baX6/qApKclPSXpWklDS6xDv4sx2VdIfc+AV2Lv2UpjsD0vabHSSO2vb2Ad16E01tla35+I2CsiZubp6ySeEXFMREzpg81/E/hiH6yn15xw1ccC4MSOF/lHsGkPl30euBj4VCfTzwGGRMRWpLFHLpM0pIa6dqer7b0fOAU4hDTQ3qbA/5RYlw7bRMQWwOtJfVgaOfL2pcAiUofd7UnvydKeLtxdMmbWiTJjDDnB+C6pH03putjeQ8DREbENKcY8DHy/DlXqNzFGqYP81hHxx0Lxd0mx+WzSUCG7Az8Hjqt/Dfut6cBhJf9/7JITrvq4lPSPt8M44Cc9WTAi7oqIS4FHOpl+f8dYI6SOshsCw5WuVFlRPMKRtKOkF5SuYELShyXNz/NNl7RzD+pTdXv59TuBiyJiUUQ8B3yNdNXUOreUkDREaQTgT+bXu0m6XdKzkn4t6YLKI50e1G0ZaUyikdWmSzpA0h/y0fESpZGYNypM30vSLfn9WCrps1XWsaGkK3Mr1kaV00njHl0SEc9HxKqIuDcibszTOgahfDofLR+sNBL07yT9l6QVwPm57I7CNiMfvT6SW86+ocKI2JI+KGmupL9J+pWkXbFWU1qMyT5BuvLrlQ7LZcWYzraX67o0Ih4vFK0GXlttBQM4xhxDupChY/4RpATwxIi4NSJWRsQ/ckv5pDzP1pJ+onR24lFJn++IIRUx6OkcZ96UyxdJWqbCKb3cSvWDvB/PSvpNMeZI2qOwj/MkvTeXn0668vXTOf79IpcvlHSEpNGkWxS9L0+/L0+fKelD+fv2tKS9C9tqy9+3HfPrdyi17D4t6feS/qXw2f2TNPZWw84eOOGqjz8CW0naU2l06PeRBxXsC5Kul/RP0tHgTGBWRKwEpgInF2Y9Efh1RCyX9HbSPcjeSxqt+dE8f6+21zGJtccCErAxMKJi+XZSwPheRHwzF19BuoR9e+B8UkvZesnB/GjS+13NauDfSeP2HEy6bPrjedktSYMl3kQ6cn4t6XLy4vo3JR01rgTem8eIqfRH4AJJYyXtUjHtrflxm2Q3pf4AACAASURBVIjYIo8hBHAg6Z/djsDETur+bmAU8AZgDPDBXKfjSUHqPaQxiH4LXNnJOmzgKi3G5H+mH6TidExZMaaz7RWm7yLpaeAF0kjhX68yTzsDN8a8HphXeH04sDgi7uqi6v9DGjbj1cDbSMn5BwrTDyRd3bg96X2aSjp4fC3p8/2epC0K858EfCnv52zg8lz/zUkJ6RWkeHYicKGkvSJicp7v6zn+vbNYwYi4iXSq9Kd5+j4V01eSBi09sVD8XuA3EbFM0htILbUfyfvxQ9KVpxsX5p9LuhNDQzjhqp+OI9AjSUdtf+2rFUfEO0hjrBwL/CoiXs6TpgD/VmgNOSXXA9IP5uKIuCd/kScAB6ub/h7dbO9G4ENK/R62Bj6Ty4stXCNJSdp5+QdITkzeCPy/iHgxIu4gNf/21JM5AP+VdHrkqk7qfXdE/DG3PC0k/SDflie/A3giIr4VEf+MiGcjong6YytSoPwL6RYgqzupywmkpOc/gQX5aKu70b4fj4j/yfXq7JL0r0XEioh4DPgOa4LOR4CvRsTc3PL4FWBft3K1pLJizH8D/5lbrSuVEWO62h4R8Vg+pbgD8HnWHSZgoMeYbUjjanXYHljSWcULCfiEvM2FwLdYO+FcEBH/m7f5U9JZiy/m1rKbSTeSLrYk3hARt+fP9XOkz3V43seFeV2rIuIe4GrgXzur33q6grUTrn/LZQAfBn4YEXdGutvCFFLielBh/mdJ719DOOGqn0tJX45T6WFT//qIiJfyqaujJb0rl91JCg5vUxog8LWsCTI7k444O5Z/jjR4YI86oFbbHuno4kpSsJsDdNwodXFh0ZNIQasYsHYGVkTEPwpli3pSj2yHHIA3A35HJ/ffkrR7bp17QtIzpOSko6PxcFKg68xBwL8Ak6KLsVQi4m8RMT4i9iLdVmQ28HNJXd38tyf7WpznUdJ7Bqmv2HdzE/rTwApSy2JpHYmt3+rzGCPpncCWEfHTatP7OsZ0t72Kba8gJXzXae2+jwM6xpBus1QcxPQpUgtip3Un3ZHg0ULZo6z9ORT7mb4A6fRtRVmxheuV9y5/ritI7/GuwIEd8SjHpJOAV3VRv/VxK2kctgPzQeW+wLV52q7AJyq2PZw1sRLS+/Z0H9VlvTnhqpOIeJTUsfVY1tzLqQyDgdcUXk8hNQmfQrqf2D9z+eOsGYm5oyl4e9b/qPiV7UXEyxFxXkS0R8QwUtL114p1ng88CVyRj7wgHZ1tp7X7eg1nPeXWoUtIR1s7VJnl+6Sj4RGROv1/ljWnQBex9vtW6WbS6ZEZknbqYX2eJF0ZszOpI2tnQbQng+EV349dSJ8fpHp/JCK2KfxtGhG/70kdbeAoKcYcDozKCcQTpJaScyVdV5inL2NMT7ZXNJh06qp4NfT5DOwYcz+pU3yHGcAwSaM6mf9J4CUKnwUphtTSAvrKe5dPNW5H+rwXkU7xFePRFhHxsTx7d7Guy+n5bMo0UivXvwHXR0RHa98iYGLFtjeLiGIXiz1JAwM3hBOu+joNeHtEPN/TBSRtIGkTUud0SdpEuSNl7px4jKRNlTpankzqJ/SbwiouJfX/OZm1j3qvAD4gad98jvsrwJ25ubmzunS5PUnbSXqNkpHAt0nN0i8XVvMS6bTb5sClkjbI/yhmkTqMbyTpYFIH/PWS9+MU4AnSUV+lLYFngOfy0fjHCtOuB14l6VylzplbSjqwuHBEfJ30vs3oJNgi6WuS9pY0OPfZ+BgwPyKeApYDL5P6UayvT0naNjfbn0Nq9gf4ATBBeXwZpc6xJ/Ri/TYw9GmMIZ0a353UkrAvqfXqR6zd/6fPYkx325P0Hkmvy3VuI8WYe2PtmxMP6BgD/JI1pymJiIeBC0l3Bjg0798mSv1Ix+fThNOAiXmbuwL/QW19/I6V9Ob8PfkS6XNdlPdxd0mn5P8RG0p6o6Q983JL6Tr+LQXaVbgoqIorSIn4Saw5nQjpe/LR3PolSZtLOi7H4Y7Pbn/W3Oy97pxw1VFE/CUiZnU/51reSmrO/SXpqOQF0pEQpCOn84FlpH/m5wDvy+fNO7a5GLiHdOTw20L5DFJwu5p09Pca0u1ButLd9nbI9Xye1J/r4o4+FEWROoK+h3RkenH+cZ1E6mT6FPBlUkKxsnLZTjwt6TnSj/Vg4F2dNMl/knRU9Czpx/nKaYt8lHQkKQg/QbrcfJ1bYETEl0idWn+t6vfn2ozUxP00qSP8rkDHKd5/kDrF/y43eR9UZfnOXEe6wmY2cANwUV7ntaSrQafmUxgPkq5ishbU1zEm9/l5ouMvT3u+mOD0ZYzpwfaGkk7nPQs8QDqAeXeV9QzYGJPj7d8rkrWzSbeuuYAUe/5Cel9+kaefRYrLjwB3kBKVi3u479VcAZxHOpW4P/m+m3kfjyJ9zo/n/fwa6eIpSHFrZI5/1QZu/Vl+fErptlLrKJzG3pn0f6ajfBapH9f3SKdd51O4hRMpDs+Mta9yrSvf2qcFSLqY1DH7842uS09J+inw54g4r9F1aTRJQTpFMb/RdTGrxjGmviQdBXw8Io5vwLYvIV0V2TSfNYCkO4HTIuLBRtXBgywOcEpXBL0H2K+xNema0pV8K0h9UI4iDX0wqcuFzKzhHGPqL1856Nt/rYeIOLD7ucrlU4r9gNK9pJ6r8ndSjev9EukU0zciYkEPl3lLJ3Wpeol2H3oV6erG50iXhX8sIu5Vuq9gtfrMKbk+ZgOGYwzgGGMN5lOKZmZmZiVzC5eZmZlZyfp9H64ddtgh2tvbG10NM6uTu++++8mIaGt0PfqC45dZ6+kshvX7hKu9vZ1Zs9b3Kmcza1aSHu1+rubg+GXWejqLYT6laGZmZlYyJ1xmZmZmJXPCZWZmZlYyJ1xmZmZmJXPCZWZmZlYyJ1xmZmZmJev3w0KYtbr28Tc0ugo1WzjpuEZXwcwapNljWF/FrwGVcDX7hwr+x2RmZjYQ1XxKUdIgSfdKuj6/3k7SLZIezo/bFuadIGm+pHmSjq5122ZmZmbNoC/6cJ0DzC28Hg/MiIgRwIz8GkkjgbHAXsBo4EJJg/pg+2ZmZmb9Wk0Jl6RhwHHAjwvFY4Ap+fkU4PhC+dSIWBkRC4D5wAG1bN/MzMysGdTawvUd4NPAy4WynSJiCUB+3DGXDwUWFeZbnMvWIel0SbMkzVq+fHmNVTQzMzNrrF4nXJLeASyLiLt7ukiVsqg2Y0RMjohRETGqrW2dG26bmZmZNZVarlI8BHiXpGOBTYCtJF0GLJU0JCKWSBoCLMvzLwaGF5YfBjxew/bNzMzMmkKvW7giYkJEDIuIdlJn+Fsj4mRgOjAuzzYOuC4/nw6MlbSxpN2AEcBdva65mZmZWZMoYxyuScA0SacBjwEnAETEHEnTgIeAVcAZEbG6hO2bmZmZ9St9knBFxExgZn7+FHB4J/NNBCb2xTbNzMzMmoXvpWhmZmZWMidcZmZmZiVzwmVmZmZWMidcZtayJP27pDmSHpR0paRNfD9YMyuDEy4za0mShgJnA6MiYm9gEGmIG98P1sz6nBMuM2tlg4FNJQ0GNiMNxuz7wZpZn3PCZWYtKSL+CnyTNF7gEuDvEXEzNd4P1veCNbNqnHCZWUvKfbPGALsBOwObSzq5q0WqlK1zP1jfC9bMqnHCZWat6ghgQUQsj4iXgGuAN5HvBwvg+8GaWV9xwmVmreox4CBJm0kS6Q4Zc/H9YM2sBGXcS9HMrN+LiDslXQXcQ7q/673AZGALfD9YM+tjTrjMrGVFxHnAeRXFK/H9YM2sj/mUopmZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlcwJl5mZmVnJnHCZmZmZlazXCZekTSTdJek+SXMkfSGXbyfpFkkP58dtC8tMkDRf0jxJR/fFDpiZmZn1d7W0cK0E3h4R+wD7AqMlHQSMB2ZExAhgRn6NpJHAWGAvYDRwoaRBtVTezMzMrBn0OuGK5Ln8csP8F8AYYEounwIcn5+PAaZGxMqIWADMBw7o7fbNzMzMmkVNfbgkDZI0G1gG3BIRdwI7RcQSgPy4Y559KLCosPjiXFZtvadLmiVp1vLly2upopmZmVnD1ZRwRcTqiNgXGAYcIGnvLmZXtVV0st7JETEqIka1tbXVUkUzMzOzhhvcFyuJiKclzST1zVoqaUhELJE0hNT6BalFa3hhsWHA432x/VbWPv6GRlehJgsnHdfoKpiZmZWulqsU2yRtk59vChwB/BmYDozLs40DrsvPpwNjJW0saTdgBHBXb7dvZmZm1ixqaeEaAkzJVxpuAEyLiOsl/QGYJuk04DHgBICImCNpGvAQsAo4IyJW11Z9MzMzs/6v1wlXRNwP7Fel/Cng8E6WmQhM7O02zczMzJqRR5o3s5YlaRtJV0n6s6S5kg724M1mVgYnXGbWyr4L3BQRewD7AHPx4M1mVgInXGbWkiRtBbwVuAggIl6MiKfx4M1mVgInXGbWql4NLAf+V9K9kn4saXNqHLzZAzebWTVOuMysVQ0G3gB8PyL2A54nnz7sRI8Gb/bAzWZWjRMuM2tVi4HF+ZZkAFeRErCledBmPHizmfUVJ1xm1pIi4glgkaTX5aLDSeMEevBmM+tzfXJrHzOzJnUWcLmkjYBHgA+QB3L24M1m1peccJlZy4qI2cCoKpM8eLOZ9SmfUjQzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5J5WAgzM2uI9vE3NLoKNVs46bhGV8GahFu4zMzMzErmhMvMzMysZE64zMzMzErmPlzWdJq934f7fFhn/N02G7jcwmVmZmZWMidcZmZmZiVzwmVmZmZWMidcZmZmZiVzwmVmZmZWMidcZmZmZiVzwmVmZmZWsl4nXJKGS7pN0lxJcySdk8u3k3SLpIfz47aFZSZImi9pnqSj+2IHzMzMzPq7Wlq4VgGfiIg9gYOAMySNBMYDMyJiBDAjvyZPGwvsBYwGLpQ0qJbKm5mZmTWDXidcEbEkIu7Jz58F5gJDgTHAlDzbFOD4/HwMMDUiVkbEAmA+cEBvt29mZmbWLPqkD5ekdmA/4E5gp4hYAikpA3bMsw0FFhUWW5zLqq3vdEmzJM1avnx5X1TRzMzMrGFqTrgkbQFcDZwbEc90NWuVsqg2Y0RMjohRETGqra2t1iqamZmZNVRNCZekDUnJ1uURcU0uXippSJ4+BFiWyxcDwwuLDwMer2X7ZmZmZs2glqsUBVwEzI2IbxcmTQfG5efjgOsK5WMlbSxpN2AEcFdvt29mZmbWLGpp4ToEOAV4u6TZ+e9YYBJwpKSHgSPzayJiDjANeAi4CTgjIlbXVHszsxpIGiTpXknX59ce1sbMSjG4twtGxB1U75cFcHgny0wEJvZ2m2Zmfewc0hXWW+XXHcPaTJI0Pr/+TMWwNjsDv5a0uw8azaynPNK8mbUkScOA44AfF4o9rI2ZlcIJl5m1qu8AnwZeLpR5WBszK4UTLjNrOZLeASyLiLt7ukiVMg9rY2Y91us+XGZmTewQ4F35Qp9NgK0kXUYe1iYilnhYGzPrS27hMrOWExETImJYRLSTOsPfGhEn42FtzKwkbuEyM1tjEjBN0mnAY8AJkIa1kdQxrM0qPKyNma0nJ1xm1tIiYiYwMz9/Cg9rY2Yl8ClFMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5J5HC4zM7M6aR9/Q6OrUJOFk45rdBWallu4zMzMzErmhMvMzMysZE64zMzMzErmhMvMzMysZE64zMzMzErmhMvMzMysZE64zMzMzErmhMvMzMysZE64zMzMzErmhMvMzMysZE64zMzMzErmhMvMzMysZE64zMzMzEpWU8Il6WJJyyQ9WCjbTtItkh7Oj9sWpk2QNF/SPElH17JtMzMzs2ZRawvXJcDoirLxwIyIGAHMyK+RNBIYC+yVl7lQ0qAat29mZmbW79WUcEXE7cCKiuIxwJT8fApwfKF8akSsjIgFwHzggFq2b2ZmZtYMyujDtVNELAHIjzvm8qHAosJ8i3PZOiSdLmmWpFnLly8voYpm1uokDZd0m6S5kuZIOieXu1uEmfW5enaaV5WyqDZjREyOiFERMaqtra3kaplZi1oFfCIi9gQOAs7IXR/cLcLM+lwZCddSSUMA8uOyXL4YGF6YbxjweAnbNzPrVkQsiYh78vNngbmkVnd3izCzPldGwjUdGJefjwOuK5SPlbSxpN2AEcBdJWzfzGy9SGoH9gPupMZuEe4SYWbV1DosxJXAH4DXSVos6TRgEnCkpIeBI/NrImIOMA14CLgJOCMiVteyfTOzWknaArgaODcinulq1ipl63SLcJcIM6tmcC0LR8SJnUw6vJP5JwITa9mmmVlfkbQhKdm6PCKuycVLJQ2JiCXuFmFmfcUjzZtZS5Ik4CJgbkR8uzDJ3SLMrM/V1MJlZtbEDgFOAR6QNDuXfZbUDWJa7iLxGHACpG4Rkjq6RazC3SLMbD044TKzlhQRd1C9Xxa4W4SZ9TGfUjQzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrmRMuMzMzs5I54TIzMzMrWd0TLkmjJc2TNF/S+Hpv38ystxy/zKy36ppwSRoEXAAcA4wETpQ0sp51MDPrDccvM6tFvVu4DgDmR8QjEfEiMBUYU+c6mJn1huOXmfWaIqJ+G5P+FRgdER/Kr08BDoyIMyvmOx04Pb98HTCvbpXs3g7Ak42uRB212v6C97nRdo2ItkZXopLjV9NqtX1utf2F/rfPVWPY4DpXQlXK1sn4ImIyMLn86qw/SbMiYlSj61Evrba/4H22Tjl+NaFW2+dW219onn2u9ynFxcDwwuthwON1roOZWW84fplZr9U74foTMELSbpI2AsYC0+tcBzOz3nD8MrNeq+spxYhYJelM4FfAIODiiJhTzzr0gX55qqBErba/4H22Khy/mlar7XOr7S80yT7XtdO8mZmZWSvySPNmZmZmJXPCZWZmZlaylky4JK2WNFvSg5J+IWmbOmxzoaQdyt5OTxT2/z5J90h6Uy/Xc0kem6jpSHqVpKmS/iLpIUm/lLR7F/OfK2mzetZxfVV8r3/W1/XtT9/hVub45fg1EOMXDPwY1pIJF/BCROwbEXsDK4AzGl2hOuvY/32ACcBXG12hepIk4FpgZkS8JiJGAp8FdupisXOB/h6wit/rF4GPNrpCVgrHL8evgRi/YIDHsFZNuIr+AAyF9EWW9I2cXT8g6X25/FBJ13csIOl7kk7NzxdK+kI+0npA0h65fHtJN0u6V9IPqT5oYn+wFfA3AElbSJpR2JdXblsi6f2S7s9HlZdWrkTSl/IRYzN8pw4DXoqIH3QURMRsYFC1z1nS2cDOwG2Sbqt/dXvlt8BrJbVLerCjUNInJZ2fn8+U9DVJd0n6P0lvyeWDJH0zfwful3RWYb1nVX7XraEcvxy/BmL8ggEYw+o90ny/onQz2sOBi3LRe4B9gX1Itwr4k6Tbe7CqJyPiDZI+DnwS+BBwHnBHRHxR0nGsudVHf7CppNnAJsAQ4O25/J/AuyPimdzs+kdJ00k36v0ccEhEPClpu+LKJH0d2Br4QDTHZa97A3f3dOaI+G9J/wEcFhH96fYRVUkaTLrB8k09mH1wRBwg6VjSd/YI0nd1N2C/PBRC8fOu9l23BnD8cvzqiWaLXzBwY1gzZPNl6PjBPgVsB9ySy98MXBkRqyNiKfAb4I09WN81+fFuoD0/fytwGUBE3EA+CusnOppt9wBGAz+RJNJR7Fck3Q/8mnTkvBMpoF3V8WONiBWFdf0nsE1EfKRJgtVA1vG9ngU8xpp/xF2p9t09AvhBRKyCdT7vavNbfTl+OX4NVAM6hrVqwvVCROwL7ApsxJo+EJ01m69i7fdqk4rpK/PjatZuNez3P+CI+APpaLgNOCk/7p/fn6WkfRWd78ufgP0rjxr7uTnA/lXKu/uc+7uOf0T7RsRZEfEivfvudvV5d/Zdt/px/Mocv9bS7PELBngMa9WEC4CI+DtwNvBJSRsCtwPvy+d/20hHeXcBjwIjJW0saWtSM353bicFACQdA2xbxj7UKp/DHkQ6Wt4aWBYRL0k6jBTQAWYA75W0fV6mGJxuAiYBN0jasn41r8mtwMaSPtxRIOmNpPehs8/5WaBZ9q9oKbBj7pOzMfCOHixzM/DR3Kxf+XlbP+H45fjVUTCA4xcMoBjW8keoEXGvpPtI90W7DDgYuI+UHX86Ip4AkDQNuB94GLi3B6v+AnClpHtITfuPlVD93upotoV0JDAuIlZLuhz4haRZwGzgzwARMUfSROA3klaT9v/UjpVFxM9ysJou6diIeKGeO7O+IiIkvRv4jqTxpL4fC0lX8nT2OU8GbpS0JCIOq3OVey3/8/kicCewgPyZduPHwO7A/ZJeAn4EfK+8WlpvOX45fjGA4xcMrBjmW/uYmZmZlaylTylaonTZ+OI6b/NUSXf0wXpC0mvXY/7fSdqv1u02mqSTJN3cxfS3SJrXB9t5l6Spta7HrB6Uhgmo65WzSkNrHFHjOs6XdNl6zH+UpJ/Xss3+QtIcSYd2Mf1GSeP6YDt3Sdqr1vXUwglXln80L0h6rvC3czfLTJY0T9LLyuPaVEx/taTrJT0r6Umly4/Lqv+pSqP0Fut/aJX5Rkj65/r8uHtZn0skvZjr8aykuyW9rcxt9qBO7wSejYh7C2W7K41o/KSkvyuN2fIfSpfc9wtK49BER38EgIi4PCKOKsyzVuIZEb+NiNfVuu2ImA7sLelfal2XlSPHrhdVMYK20ojdIam9m+UPk3Rb/v4v7GSecyQtkPS8pLnqYlTzWkjapSKGPZf34RN5+nGS7pD0tKQnJP1IJfa9Kvz2OuqyVNKFSn3mGukrpL5nwCtjsJ2tNAbb85IW57j2+gbWcR35/8KXi2URsVdEzMzT10k8I+KYiJjSB5v/JvDFPlhPrznhWts7I2KLwt/j3cx/H/Bx4J7KCZI2Il2ufSvwKmAY+TLrEv2hov4zq8xzAenKnHr4ekRsQerM+n3gmgYnMh8FXhn08P+3d+fxchV13sc/XxL2LUQCBpIQlCCbChJZXEFAIjATHAWCCAHRiPKAuCeOCC7RDPI46ihqHsEgW4ygEmFAMRrQEYEga8BIIKuEJBAi4GCE+Hv+qGruSd+tc/ue7tv3ft+v133d7jpL1+k+Xf2rOnWqJL2S1C9gGfDqiNgeOAEYS+t2MC3DNfStcZisvUXAyZUn+Yd2yxq3/RtwGfDJjhbmFqMzgWOBbUidlksZzykilhbLMODVwD+B6/Iq2wNfIg3kuTepXP1qGXmpMqSQn0Np4uj+Sh3kt4+IPxSSvwF8hHQTxVBS/6WfkT4zS2YDh0sa3qwMOOCqQ0R8OyLmkDotVjsdeDwivhYRf4uIv0fE/QCSPinpuuLKkv5L0tfz410kzZa0RtJCFe5GqYekCcBa0l07Xa13rtL8XCPy809JWiHpcUnvr25N6U5E/BO4mlQQdDj9hKRvSFom6ZncGvbmwrJBkj6jNG9YpbVsZAf7eFPeR7tOoTkAfhupA3DF54HfR8THImJFzuuCiHhPRKzN2/2rUpP3WqXLFXsX9rk4f5b351rlpZJ2VmoCf1bSryTtkNet1JQn5fdxRaXWnpdvImlyPsanJM1S2501lcEr1+Za9qEqXJJV2+CW9+XlJ6lwmTjv99oO3u9v5sfb57yvkPQXSV+qCozn4oK7r7sCOK3wfCLww1o2jIg7I+IK4LHqZUojr18AfDQiHork0YhYo3Q33JpiK4qknZSuFAzLzz+Qy7A1uUzr8qpBB04DbouIxTmvV0fEzRHxvxHxNKkz9Bs72lDS8Pzd/ER+vruk2wrfzW9Xt6Z0JyJWkSrS+3TymgdJuj2XFyuURnvfrLB8X0m35PdjpaTPdLCPTSVdI+m64rYF76BQjkkaQwoAT46IX0fEuvz+XBUR0/I620v6oaTVkpZI+mz+bCtXR/5H0n/mfD8m6Q05fZmkVSpc0lNqpfpuPo5nJd0qabfC8r0Kx7hA0ok5fRLpztdP5XLq5zl9saQjJY0jTVF0Ul5+X14+V+l3Z/Ocv/0KrzUsn2875efHKbXsrpX0exVa5iPi76Sxt166MtBoDrjKcwiwOP/4PplPmkrBdCUwTnnSWaVLRSfR1vpyDbCcVIt7N2kwv1pu5T4gv9afJZ2vwiUoSduRmlM/3vnmIOl8UrD41ohYnr8EHyMNJLcHsNGXBfOP92mkWvjKTla7izRK9lBScPZjSZXxVj5Gqr0fQ5rK433A/1a9xtGk9+1dEdHR9BVjgH9GRLGv2pHAtR2sW9nnnnmf55HG9/lv0l1QxULwXcBRpBrlvwA3kQqNHUnfr3Ordnt4zsvbgclq6/txLnA86f