Assessment_Task_3_pipe_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import math\n",
    "import glob\n",
    "import os\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./Inputs_Assessment_Task_3_Laboratory_Report/\n",
      "./Outputs_Assessment_Task_3_Laboratory_Report/\n"
     ]
    }
   ],
   "source": [
    "input_dir = './Inputs_Assessment_Task_3_Laboratory_Report/'\n",
    "output_dir = './Outputs_Assessment_Task_3_Laboratory_Report/'\n",
    "\n",
    "print(\n",
    "    input_dir,\n",
    "    output_dir,\n",
    "    sep='\\n'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# create output directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_output_dir(arg_output_dir):\n",
    "    \"\"\"create output directory if it does not exist\n",
    "\n",
    "    arguments:\n",
    "        [string] --> arg_output_dir = path of the output directory name\n",
    "    \"\"\"\n",
    "    if not os.path.exists(arg_output_dir):\n",
    "        os.makedirs(arg_output_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./Outputs_Assessment_Task_3_Laboratory_Report/'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "create_output_dir(output_dir)\n",
    "output_dir"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# read files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def list_files(arg_directory_path, arg_regex, arg_column_name='file_path'):\n",
    "    \"\"\"return list of files in a directory\n",
    "\n",
    "    arguments:\n",
    "        [string] --> arg_directory_path = directory path of the polygons\n",
    "        [string] --> arg_regex = regex entry\n",
    "        [string] --> arg_column_name = column's name\n",
    "    \"\"\"\n",
    "    list_files = glob.glob(pathname=arg_directory_path + arg_regex)\n",
    "    list_files = pd.DataFrame(list_files, columns=[arg_column_name])\n",
    "    list_files.sort_values(by=[arg_column_name], inplace=True)\n",
    "    list_files.reset_index(drop=True, inplace=True)\n",
    "\n",
    "    return list_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_path</th>\n",
       "      <th>file_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>./Inputs_Assessment_Task_3_Laboratory_Report/p...</td>\n",
       "      <td>pipe_test_01.csv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>./Inputs_Assessment_Task_3_Laboratory_Report/p...</td>\n",
       "      <td>pipe_test_02.csv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>./Inputs_Assessment_Task_3_Laboratory_Report/p...</td>\n",
       "      <td>pipe_test_03.csv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>./Inputs_Assessment_Task_3_Laboratory_Report/p...</td>\n",
       "      <td>pipe_test__31_03_24__broken.csv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>./Inputs_Assessment_Task_3_Laboratory_Report/p...</td>\n",
       "      <td>pipe_test__31_03_24__unbroken.csv</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           file_path  \\\n",
       "0  ./Inputs_Assessment_Task_3_Laboratory_Report/p...   \n",
       "1  ./Inputs_Assessment_Task_3_Laboratory_Report/p...   \n",
       "2  ./Inputs_Assessment_Task_3_Laboratory_Report/p...   \n",
       "3  ./Inputs_Assessment_Task_3_Laboratory_Report/p...   \n",
       "4  ./Inputs_Assessment_Task_3_Laboratory_Report/p...   \n",
       "\n",
       "                           file_name  \n",
       "0                   pipe_test_01.csv  \n",
       "1                   pipe_test_02.csv  \n",
       "2                   pipe_test_03.csv  \n",
       "3    pipe_test__31_03_24__broken.csv  \n",
       "4  pipe_test__31_03_24__unbroken.csv  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "measurements = list_files(input_dir, 'pipe_test*.csv', 'file_path')\n",
    "measurements['file_name'] = measurements.file_path. str.split(pat='/').str[-1]\n",
    "measurements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# friction factor vs Reynold's number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>no</th>\n",
       "      <th>flow_regime</th>\n",
       "      <th>reynolds_number</th>\n",
       "      <th>friction_factor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>laminar</td>\n",
       "      <td>100</td>\n",
       "      <td>0.640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>laminar</td>\n",
       "      <td>200</td>\n",
       "      <td>0.320000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>laminar</td>\n",
       "      <td>400</td>\n",
       "      <td>0.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>laminar</td>\n",
       "      <td>800</td>\n",
       "      <td>0.080000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>laminar</td>\n",
       "      <td>1600</td>\n",
       "      <td>0.040000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>laminar</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.032000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>4000</td>\n",
       "      <td>0.016000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>6000</td>\n",
       "      <td>0.010667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>8000</td>\n",
       "      <td>0.008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>10000</td>\n",
       "      <td>0.006400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>12000</td>\n",
       "      <td>0.005333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>16000</td>\n",
       "      <td>0.004000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>turbulent</td>\n",
       "      <td>20000</td>\n",
       "      <td>0.003200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    no flow_regime  reynolds_number  friction_factor\n",
       "0    1     laminar              100         0.640000\n",
       "1    2     laminar              200         0.320000\n",
       "2    3     laminar              400         0.160000\n",
       "3    4     laminar              800         0.080000\n",
       "4    5     laminar             1600         0.040000\n",
       "5    6     laminar             2000         0.032000\n",
       "6    7   turbulent             4000         0.016000\n",
       "7    8   turbulent             6000         0.010667\n",
       "8    9   turbulent             8000         0.008000\n",
       "9   10   turbulent            10000         0.006400\n",
       "10  11   turbulent            12000         0.005333\n",
       "11  12   turbulent            16000         0.004000\n",
       "12  13   turbulent            20000         0.003200"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theoretical_values = pd.read_csv(filepath_or_buffer='./Inputs_Assessment_Task_3_Laboratory_Report/theoretical_values.csv')\n",
    "theoretical_values['friction_factor'] = theoretical_values.apply(\n",
    "    lambda arg: 64/arg.reynolds_number if arg.reynolds_number else 0.316*(arg.reynolds_number**-0.25), axis=1)\n",
    "theoretical_values.to_csv(path_or_buf='{}friction_factor_vs_reynolds_number.csv'.format(output_dir), index=False)\n",
    "theoretical_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,6))\n",
    "ax.plot(theoretical_values.reynolds_number.to_numpy(), theoretical_values.friction_factor.to_numpy(), '-o', label='theoretical')\n",
    "ax.plot([2300,2300], [0, 1])\n",
    "ax.plot([4000,4000], [0, 1])\n",
    "ax.legend()\n",
    "ax.grid(visible=True, which='both')\n",
    "ax.set_xscale(value='log')\n",
    "ax.set_yscale(value='log')\n",
    "ax.set_title(label='friction factor vs reynolds_number\\nf vs Re')\n",
    "ax.set_xlabel(xlabel='Reynold\\'s number ($R_e$)')\n",
    "ax.set_ylabel(ylabel='friction factor ($f$)')\n",
    "ax.annotate(text='turbulent', xy=(10000, 0.2), xytext=(0, 0), textcoords='offset points')\n",
    "ax.annotate(text='transitional', xy=(2200, 0.35), xytext=(0, 0), textcoords='offset points')\n",
    "ax.annotate(text='laminar', xy=(500, 0.5), xytext=(0, 0), textcoords='offset points')\n",
    "fig.savefig(fname='{}friction_factor_vs_reynolds_number.png'.format(output_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# water kinematic viscosity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>temperature</th>\n",
       "      <th>kinematic_viscosity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1.793000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1.732000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1.674000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1.619000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1.522000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>1.520000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1.474000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1.429000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1.386000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>1.346000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>1.307000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>1.270000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>1.235000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>1.201000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>1.169000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>1.138000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>1.108000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>1.080000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>1.053000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>1.027000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>1.002000e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>9.780000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>9.550000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>9.330000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>9.110000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>8.930000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>8.760000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>8.540000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>8.360000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>8.180000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>8.020000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>7.850000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>7.690000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>7.530000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>7.380000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>7.240000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>7.110000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>6.970000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>6.840000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>6.710000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>6.580000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>45</td>\n",