3dhTTQ5Lfzsrfk/0Nyzf/24g4jorL8tXn5j6pe8xrgmHwOVD6PE0nvM8DlpLFu9gAOyHkr9oN5GBhd2d76pD8A20naO3++J9E7Leoj8t9++cd3kdJUQJtExDpgJvDewvonA7+KiNWS3kaa5/BE0ojwS/L6G+M00vnZmbeQxqXagNJl1FuBb0XExTn5atIwGS8DLgRO3ci8kAPGo0nvd0fWS05e8QAAHb1JREFUAx8lff8PJQ3N8OG87bakAVlvJn3H96Cq8itpS1LL1DrgxDwOVbVXA8X+mUcAyyPizi6y/l+k1sFXkMqY04AzCssPJt3d+DLS+zSTNGjuHqTP91uStimsfwrwxXyc9wJX5fxvTQpIrwZ2Ip0Pl0jaNyKm5/UuyuXUvxQzGBE3ky6V/igvf23V8nWkQUtPLiSfCNwaEaskvY7UUvvBfBzfI915unlh/YdJMzE0R0T4L92puRh4jtQCtBb42UZs+zvg9Kq0XwIvkGojm5Ga6x8DNsvLbwI+kB8fBzyUH48kfWm3LezrK8CMbvLwCtJUBpuQvpAPAVMKy78BfDo/vhC4srDsMOAvwNfysWxfWHYZ8JXC8z1It5zv0U1+ZpBa/tbm/38HTiksP500dUhn2z9NCiAgFS7jO1kvSBPYLiFdFuxsf28EnqhKewEY18U25wOzCs83ye/TYYVzpnhM1wHfKTw/p3IekUY0DmCvwvKLgEvz44eBIwrLhuf8DS5sO7iz96/6M8mf6fKqc/S0/Pgo4NH8eGdS4b5lYd2Tgd8Unm+a9z+qWd9P/3X+l8/DI4HP5rJiHOlHb3D+3EbXuJ8jgcVVaW/I+7gRGJLPxT/TVnYdTLokv0l+Po8UKEAaJfyiwr62yed0rfl5M6lM3qaT5UflcmLPQtpcUjm2mNTiU0kfRapUbFVIu5JCOdjJa1S+e5XfhQB+D2xX/f53sv15wE/z45OBezpZ70LSJa9bgW+SRxDoZN1bgLMKz/8d+EMX6w/K3/F9CmkfJE1+XSlLHikse3U+zp0LaU8B++fHM4CZVZ/retJv10nAb6te/3vABYVtv9TR+Vt4H66sWj4XeH/hHH2ssOx/aCvXvgN8sWrbBaTGg8rzqcBljfhedvTnFq4NHR8RQ/Lf8XXu63nSD+JNkWopF5Oi7solqctpqxm+l7bWrV2ANRHxbGFfS8gT1HYmIh6LiEUR8c+IeIDUmvVuAEn7k07U/+xiF0NI/XS+EmlAxYpdSAVqxTJqd3FEDCH1JRkLfFVpEMV2JH1cqTPuXyWtJdXGKp2ARwKPdvE655ECowe6WOdp2vfLeooU2HRmF9J7D7x0aXQZG34WxRa75zt4XqwVwobv35L8GpAGafxpbgpfSwrA1tPJJdgeuJq2muF7aGvd2o0UUK0ovPb3SLXTisr7traX8mLluIL02Z5OjZcTa1AZk+qiiFgb6dLe90itzUTEHaQ+YG9VGoR0D1LgAO2/P8+RvnNdlmUFE4Hr8nYbkHQI6Rx+d0T8uWrxKaSKUbH1ulKuFlvGN6Ys2zGXZVuRfuQ7nONP6SacG5Q69D9DarGptRw7BHgNMC1ydNCJ6rKsu3JsR1Klf0khrfo3pbrcItL0UMW0Yln20nuXP581pPd4N+DgSlmSy5NTSP2Ye8OvSeOwHZwvY+4P/DQv2w34eNVrj6StjIX0vjWtHHPAVZ776XpqjJ8Br8nXo48jN8kCjwNDteGdN6NIBcjGCNqm+jiMVFNbKukJ0oSd71Ia1LDi6ZyPH0gq9olYQbqkUNGu71S3GUkeJBVU7foCKfXX+jSpeXiHXLD9tZD/ZcAru3iJE4DjJZ3XxTqPpJdSsZD5FemSYGcep220aiSJdPwb+1kUFd+/Ufk1IB3jOwoB/5CI2CIi/kLvTLHyY+AwpX5576Qt4FpGqv3uWHjd7SKiePv03qSWj2d6IR9WkohYQrpsfwxt88XVawHwD7o+ByuVx1NJcxZW+rRWf3+2JlU6u/3+5EtrJ9DB5USlYV1mA++L1Ie22oWkTv1Xq60v4gpSubpVYb2elGXPk1ppDlXVXaHZd0gDc46JiO1I3QtqLcd+SWqhnCOpq4rW/aQuDBVzgBGSxnay/pOklsXdCmk9+U0peum9y5cah5I+72WkS3zFcmybiPhQXr27sqzL5bnSO4tUeXwPcEOhcWIZMLXqtbeKiGsKu9ibdLNbUzjgqoOkzXI/IwGbStpCuSMiqbn6kNwZcBCpFeZJUssFuVC6ltyvICKW5vRlpCbrr+T9vYZ0h9BVdEHSOypf0lzTPB+4Pi+eTvqi75//vku6RHB0cR+R7mo8hdTScnBOngWckfuGbAV8biPfpkr+9iJNrtuuvwWp1vEisBoYLOlzpL5aFd8Hvqg0pIUkvUZ5mo7scVI/hnOVZoBvJyJeIAVYxT5oFwBvkPRVSS/P+dxD0pW5f90s4FhJRyjdBv5xUnDy+41+A9qcL2krpfFgzgAq/a2+C0zNtbZKZ9Dxedlq0p1ar+hivyu7Wh4Rq0lN8z8AFkVE5TxcQSro/6+k7ZQ6779SGw7h8VbSJXDr+84E3hYRf6t1g/yZb0Fq6VQudzYDyC1CPyJ1dN42B+wfAG4o7OIKUhD/XjZsWbuaVHbsn/vRfBm4I7eSdeedpJaIDfpj5grqzcA5EfHzTrZ9gRSsbQ1ckfubLSFd7rwwl9uHkvpcbpR8HKcCT5BalqptCzwDPJfLvA8Vlt0AvFzSeUodwLctlLMARMRFpPdtTicBHaS+pG8tbPMIcAlpZoDDKr9LkiZImhwR60ll2dT8mruR+sXW08fvGKWblDYj9eW6I/923QDsKelUpc7/m0p6vdpuNuqynMrLRxd+RztyNenS5Sm0VRwh3UBxVm79kqStlYYR2RZe+uwOpG2y98Zr1rXMvvZHF9fhu9hmLikiL/4dVlj+b8BC0hdwLrBv1fZvytucUZU+gnTiriE1QZ9VQ14uJp2sfyP1FfsCsGkn615I+z5cxf4+x+Z9HZifTyEVMI+TCpAARnaTnxmkmvFzOU9LSQVupa/H6eQ+SKQ+Bpfm92kF8Ck2vK4/iNQ/ZRFpTrC7gBF52Ut9l0h92JaQr/d3kKdjgZuq0l5Fav15itSqdh8pOB6Ul7+T1B/ur6T+FfsWtt3gnCEVYBcWnr+f1IEY2vqCTMrv4xOkqVcq625CKgQX5GN8FPhyYfkXSIHXWtKlh5fev7z8rPzerSW1FG7wmeZ1Ts15+GRVemXYjuX5OO8BJhSWP0DuT+e/vvdXfR4W0mvqw5XPlepybG5h+XakTtTPkloRPkdVHyNSZWZxB+ln5XN5DalMG1HjMf2Cqv44Of0HpMrHc4W/+YXlc2nr77NFzteM/P16JfDbfBxzSBXRS7vJR+V7W3mttbkceH1H7z+pE/+f8rq/zd/b4vd0v/zaT+cyYHJOv5ANy+QvkTqjD+0kX3cBBxeeizQsxHzSDUV/IQXK++blO5DKp9WFz7BdWZyf70G6MFF8veXAm/LjGaQK4i35OG8Ddi+s+ypShX41qVz9NW39v8bk43qpn3TV+/cyUn/Tp4E/Vn+mhddYmM+pzarSx+X3Zi2pPPwxuT80KQj/STO/q57ap4kkjSJ9OV8eLXK5JtdUHgQ2j4gXm52fjaU0lMI5URj8tEGvO5oUMG7aSu+b0mCxp0bEic3Oi/Vdki4jDYPz2WbnpVaSfgT8KSIuaHZeNpaktwMfjvr7GvfktWeQKnMt81kDSLoDODNS95bm5MEBV3PkJtOvke52eV+z89MVpYlSbyQ10V9OGl6h4V/0VtaqAZdZd/K5fS9wQEQsam5uOqc0YOga0vfw7aR+tIc2uvLV6lo14OoL3IerC0rz1VVPM/GcpI76IW3MfrcmXT47itSPqNbtbuokP+0Gz+tlHyQ1Dz9KunPuQzk/8zvJzykl58fMNkJZ31VJXyS1eH+11mBLaZ7PjvLS7m7EXvZy0uWp50hDL3woIu4pq5w3q+YWLjPr1/LlruOAVRGxX04bSurjMprUh+TESCOXI2kKqfP5euDciPhFTj+Q1H9lS1LH5Y+EC1Azq5FbuMysv5tB6kxbNBmYExFjSJ2YJwNI2geYAOybt7lEbUMLfId008OY/Fe9TzOzTg3ufpXm2nHHHWP06NHNzoaZNcjdd9/9ZEQM6639RcRtuZ9R0XjS3XmQ+iXOJY0FN540ivY6YJGkhcBBkhaT+lveDiDph6SpmLocLsPll9nA01kZ1ucDrtGjRzNv3rxmZ8PMGkTSku7XqtvO0TZh+QrlyW9Jo28X58lbntNeyI+r09tRmqR3EsCoUaNcfpkNMJ2VYb6kaGbWRh2kRRfp7RMjpkfE2IgYO2xYrzXUmVmLc8BlZgPRSknDAfL/VTl9ORtO+TKCNFDtcjac4qqSbmZWEwdcZjYQzSZNjkz+f30hfUKeemV3Uuf4O/Plx2clHSJJwGmFbczMutXn+3CZmdVD0jWkDvI7SlpOGvtuGjBL0pmkaadOAIiI+ZJmkaZzehE4O9JcdJDGn5tBGhbiJjy/pJltBAdcZtavRcTJnSw6opP1pwJTO0ifR5oLz8xso/mSopmZmVnJ3MLV4kZPvrHZWajL4mnHNjsLZmZWIv9OJd22cEm6TNIqSQ8W0oZKukXSI/n/DoVlUyQtlLRA0tGF9AMlPZCXfTN3PDUzMzPr92q5pDgDT4thZmZm1mPdBlwRcRuwpip5PGk6DPL/4wvpMyNiXZ45vjItxnDytBh5stcfFrYxMzMz69d62oertGkxoP3UGGZmA4H7upj1X719l2Ld02KAp8YwMzOz/qWnAZenxTAzMzOrUU8DLk+LYWZmZlajbvtweVoMMzMzs/p0G3B5WgwzMzOz+nhqHzMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyswFL0kclzZf0oKRrJG0haaikWyQ9kv/vUFh/iqSFkhZIOrqZeTez1uKAy8wGJEm7AucCYyNiP2AQMAGYDMyJiDHAnPwcSfvk5fsC44BLJA1qRt7NrPU44DKzgWwwsKWkwcBWwOPAeODyvPxy4Pj8eDwwMyLWRcQiYCFwUIPza2YtygGXmQ1IEfEX4GJgKbAC+GtE/BLYOSJW5HVWADvlTXYFlhV2sTynbUDSJEnzJM1bvXp1mYdgZi3EAZeZDUi5b9Z4YHdgF2BrSe/tapMO0qJdQsT0iBgbEWOHDRvWO5k1s5bngMvMBqojgUURsToiXgB+ArwBWClpOED+vyqvvxwYWdh+BOkSpJlZtxxwmdlAtRQ4RNJWkgQcATwMzAYm5nUmAtfnx7OBCZI2l7Q7MAa4s8F5NrMWNbjZGTAza4aIuEPStcAfgReBe4DpwDbALElnkoKyE/L68yXNAh7K658dEeubknkzazkOuMxswIqIC4ALqpLXkVq7Olp/KjC17HyZWf/jS4pmZmZmJasr4PIozWZmZmbd63HA5VGazczMzGpT7yVFj9JsZmZm1o0eB1xljdIMHqnZzMzM+pd6LimWMkozeKRmMzMz61/quaToUZrNzMzMalBPwOVRms3MzMxq0OOBTz1Ks5mZmVlt6hpp3qM0m5mZmXXPI82bmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5mZmVnJHHCZmZmZlcwBl5kNWJKGSLpW0p8kPSzpUElDJd0i6ZH8f4fC+lMkLZS0QNLRzcy7mbUWB1xmNpB9A7g5IvYCXgs8DEwG5kTEGGBOfo6kfYAJwL7AOOASSYOakmszazkOuMxsQJK0HfAW4FKAiPhHRKwFxgOX59UuB47Pj8cDMyNiXUQsAhYCBzU212bWqhxwmdlA9QpgNfADSfdI+r6krYGdI2IFQP6/U15/V2BZYfvlOW0DkiZJmidp3urVq8s9AjNrGQ64zGygGgy8DvhORBwA/I18+bAT6iAt2iVETI+IsRExdtiwYb2TUzNreQ64zGygWg4sj4g78vNrSQHYSknDAfL/VYX1Rxa2HwE83qC8mlmLc8BlZgNSRDwBLJP0qpx0BPAQMBuYmNMmAtfnx7OBCZI2l7Q7MAa4s4FZNrMWNriejSUNAb4P7EdqWn8fsAD4ETAaWAycGBFP5/WnAGcC64FzI+IX9by+mVmdzgGukrQZ8BhwBqkiOkvSmcBS4ASAiJgvaRYpKHsRODsi1jcn22bWauoKuGi7pfrducDaCvgM6ZbqaZImk/pEfLrqlupdgF9J2tMFlpk1S0TcC4ztYNERnaw/FZhaaqbMrF/q8SVF31JtZmZmVpt6+nCVcks1+LZqMzMz61/qCbhKuaUafFu1mZmZ9S/1BFy+pdrMzMysBj0OuHxLtZmZmVlt6r1L0bdUm5mZmXWjroDLt1SbmZmZdc8jzZuZmZmVzAGXmZmZWckccJmZmZmVrN5O833K6Mk3NjsLdVs87dhmZ8HMzMx6mVu4zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zGzAkjRI0j2SbsjPh0q6RdIj+f8OhXWnSFooaYGko5uXazNrRQ64zGwg+wjwcOH5ZGBORIwB5uTnSNoHmADsC4wDLpE0qMF5NbMWNrjZGTAzawZJI4BjganAx3LyeOCw/PhyYC7w6Zw+MyLWAYskLQQOAm5vYJatHxg9+cZmZ6Eui6cd2+wstCy3cJnZQPV14FPAPwtpO0fECoD8f6ecviuwrLDe8pzWjqRJkuZJmrd69erez7WZtSQHXGY24Eg6DlgVEXfXukkHadHRihExPSLGRsTYYcOG9TiPZta/1B1wudOpmbWgNwL/KmkxMBN4m6QrgZWShgPk/6vy+suBkYXtRwCPNy67ZtbqeqOFy51OzaylRMSUiBgREaNJ5dKvI+K9wGxgYl5tInB9fjwbmCBpc0m7A2OAOxucbTNrYXUFXIVOp98vJI8ndTYl/z++kD4zItZFxCKg0unUzKyvmAYcJekR4Kj8nIiYD8wCHgJuBs6OiPVNy6WZtZx671KsdDrdtpC2QadTScVOp38orNdlp1NgEsCoUaPqzKKZWeciYi7pbkQi4ingiE7Wm0q6o9HMbKP1uIXLnU7NzMzMalNPC1el0+kxwBbAdsVOp7l1y51OzczMbMDrcQuXO52amZmZ1aaMkeanAbMknQksBU6A1OlUUqXT6Yu406mZmZkNEL0ScLnTqZmZmVnnPNK8mZmZWckccJmZmZmVzAGXmZmZWckccJmZmZmVrIy7FM1KNXryjc3OQl0WTzu22VkwM7MGcwuXmZmZWcncwmXWx7V6ix64Vc/MzC1cZmZmZiVzwGVmZmZWMgdcZmZmZiVzwGVmZmZWMgdcZmZmZiVzwGVmZmZWMgdcZmZmZiVzwGVmZmZWMgdcZmZmZiVzwGVmZmZWMgdcZmZmZiVzwGVmA5KkkZJ+I+lhSfMlfSSnD5V0i6RH8v8dCttMkbRQ0gJJRzcv92bWahxwmdlA9SLw8YjYGzgEOFvSPsBkYE5EjAHm5OfkZROAfYFxwCWSBjUl52bWcnoccLl2aGatLCJWRMQf8+NngYeBXYHxwOV5tcuB4/Pj8cDMiFgXEYuAhcBBjc21mbWqelq4XDs0s35B0mjgAOAOYOeIWAEpKAN2yqvtCiwrbLY8p1Xva5KkeZLmrV69usxsm1kL6XHA5dqhmfUHkrYBrgPOi4hnulq1g7RolxAxPSLGRsTYYcOG9VY2zazF9Uofrt6sHeb9uYZoZqWTtCkp2LoqIn6Sk1dKGp6XDwdW5fTlwMjC5iOAxxuVVzNrbXUHXL1dOwTXEM2sfJIEXAo8HBFfKyyaDUzMjycC1xfSJ0jaXNLuwBjgzkbl18xa2+B6Nu6qdhgRK1w7NLM+7I3AqcADku7NaZ8BpgGzJJ0JLAVOAIiI+ZJmAQ+R+rCeHRHrG59tM2tFPQ64aqgdTqN97fBqSV8DdsG1QzNrooj4HR23vAMc0ck2U4GppWXKzPqtelq4XDs0MzMzq0GPAy7XDs3MzMxq45HmzczMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErmgMvMzMysZA64zMzMzErW8IBL0jhJCyQtlDS50a9vZtZTLr/MrKcaGnBJGgR8G3gHsA9wsqR9GpkHM7OecPllZvVodAvXQcDCiHgsIv4BzATGNzgPZmY94fLLzHpscINfb1dgWeH5cuDg6pUkTQIm5afPSVrQgLzVakfgybJ2rv8oa889NtCOF3zMvW4jj3m3krJRL5df3RiI53Yf5M+4l/XgmDsswxodcKmDtGiXEDEdmF5+djaepHkRMbbZ+WiUgXa84GO2Trn8akED7ZgH2vFC6xxzoy8pLgdGFp6PAB5vcB7MzHrC5ZeZ9VijA667gDGSdpe0GTABmN3gPJiZ9YTLLzPrsYZeUoyIFyX9H+AXwCDgsoiY38g89II+eamgRAPteMHHbB1w+dWyBtoxD7TjhRY5ZkW064JgZmZmZr3II82bmZmZlcwBl5mZmVnJBmTAJWm9pHslPSjp55KGNOA1F0vasezXqUXh+O+T9EdJb+jhfmZIendv568RJL1c0kxJj0p6SNJ/S9qzi/XPk7RVI/O4sarO6x/