       "      <td>6.020000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>50</td>\n",
       "      <td>5.540000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>55</td>\n",
       "      <td>5.110000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>60</td>\n",
       "      <td>4.760000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>65</td>\n",
       "      <td>4.430000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>70</td>\n",
       "      <td>4.130000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>75</td>\n",
       "      <td>3.860000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>80</td>\n",
       "      <td>3.630000e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>85</td>\n",
       "      <td>3.420000e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    temperature  kinematic_viscosity\n",
       "0             0         1.793000e-06\n",
       "1             1         1.732000e-06\n",
       "2             2         1.674000e-06\n",
       "3             3         1.619000e-06\n",
       "4             4         1.522000e-06\n",
       "5             5         1.520000e-06\n",
       "6             6         1.474000e-06\n",
       "7             7         1.429000e-06\n",
       "8             8         1.386000e-06\n",
       "9             9         1.346000e-06\n",
       "10           10         1.307000e-06\n",
       "11           11         1.270000e-06\n",
       "12           12         1.235000e-06\n",
       "13           13         1.201000e-06\n",
       "14           14         1.169000e-06\n",
       "15           15         1.138000e-06\n",
       "16           16         1.108000e-06\n",
       "17           17         1.080000e-06\n",
       "18           18         1.053000e-06\n",
       "19           19         1.027000e-06\n",
       "20           20         1.002000e-06\n",
       "21           21         9.780000e-07\n",
       "22           22         9.550000e-07\n",
       "23           23         9.330000e-07\n",
       "24           24         9.110000e-07\n",
       "25           25         8.930000e-07\n",
       "26           26         8.760000e-07\n",
       "27           27         8.540000e-07\n",
       "28           28         8.360000e-07\n",
       "29           29         8.180000e-07\n",
       "30           30         8.020000e-07\n",
       "31           31         7.850000e-07\n",
       "32           32         7.690000e-07\n",
       "33           33         7.530000e-07\n",
       "34           34         7.380000e-07\n",
       "35           35         7.240000e-07\n",
       "36           36         7.110000e-07\n",
       "37           37         6.970000e-07\n",
       "38           38         6.840000e-07\n",
       "39           39         6.710000e-07\n",
       "40           40         6.580000e-07\n",
       "41           45         6.020000e-07\n",
       "42           50         5.540000e-07\n",
       "43           55         5.110000e-07\n",
       "44           60         4.760000e-07\n",
       "45           65         4.430000e-07\n",
       "46           70         4.130000e-07\n",
       "47           75         3.860000e-07\n",
       "48           80         3.630000e-07\n",
       "49           85         3.420000e-07"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "water_kinematic_viscosity = pd.read_csv(filepath_or_buffer='./Inputs_Assessment_Task_3_Laboratory_Report/water_kinematic_viscosity.csv')\n",
    "water_kinematic_viscosity.kinematic_viscosity = water_kinematic_viscosity.kinematic_viscosity*(10**-6)\n",
    "water_kinematic_viscosity.to_csv(path_or_buf='{}water_kinematic_viscosity_vs_temperature.csv'.format(output_dir))\n",
    "water_kinematic_viscosity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(15,8))\n",
    "ax.plot(water_kinematic_viscosity.temperature.to_numpy(), water_kinematic_viscosity.kinematic_viscosity.to_numpy(), '-o', label='kinematic_viscosity')\n",
    "ax.grid(visible=True, which='both')\n",
    "ax.set_title(label='Kinematic Viscosity vs Temperature\\n\\u03BD vs T')\n",
    "ax.set_xlabel(xlabel='Temperature (\\N{DEGREE SIGN}C)')\n",
    "ax.set_ylabel(ylabel='Kinematic Viscosity ($10^{-6} m^2/s$)')\n",
    "fig.savefig(fname='{}water_kinematic_viscosity_vs_temperature.png'.format(output_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# pipe properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diameter: 0.003m\n",
      "length: 0.5m\n"
     ]
    }
   ],
   "source": [
    "diameter = 0.003\n",
    "length = 0.5\n",
    "print('diameter: {}m\\nlength: {}m'.format(diameter, length))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculations(arg_file_path, arg_file_name, arg_output_dir=output_dir, arg_viscosity=water_kinematic_viscosity, arg_diameter=diameter, arg_length=length):\n",
    "\n",
    "    # raw data\n",
    "    test = pd.read_csv(filepath_or_buffer=arg_file_path)\n",
    "    test, temperature = test.iloc[:,:-1], test.iloc[:,-1].dropna()[0]\n",
    "    kinematic_viscosity = arg_viscosity[arg_viscosity.temperature == temperature].iloc[0,1]\n",
    "    print(\n",
    "        '='*20, arg_file_name, '-'*10, 'raw data', '-'*10,\n",
    "        'Temperature: {}\\N{DEGREE SIGN}C'.format(temperature),\n",
    "        'Kinematic Viscosity: {} m^2/s'.format(kinematic_viscosity),\n",
    "        '-'*10, test, '\\n', sep='\\n'\n",
    "        )\n",
    "\n",
    "    # SI units\n",
    "    test.h1 = test.h1/1000\n",
    "    test.h2 = test.h2/1000\n",
    "    test['hl'] = test.h2 - test.h1\n",
    "    test.volume = test.volume/1000\n",
    "    test.time = pd.to_timedelta('00:' + test.time.astype(str))/dt.timedelta(seconds=1)\n",
    "    test = test[test.columns[[0,1,2,5,3,4]]]\n",
    "    test.to_csv(path_or_buf='{}SI_units_{}'.format(arg_output_dir, arg_file_name), index=False)\n",
    "    print('-'*10, 'SI units data', '-'*10, test, '\\n', sep='\\n')\n",
    "\n",
    "    # calculations\n",
    "    test.rename(columns={'hl':'head_loss'}, inplace=True)\n",
    "    test['discharge'] = (test.volume/test.time)/1000\n",
    "    test['velocity'] = test.discharge/(math.pi*(arg_diameter**2)/4)\n",
    "    test['friction_factor'] = test.head_loss*arg_diameter*(2*9.81)/(arg_length*(test.velocity**2))\n",
    "    test['reynolds_number'] = test.velocity*arg_diameter/kinematic_viscosity\n",
    "    test = test[test.columns[[0,3,4,5,6,7,8,9]]]\n",
    "    test.to_csv(path_or_buf='{}calculations_{}'.format(arg_output_dir, arg_file_name), index=False)\n",
    "    print('-'*10, 'calculations', '-'*10, test, '\\n', sep='\\n')\n",
    "\n",
    "    # plot\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "    ax.plot(test.reynolds_number.to_numpy(), test.friction_factor.to_numpy(), '-o', label='experimental')\n",
    "    ax.plot(theoretical_values.reynolds_number.to_numpy(), theoretical_values.friction_factor.to_numpy(), '-o', label='theoretical')\n",
    "    ax.plot([2300,2300], [0, 1])\n",
    "    ax.plot([4000,4000], [0, 1])\n",
    "    for ind1, ind2, ind3 in zip(np.arange(start=1, stop=len(test)+1), test.reynolds_number.to_numpy(), test.friction_factor.to_numpy()):\n",
    "        ax.annotate(text=ind1, xy=(ind2, ind3), xytext=(0, 5), textcoords='offset points', fontsize=8)\n",
    "    ax.legend()\n",
    "    ax.set_xscale(value='log')\n",
    "    ax.set_yscale(value='log')\n",
    "    ax.grid(visible=True, which='both')\n",
    "    ax.set_title(label='Friction Factor vs Reynold\\'s Number\\n$f$ vs $R_e$\\n{}'.format(arg_file_name.split(sep='.')[0]))\n",
    "    ax.set_xlabel(xlabel='Reynold\\'s number ($R_e$)')\n",
    "    ax.set_ylabel(ylabel='friction factor ($f$)')\n",
    "    ax.annotate(text='turbulent', xy=(10000, 0.2), xytext=(0, 0), textcoords='offset points')\n",
    "    ax.annotate(text='transitional', xy=(2200, 0.35), xytext=(0, 0), textcoords='offset points')\n",
    "    ax.annotate(text='laminar', xy=(500, 0.5), xytext=(0, 0), textcoords='offset points')\n",
    "    fig.savefig(fname='{}Plot_friction_factor_vs_reynolds_number_{}.png'.format(arg_output_dir, arg_file_name.split(sep='.')[0]))\n",
    "\n",
    "    # plot\n",
    "    fig, ax = plt.subplots(figsize=(10,6))\n",
    "    ax.plot(test.velocity.to_numpy(), test.head_loss.to_numpy(), '-o', label='experimental')\n",
    "    for ind1, ind2, ind3 in zip(np.arange(start=1, stop=len(test)+1), test.velocity.to_numpy(), test.head_loss.to_numpy()):\n",
    "        ax.annotate(text=ind1, xy=(ind2, ind3), xytext=(0, 5), textcoords='offset points', fontsize=8)\n",
    "    ax.legend()\n",
    "    ax.set_xscale(value='log')\n",
    "    ax.set_yscale(value='log')\n",
    "    ax.grid(visible=True, which='both')\n",
    "    ax.set_title(label='Head Loss vs Velocity\\n$HL$ vs $v$\\n{}'.format(arg_file_name.split(sep='.')[0]))\n",