3dn770jk8kLn8cvnVH8sv6P9l2IAMuIDnI2L/iNgPWAOc3ewMNVjl+F8LTAG+0uwMNZIkAT8F5kbEKyNiH+AzwM5dbHYe0NcLrOJ5/Q/grGZnyErh8svlV38sv6Cfl2EDNeAqup00gjRKvpqj6wcknZTTD5N0Q2UDSd+SdHp+vFjS53NN6wFJe+X0l0n6paR7JH2PjgdN7Au2A54GkLSNpDmFY3lp2hJJp0m6P9cqr6jeiaQv5hpjK5xThwMvRMR3KwkRcS8wqKPPWdK5wC7AbyT9pvHZ7ZHfAntIGi3pwUqipE9IujA/nivpPyTdKenPkt6c0wdJujifA/dLOqew33Oqz3VrKpdfLr/6Y/kF/bAMa/RI832K0mS0RwCX5qR/A/YHXkuaKuAuSbfVsKsnI+J1kj4MfAJ4P3AB8LuI+IKkY2mb6qMv2FLSvcAWwHDgbTn978A7I+KZ3Oz6B0mzSRP1/jvwxoh4UtLQ4s4kXQRsD5wRrXHb637A3bWuHBHflPQx4PCI6PNThEgaTJpg+eYaVh8cEQdJOoZ0zh5JOld3Bw7IQyEUP++OznVrApdfLr9q0WrlF/TfMqwVovkyVL6wTwFDgVty+puAayJifUSsBG4FXl/D/n6S/98NjM6P3wJcCRARN5JrYX1Epdl2L2Ac8ENJItVivyzpfuBXpJrzzqQC7drKlzUi1hT2dT4wJCI+2CKFVX9WOa/nAUtp+yHuSkfn7pHAdyPiRWj3eXe0vjWWyy+XX/1Vvy7DBmrA9XxE7E+aYHIz2vpAdNZs/iIbvldbVC1fl/+vZ8NWwz7/BY6I20m14WHAKfn/gfn9WUk6VtH5sdwFHFhda+zj5gMHdpDe3efc11V+iPaPiHMi4h/07Nzt6vPu7Fy3xnH5lbn82kCrl1/Qz8uwgRpwARARfwXOBT4haVPgNuCkfP13GKmWdyewBNhH0uaStic143fnNlIBgKR3ADuUcQz1ytewB5Fqy9sDqyLiBUmH0zbj+RzgREkvy9sUC6ebgWnAjZK2bVzO6/JrYHNJH6gkSHo96X3o7HN+FmiV4ytaCeyU++RsDhxXwza/BM7KzfrVn7f1ES6/XH5VEvpx+QX9qAwb8DXUiLhH0n2kedGuBA4F7iNFx5+KiCcAJM0C7gceAe6pYdefB66R9EdS0/7SErLfU5VmW0g1gYkRsV7SVcDPJc0D7gX+BBAR8yVNBW6VtJ50/KdXdhYRP86F1WxJx0TE8408mI0VESHpncDXJU0m9f1YTLqTp7PPeTpwk6QVEXF4g7PcY/nH5wvAHcAi8mfaje8DewL3S3oB+H/At8rLpfWUyy+XX/Tj8gv6VxnmqX3MzMzMSjagLymamZmZNYIDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK5kDLjMzM7OSOeAyMzMzK9n/B1UBERGR8XNGAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# print(lst_lst_max)\n",
+    "\n",
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "n_cols = 2\n",
+    "n_rows = 3\n",
+    "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n",
+    "\n",
+    "list_of_tuples = []\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))\n",
+    "\n",
+    "for i in list_of_tuples:\n",
+    "    k, v = i\n",
+    "    ax[k][v].bar(strikes, lst_lst_max[k*2+v])\n",
+    "    ax[k][v].set_title(description[k*2+v])\n",
+    "    \n",
+    "plt.savefig('figures/participant_strike.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_cols = 2\n",
+    "n_rows = 2\n",
+    "\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# print(lst_lst_max)\n",
+    "\n",
+    "strikes = ['Round', 'Back', 'Cut', 'Punch']\n",
+    "n_cols = 2\n",
+    "n_rows = 2\n",
+    "fig, ax = plt.subplots(n_rows, n_cols, figsize = (10,10))\n",
+    "\n",
+    "list_of_tuples = []\n",
+    "for i in range(n_rows):\n",
+    "    for j in range(n_cols):\n",
+    "        list_of_tuples.append((i, j))\n",
+    "\n",
+    "for i in list_of_tuples:\n",
+    "    k, v = i\n",
+    "    ax[k][v].bar(values, lst_max_lst[k*2+v])\n",
+    "    ax[k][v].set_title(strikes[k*2+v])\n",
+    "    \n",
+    "plt.savefig('figures/strike_participant.png')\n",
+    "plt.show()\n",
+    "plt.clf()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}