    "    ax.set_xlabel(xlabel='velocity ($v$ in $m/s$)')\n",
    "    ax.set_ylabel(ylabel='head loss ($HL$ in $m$)')\n",
    "    fig.savefig(fname='{}Plot_head_loss_vs_velocity_{}.png'.format(arg_output_dir, arg_file_name.split(sep='.')[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====================\n",
      "pipe_test_01.csv\n",
      "----------\n",
      "raw data\n",
      "----------\n",
      "Temperature: 29.0°C\n",
      "Kinematic Viscosity: 8.179999999999999e-07 m^2/s\n",
      "----------\n",
      "   test_number   h1   h2  volume      time\n",
      "0            1   63  427     255  01:00.26\n",
      "1            2   80  410     245  01:00.29\n",
      "2            3  103  389     230  01:00.05\n",
      "3            4  119  374     215  01:00.14\n",
      "4            5  141  353     185  01:00.19\n",
      "5            6  162  336     165  01:00.22\n",
      "6            7  180  319     145  01:00.12\n",
      "7            8  201  301     105  01:00.28\n",
      "\n",
      "\n",
      "----------\n",
      "SI units data\n",
      "----------\n",
      "   test_number     h1     h2     hl  volume   time\n",
      "0            1  0.063  0.427  0.364   0.255  60.26\n",
      "1            2  0.080  0.410  0.330   0.245  60.29\n",
      "2            3  0.103  0.389  0.286   0.230  60.05\n",
      "3            4  0.119  0.374  0.255   0.215  60.14\n",
      "4            5  0.141  0.353  0.212   0.185  60.19\n",
      "5            6  0.162  0.336  0.174   0.165  60.22\n",
      "6            7  0.180  0.319  0.139   0.145  60.12\n",
      "7            8  0.201  0.301  0.100   0.105  60.28\n",
      "\n",
      "\n",
      "----------\n",
      "calculations\n",
      "----------\n",
      "   test_number  head_loss  volume   time  discharge  velocity  \\\n",
      "0            1      0.364   0.255  60.26   0.000004  0.598658   \n",
      "1            2      0.330   0.245  60.29   0.000004  0.574895   \n",
      "2            3      0.286   0.230  60.05   0.000004  0.541854   \n",
      "3            4      0.255   0.215  60.14   0.000004  0.505758   \n",
      "4            5      0.212   0.185  60.19   0.000003  0.434825   \n",
      "5            6      0.174   0.165  60.22   0.000003  0.387624   \n",
      "6            7      0.139   0.145  60.12   0.000002  0.341206   \n",
      "7            8      0.100   0.105  60.28   0.000002  0.246424   \n",
      "\n",
      "   friction_factor  reynolds_number  \n",
      "0         0.119562      2195.566589  \n",
      "1         0.117540      2108.416279  \n",
      "2         0.114670      1987.240294  \n",
      "3         0.117356      1854.857696  \n",
      "4         0.131995      1594.714508  \n",
      "5         0.136326      1421.604381  \n",
      "6         0.140550      1251.366691  \n",
      "7         0.193858       903.756878  \n",
      "\n",
      "\n",
      "====================\n",
      "pipe_test_02.csv\n",
      "----------\n",
      "raw data\n",
      "----------\n",
      "Temperature: 26.0°C\n",
      "Kinematic Viscosity: 8.76e-07 m^2/s\n",
      "----------\n",
      "   test_number   h1   h2  volume      time\n",
      "0            1   88  423     240  01:00.19\n",
      "1            2  106  405     238  01:00.18\n",
      "2            3  127  385     232  01:00.11\n",
      "3            4  147  368     213  01:00.06\n",
      "4            5  166  353     189  01:00.14\n",
      "5            6  187  333     146  01:00.04\n",
      "6            7  207  320     112  01:00.19\n",
      "7            8  228  303      76  01:00.19\n",
      "\n",
      "\n",
      "----------\n",
      "SI units data\n",
      "----------\n",
      "   test_number     h1     h2     hl  volume   time\n",
      "0            1  0.088  0.423  0.335   0.240  60.19\n",
      "1            2  0.106  0.405  0.299   0.238  60.18\n",
      "2            3  0.127  0.385  0.258   0.232  60.11\n",
      "3            4  0.147  0.368  0.221   0.213  60.06\n",
      "4            5  0.166  0.353  0.187   0.189  60.14\n",
      "5            6  0.187  0.333  0.146   0.146  60.04\n",
      "6            7  0.207  0.320  0.113   0.112  60.19\n",
      "7            8  0.228  0.303  0.075   0.076  60.19\n",
      "\n",
      "\n",
      "----------\n",
      "calculations\n",
      "----------\n",
      "   test_number  head_loss  volume   time  discharge  velocity  \\\n",
      "0            1      0.335   0.240  60.19   0.000004  0.564098   \n",
      "1            2      0.299   0.238  60.18   0.000004  0.559490   \n",
      "2            3      0.258   0.232  60.11   0.000004  0.546020   \n",
      "3            4      0.221   0.213  60.06   0.000004  0.501721   \n",
      "4            5      0.187   0.189  60.14   0.000003  0.444596   \n",
      "5            6      0.146   0.146  60.04   0.000002  0.344017   \n",
      "6            7      0.113   0.112  60.19   0.000002  0.263246   \n",
      "7            8      0.075   0.076  60.19   0.000001  0.178631   \n",
      "\n",
      "   friction_factor  reynolds_number  \n",
      "0         0.123933      1931.842233  \n",
      "1         0.112444      1916.061883  \n",
      "2         0.101871      1869.932865  \n",
      "3         0.103352      1718.221042  \n",
      "4         0.111368      1522.590579  \n",
      "5         0.145226      1178.140078  \n",
      "6         0.191958       901.526375  \n",
      "7         0.276693       611.750040  \n",
      "\n",
      "\n",
      "====================\n",
      "pipe_test_03.csv\n",
      "----------\n",
      "raw data\n",
      "----------\n",
      "Temperature: 30.0°C\n",
      "Kinematic Viscosity: 8.02e-07 m^2/s\n",
      "----------\n",
      "   test_number   h1   h2  volume      time\n",
      "0            1  111  482     242  01:00.00\n",
      "1            2  120  474     240  01:00.00\n",
      "2            3  130  464     232  01:00.00\n",
      "3            4  140  453     230  01:00.00\n",
      "4            5  150  445     225  01:00.00\n",
      "5            6  160  433     218  01:00.00\n",
      "6            7  180  414     210  01:00.00\n",
      "7            8  200  397     190  01:00.00\n",
      "\n",
      "\n",
      "----------\n",
      "SI units data\n",
      "----------\n",
      "   test_number     h1     h2     hl  volume  time\n",
      "0            1  0.111  0.482  0.371   0.242  60.0\n",
      "1            2  0.120  0.474  0.354   0.240  60.0\n",
      "2            3  0.130  0.464  0.334   0.232  60.0\n",
      "3            4  0.140  0.453  0.313   0.230  60.0\n",
      "4            5  0.150  0.445  0.295   0.225  60.0\n",
      "5            6  0.160  0.433  0.273   0.218  60.0\n",
      "6            7  0.180  0.414  0.234   0.210  60.0\n",
      "7            8  0.200  0.397  0.197   0.190  60.0\n",
      "\n",
      "\n",
      "----------\n",
      "calculations\n",
      "----------\n",
      "   test_number  head_loss  volume  time  discharge  velocity  friction_factor  \\\n",
      "0            1      0.371   0.242  60.0   0.000004  0.570600         0.134141   \n",
      "1            2      0.354   0.240  60.0   0.000004  0.565884         0.130136   \n",
      "2            3      0.334   0.232  60.0   0.000004  0.547021         0.131398   \n",
      "3            4      0.313   0.230  60.0   0.000004  0.542306         0.125287   \n",
      "4            5      0.295   0.225  60.0   0.000004  0.530516         0.123388   \n",
      "5            6      0.273   0.218  60.0   0.000004  0.514012         0.121637   \n",
      "6            7      0.234   0.210  60.0   0.000003  0.495149         0.112356   \n",
      "7            8      0.197   0.190  60.0   0.000003  0.447992         0.115552   \n",
      "\n",
      "   reynolds_number  \n",
      "0      2134.413756  \n",
      "1      2116.773973  \n",
      "2      2046.214841  \n",
      "3      2028.575057  \n",
      "4      1984.475600  \n",
      "5      1922.736359  \n",
      "6      1852.177226  \n",
      "7      1675.779395  \n",
      "\n",
      "\n",
      "====================\n",
      "pipe_test__31_03_24__broken.csv\n",
      "----------\n",
      "raw data\n",
      "----------\n",
      "Temperature: 26.0°C\n",
      "Kinematic Viscosity: 8.76e-07 m^2/s\n",
      "----------\n",
      "    test_number   h1   h2  volume      time\n",
      "0             1   85  416     255  01:00.34\n",
      "1             2   98  405     252  01:00.27\n",
      "2             3  109  394     250  01:00.32\n",
      "3             4  119  385     244  01:00.37\n",
      "4             5  131  375     231  01:00.23\n",
      "5             6  144  365     210  01:00.36\n",
      "6             7  156  355     195  01:00.61\n",
      "7             8  170  344     170  01:00.34\n",
      "8             9  182  335     150  01:00.38\n",
      "9            10  192  325     135  01:00.33\n",
      "10           11  204  315     113  01:00.37\n",
      "11           12  216  305      89  01:00.31\n",
      "12           13  228  295      67  01:00.44\n",
      "13           14  239  285      48  01:00.36\n",
      "14           15  250  275      28  01:00.29\n",
      "15           16  256  270      14  01:00.60\n",
      "\n",
      "\n",
      "----------\n",
      "SI units data\n",
      "----------\n",
      "    test_number     h1     h2     hl  volume   time\n",
      "0             1  0.085  0.416  0.331   0.255  60.34\n",
      "1             2  0.098  0.405  0.307   0.252  60.27\n",
      "2             3  0.109  0.394  0.285   0.250  60.32\n",
      "3             4  0.119  0.385  0.266   0.244  60.37\n",
      "4             5  0.131  0.375  0.244   0.231  60.23\n",
      "5             6  0.144  0.365  0.221   0.210  60.36\n",
      "6             7  0.156  0.355  0.199   0.195  60.61\n",
      "7             8  0.170  0.344  0.174   0.170  60.34\n",
      "8             9  0.182  0.335  0.153   0.150  60.38\n",
      "9            10  0.192  0.325  0.133   0.135  60.33\n",
      "10           11  0.204  0.315  0.111   0.113  60.37\n",
      "11           12  0.216  0.305  0.089   0.089  60.31\n",
      "12           13  0.228  0.295  0.067   0.067  60.44\n",
      "13           14  0.239  0.285  0.046   0.048  60.36\n",
      "14           15  0.250  0.275  0.025   0.028  60.29\n",
      "15           16  0.256  0.270  0.014   0.014  60.60\n",
      "\n",
      "\n",
      "----------\n",
      "calculations\n",
      "----------\n",
      "    test_number  head_loss  volume   time     discharge  velocity  \\\n",
      "0             1      0.331   0.255  60.34  4.226052e-06  0.597864   \n",
      "1             2      0.307   0.252  60.27  4.181185e-06  0.591517   \n",
      "2             3      0.285   0.250  60.32  4.144562e-06  0.586336   \n",
      "3             4      0.266   0.244  60.37  4.041743e-06  0.571790   \n",
      "4             5      0.244   0.231  60.23  3.835298e-06  0.542584   \n",
      "5             6      0.221   0.210  60.36  3.479125e-06  0.492196   \n",
      "6             7      0.199   0.195  60.61  3.217291e-06  0.455154   \n",
      "7             8      0.174   0.170  60.34  2.817368e-06  0.398576   \n",
      "8             9      0.153   0.150  60.38  2.484266e-06  0.351452   \n",
      "9            10      0.133   0.135  60.33  2.237693e-06  0.316569   \n",
      "10           11      0.111   0.113  60.37  1.871791e-06  0.264804   \n",
      "11           12      0.089   0.089  60.31  1.475709e-06  0.208770   \n",
      "12           13      0.067   0.067  60.44  1.108537e-06  0.156826   \n",
      "13           14      0.046   0.048  60.36  7.952286e-07  0.112502   \n",
      "14           15      0.025   0.028  60.29  4.644220e-07  0.065702   \n",
      "15           16      0.014   0.014  60.60  2.310231e-07  0.032683   \n",
      "\n",
      "    friction_factor  reynolds_number  \n",
      "0          0.109012      2047.479831  \n",
      "1          0.103289      2025.741881  \n",
      "2          0.097589      2007.998729  \n",
      "3          0.095777      1958.183597  \n",
      "4          0.097568      1858.163284  \n",
      "5          0.107391      1685.601160  \n",
      "6          0.113080      1558.745042  \n",
      "7          0.128937      1364.986554  \n",
      "8          0.145818      1203.602020  \n",
      "9          0.156230      1084.139582  \n",
      "10         0.186347       906.863715  \n",
      "11         0.240383       714.966076  \n",
      "12         0.320693       537.075207  \n",
      "13         0.427847       385.280265  \n",
      "14         0.681757       225.007765  \n",
      "15         1.542880       111.928367  \n",
      "\n",
      "\n",
      "====================\n",
      "pipe_test__31_03_24__unbroken.csv\n",
      "----------\n",
      "raw data\n",
      "----------\n",
      "Temperature: 27.0°C\n",
      "Kinematic Viscosity: 8.539999999999999e-07 m^2/s\n",
      "----------\n",
      "    test_number   h1   h2  volume      time\n",
      "0             1   28  388     250  01:00.09\n",
      "1             2   37  381     249  01:00.40\n",
      "2             3   49  371     242  01:00.31\n",
      "3             4   61  359     235  01:00.45\n",
      "4             5   72  350     225  01:00.13\n",
      "5             6   81  340     217  01:00.28\n",
      "6             7   93  330     207  01:00.31\n",
      "7             8  106  320     194  01:00.40\n",
      "8             9  118  308     172  01:00.39\n",
      "9            10  128  300     160  01:00.62\n",
      "10           11  139  291     148  01:00.21\n",
      "11           12  150  280     128  01:00.40\n",
      "12           13  162  270     110  01:00.30\n",
      "13           14  174  260      91  01:00.50\n",
      "14           15  185  250      69  01:00.38\n",
      "15           16  196  240      48  01:00.26\n",
      "16           17  207  230      26  01:00.32\n",
      "\n",
      "\n",
      "----------\n",
      "SI units data\n",
      "----------\n",
      "    test_number     h1     h2     hl  volume   time\n",
      "0             1  0.028  0.388  0.360   0.250  60.09\n",
      "1             2  0.037  0.381  0.344   0.249  60.40\n",
      "2             3  0.049  0.371  0.322   0.242  60.31\n",
      "3             4  0.061  0.359  0.298   0.235  60.45\n",
      "4             5  0.072  0.350  0.278   0.225  60.13\n",
      "5             6  0.081  0.340  0.259   0.217  60.28\n",
      "6             7  0.093  0.330  0.237   0.207  60.31\n",
      "7             8  0.106  0.320  0.214   0.194  60.40\n",
      "8             9  0.118  0.308  0.190   0.172  60.39\n",
      "9            10  0.128  0.300  0.172   0.160  60.62\n",
      "10           11  0.139  0.291  0.152   0.148  60.21\n",
      "11           12  0.150  0.280  0.130   0.128  60.40\n",
      "12           13  0.162  0.270  0.108   0.110  60.30\n",
      "13           14  0.174  0.260  0.086   0.091  60.50\n",
      "14           15  0.185  0.250  0.065   0.069  60.38\n",
      "15           16  0.196  0.240  0.044   0.048  60.26\n",
      "16           17  0.207  0.230  0.023   0.026  60.32\n",
      "\n",
      "\n",
      "----------\n",
      "calculations\n",
      "----------\n",
      "    test_number  head_loss  volume   time     discharge  velocity  \\\n",
      "0             1      0.360   0.250  60.09  4.160426e-06  0.588580   \n",
      "1             2      0.344   0.249  60.40  4.122517e-06  0.583217   \n",
      "2             3      0.322   0.242  60.31  4.012602e-06  0.567667   \n",
      "3             4      0.298   0.235  60.45  3.887510e-06  0.549970   \n",
      "4             5      0.278   0.225  60.13  3.741893e-06  0.529370   \n",
      "5             6      0.259   0.217  60.28  3.599867e-06  0.509277   \n",
      "6             7      0.237   0.207  60.31  3.432267e-06  0.485566   \n",
      "7             8      0.214   0.194  60.40  3.211921e-06  0.454394   \n",
      "8             9      0.190   0.172  60.39  2.848154e-06  0.402931   \n",
      "9            10      0.172   0.160  60.62  2.639393e-06  0.373398   \n",
      "10           11      0.152   0.148  60.21  2.458063e-06  0.347745   \n",
      "11           12      0.130   0.128  60.40  2.119205e-06  0.299806   \n",
      "12           13      0.108   0.110  60.30  1.824212e-06  0.258073   \n",
      "13           14      0.086   0.091  60.50  1.504132e-06  0.212791   \n",
      "14           15      0.065   0.069  60.38  1.142763e-06  0.161668   \n",
      "15           16      0.044   0.048  60.26  7.965483e-07  0.112689   \n",
      "16           17      0.023   0.026  60.32  4.310345e-07  0.060979   \n",
      "\n",
      "    friction_factor  reynolds_number  \n",
      "0          0.122333      2067.610828  \n",
      "1          0.119055      2048.770922  \n",
      "2          0.117630      1994.146363  \n",
      "3          0.115981      1931.979662  \n",
      "4          0.116782      1859.611861  \n",
      "5          0.117555      1789.029424  \n",
      "6          0.118332      1705.736765  \n",
      "7          0.122011      1596.231160  \n",
      "8          0.137766      1415.449602  \n",
      "9          0.145223      1311.701587  \n",
      "10         0.147970      1221.586097  \n",
      "11         0.170260      1053.183446  \n",
      "12         0.190892       906.580485  \n",
      "13         0.223584       747.510007  \n",
      "14         0.292763       567.919754  \n",
      "15         0.407890       395.861352  \n",
      "16         0.728147       214.211611  \n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    None\n",
       "1    None\n",
       "2    None\n",
       "3    None\n",
       "4    None\n",
       "dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JCgpi9erV2NjY0LZt2xT5qlSpQpUqVfj22285fPgwDRo0YMGCBUycODFT9Xl4eDB8+HDd4gv16tXTXSNubm4ZOp/u3bszffp0/v77b/755x9cXV0zNHUvNZ6enpw9exatVqs3unX58mXd+6lxdXXF2to61WmAqV2bqXFxcaFXr1706tWLqKgofHx88Pf3z1RnC2DYsGHMmjWLcePGpZiqC4mjea+uXBkbG0tISEim6smo1NrkypUruv3jkq5jc3PzbF+/Qog3j0wjFEKITKhRowYlSpRg1qxZKb7wJf+reNK+Oa/meZVGo6Fly5Zs3rxZNy0J4OHDh6xatYqGDRvqpsAZU9Jf+V/9y/6sWbP0XqvVatq3b8/ff//NiRMnUpSTdHxa59+8eXMsLCyYM2eOXl2//vor4eHhvP3229k6jw8++ACNRsMff/zB2rVreeedd/T2MIqIiCA+Pl7vmCpVqqBWq3n58mWW6hwyZAg2NjZMnjwZSBztcnBw4IcffiAuLi5F/leX6a9atSpVq1Zl8eLFrF+/ns6dO2d50+s2bdrw4MEDvZUp4+Pj+emnn7Czs8PX1zfV4zQaDX5+fmzatInbt2/r0i9dusSOHTvSrffV7QHs7OwoXbp0lto0aXRr8+bNBAYGpni/VKlSHDx4UC/tl19+SXNkK7s2bdqk98zVsWPHOHr0qG4FSDc3Nxo3bszChQtT7fAZYlsGIUTeJSNbQgiRCWq1mvnz59O2bVu8vb3p1asXHh4eXL58mQsXLui+mNasWROAoUOH4ufnh0ajoXPnzqmWOXHiRHbt2kXDhg0ZOHAgZmZmLFy4kJcvX6a6j5IxODg44OPjw48//khcXBxFihRh586dBAcHp8j7ww8/sHPnTnx9fenbty8VKlQgJCSEtWvXEhAQgJOTE97e3mg0GqZMmUJ4eDiWlpY0bdoUNzc3vvrqK8aNG0erVq1o164dQUFBzJs3j9q1a6c6fS4z3NzcaNKkCTNmzCAyMpJOnTrpvb93714GDx7Mhx9+SNmyZYmPj2fFihVoNJoUC1JkVIECBejVqxfz5s3j0qVLVKhQgfnz59OtWzdq1KhB586dcXV15fbt22zdupUGDRrw888/65XRvXt3Ro4cCZCtNujbty8LFy6kZ8+enDx5Ei8vL9atW8ehQ4eYNWtWiufAkhs3bhzbt2+nUaNGDBw4UNdJq1SpUrrPX1WsWJHGjRtTs2ZNXFxcOHHiBOvWrWPw4MFZOo/PPvuMmTNncubMmRQb/n766af079+fDz74gBYtWnDmzBl27NhhtI26S5cuTcOGDRkwYAAvX75k1qxZFChQgFGjRunyzJ07l4YNG1KlShX69OlDyZIlefjwIUeOHOHu3bucOXPGKLEJIfIAUy2DKIQQOSVpueXUlipXFP3lp9N679UlzAMCApQWLVoo9vb2iq2trVK1alXlp59+0r0fHx+vDBkyRHF1dVVUKpXe0tmksnT1qVOnFD8/P8XOzk6xsbFRmjRpohw+fDhD55FWjK9KWvr90aNHqb5/9+5d5b333lOcnJwUR0dH5cMPP1Tu37+fary3bt1Sunfvrri6uiqWlpZKyZIllUGDBikvX77U5Vm0aJFSsmRJ3dLhyeP7+eeflfLlyyvm5uZKoUKFlAEDBqRYSt/X11epVKnSa88pNYsWLVIAxd7eXnnx4oXeezdu3FA++eQTpVSpUoqVlZXi4uKiNGnSRNm9e3e65aa2DHmS69evKxqNRm/p8X379il+fn6Ko6OjYmVlpZQqVUrp2bOncuLEiRTHh4SEKBqNRilbtmyq5afVFj169NAt3Z/k4cOHSq9evZSCBQsqFhYWSpUqVfSWkU+S2ud64MABpWbNmoqFhYVSsmRJZcGCBbrr5nUmTpyo1KlTR3FyclKsra2V8uXLK99//70SGxv72uNe97uXVO+rbZ6QkKCMHj1aKViwoGJjY6P4+fkp165dS3Pp91d/X9L6PXj1801a+n3q1KnK9OnTlWLFiimWlpZKo0aNlDNnzqSI9/r160r37t0Vd3d3xdzcXClSpIjyzjvvKOvWrUs3JiHEm0ulKLngyVohhBAiHwsLC8PDw4MxY8bw3XffmTocIYQQBiLPbAkhhBAmtnTpUhISEujWrZupQxFCCGFA8syWEEIIYSJ79+7l4sWLfP/997Rv3163wp0QQog3g0wjFEIIIUykcePGuqXnV65cSZEiRUwdkhBCCAOSzpYQQgghhBBCGIE8syWEEEIIIYQQRiCdLSGEEEIIIYQwAulsCSGEEEIIIYQRSGdLCCGEEEIIIYxAOltCCCHeKFqtlokTJ1KqVCnMzc0pVaqUqUMSQgiRT0lnSwghxBtl3rx5jBkzhvfff5/ffvuNhQsX5ngMO3bsQKVS6f6Zm5tTunRp/P39iY2NzfF4hBBCmIZsaiyEEOKNsmTJElq0aMHUqVNNFsOZM2cAmDFjBq6urkRHR7N27VrGjRvHy5cvmTRpksliE0IIkXNkny0hhBBvjJiYGOzs7Bg3bhzffPONyeLo2rUr69evJyoqCo1GA0BsbCyenp5YW1tz48YNk8UmhBAi58g0QiGEEG+E3r17Y21tTUJCAt9++y0qlYr69eunyLdu3TpUKhUHDhxI8d7ChQtRqVScP3+eyMhIhg0bhpeXF5aWlri5udGiRQtOnTqVbixnzpyhUqVKuo4WgIWFBYULFyY8PDx7JyqEECLPkGmEQggh3ggff/wx5ubmLFy4kNmzZ+Pi4oKnp2eKfG+//TZ2dnasWbMGX19fvfdWr15NpUqVqFy5Mh9//DHr1q1j8ODBVKxYkcePHxMQEMClS5eoUaNGmnHExsYSFBREt27d9NLv37/PxYsXU9QphBDizSWdLSGEEG+Epk2bsmfPHmxtbRk8eDBqdeqTN6ytrWnbti3r1q1jzpw5utGnBw8ecODAAfz9/QHYunUrffr0Yfr06bpjR40alW4cFy9eJC4ujhIlShAWFkZcXBxnz55l9OjRaDQaJk6cmP2TFUIIkSfINEIhhBBvjLNnz1KpUqU0O1pJOnXqRGhoKPv379elrVu3Dq1WS6dOnQBwcnLi6NGj3L9/P9MxAHz33Xe4urpSuHBhWrVqhbOzMwEBAdSqVStzJyWEECLPks6WEEKIN8aZM2eoWrVquvlatWqFo6Mjq1ev1qWtXr0ab29vypYtC8CPP/7I+fPnKVasGHXq1MHf3z9DC1skrUS4detWdu3axcqVK6lUqRInT57E0dExi2cmhBAiL5LOlhBCiDfCs2fPuHPnDlWqVEk3r6WlJe3bt2fjxo3Ex8dz7949Dh06pBvVAujYsSM3btzgp59+onDhwkydOpVKlSrxzz//vLbss2fP4unpSZs2bWjevDkff/wxa9euJTIyknnz5mX7PIUQQuQd0tkSQgjxRkiavpeRkS1InEoYFhbGnj17WLt2LYqi6HW2ADw8PBg4cCCbNm0iODiYAgUK8P3336cbx6sdvgoVKlCrVi3Wr1+fIr9Wq2XGjBmULVsWFxcXevXqRVxcXIbOQQghRO4mnS0hhBBvhKTpexntbDVv3hwXFxdWr17N6tWrqVOnDiVKlAAgISEhxRLtbm5uFC5cmJcvX6ZZ5oMHDwgNDaVy5cop3vPz8yM4OJhLly7ppY8ZM4YtW7awf/9+bt26RXBwML/99luGzkEIIUTuJqsRCiGEeCOcPXuWIkWK4OLikqH85ubmvP/++/z55588f/6cadOm6d6LjIykaNGidOjQgWrVqmFnZ8fu3bs5fvy43uqEr0rq8KU2lbFly5Z8//33bN26lQoVKgAQEhLC7NmzuXr1Ku7u7gB07tyZkydPZvi8hRBC5F4ysiWEEOKNcPbs2QyPaiXp1KkTUVFRQOIzWklsbGwYOHAggYGBjB07luHDhxMUFMS8efMYMWLEa2MAUh3Zql+/Pvb29mzbtk2Xtnv3bmJiYihfvjxOTk44OTnxxRdfyEIaQgjxhlApiqKYOgghhBAiP5o9ezbnzp1j8eLFpg5FCCGEEcjIlhBCCGEi3t7ebN++ncuXLwPw+PFjduzYYeKohBBCGIp0toQQQggT8fX1ZciQIbRo0QI7Ozvq1KnD+fPnTR2WEEIIA5FphEIIIYQQQghhBDKyJYQQQgghhBBGIJ0tIYQQQgghhDAC6WwJIYQQQgghhBFIZ0sIIYQQQgghjEA6W0IIYQBeXl707NnT1GEIkSv5+/ujUqkICwszel1Lly5FpVJx4sQJo9clhBDpkc6WEEK8Ie7fv4+/vz+BgYFGrWfVqlXMmjXLKGVfuHCBDz/8kJIlS2JjY0PBggXx8fHh77//TpH32LFjDBw4kJo1a2Jubo5KpcpW3ZcuXaJVq1bY2dnh4uJCt27dePTokV6e+/fv07VrV8qVK4e9vT1OTk7UqVOHZcuWkdnFfS9fvsyoUaPw9vbG3t4eDw8P3n777Qx1Elq0aIFKpWLw4MGZqlMIIUTOMjN1AEII8SYICgpCrTbt36/u37/PuHHj8PLywtvb22j1rFq1ivPnzzNs2DCDl33r1i0iIyPp0aMHhQsXJjo6mvXr19OuXTsWLlxI3759dXm3bdvG4sWLqVq1KiVLluTKlStZrvfu3bv4+Pjg6OjIDz/8QFRUFNOmTePcuXMcO3YMCwsLAMLCwrh79y4dOnSgePHixMXFsWvXLnr27ElQUBA//PBDhutcvHgxv/76Kx988AEDBw4kPDychQsXUq9ePbZv307z5s1TPW7Dhg0cOXIky+cqhBAiBylCCCHeCMePH1cAZcmSJUat5+2331Y8PT2NWkdy8fHxSrVq1ZRy5crppT948ECJjo5WFEVRBg0apGTnf2kDBgxQrK2tlVu3bunSdu3apQDKwoUL0z3+nXfeUWxtbZX4+PgM13nixAklMjJSLy0sLExxdXVVGjRokOoxL168ULy8vJTx48crgDJo0KAM12dKY8eOVQDl0aNHmT42ISFBefHiRYbzL1myRAGU48ePZ7ouIYQwNJlGKIQQr5H0rMnly5fp2LEjDg4OFChQgM8++4yYmBhdvlef2Up6buTgwYP069ePAgUK4ODgQPfu3Xn69GmKev755x8aNWqEra0t9vb2vP3221y4cCHDce7fv5/atWsD0KtXL1QqFSqViqVLl+ryHD16lFatWuHo6IiNjQ2+vr4cOnRIr5zIyEiGDRuGl5cXlpaWuLm50aJFC06dOgVA48aN2bp1K7du3dLV4eXlleE4s0Kj0VCsWDGePXuml16oUCGsra0NUsf69et55513KF68uC6tefPmlC1bljVr1qR7vJeXF9HR0cTGxma4zpo1a2JnZ6eXVqBAARo1asSlS5dSPebHH39Eq9UycuTIDNeTWT179kz1M036XUguaSrjpk2bqFy5MpaWllSqVInt27enWnZYWNhrf4+Sl/n7779TqVIlLC0tdeWdPn2a1q1b4+DggJ2dHc2aNeO///5L95yePn1KnTp1KFq0KEFBQQC8fPmSsWPHUrp0aSwtLSlWrBijRo3i5cuX2TpHIYRITqYRCiFEBnTs2BEvLy8mTZrEf//9x5w5c3j69CnLly9/7XGDBw/GyckJf39/goKCmD9/Prdu3WL//v26L64rVqygR48e+Pn5MWXKFKKjo5k/fz4NGzbk9OnTGerMVKhQgfHjxzNmzBj69u1Lo0aNAHjrrbcA2Lt3L61bt6ZmzZqMHTsWtVrNkiVLaNq0Kf/++y916tQBoH///qxbt47BgwdTsWJFHj9+TEBAAJcuXaJGjRp88803hIeHc/fuXWbOnAmQosNgCM+fP+fFixeEh4fz119/8c8//9CpUyeD1wNw7949QkNDqVWrVor36tSpw7Zt21Kkv3jxgufPnxMVFcWBAwdYsmQJ9evXN0jn78GDBxQsWDBF+u3bt5k8eTK//fabwTqZhhAQEMCGDRsYOHAg9vb2zJkzhw8++IDbt29ToEABvbwZ/T3au3cva9asYfDgwRQsWBAvLy8uXLhAo0aNcHBwYNSoUZibm7Nw4UIaN27MgQMHqFu3bqrxhYWF0aJFC548ecKBAwcoVaoUWq2Wdu3aERAQQN++falQoQLnzp1j5syZXLlyhU2bNmX5HIUQQo+ph9aEECI3S5r+1K5dO730gQMHKoBy5swZRVEUxdPTU+nRo4fu/aSpTDVr1lRiY2N16T/++KMCKJs3b1YURVEiIyMVJycnpU+fPnrlP3jwQHF0dEyR/jppTSPUarVKmTJlFD8/P0Wr1erSo6OjlRIlSigtWrTQpTk6OqY7NS0nphH269dPARRAUavVSocOHZQnT56kmT870wiT2m358uUp3vviiy8UQImJidFLnzRpki4+QGnWrJly+/btLNWf3MGDBxWVSqV89913Kd7r0KGD8tZbb+leY6RphD169Ej18036XUgOUCwsLJRr167p0s6cOaMAyk8//ZTi2PR+j5LKVKvVyoULF/Tytm/fXrGwsFCuX7+uS7t//75ib2+v+Pj46NKSTyMMCQlRKlWqpJQsWVK5efOmLs+KFSsUtVqt/Pvvv3p1LFiwQAGUQ4cOZfochRAiNTKNUAghMmDQoEF6r4cMGQKQ6qhHcn379sXc3Fz3esCAAZiZmemO27VrF8+ePeOjjz4iLCxM90+j0VC3bl327duX7dgDAwO5evUqXbp04fHjx7o6nj9/TrNmzTh48CBarRYAJycnjh49yv3797Ndb3YMGzaMXbt2sWzZMlq3bk1CQkKmpuhlxosXLwCwtLRM8Z6VlZVeniQfffQRu3btYtWqVXTp0iXVPJkVGhpKly5dKFGiBKNGjdJ7b9++faxfv95oq0BmR/PmzSlVqpTuddWqVXFwcODGjRsp8mb098jX15eKFSvqXickJLBz507at29PyZIldekeHh506dKFgIAAIiIi9Mq4e/cuvr6+xMXFcfDgQTw9PXXvrV27lgoVKlC+fHm937umTZsCpPi9y8w5CiFEcjKNUAghMqBMmTJ6r0uVKoVarebmzZuZOs7Ozg4PDw/dcVevXgXQfcl7lYODQ9YCTiapjh49eqSZJzw8HGdnZ3788Ud69OhBsWLFqFmzJm3atKF79+56X3BzQvny5SlfvjwA3bt3p2XLlrRt25ajR49me4n3VyVNyXv1WR1A9zzRq9P2PD09dV/eP/roI/r27Uvz5s0JCgrK0hS/58+f88477xAZGUlAQIDe1Mz4+HiGDh1Kt27ddM/l5SbJn3NL4uzsnOqziRn9PSpRooTe60ePHhEdHU25cuVSlFmhQgW0Wi137tyhUqVKuvRu3bphZmbGpUuXcHd31zvm6tWrXLp0CVdX11TPKTQ0NMvnKIQQyUlnSwghssBQX/iTRpRWrFiR4gshgJlZ9m/TSXVMnTo1zSXhk77cd+zYkUaNGrFx40Z27tzJ1KlTmTJlChs2bKB169bZjiWrOnToQL9+/bhy5UqqX7izw8PDA4CQkJAU74WEhODi4pLqqNer8S1atIiDBw/i5+eXqfpjY2N5//33OXv2LDt27KBy5cp67y9fvpygoCAWLlyYolMSGRnJzZs3cXNzw8bGJlP1piWtazshISHVdI1Gk2q6koF9x9KqyxDPpL3//vssX76c2bNnM2nSJL33tFotVapUYcaMGakeW6xYMb3X2TlHIUT+Jp0tIYTIgKtXr+r9tf3atWtotdp0F6+4evUqTZo00b2OiooiJCSENm3aAOimJrm5uaW5r1JGpfXFNakOBweHDNXh4eHBwIEDGThwIKGhodSoUYPvv/9e19ky9MhSRiRN0QsPDzd42UWKFMHV1TXVzYSPHTuWoT3LshqfVqule/fu7NmzhzVr1uDr65siz+3bt4mLi6NBgwYp3lu+fDnLly9n48aNtG/fPlN1p8XZ2TnFyo+QuAdadmX198jV1RUbGxvdSoLJXb58GbVanaKDNGTIEEqXLs2YMWNwdHTkyy+/1L1XqlQpzpw5Q7NmzUxyPQsh8g95ZksIITJg7ty5eq9/+ukngHRHe3755Rfi4uJ0r+fPn098fLzuOD8/PxwcHPjhhx/08iV59OhRhmO0tbUFSPFFuWbNmpQqVYpp06YRFRWVZh0JCQkpOgtubm4ULlxYb4qdra2tUTo9kHL6FkBcXBzLly/H2tpa7zkeQ/rggw/YsmULd+7c0aXt2bOHK1eu8OGHH+rS0vo8fv31V1QqFTVq1MhUvUOGDGH16tXMmzeP999/P9U8nTt3ZuPGjSn+AbRp04aNGzemuRJfVpQqVYrw8HDOnj2rSwsJCdHVmR1Z/T3SaDS0bNmSzZs3643uPXz4kFWrVtGwYcNUp9x+9913jBw5kq+++or58+fr0jt27Mi9e/dYtGhRimOSVpoUQghDkJEtIYTIgODgYNq1a0erVq04cuQIK1eupEuXLlSrVu21x8XGxtKsWTM6duxIUFAQ8+bNo2HDhrRr1w5IHG2aP38+3bp1o0aNGnTu3BlXV1du377N1q1badCgAT///HOGYixVqhROTk4sWLAAe3t7bG1tqVu3LiVKlGDx4sW0bt2aSpUq0atXL4oUKcK9e/fYt28fDg4O/P3330RGRlK0aFE6dOhAtWrVsLOzY/fu3Rw/fpzp06fr6qlZsyarV69mxIgR1K5dGzs7O9q2bZv1xk2mX79+RERE4OPjQ5EiRXjw4AG///47ly9fZvr06XrPMt26dYsVK1YA6EalJk6cCCQ+U9WtW7cM1/v111+zdu1amjRpwmeffUZUVBRTp06lSpUq9OrVS5fv+++/59ChQ7Rq1YrixYvz5MkT1q9fz/Hjx3UjKRk1a9Ys5s2bR/369bGxsWHlypV677/33nvY2trqPb/2qhIlShhsRCtJ586dGT16NO+99x5Dhw7VbUVQtmxZ3X5rWZXV3yNI/Gx37dpFw4YNGThwIGZmZixcuJCXL1/y448/pnnc1KlTCQ8PZ9CgQdjb29O1a1e6devGmjVr6N+/P/v27aNBgwYkJCRw+fJl1qxZw44dO1LdCkAIITLN1MshCiFEbpa0ZPXFixeVDh06KPb29oqzs7MyePBg5cWLF7p8aS39fuDAAaVv376Ks7OzYmdnp3z88cfK48ePU9Szb98+xc/PT3F0dFSsrKyUUqVKKT179lROnDiRqXg3b96sVKxYUTEzM0uxDPzp06eV999/XylQoIBiaWmpeHp6Kh07dlT27NmjKIqivHz5Uvniiy+UatWqKfb29oqtra1SrVo1Zd68eXp1REVFKV26dFGcnJwUwKDLwP/xxx9K8+bNlUKFCilmZmaKs7Oz0rx5c91S+cnt27dPb/n15P98fX0zXff58+eVli1bKjY2NoqTk5Py8ccfKw8ePNDLs3PnTuWdd95RChcurJibmyv29vZKgwYNlCVLlugtq58RPXr0SDN+QAkODn7t8Rhp6XdFSTzPypUrKxYWFkq5cuWUlStXprn0e2oxvPr7kNHfo/TO69SpU4qfn59iZ2en2NjYKE2aNFEOHz6slyf50u9JEhISlI8++kgxMzNTNm3apCiKosTGxipTpkxRKlWqpFhaWirOzs5KzZo1lXHjxinh4eGZPkchhEiNSlHk6U4hhEiLv78/48aN49GjR6luNJuWpUuX0qtXL44fPy5/IRdCCCHyKXlmSwghhBBCCCGMQJ7ZEkKIXC42NpYnT568No+jo6NBlsvOqkePHqW5NDgknoOFhcVry3B1dU1ziW1jxWVhYYGLi4tB63zx4kW6C4i4uLik2x6ZlVs/AyGEyM+ksyWEELnc4cOH9ZaPT82SJUvo2bNnzgSUitq1a792aXBfX18OHDjw2jKCg4PTXQLcGHHt37/foHWuXr1ab1GN1Ozbt4/GjRsbtN7c+hkIIUR+Js9sCSFELvf06VNOnjz52jyVKlXSbc5rCocOHdLtNZUaZ2dnnj59+toyGjZsiJWVVY7HVbNmTYPWGRISwoULF16bp2bNmjg7Oxu03tz6GQghRH4mnS0hhBBCCCGEMAJZIEMIIYQQQgghjECe2coArVbL/fv3sbe3R6VSmTocIYQQQgghhIkoikJkZCSFCxdGrX792JV0tjLg/v37FCtWzNRhCCGEEEIIIXKJO3fuULRo0dfmkc5WBtjb2wOJDerg4KBLj4uLY+fOnbRs2RJzc/NMl5vV47Nbr8icN7W9c+t5mSouY9dr6PINVZ7cx/KHN7W9c+t5yX0sZ8uU+1j+kJvaOyIigmLFiun6CK8jna0MSJo66ODgkKKzZWNjg4ODQ5Z/ubNyfHbrFZnzprZ3bj0vU8Vl7HoNXb6hypP7WP7wprZ3bj0vuY/lbJlyH8sfcmN7Z+TxIlkgQwghhBBCCCGMQDpbQgghhBBCCGEE0tkSQgghhBBCCCOQZ7aEEEIIIUS+kJCQQFxcnF5aXFwcZmZmxMTEkJCQkOGysnqcyJqcbm9zc3M0Gk22y5HOlhBCCCGEeKMpisKDBw949uxZqu+5u7tz586dTO2nmtXjRNaYor2dnJxwd3fPVn3S2RJCCCGEEG+0pI6Wm5sbNjY2el+etVotUVFR2NnZpbtBbXJZPU5kTU62t6IoREdHExoaCoCHh0eWy5LOlhBCCCGEeGMlJCToOloFChRI8b5WqyU2NhYrK6tMd7aycpzImpxub2trawBCQ0Nxc3PL8pRCuTKEEEIIIcQbK+kZLRsbGxNHIvKapGvm1ef8MkM6W0IIIYQQ4o0nz1WJzDLENSOdLSGEEEIIIYQwAulsCSGEEEIIITLs5s2bqFQqAgMDTR1Kli1duhQnJyej1yOdLSGEEEIIITIgQatw5PpjNgfe478bj0nQKqYOySSKFStGSEgIlStXNnUo+Pv74+3tbeow0pRvViPcsmULn3/+OVqtltGjR/Ppp5+aOiQhhBBCCJFHbD8fwri/LxISHqNLK2Rvwdi2lWhTtbAJI8tZsbGxWFhY4O7ubupQ8oR8MbIVHx/PiBEj2Lt3L6dPn2bq1Kk8fvzY1GEJIYQQQog8YPv5EAasPKXX0QIIjYxl0KrTbD8fYpR6tVotkyZNokSJElhbW1OtWjXWrVuHoig0b94cPz8/FCVxdO3JkycULVqUMWPGALB//35UKhVbt26latWqWFlZUa9ePc6fP69XR0BAAI0aNcLa2ppixYoxdOhQnj9/rnvfy8uLCRMm0L17dxwcHOjbt2+KaYRJde3YsYPq1atjbW1N06ZNCQ0N5Z9//qFChQo4ODjQpUsXoqOj0z2/JEnl7tmzhzp16lC4cGEaNmxIUFAQkDgVcNy4cZw5cwaVSoVKpWLp0qUAzJgxgypVqmBra0uxYsUYOHAgUVFRBv+M0pMvOlvHjh2jUqVKFClSBDs7O1q3bs3OnTtNHZYQQgghhDABRVGIjo3X/XsRm6D3Ovm/yJg4xv51gdQmDCal+f91kciYuDTLSP4vqXOUEZMmTWL58uUsWLCACxcuMHz4cLp27crBgwdZtmwZx48fZ86cOQD079+fIkWK6DpbSb744gumT5/O8ePHcXV1pW3btrqlzK9fv06rVq344IMPOHv2LKtXryYgIIDBgwfrlTFt2jSqVavG6dOn+e6779KM19/fn59//pnDhw9z584dOnbsyKxZs1i1ahVbt25l586d/PTTT+me34EDB/TK/eabb5g6dSp79+7FzMyMTz75BIBOnTrx+eefU6lSJUJCQggJCaFTp04AqNVq5syZw4ULF1i2bBl79+5l1KhRGW57Q8kT0wgPHjzI1KlTOXnyJCEhIWzcuJH27dvr5Zk7dy5Tp07lwYMHVKtWjZ9++ok6deoAcP/+fYoUKaLLW6RIEe7du5eTpyCEEEIIIXKJF3EJVByzwyBlKcCDiBiq+GfsD/kXx/thY5H+V/CXL1/yww8/sHv3burXrw9AyZIlCQgIYOHChaxatYqFCxfSvXt3Hjx4wLZt2zh9+jRmZvpljx07lhYtWgCwbNkyihYtysaNG+nYsSOTJk3i448/ZtiwYQCUKVOGOXPm4Ovry/z587GysgKgadOmfP7557oyb968mWrMEydOpEGDBgD07t2br776iuvXr1OyZEkAOnTowL59+xg9enS65+fr66sr9/vvv8fX15eIiAhGjRpF27ZtiYmJwdraGjs7O8zMzFJMa0w6J0gcnZs4cSL9+/dn3rx56ba9IeWJztbz58+pVq0an3zyCe+//36K91evXs2IESNYsGABdevWZdasWfj5+REUFISbm5sJIhZCCCHePIqi8CL+BQDWZtayb1EqFEVBGx2NKjY2UyMYQrzq2rVrREdH6zpKSWJjY6levToAH374IRs3bmTy5MnMnz+fMmXKpCgnqSMD4OLiQrly5bh06RIAZ86c4ezZs/z++++6PIqioNVqCQ4OpkKFCgDUqlUrQzFXrVpV93OhQoWwsbHRdbSS0o4dO5bh80utXA8PDwBCQ0MpXrx4mrHs3r2bSZMmcfnyZSIiIoiPjycmJobo6Ogc3eA6T3S2WrduTevWrdN8f8aMGfTp04devXoBsGDBArZu3cpvv/3Gl19+SeHChfVGsu7du6cb9UrNy5cvefnype51REQEkLh7dPIdpJN+zuqu0lk9Prv1isx5U9s7t56XqeIydr2GLt9Q5cl9LH8wVHu/iH9BgzWJf7U+1PEQ1mbW2Y4tO3LjdaSNjuZG3XqUAWKbNkXl4JBjdee1+5ihykyvjLi4OF0HQqvVAmCpUXHeP/FLvqIoREVGYWdvl+ofEI4FP+GTZSfTjeO3HjWpU8Il3XyWGpUujtdJ+v75999/683QArC0tESr1RIdHc3JkyfRaDRcuXJFr9ykn5Ofd5Kk9oiKiqJv374MGTIkRf3FixfXHWdjY/PaspNeazQa3c+KomBubp6i7qT8GTm/5OW++seL+Ph4tFqtLj15PTdv3uSdd96hf//+TJgwARcXFwICAujTpw8xMTFYWVnpnUNaksqPi4tDo9Ho0jNzveaJztbrxMbGcvLkSb766itdmlqtpnnz5hw5cgSAOnXqcP78ee7du4ejoyP//PPPa+ebTpo0iXHjxqVI37lzZ6o94V27dmXrHLJ6fHbrFZnzprZ3bj0vU8Vl7HoNXb6hypP7WP6Q3faOVWJ1P+/YsQMLlUV2QzKI3HQdqWJjSRpb2Lt3L4pFzrdRXruPGarMtMpImmIWFRVFbGxsqnmsLTQkvHyR6nvVCllSyN6C0MjYVJ/bUgFu9hZUK2RJfEx0Kjn0RcakmwWAokWLYmlpSVBQUIqRHkjsjI0YMQKAtWvX0rFjRxo3boyPjw+AbiGKffv28d577wHw7Nkzrly5gqenJxEREVSuXJlz586lOhMsJiaGmJgYtFotMTExus4RoFto4vnz50REROjqioyMRK1W645XFEXvuJcvX5KQkEBERESGzi+1cpPSoqKiiIiIQKvVEhsbq1dPQEAAWq2WMWPG6I5LmvqYVFZq8b0qNjaWFy9ecPDgQeLj43XpyRf5SE+e72yFhYWRkJBAoUKF9NILFSrE5cuXgcRfsunTp9OkSRO0Wi2jRo2iQIECaZb51Vdf6S5eSPywixUrRsuWLXFI9hequLg4du3aRYsWLTA3N8907Fk9Prv1isx5U9s7t56XqeIydr2GLt9Q5cl9LH8wVHu/iH/B+DXjAfDz88sVI1u57TrSRkdz47vEBQqaNm2KZQ6PbOWl+5ihykyvjJiYGO7cuYOdnZ3uGaTkFEUhMjISe3v7NKfGjm1biUGrTqMCvQ6XKtn7zk6OWYo/LQ4ODnz++ed8++23WFpa0rBhQ8LDwzl8+DD29vYULFiQ33//nUOHDlGjRg1GjhzJoEGDCAwMxNnZWTdAMH36dIoWLUqhQoX49ttvKViwIB999BEWFhZ88803vPXWW3zzzTf07t0bW1tbLl68yO7du3ULWajVaqysrPS+A9vZ2QFga2uLg4ODri57e3tdPisrK1Qqld5xlpaWaDQaHBwc0j2/Hj166JVrb29PZGSkLs3Ozg4HBwfKlSvH7du3uXHjBkWLFsXe3p4qVaoQFxfH8uXLeeeddzh06JBulcKkGFOL71VJz4X5+PjoXTuv66C9Ks93tjKqXbt2tGvXLkN5LS0tsbS0TJFubm6e6i9xWukZldXjs1uvyJw3tb1z63mZKi5j12vo8g1VntzH8ofstncc/5s6Y2Zmlms+u9x0HWmTxWFuojbKa/cxQ5WZVhkJCQmoVCrUarVulCO5pGlkSXlS06ZqYearVSn22XIz8j5bEydOxM3NjSlTptCvXz+cnJyoUaMGX331FZ06dcLf31/3PNX48ePZtWsXAwcOZPXq1bpzmTx5MsOHD+fq1at4e3vz999/6zoO3t7eHDhwgG+++QZfX18URaFUqVJ06tRJry1ebZukn5Pa9NXXr+ZJXk7ytLTO7+uvv05RVtKxyctQq9V8+OGHbNq0iWbNmvHs2TOWLFlCz549mTFjBj/++CNff/01Pj4+TJo0ie7du6cac1qS6n312srMtZrnO1sFCxZEo9Hw8OFDvfSHDx/KZmtCCCGEEMIgWlX2oEVFd44FPyE0MgZXOwvKuZgZfEQrOZVKxWeffcZnn32W4r0HDx7ovTY3N+fEiRMp8jVs2DDF3lrJ1a5d+7VbIqW28qCXl5feM1SNGzdO8UxVz5496dmzp16av78//v7+utevO79Xy03qFHt7e+vVZWlpqbc3V5Lhw4czfPhwvbRu3bq9Nj5jyPP7bFlYWFCzZk327NmjS9NqtezZs0dv9RUhhBBCCCGyQ6NWUb9UAd71LkK9kgXQqGVFTvF6eWJkKyoqimvXruleBwcHExgYiIuLC8WLF2fEiBH06NGDWrVqUadOHWbNmsXz5891qxMKIYQQQgghRE7LE52tEydO0KRJE93rpMUrevTowdKlS+nUqROPHj1izJgxPHjwAG9vb7Zv355i0QwhhBBCCCHyg9Sm9omclyc6Wxm5WAYPHszgwYONGofss5U/vantnVvPS/bZytny5D6WPxiqvZMvfRwfH6+3YIYp5MbrSJv8e0J8POocjC2v3ccMVWZW9tlKLuk7ZlKejMrqcSJrTNHehthnS6VIlzdNc+fOZe7cuSQkJHDlyhVWrVqVoztOCyGEELlJrBLL+PDEpd/HOI7JNfts5Saq2FjK/P/S71cnjDfJPltCX9I+W8WKFcNCPg+RCbGxsdy5c4cHDx6k2GerS5cuhIeHv3bpeJDOVoZERETg6OhIWFiY7LOVD2WmvYcPH86WLVu4desWx44dw9vbm8ePH+Pn56fLEx0dTXBwMPfu3cPFJf2d5o0lt15Hss9WzpYn97H8wZD7bDVY0wCAQx0PyT5bqdBGR3Ojbj0Aih0KkH22cqDMjO6z5eXlleV9tlKT1eNE1piivWNiYrh58ybFihVLsc9WwYIFM9TZyhPTCHML2Wcrf8tIe3fs2JEvv/yShg0b6vK7u7tz5swZXZ5p06Zx4MCBXPNMYW69jmSfrZwtT+5j+YPss2V8ss+W6co05j5bqcnqcSJrTNHess+WELmMj49Punl+/fVXJk2alAPRCCGEEEIIU5JuuBA56PDhwzx9+pR33nnH1KEIIYQQQggjk86WEDno119/pXv37piZyaCyEEIIITJn//79qFQqnj17ZupQMkWlUrFp0yaDlefl5cWsWbMMVp4xyTc+IXJIVFQUa9as4fjx46YORQghhBBZoU2AW4ch6iHYuoFTJaNW17hxY7y9vfNMx8Lf359NmzYRGBiolx4SEoKzs7NpgjIx6WxlguyzlT9l53NKfsyqVauoWrUqpUqVyhWfXW69jmSfrZwtT+5j+YPss5VzZJ+tnC8zx/bZuvQ3qh1fooq4DyROD3Ow80BpNRltxXZZjj89yeNK/t+c3NsrNjY2Q8vmJ7Xlq7G5ubmlmp4ZyT+npP8auw1kny0jk322RGbNmzePkydP8vTpU+zt7bG2tmbBggUAjB49mpYtW9KsWTMTRymEEFkj+2ylT/bZyn0Msc+W+bV/sNkyAFBIvuh40qvod+YTV7p19oNNZuDAgfzxxx96aXPnzmXQoEFs2rQJf39/goKCqFy5MnPnzqVMmTK6fNu2bWPKlCkEBQXh7u7ORx99xOeff657jOHOnTuMHj2agwcPolaradasGVOmTNF1iiZPnszWrVvp06cP06dP586dOzx58oTw8HC+++47tm3bRmxsLN7e3nz//fdUqVKFVatWMWjQoBTxdunSBWdnZ1auXMnbb78NwL179xgzZgx79+4lNjaWsmXLMnXqVGrVqkVwcDDffPMNJ06cIDo6mrJlyzJmzBgaN26sK7dq1aoMGDCAAQMGGLTNX2WIfbZkZOs1Bg0axKBBg3T7bLVs2VL22cqHMtPebdq0ydJ7ppBbryPZZytny5P7WP5gyH22xq9J7Gz5+fnJPlup0EZHc+P/O1tNmzaVfbZyoMyM7rNlZ2f3v72SFAXiov//R4XIqCjs7exS379Jm4DqwDhe7WgBqFBQUGFzYDxKxdag1qQ8/lXmNpCBfaLmzp3LzZs3qVSpEuPGjQPgwoULAEyaNIkZM2bg6urKwIEDGTZsGP/++y8A//77LwMGDGDWrFk0atSI69ev079/fywtLRkzZgxarZbu3btjZ2fHvn37iI+PZ8iQIfTt25e9e/cCYGlpSXBwMNu2bWPDhg1oNBocHBzo0KED1tbWbNu2DUdHR3755Rfee+89Ll++TI8ePbh+/To7duxg586dADg6OmJtnXifsLa2xsHBgaioKNq1a0eRIkXYvHkz7u7unDp1Svc+QNu2bZk8eTKWlpasWLGCjz76iIsXL+Ls7Iy9vT1qtRorK6t0OzrZFRMTg7W1NT4+Pin22coo6Wxlguyzlb+luX+HVuFY8BNCI2Nws7eiTgkXNOq8s7lhbr2OZJ+tnC1P7mP5g+yzZXyyz5bpyszUPluxz2FyUV0ep2zUq0KByPuofvTM2AFf3wcL23SzOTs7Y2Fhga2tLYULFwbgypUrAHz//fc0adIEgC+//JK3336b2NhYrKysmDBhAl9++SW9evUCoHTp0kyYMIFRo0bh7+/Pnj17OHfuHMHBwRQrVgyA5cuXU6lSJU6ePEnt2rVRqVTExsayYsUKXF1dAQgICOD48eOEhoZiaWkJwPTp09m8eTMbNmygb9++2NvbY2Zmpos3uaT2//PPP3n06BHHjx/HxcUFgLJly+ryVa9enerVq+teT5w4kU2bNrFlyxa6deum6xDnxH5bss+WECa2/XwI4/6+SEh4jC7Nw9GKsW0r0qqyhwkjE0IIIcSbqmrVqrqfPTwSv2+EhoZSvHhxzpw5w6FDh/j+++91eRISEoiJiSE6OppLly5RrFgxXUcLoGLFijg5OXHp0iVq164NgKenp66jBXDmzBmioqIoUKCAXiwvXrzg+vXrGY49MDCQ6tWr6zpar4qKisLf35+tW7cSEhJCfHw8L1684Pbt2xmuIzeRzpYQWbT9fAgDVp7i1YceH4THMGDlKeZ3rSEdLiGEECI3MrdJHGEicRGEiMhIHP5/eloKtw7D7x3SL/PjdeD5VsbqzqbkIytJIz1Ji0VERUUxbtw43n///RTHJZ8Klx5bW/3Rt6ioKDw8PNi/f3+KvE5OThkuN2laYVpGjhzJrl27mDZtGqVLl8ba2poOHToQGxub4TpyE+lsCZEFCVqFcX9fTNHRAlAAFTDu74u0qOiep6YUCiGEEPmCSvW/qXxaLZgnJL5OrbNVqik4FIaIEEjl//wKKlQOhRPzZeSZrUywsLAgISEhU8fUqFGDoKAgSpcuner7FSpU4M6dO9y5c0c3unXx4kWePXtGxYoVX1vugwcPMDMzw8vLK8vxVq1alcWLF/PkyZNUR7cOHTpEz549ee+994DETt7Nmzfx9fV9bbm5lWxqLEQWHAt+ojd18FUKEBIew7HgJzkXlBBCCCEMT62BVlP+/4X+H1B1S2a0mmzwjhYkbt579OhRbt68SVhYWIaWOh8zZgzLly9n3LhxXLhwgUuXLvHnn3/y7bffAtC8eXOqVKnCxx9/zKlTpzh27Bjdu3fH19eXWrVqpVlu8+bNqV+/Pu3bt2fnzp3cvHmTw4cP61YOTIo3ODiYwMBAwsLCePnyZYpyPvroI9zd3Wnfvj2HDh3ixo0brF+/niNHjgBQpkwZNmzYQGBgIGfOnKFLly45usy9oUlnS4gsCI1Mu6OVlXxCCCGEyMUqtoOOy8FB//EAxc4d5cNlie8bwciRI9FoNFSsWBFXV9cMPbfk5+fHli1b2LlzJ7Vr16ZevXrMnDkTT8/EBTxUKhWbN2/G2dkZHx8fmjdvTsmSJVm9evVry1WpVGzbtg0fHx969epF2bJl6dy5M7du3aJQoUIAfPDBB7Rq1YomTZrg6uqaYul6SBz92rlzJ25ubrRp04YqVaowefJk3T5WM2bMwNnZmbfeeou2bdvi5+dHjRo1Mtt0uYZMIxQiC9zsMzbn2dZSfsWEEEKIN0LFdlD+7cRnuKIeorV1I8KpEg5OzkarsmzZsroRnyQ9e/bUe+3t7c2r2+b6+fnh5+eXZrnFixdn8+bNab7v7++Pv79/inR7e3vmzJnDnDlzUj3O0tKSdevWpUh/NT5PT89U80Hi6FjSEvRJBg0alPhs3f8vuX7z5s00Y89t5JtgJsTFxentGJ3dXc+zeryxd4gX+lJr7+pF7XF3sORhxMtUn9tKMvzP03zasAQ96hfPdR2v3HodmSouY9dr6PINVZ7cx/IHQ7V38k094+Pj9ZaCN4XceB1pk39PiI9HnYOx5bX7mKHKTK+MuLg4FEVBq9WmOh0tqSOQlOf1VODZ4H/HRUZm8DiRXZn7nAxDq9WiKApxcXG6kTfI3PWqUl7tagqduXPnMnfuXBISErhy5QqrVq3Cxib7K8iIN8OZxyp+u5I0E1d/P3kAJwt4FpuYbmem0LyIlobuCuYyeVcIkUfFKrGMD0/c1HiM4xgsVBYmjij3UcXGUub/NzW+OmE8ioW0kamZmZnh7u5OsWLFsJDPQ2RCbGwsd+7c4cGDB3p/bIqOjqZLly6Eh4enu7GydLYyICIiAkdHR8LCwvQaNLu7nmf1eGPvEC/0va69d1x4yMRtl3kQ8b8HQD0cLfmmdXmaV3Bj67kHzNl7nVtPEnepL+RgyaDGJfmgehEszEzb68qt15Gp4jJ2vYYu31DlyX0sfzBUe7+If0GDNYl/1T/U8RDWZq9fwtnYcuN1pI2O5kbdegAUOxSAZTpfxAwpr93HDFVmemXExMRw584dvLy8Ul36XFEUIiMjsbe31y2jnhFZPU5kjSnaOyYmhps3b1KsWDG9ayciIoKCBQtmqLOVu+Y15XJp7Uye3V3PM3W8NgHVraMUeXIEi/sOmJX0McrqNyKl1D6nd7yL0rpqEY4FPyE0MgY3eyvqlHDRLff+Qa3itKtelPUn7zJnz1Xuh8cw5q9LLAq4ybBmZWlfvYjJl4bP7vVrLKaKy9j1Grp8Q5WXo/cxA9YrMie77Z182qCZmVmu+exy03WkTRaHuYnaKK/dxwxVZlplJCQkoFKpUKvVqe6jlTQlLSlPRmX1OJE1pmhvtVqNSqVKcW1l5lqVzlZecvEv2D4as4j71AK4NT9x34dWU4y2Co5In0aton6pAmm+b65R07lOcd6rUYRVR28zd9917jx5wedrzzD/wHVGtChLq0ruqGU/LiGEEMJoZDKXyCxDXDPSDc8rLv4Fa7pDxH399IiQxPSLf5kmLpFhlmYaejUowcFRjRndqjyO1uZcC41i4O+naPtzAPsuh8r/CIQQQggDSxqFiI6ONnEkIq9JumayM+oqI1t5gTYBto8mtV3LE9NUsP3LxOVIZUphrmdjYcaAxqX4uF5xFv8bzK//3uDC/Qh6LT1OTU9nPm9ZlrdKFTR1mEIIIcQbQaPR4OTkRGhoKAA2NjZ6z/xotVpiY2OJiYnJ9DTCrBwnsiYn21tRFKKjowkNDcXJyUlvJcLMks5WXnDrcMoRLT0KRNxLzFeiUY6FJbLHwcqcES3K0vMtLxYeuM6yIzc5eespXRYdpUHpAnzeshw1ihtv7w4hhBAiv3B3dwfQdbiSUxSFFy9eYG1tnekFMrJynMgaU7S3k5OT7trJKuls5QVRDw2bT+QqLrYWfNWmAr0bluDnfdf449htDl17zKFrh2lW3o3PW5ajYuGcW81KCCGEeNOoVCo8PDxwc3NLsUdSXFwcBw8exMfHJ9OrqmblOJE1Od3e5ubm2RrRSiKdrbzArlDG8kWl/GuNyDvcHKwY/25l+jQqyZw9V1l/6i57Loey53Iob1f1YHjzspR2szN1mEIIIUSepdFoUnyB1mg0xMfHY2Vllakv8Vk9TmRNXm1vmWCaF3i+lbjqIOkMme74ClZ1hkdBORKWMI5iLjZM/bAau0b40rZaYQC2ng2h5cwDjFx7hjtP5AFfIYQQQoi8QEa2MiEuLk5v6Dnp51eHozNTXkaPV7X4Ac36XoAKVbKFMpT/74BpSzRGffMgqiv/oFzdida7K1qfURkfFRNpyu7nnFXFnSyZ0aEyfRt6MmvPNfZcfsS6k3fZHHiPD2sWYaBvSQo5pNycMaNMdV7pMVVcxq7X0OUbqrycvI8Zsl6ROYZq7/j4eL2fk++7ZQq58TrSJv+eEB+POgdjy2v3MUOVKfex/CE3tXdmYlApstZ0mubOncvcuXNJSEjgypUrrFq1ChsbG5PF4/HsOFXu/o513BNdWrS5C+eLfkyIU23sYu5T8f4aPMJPARCvtuSaWxuuubUmQZP1L+Uid7gZCdvuqAkKTxyQNlcpNHRXaF5Ei13eGU0XQuRhsUos48PHAzDGcQwWKgsTR5T7qGJjKfPdGACuThiPYiFtJMSbJjo6mi5duhAeHo6Dw+ufq5fOVgZERETg6OhIWFiYXoPGxcWxa9cuWrRokaW5o1k6XptAQnAA54/spnL95mhKNEyx3Lvq9mHUe/xR30/sdCm2biT4folSrQuoZTAzs7L7ORva0eAnzNx9jZO3nwFga6Gh51ue9G7gib1V5h7szU3nlcRUcRm7XkOXb6jyTHIfM0C9InMM1d4v4l/QYE0DAA51PIS1mbWhQsyS3HgdaaOjuVG3HgDFDgVgmc4XMUPKa/cxQ5Up97H8ITe1d0REBAULFsxQZ0u+eWeCubl5qh9uWunZLTeN3FDKl3tBz6lWyjf140r5Qsm9cGEj7BmH6ulNzLaNgOO/QPNxUNYPZInSTMvu52woDcsWokEZN/ZfecT0nUGcvxfB3P03WHn0Dn19StKrgRc2Fhn/1c4t5/UqU8Vl7HoNXb6hysvZ+5jh6hWZk932Tj5t0MzMLNd8drnpOtImi8PcRG2U1+5jhipT7mP5Q25o78zULwtkvKlUKqj8Pgw6Bn6TwNoZHl2GPzrBsrZw75SpIxTZoFKpaFLOjb8HN2T+xzUo42ZH+Is4pu4IwufHffwWEExMXIKpw8yTmjdvzrBhw4xaR+PGjY1ehxBCCCFMTzpbbzozS6g/EIYGQoPPQGMJN/+FRU1gXW94esvUEYpsUKlUtK7iwfZhPszsVI3iLjaERcUyfstFmkzbzx/HbhOXoDV1mOIVGzZsYMKECaYOQwghhBBGJp2t/MLaCVqMhyEnoGrnxLTz6+DnWrDjG3jx1KThiezRqFW8V70oez735Yf3quDhaEVIeAxfbThH8xkH2Hj6LglaeTwzt3BxccHe3t6odcTGxhq1fCGEEEKkTzpb+Y1TcXh/IfQ7CCV8ISEWjvwMs73h8E8Q/9LUEYpsMNeo6VK3OPtGNua7dypSwNaCW4+jGb76DK1nH2T7+RBkTZyMW7FiBbVq1cLe3h53d3e6dOlCaOj/Ng/fv38/KpWKHTt2UL16daytrWnatCmhoaH8888/VKhQAQcHB7p06UJ09P/2R3t1GqGXlxc//PADn3zyCfb29hQvXpxffvlFL5bRo0dTtmxZbGxsKFmyJGPHjtVbhtvf3x9vb28WL15MiRIlsLKSFUiFEEIIU5POVn7lUQ26b4aP14FbRYh5Bju/TRzpOrcOtDL1LC+zMtfQu2EJDo5qwhd+5XCwMuPKwyj6rzxF258D2BcUKp2uDIiLi2PChAmcOXOGTZs2cfPmTXr27Jkin7+/Pz///DOHDx/mzp07dOzYkVmzZrFq1Sq2bt3Kzp07mTt37mvrmj59OrVq1eL06dMMHDiQAQMGEBT0vw3K7e3tWbp0KRcvXmT27Nn89ttv/PXXX3plXLt2jfXr17NhwwYCAwMN0QRCCCGEyAZZjTA/U6mgTAso1RQCV8G+7+HZbVjfO3G0q8UEKNHI1FGKbLC1NGNQk9J0refJ4n9v8FtAMOfvRdBryXFqeTpR39bUEeZun3zyie7nkiVLMmfOHGrXrk1UVBR2dna69yZOnEiDBonLYffu3ZuvvvqK69evU7JkSQA6dOjAgQMHqFSpUpp1tWnThoEDBwKJo1gzZ85k3759lCtXDoBvv/1Wl9fLy4vhw4ezaNEivTJiY2NZvnw5rq6u2TxzIYQQQhiCjGyJxH26anSDISehybdgYQf3T8Oyd2BVJwi9bOoIRTY5WpvzectyHBzVhE8blsDCTM2JW8/46aIZPZeeJPDOM1OHmCudPHmStm3bUrx4cezt7fH19QXg9u3bevmqVq2q+7lQoUK6qX7J05JPP0xN8jJUKhXu7u56x6xevZoGDRrg7u6OnZ0dY8eOJSwsTK8MT09P6WgJIYQQuYh0tsT/WNiC7xcw9DTU/hRUGriyHebXh7+GQuQDU0cosqmAnSXfvlORg180oUudoqhVCoeuP6b93EP0WX6CSyERpg4x13j+/Dl+fn44ODjw+++/c/z4cTZu3AikXHwi+X4bKpUqxf4bKpUKbTpTc193zJEjR/j4449p06YNW7Zs4fTp03z55ZfExcXpHWNrK0OVQgghRG4i0whFSnZu8PZ0qNsfdvvD5S1walnis1xvDUn8Z2mXbjEi93J3tGJc24qUjrvJOYqzOfA+uy4+ZPelh7xTtTDDm5ehpGv+/owvX77M48ePmTx5MsWKFQPgxIkTJonl8OHDeHp68s033+jSXh1dE0IIIUTuIyNbIm0Fy0Dn36HXdihSC+Kew4HJ8FMNOLEEEuLTL0PkagWs4Mf3K7NzuA9vV/FAUeDvM/dpMfMgo9ad4e7T6PQLeUMVL14cCwsLfvrpJ27cuMFff/1lsr2xypQpw+3bt/nzzz+5fv06c+bMYfPmzSaJRQghhBAZJyNbmRAXF6c3bSfp51en8mSmvKwcn916M61wLejxD6rLf6HZNxHV02DYMgzlv3kkNBmDUsYvcbGNN1SOt3cOSX5ens5WzOpYhb6NPJm15xr7gsJYc+IuG0/fo3OtovT3LYmbvWWOx5WTkupTFAWtVouTkxOLFy9mzJgxzJkzh+rVqzN58mTef/993b0gaen15PeGhISEFPEnJCToVn+Mi4vT1fFqnuSvFUXRpbVu3ZqhQ4cyePBgXr58SevWrRk9ejTjxo3Tq1dRlBy/n+SZ+1g+Z6j2Tr7dQHx8PHGY9vPLjdeRNvn3hPh41DkYm7HbwxjlG6JMuY/lD7mpvTMTg0qR9Z/TNHfuXObOnUtCQgJXrlxh1apV2NjYmDosk1Jp4ykRtodyDzZhkfAcgDC78lwo0plnNiXTOVrkFcGRsPW2mqsRiYPf5mqFRu4KzQtrsTVP52ADWLRoEceOHePRo0fMmDFDt9hEXFwcS5Ys4fTp05ibm1OiRAmGDx9u/ICEEADEKrGMDx8PwBjHMVioLEwcUe6jio2lzHdjALg6YTyKhbSREG+a6OhounTpQnh4OA4ODq/NK52tDIiIiMDR0ZGwsDC9Bo2Li2PXrl20aNEixcPtGZHV47Nbr0HEhKM+PBv1sYWoEhI3QtZWfI+EJt+Ck6dpYjKSXNHeRpCR8zpy4zEzdl8j8E44ALaWGj55y5Neb3lib2WctoiLi2PWrFl8+OGHtGjRgrVr1+Lt7Q3AyJEjiY+PZ+bMmahUKh48eIC7u7vB6jXm52zo8g1VXr6+j+UjhmrvF/EvaLAmcZuDQx0PYW1mbagQsyQ3Xkfa6Ghu1K0HQLFDAVim80XMkPLafcxQZcp9LH/ITe0dERFBwYIFM9TZkmmEmWBubp7qh5tWenbLNdZxBmFeEPwmQN2+iftznfkT9cWNqIO2Qp2+0OhzsHExTWxGYtL2NqLXnZdPOXcalS3EvqBQpu24wsWQCH7ad4MVR+/Qz6cUPd7yxMbC8LeRSpUq4eXlpRff8+fPWbJkCXfv3sXi//9SnLRwhSEZ+3M2dPmGKi9f3sfyoey2d/Jpg2ZmZrnms8tN15E2WRzmJmqjvHYfM1SZch/LH3JDe2emflkgQ2SPUzF4bwH0OwAlG0NCbOKGyHO84dAciIsxdYQim1QqFU3LF2LLkIbM7VKDUq62PIuOY8r2y/j8uJ+lh4J5GZ9g9DiuX7+Oi4sLP/zwA7Vq1aJRo0bs2bPH6PUKIYQQQmSVdLaEYXhUg26b4OP14FYJYsJh13fwc204uxbS2WNI5H5qtYq3q3qwY5gP0z6sRlFna8KiXuL/90WaTN3Pn8duE59gvM85Pj6eW7duUbFiRU6cOMGcOXPo1KkTDx8+NFqdQgghhBDZIZ0tYTgqFZRpDv3/hXfngr0HhN+GDZ/CoiYQfNDUEQoDMNOo6VCzKHs/b8zE9pUp5GDJ/fAYvtxwjuYzDrA58B5areEfBS1evDhqtZqPP/4YgOrVq1OiRAnOnTtn8LqEEEIIIQxBOlvC8NQaqN4VhpyCpt+ChT2EBMKytvB7Rwi9ZOoIhQFYmKnpWs+TA1804du3K+Bia8HNx9F89mcgrWf/y44LDzDk+jsFCxakWbNm7NixA4Dg4GCCg4OpUKGCweoQQgghhDAk6WwJ47GwAZ8vYOhpqN0H1GZwdQfMfwv+GgKRD0wdoTAAK3MNnzYqycFRTfi8RVnsrcwIehhJvxUneXfuIQ5ceZTpTte8efMoUaIEd+/exc/Pj9KlSwOwYMECpk6dSpUqVWjfvj0LFy6kSJEixjgtIYQQQohsk9UIhfHZucLb06Buf9jjD5f+hlPL4dw6eGsIvDUULO1MHaXIJjtLM4Y0K0P3+l788u91lhy6ydm74fT47Rh1vFwY6VeOOiUytkLlwIEDadOmTYrVfkqWLMm+ffuMEb4QQgghhMHJyJbIOQVLQ6eV8MkOKFob4qLhwBSYUx2O/woJ8aaOUBiAo405X/iV5+CoJnzSoAQWZmqO3XxCx4VH6P7bMc7efWbqEIUQQgghcoR0tkTOK14Peu+CD5eBcwl4HgpbR8D8+nB5G8g+22+EgnaWjGlbkQNfNOajOsUxU6s4eOUR7X4+RL8VJwh6EKmXP0GrcOT6Y/4+G8LVcBUJRlhkQwghhBAiJ8k0QmEaKhVUag/l2sDJJbB/MoRdgT8/As8G0HICFKlp6iiFAXg4WjPp/Sr09y3J7N1X2Rh4jx0XHrLz4kPaVSvM8OZlufwggnF/XyQkPGlfNg3rph/Ev10lWlX2MGn8QgghhBBZJSNbwrTMLKBuP/gsEBoOBzMruHUIFjWFtb3gSbCpIxQG4lnAlhmdvNk5zIfWld1RFNgceJ+m0/fTf+WpZB2tRA8jXjJg5Sm2nw8xUcRCCCGEENkjnS2RO1g5QnN/GHISqnUBVHBhQ+KmyNu/hugnpo5QGEiZQvbM71qTLUMa0rhsQdKaLZiUPO7vizKlUAghhBB5knS2RO7iWBTemw/9DkLJJqCNg//mwhxvODQb4mLSLULkDZWLONLPt/Rr8yhASHgMx4Klsy2EEEKIvEee2cqEuLg44uLi9F4n/29WysvK8dmtN08oWAE+Wovqxj40e/xRhV6AXWNQji0iofHXKJU+AFXO/K3gTW3v3HBeIc+eZzhfXJyDUWMxdnsYunxDlSf3sfzBUO0dHx+v93McOfv5WVhYsHbtWt59910g9fPq3bs3z549Y/369TkaW5kyZRgyZAiDP/1UlxYXH486B6/xvHYfM1SZch/LH3JTe2cmBpWS2d1G85G5c+cyd+5cEhISuHLlCqtWrcLGxsbUYeU/ipZiTw5RIWQd1nFPAXhm7cWFIp0Js69o4uBEdlwNV/HzRU26+WoU0NKhhBZb83SzCiEM7JtvvqFEiRJ8+umnxCqxjA8fD8AYxzFYqCxyNJanT59iZ2eHubk5Dx8+pF+/fsyYMYOSJUvq8jx//hxFUbCzy9n9G/v06UPbtm15t1Urynw3BoCrE8ajWORsGwkhjC86OpouXboQHh6Og8Pr/xgsna0MiIiIwNHRkbCwML0GjYuLY9euXbRo0SLF5qsZkdXjs1tvnhUXjfrYL6gPz0IVGwWAtlRzEpr5g2t541X7hrZ3bjivBK1C4+kHeRjxkvRuRLYWGrrXK84nDbxwsjF8vMZuD0OXb6jy5D6WP2SnvZs3b061atWYPn06L+Jf0GBNAwAOdTyEtZk1iqKQkJCAmVnOTpa5efMmZcuWZcaMGfTr18/k11Hyka0bdesBUOxQAJbpfBEzpLx2HzNUmXIfyx9yU3tHRERQsGDBDHW2ZBphJpibm6f64aaVnt1yjXVcnmXuCI2/gNq9EjdDPvEb6uu7Ud/YC9W7QuOvwcF4y4S/qe1tyvMyB/zbVWLAylOoQK/Dpfr///b3LcWBK4+4GBLB/IPBrDh6h08aeNG7YUkcjdDpMnZ7GLp8Q5Un97H8IbPt3bNnTw4ePMjBgwf56aefACjSuwj3fr3HHpc9TPSfyLlz59i5cyfFihVjxIgR/Pfffzx//pwKFSowadIkmjdvrivPy8uLvn37cu3aNdauXYuzszPffvstffv2BSA2NpYRI0awfv16nj59SqFChejfvz9fffUVACqVio0bN9K+fXvKli0LwIgRIxgxYgS+vr7s37+fnj178uzZMzZt2gTAy5cv+eKLL/jzzz+JiIigVq1azJw5k9q1awOwf/9+mjRpwu7duxk9ejQXL17E29ubJUuWUK5cOQCuX7+e7rkBaDQavfY1NzMzyfWd1+5jhipT7mP5Q25o78zULwtkiLzHtiC0mQoDj0KFdqBo4dRy+KkG7P0eXkamX4bINVpV9mB+1xq4O1rppbs7WjK/aw1Gty7P1qENWdC1JuXd7Yl6Gc+cvddo+ONeZu66QvgL08/dFuJNNXv2bOrXr0+fPn0ICQnh+u3rmBdI/JIx5psxTJ48mUuXLlG1alWioqJo06YNe/bs4fTp07Rq1Yq2bdty+/ZtvTKnT59OrVq1OH36NAMHDmTAgAEEBQUBMGfOHP766y/WrFlDUFAQv//+O15eXqnGduzYMQDGjRvH7du32bBhQ6r5Ro0axfr161m2bBmnTp2idOnS+Pn58eSJ/sI733zzDdOnT+fEiROYmZnxySef6N7L6LkJIcSrZGRL5F0FS0OnFXD7KOz8Fu4eg4M/Jm6S3PgrqNEDNHKJ5wWtKnvQoqI7x4KfEPLsOTcuBDK4kw9WlonPOqhUKlpVdqdlxULsuPCAmbuvcOVhFLP3XGXJoWA+bVSSXg28sLeSvywKYUiOjo5YWFhgY2ODu7s70XHRumHn78Z+R4sWLXR5XVxcqFatmu71hAkT2LhxI3/99ReDBw/Wpbdp04aBAwcCMHr0aGbOnMm+ffsoV64ct2/fpkyZMjRs2BCVSoWnp2easbm6ugJgb2+Pu7t7qn9pfv78OfPnz2fp0qW0bt0agEWLFrFr1y5+/fVXvvjiC13e77//Hl9fXwC+/PJL3n77bWJiYrCysqJatWoZOjchhHiVjGyJvK94Xei9EzouB5eS8PwRbB0B8+rB5a0gjyXmCRq1ivqlCtC2qgdlHBU0alWKPGq1itZVPNj+mQ8/d6lOGTc7ImLimbHrCo1+3MfcfdeIehmfSulCCEOrUbOG3uuoqChGjhxJhQoVcHJyws7OjkuXLqUY/alataruZ5VKhbu7O6GhoUDitMXAwEDKlSvH0KFD2blzZ7ZivH79OnFxcTRo0ECXZm5uTp06dbh06VKacXl4JE5JT4oro+cmhBCvks6WeDOoVFDxXRh0DFpPBZsC8Pgq/NkFlrSBuydMHaEwILVaxTtVC7N9mA+zO3tT0tWWZ9FxTN0RRKMpe5m3/xrPpdMlhFHZ2Oqvzjty5Eg2btzIDz/8wL///ktgYCBVqlQhNjZWL9+rI1AqlQqtVgtAjRo1CA4OZsKECbx48YKOHTvSoUMH455IKnGpVIl/7EmKK6PnJoQQr5LOlnizaMyhbl8YehoajgAzK7h9GBY3g7U94UmwqSMUBqRRq3jXuwi7hvsyq5M3JQra8jQ6jh+3B9Hox30sPHCd6FjpdAmRHRYWFiQkJKSb79ChQ/Ts2ZP33nuPKlWq4O7uzs2bNzNdn4ODA506dWLRokWsXr2a9evXp3i+Kiku+F+HKDWlSpXCwsKCQ4cO6dLi4uI4fvw4FStmfOsQQ52bECL/kc6WeDNZOULzsTDkFHh/DKjgwkb4uTZs/wqiU/6PW+RdGrWK9tWLsGu4D9M/rIZnARuePI9l0j+X8flxH4v/vcGL2PS/LBrK0KFD8fLyQqVSERgYqEvv06cPlSpVwtvbG29vb1avXp1jMQmRVV5eXhw9epSbN28SFhZGWvs0lClThg0bNhAYGMiZM2fo0qXLaztCqZkxYwZ//PEHly9f5sqVK6xduxZ3d3ecnJxS5HVzc8Pa2prTp0/z8OFDwsPDU+SxtbVlwIABfPHFF2zfvp2LFy/Sp08foqOj6d27d4bjMsS5CSHyJ+lsiTebYxFoPw/6/wulmoE2Dv6bB7O9IWAWxMWYOkJhQGYaNR/ULMqeEb782KEqxVysCYuKZeLWS/hM3cdvAcHExBm/09WhQwcCAgJSfbj/999/JzAwkMDAQDp16mT0WITIrpEjR6LRaKhYsSKehT2Je5z6CqAzZszA2dmZt956i7Zt2+Ln50eNGjVSzZsWe3t7fvzxR2rVqkXt2rW5efMm27ZtQ61O+XXFzMyMmTNnsmPHDjw9PXn33XdTLXPy5Ml88MEHdOvWjRo1anDt2jV27NiBs7NzhuMyxLkJIfInWapN5A/uVaDbBri+F3aOgYfnYPdYOL4Ymn4HVT6EVP5nLvImM42ajrWK8V71Imw4dZc5e65x79kLxm+5yIID1xnYuBSd6xTHylxjlPp9fHyMUq4QplC2bFmOHDkCQHRcNHVX1cW5kXOK0SYvLy/27t2rlzZo0CC916lNvXt19LdPnz5pxqK8suDRJ598gru7O23atNE9c7V06VK9PFZWVsyZM4c5c+akWmbjxo1TlOvt7a2Xlplz00ZHpxm/ECL/kW+XIn8p1RT6HYD288GhCITfgY194RdfuLE/ZX5tAqpbARR5cgTVrQDQ5txUNJF95ho1nWoXZ9/IxvzwXhWKOFkTGvkS/78v0njqflYcucnL+Jz9TD/55BOqVKlC7969efToUY7WLYQQQoicJZ0tkf+oNeDdBYachGZjwdIBHpyF5e/Cyg7w8GJivot/wazKmK1sT61b8zFb2R5mVU5MF3mKhZmaLnWLs3ekLxPbV8bD0YoHETF8t/kCTabu5/ejt4iNN/7zFz/88AOnTp3i1KlTFCxYkB49ehi9TiGEEEKYjnS2RP5lbg2NRiSuXFinH6jN4NouWNAAlrWDNd0h4r7+MREhienS4cqTLM00dK3nyf4vGjP+3UoUcrDkfngM32w8T8vZARx+qCIuwXidrqRNWM3NzRk2bBj//vuv0eoSQgghhOlJZ0sI24LQ5sfEPboqvguKFoIPkPqSW/+ftv1LmVKYh1maaehe34sDXzRhbNuKuNpbcu9ZDKtvaGg5+xBrjt8xeKfr+fPnREVF6V7/8ccfVK9e3aB1CCGEECJ3kc6WEEkKlIKOy6HNtHQyKhBxD24dzpGwhPFYmWvo1aAE/45qwtety2FvrnD36QtGrT9L8xkHWHfyLvFZ6HT169ePokWLcvfuXfz8/ChdujQPHz7ku+++o0aNGlSpUoUDBw6wfPlyI5yVEEIIIXILWY1QiFdZZ3A54KiHxo1D5Bgrcw293vLE+fEFHrtUZNG/N7n1OJqRa88wd981hjQtzbveRdCoVRkqb+HChSnS4uLimDlzpt6qaUIIIYR4s8nIlhCvsitk2Hwiz7DQQO8GXvw7uglfti6Ps405wWHPGbHmDC1mHGBz4D0StGns6CqEEEII8QrpbAnxKs+3wKEwkM4oxvHF8ORGjoQkcpaNhRn9fUvx7+imfOFXDicbc26EPeezPwPxm3WQv8/cR/tKpytBq3Dk+mM2B97jyPXH0ikTQgghhEwjFCIFtQZaTUlcdRAV+gtlJHt9cRNc3gq1PwWfL8C2QI6HKozLztKMQU1K072+J8sO32TRv8FcC41iyB+n+WnvVT5rVpbWld3ZefEB4/6+SEh4jO5YD0crxratSKvKHiY8AyGEEEKYknS2MiEuLo64uDi918n/m5XysnJ8dusVGVCmNaoPlqDZ+TWqyP8t/644FCahxfcoziXQ7B2P+sYeODofJfB3tG8NQ1u7T+KS8nlAbr2OTBXX6+q10kC/Rl50qV2EpUdus+TwLa48jGLQqlMUdrTifrJOVpIH4TEMWHmKnzpXw69SIYOfl6HKk/tY/mCo9o6Pj9f7OQ7Tfn658TrSJv+eEB+POgdjM3Z7GKN8Q5Qp97H8ITe1d2ZiUCmKInNd0jB37lzmzp1LQkICV65cYdWqVdjY2Jg6LJGTFC0FooKwintGjLkTj+3Kgep/s29dI85T8f6fOL24DUC0uQuXCn/IXef6evnEmyU6HvaHqNl/X8VL7eummyo4WcDYGglkcG0NIXK1WCWW8eHjARjjOAYLlYWJI8p9VLGxlPluDABXJ4xHsZA2EuJNEx0dTZcuXQgPD8fBweG1eaWzlQERERE4OjoSFham16BxcXHs2rWLFi1aZGl1sawen916Reak296KFtW5tWgO/IAq4l5iUqEqJDTzRynhm8PRZlxuvY5MFVdW6t1zKZT+qwLTzbfyk1rUKGpv0PMyVDvJfSx/MFR7v4h/QYM1DQA41PEQ1mamHcnPjdeRNjqaG3XrAVDsUACW6XwRMyRjt4cxyjdEmXIfyx9yU3tHRERQsGDBDHW2ZBphJpibm6f64aaVnt1yjXWcyJrXtnfNrlD1Azi6AP6dgerhOcxWfQClm0OL8VCoUs4Gmwm59ToyVVyZqfdlBrfgehwdryvT0OdlqPLkPpY/ZLe9k08bNDMzyzWfXW66jrTJ4jA3URsZuz2MUb4hypT7WP6QG9o7M/XLPCchDMXcGhoOh6GBULc/qM3g2m5Y0BA2D4KI++kWIfIWN3urDOWTGYRCCCFE/iSdLSEMzbYAtJ4Cg45BxfagaOH0SphTA/ZMgJgIU0coDKROCRc8HK3S7Ux9vuYMP/wTRJTpn+kVQgghRA6SzpYQxlKgFHRcBr13Q7F6EP8C/p0Gc6rDsUWQIN+88zqNWsXYthWBlKNXSa/LFbIjTquw5PAtJpzWMP/ADV7EJuRonEIIIYQwDelsCWFsxWrDJ9uh00ooUBqiw2DbSJhXDy79DbJGTZ7WqrIH87vWwN1Rf0qhu6MVC7rWYPswH5Z/UocK7vbEJKiYsfsavlP38cex28QnZPChLyGEEELkSdLZEiInqFRQoS0M/A/aTAObgvD4GqzuCr+1gjvHTR2hyIZWlT0IGN2UP/rUY3Znb/7oU4+A0U1pVdkDlUqFT1lXNg2oR7fSCRR1siI08iVfbThHy1kH2X7+AcZeFHbo0KF4eXmhUqkIDAxM8f6ePXuwsLBg06ZNRo1DCCGEyG+ksyVETtKYQ50+MPQ0NBoJZtZw5z/4tTms6Q6Pr5s6QpFFGrWK+qUK8K53EeqXKoDmlY211GoVtVwVtn/WkDHvVMTZxpwbj57Tf+VJ3p9/mGPBT4wWW4cOHQgICMDT0zPFezdv3mTnzp3UrVvXaPULIYQQ+ZV0toQwBSsHaPYdDD0F1bsCKri4GebWhX9Gw/PHpo5QGImlmZpPGpbg4KgmDGlaGmtzDadvP6PjwiP0XnqcoAeRBq/Tx8eHokWLpkjXarX079+fPn36YGlpafB6hRBCiPxOOltCmJJDYXh3Lgw4lLgnlzYuca+uOd4QMBPiXpg6QmEk9lbmfN6yHAe+aMzHdYujUavYczmUVrMPMnLtGe49M/5nP2PGDOrXr0/p0qWNXpcQQgiRH0lnS4jcoFAl6Loeum0C9yrwMgJ2+8NPtSDwD9DKQgpvKjcHK75/rwq7hvvQpoo7igLrTt6lybT9TNp2iWfRsUap9/z586xfv56vv/7aKOULIYQQQjpbQuQupZpA34Pw3kJwKAoRd2FTf1joA9f3mjo6YUQlXe2Y93FNNg58i7olXIiN17Lw4A18ftzHggPXiYkz7HLx//77Lzdv3qRixYr06dOHo0eP0rdvX+bPn2/QeoQQQoj8TDpbQuQ2ajVU6wxDTkDzcWDpCA/PwYr3YMX78OC8qSMURlS9uDN/9q3Hkl61Ke9uT0RMPJP/uUzjqftZc/yOwZaLHzBgACEhIVy9epVFixZRt25dfvnlFwYMGGCQ8oUQQgghnS0hci9za2g4LHHlwroDQG0O1/fAgoawaRCE3zN1hMJIVCoVTcq5sXVoI2Z0rEYRJ2seRMQwav1ZWs/+l10XH2Zqufh+/fpRtGhR7t69i5+fnzyjJYQQQuQQM1MHIIRIh20BaD0Z6vaF3ePg4iYIXAnn10P9gdBgWOLqhuKNo1GreL9GUdpU8WDlf7f4ed81roZG0Wf5CWoWd6KhfcbKWbhwYbp5du/ejbm5eTYjFkIIIURyMrIlRF7hUhI6LoNP90Dx+hD/Av6dDnOqw7FFkBBn6giFkViZa/i0UUkOfNGEgY1LYWWu5uTtZ8y+YMaA309zLdTwy8ULIYQQIvuksyVEXlO0FvT6Bzr9DgVKQ3QYbBuZuEfXxb8gE9PLRN7iaG3OqFbl2T+yCZ1qFUGFwu7Lj2g58yBfrj/Lg/AYXd4ErcKR64/ZHHiPI9cfk6CV60IIIYTIaTKNUIi8SKWCCu9AWT84tQz2T4Yn12FNNyhWD1pOgGJ1TB2lMBJ3RysmvluJknG3OBFbmF2XQvnz+B02nr7HJw1LUNrNjmk7gghJ1vnycLRibNuKtKrsYbS4hg4dyl9//cWtW7c4ffo03t7eALRs2ZIHDx6gVquxt7dnzpw5VK5c2WhxCCGEELmFjGwJkZdpzKH2p4mLaPh8AWbWcOc/+LUFrO4Gj6+bOkJhRO42MK+LN+sHvEVtL2dexmuZv/86n685o9fRAngQHsOAlafYfj7EaPF06NCBgIAAPD099dLXrFnD2bNnCQwMZMSIEfTs2dNoMQghRF7WuHFjhg0blq0ybt68iUqlIjAw0CAxieyRzpYQbwJLe2j6LQw9BdW7gUoNl/6CuXVg2yh4/tjUEQojqunpzJp+9VnUrSZmalWqeZImEY77+6LRphT6+PhQtGjRFOlOTk66n8PDw1GpUo9RCCHyoubNm2e7g5QXqFQqNm3aZOow8hzpbAnxJnEoDO/+DP0DoHQL0MbDsYUwxztxMY24F6aOUBiJSqXCzsqc+Nd0pBQgJDyGY8FPci6w/9e9e3eKFSvGd999x4oVK3K8fiGEyM1iY2NNHYIwEulsCfEmKlQJuq6D7pvBvSq8jIA94+GnmhC4CrQJpo5QGEFoZEz6mYDLIRFGjiSl5cuXc+fOHSZOnMjo0aNzvH4hhDCG2bNnc/DgQWbPno1KpUKlUrF06VK9EX2ATZs26Y3q+/v74+3tzeLFiylRogRWVla69+Lj4xk8eDCOjo4ULFiQ7777Tm9vxdRGmJycnFi6dGmacZ4/f57WrVtjZ2dHoUKF6NatG2FhYbr3GzduzNChQxk1ahQuLi64u7vj7++ve9/LywuA9957D5VKpXst0iedLSHeZCUbQ98D8N4v4FgMIu7BpgGw0BfVjX2mjk4YmJu9VfqZgAlbLzJ41SnO3Hlm3IBS0aNHD/bt28fjxzK1VQiR93366afUq1ePPn36EBISQkhICAkJGfuD5rVr11i/fj0bNmzQe75q2bJlmJmZcezYMWbPns2MGTNYvHhxlmN89uwZTZs2pXr16pw4cYLt27fz8OFDOnbsqJdv2bJl2NracvToUX788UfGjx/Prl27ADh+/DgAS5YsISQkRPdapE9WIxTiTadWQ7VOUPFdOLoA/p0BD89h9seH1LevDA+LQ9Hqpo5SGECdEi54OFrxIDyGtCYTWpipiY3XsuVsCFvOhlDby5lqlipaGek5rmfPnhEdHU3hwoWBxL/uFihQABcXF6PUJ4QQOcnW1hYLCwtsbGxwd3cHQKPRZOjY2NhYli9fjqurq156sWLFmDlzJiqVinLlynHu3DlmzpxJnz59shTjzz//TPXq1fnhhx90ab/99hvFihXjypUrlC1bFoCqVasyduxYAMqUKcPPP//Mnj17aNGihS5GJycn3XmKjJGRLSHyC3MraDgMPguEegNR1Oa4RZ7HbHET2DgAwu+ZOkKRTRq1irFtKwLw6hIUqv//N6ezN9uGNuL96kUwU6s4fvMpi4M0tJpziN+P3iImLutTTPv160fRokW5e/cufn5+lC5dmvDwcNq3b0+VKlWoVq0aP//8M1u2bJFFMoQQ+Z6np2eKjhZAvXr19O6R9evX5+rVqxkeMXvVmTNn2LdvH3Z2drp/5cuXB+D69f+tWly1alW94zw8PAgNDc1SneJ/ZGRLiPzGxgVaTSK+Ri8erhpM0WdH4cwquLAB6g1M7JBZOZo6SpFFrSp7ML9rDcb9fVFv+Xf3V/bZmtHJm1GtyvNbwHVWHA4m+HE032w8z/SdV+haz5Pu9T0paGeZqboXLlyYavqxY8dSpMXFxWWqbCGEyCvUarXeM1aQ+j3P1tY2S+WrVKoMlZ8kKiqKtm3bMmXKlBTveXj8b+9Fc3PzFPVotdosxSj+RzpbQuRXziU4WWIQ7tXGY7Z3HNw+DAEzEjdJ9v0SavYEMwtTRymyoFVlD1pUdOdY8BNCI2Nws7eiTgkXNK8sC+/uaMUXLctS6uU1IgpWYtmR29x9+oI5e66y4MB1PqhRhN4NS1Lazc4k55HaJskxMTF07tyZixcvYm1tjZubG/Pnz6d06dImiVEIISwsLPRGnVxdXYmMjOT58+e6DlVm9rw6evSo3uv//vuPMmXK6KYnurq6EhLyvz0Tr169SnR0dJrl1ahRg/Xr1+Pl5YWZWda/+pubm2d5dC0/k2mEQuRzSpGa0GsbdF4FBcpA9GP45wuYVxcubgbFOM/yCOPSqFXUL1WAd72LUL9UgRQdreSsNNCzvif7RzZmbpcaVCvmRGy8lj+O3aH5jAN8svQ4R64/TvGXVIAErcLVcBV/nw3hyPXHBt3DK61Nkvv27UtQUBBnzpzh3Xff5dNPPzVYnUIIkVmenp4cPXqUmzdvEhYWRt26dbGxseHrr7/m+vXrrFq16rUrBb7q9u3bjBgxgqCgIP744w9++uknPvvsM937TZs25eeff+b06dOcOHGC/v37pxiVSm7QoEE8efKEjz76iOPHj3P9+nV27NhBr169MtV58vLyYs+ePTx48ICnT59m+Lj8Tka2MiEuLk5vmDbp56xOh8nq8dmtV2TOm9reKc6rVEvwaoI6cAXqf6eienID1nRHW7QO2mb+KEXrmCauHGLseg1dvqHKS16OuTm0rFCQFuULcPL2M34NuMmeoEfsvRzK3suhVCpszydvedG6ciHMNWp2XHjIhG2XeRihgYvnAHB3sOTbNuXxq1Qo2/HXr19fL39cXBwajYYWLVoQHx8PQK1atZg2bdob9/tpaIa6XpLaPennOEzb7rnx/qxN/j0hPh51DsaW1+5jhirT1N/HhgwZQr9+/ahYsSIvXrzgypUrLF26lK+++opFixbRpEkTvvvuOwYMGKA7JiEhAUVRUtSpKApdu3bl+fPn1KlTB41Gw+DBg+nVq5cu7+TJk+nTpw+NGjXCw8ODGTNmcPLkSRISEvS+qyb97Orqyv79+/n6669p2bIlL1++pHjx4vj5+ZGQkIBWq0VRFLRarV48Wq1WL23KlCmMGjWKRYsWUaRIEa5evZqF1s663PT7npkYVEpqf6oUAMydO5e5c+eSkJDAlStXWLVqFTY2NqYOSwijM0t4QenQbZQK/QczbeJGi/cda3GxcEeeW8kqRPlJ6AvYH6LmWKiKOCVxdMzJQqGMo5bjj5ImRyQfNUv8X8onZbVUK2CY/7306dOHr776ipIlS6Z4b+bMmdjb28voVg6JVWIZHz4egDGOY7BQyVTjV6liYynz3RgArk4Yj2IhbSTEmyY6OpouXboQHh6Og4PDa/NKZysDIiIicHR0JCwsTK9B4+Li2LVrFy1atHjt8G1asnp8dusVmfOmtneGzisyBM3BKajOrEKlaFHUZmhr9ETbcCTYFjRdXHmwXkOXb6jyMlrOk+exrDp2h5VH7/D4eexry1QB7o6W7Bvhk+b0xczEX6ZMGdauXYu3t7de+uTJk9m6dSs7duyQP4Slw1DXy4v4FzRY0wCAQx0PYW1mbagQsyQ33p+10dHcqFsPgGKHArBM54uYIeW1+5ihypTvY/lDbmrviIgIChYsmKHOlkwjzARzc/NUP9y00rNbrrGOE1nzprb3a8/LpTi0nwv1B8Husaiu7kRzYjGas6sTVy2sNxAsjPMl11Ttbex6DV2+ocpLr5xCTuYMb1meAU3KMH1nEIv+DU4zrwKEhL/k9N1I6pcqkK1608o3bdo0Nm/ezO7du3F0lNUzMyq710vyaYNmZma55p6Ym+7P2mRxmJuojfLafcxQZcr3sfwhN7R3ZuqXBTKEEOkrVBE+Xgvd/wKPahAbCXsnwE814fTvoJXVifILK3MNlYtkrHMTGhmTfqYsmDFjBn/88Qe7du3CycnJKHUIIYQQhiCdLSFExpX0hT774f1F4FgMIu/D5oGw0Aeu7TZ1dCKHuNlbZSjf9vMPCA57nuV6Utsk+e7du3z++ec8e/aMJk2a4O3tTd26dbNchxBCCGFMMo1QCJE5ajVU7QgV2sGxhXBwOjw8Dys/gJJNoOUEcK9i6iiFEdUp4YKHoxUPwmN43UO//5x/wD/nH+BT1pUe9T1pXM7ttUvQvyqtTZLlUWMhhBB5hYxsCSGyxtwKGnwGnwUmPrulNocb+2BBI9jYH8LvmjpCYSQatYqxbSsC+usQJr1WAYOalKJJOVdUKjh45RG9l53Ad+o+Fh64ztN0FtgQQggh3hTS2RJCZI+NC7SaBIOPQ6X3AQXO/JH4PNduf4gJN3WEwghaVfZgftcaFHKw1Et3d7RiftcafOFXniW96rB/ZGP6NCqBo7U5d5++YNI/l6k3aQ+jN5znTlTKchO0CkeuP2Zz4D2Db5I8dOhQvLy8UKlUBAYGppsuhBBCZJd0toQQhuFSAj5cAp/uheJvQXwMBMyE2d7w3wKIl9GMN02ryh7s/9yHwRUTmPFhFf7oU4+A0U1pVdlDl8ezgC3fvF2R/75qxpQPqlDRw4GX8Vo2nL7PtHNmdFh4lI2n7/IyPoHt50NoOGUvHy36j8/+DOSjRf/RcMpetp8PMUi8HTp0ICAgAE9PzzTTp0yZkmrH6+rVq7z11luULVuW2rVrc+HCBYPEJIQQ4s0mnS0hhGEVrQm9tkHnP6BgWXjxBLaPhnl14cImkOdt3igatYoyjgptq3pQv1SBNJ/JsrbQ0Kl2cbYObcj6AfVpW9UdjUrhzN1whq8+Q80Ju+m/8hQh4forGD4Ij2HAylMG6XD5+PhQtGjR16Y3b9481Q5Zv3796Nu3L1euXGH06NH07Nkz2/EIIYR480lnSwhheCoVlG8DA47A2zPA1hWe3IC1PeDXlnD7P1NHKExEpVJR09OFGR9Wxb9GAsOalaaQvSVRL+NTzZ/UNR/390WDTilMS82aNVN0yEJDQzlx4gRdu3YF4IMPPuDOnTtcu3bN6PEIIYTI26SzJYQwHo0Z1O4NQ0+D72gwt4G7x+A3P/jzYwh75cuqNgHVrQCKPDmC6laA7N/1hnOwgEGNSzK9Y7XX5kvcJDmGY8FPciawV9y5cwcPDw/MzBIX8FWpVBQvXpzbt2+bJB4hhBB5h3S2hBDGZ2kPTb6GIaegRndQqeHylsSphVtHQtQjuPgXzKqM2cr21Lo1H7OV7WFW5cR08UZ7nMHVCY21SXJWHTt2jFq1alG1alXq1avHmTNnTB2SEEKIXEY6W0KInOPgAe1+ggGHoYwfaOPh+KLETtWabhBxXz9/RAis6S4drjdcRjdJXnfiLrcfRxs5mpSKFStGSEgI8fGJUx0VReHWrVtMnjyZZcuWcfbsWaZOncrHH3+c47EJIYTI3aSzJYTIeW4V4OM10ONvcK+auHJhqv7/GZ3tX8qUwjdY0ibJ6W13/O+1MJpO38/XG8/xIDzzo1z9+vWjaNGi3L17Fz8/P0qXLv3a9CRubm7UqFGDlStXArB+/XoKFCiAm5sblSpVAqBRo0bcvn2bU6dOZTouIYQQby7pbAkhTKeED7T8Pp1MCkTcg1uHcyQkkfMysknyl63L41PWlXitwqqjt/GZuo+JWy7yOOplhutZuHAhd+/eJT4+nocPH+oWuEie3r59e2JiYlJ0vBYuXMjChQspW7YskydPZvHixTx+/JjDhxOvy7/++ovIyEhu3ryZzdYQQgjxJjEzdQBCiHzueWjG8kU9NG4cwqSSNkke9/dFveXf3R2tGNu2Iq0qe9DftxRHbzxm2s4gjt98yuKAYP44dptPGpbg00YlcbQ2z3YcCxcuTDW9XLlyHDlyRC9t3bp1fPXVV0RFRVG/fn0qVqyoW0RDCCGEAOlsCSFMza5QBjOmN8lM5HWtKnvQoqI7x4KfEBoZg5u9FXVKuOjt3VW3ZAHW9KvPgSuPmL7zCufuhfPT3mssP3KLvj4l6dXACxuLxP+1JWiV15aVXU2aNKFJkyYAvHz5End3dypWrGiw8oUQQuR90tkSQpiW51vgUDhxMQxes4/Sxv7w4Cw0GgFWjjkWnshZGrWK+qUKvDaPSqWicTk3fMu6suPCA6bvvMLV0Cim7ghiyaGbDGpSioJ2Fvyw7bLeKJlHslGy5LLaKQsJCcHDI7GsCRMm0LRp0xTPewkhhMjfpLMlhDAttQZaTUlcdRAV+h2u/3/tWh4eXYZDs+DUcvAdBbV6g5mFSUIWuYNKpdKNhv115h4zd13l9pNoxv19MdX8D8JjGLDyFPO71tB1uLafD0kxdTGtTtmrxowZw7///kt8fDz169fn119/NdzJCSGEeCPIAhlCCNOr2A46Lk9cGj45h8LQcQUM/A8++hMKloUXTxJXJ5xbBy5sBOU1o2EiX9CoVbxXvSh7PvdlYvvKpDUolXSljPv7Iglahe3nQxiw8pReRwv+1ynbfj7ktfUuWrSIy5cvc+3aNVasWIGTk1P2T0YIIcQbRTpbQojcoWI7GHae+K6bOOE5gPium2DYucR0lQrKtYYBR+CdmWDrBk+DYW1P+LUF3P7P1NGLXMBco6aUqx3a1/S/FSAkPIbP1wQyev25VCeuvtopM5Zt27ZRo0YNvL29qVy5MsuWLTNaXa8zdOhQvLy8UKlUBAYGmiQGIYR4U0lnSwiRe6g1KJ4NuedSH8WzYeIUw+Q0ZlDrExh6Cny/BHMbuHscfvODPz+GsKumiVvkGqGRGdt/a1PgfcJfxKX5flKn7FjwE11aglbhyPXHbA68x5Hrj7PVEVMUha5du7J06VICAwPZsmUL/fr1IzIyMstlZlWHDh0ICAjA09Mzx+sWQog3nTyzJYTIeyztoclXUKsX7PsBTq+Ay1sg6J/ENN8vwc7V1FEKE3Czt8pQvoqFHbh4PyLdfKERiZ237DzblRaVSsWzZ88AiIiIoECBAlhaWuref/z4Mc2aNdO9jo6O5saNG4SGhuLi4pKlOpOLiYmhc+fOXLx4EWtrax4+fMjt27fx9vbOdtlCCCESSWdLCJF32btDuzlQbwDs9ocr2+H4YjjzJzQYBvUHgYWNqaMUOahOCRc8HK14EB6T6hRBFYl7d33TugIf/3o03fKm7Qwi4FoY607eTVFeagtuZJRKpWL16tW8//772Nra8vTpUzZs2ICFxf8WfSlQoIDetL5p06Zx4MABXFxcePnyJZ9//jk7duzAysqKatWqERAQgKWlJdbW1gB89dVXdOrUSa/eNm3a8PDhQ9RqNba2tnTu3JmNGzeiUqlwcXFh/PjxtGvXLlPnIoQQIm0yjVAIkfe5VYAuq6HH3+DhDbFRsG8i/FQDTq0AbYKpIxQ5RKNWMbZt4l5Xr66TkfR6bNuK1CtVAA9Hq3R3b7vz9AVrU+loQfae7YqPj2fixIls2LCBW7dusWfPHrp160ZYWFiax/z666/07t0bgC+//BKVSsWVK1c4d+4c06ZNA2D16tUEBgYSGBio19FatmwZ7du3p+v/tXfvcTLW/R/HX3PatYtdhy2nhHArYdf5WA5Zh7pJJ5WKVLpTSCKdqPh1vEuSjRRSUkml7rs7JRKWnDdELTkkx4QdrOzszPz+mGy7OezO7Mxe18y8n49HDzvXfq/P9bm+M77Nx3Vd3++tt7J+/XoyMjIYPnw4b775JhaLrxdiY2PZs2ePX+chIiLnpmJLRCJHrcthwDdw7ZuQeCEc3QufDYLJ7WDLfM1cGCW6NajCpFubUDmx4C2FlRNL5V2FKqwoswAv3dCI/m1rnvNYZ3q2qygyMjLYs2cPl19+OQDNmzfnggsuYN26dWdsv2zZMg4fPsw///lPjh8/ztSpU3n66afzCqXKlSuf9Vg7duxg6tSp1KtXj9KlS+dtz8rKytsf4OjRo3To0MGv8xARkXPTbYQiElmsVmh0A1zSA1a9AYv/DQc2wbvXQ6320GUsVEk2OksJsVPrb51rseJTRdnfn8WqnO9ZLLttd5GOV9SJOU6pXr06e/fuZfPmzVxyySVs3bqVn3/+mXr16p2x/dSpU+nbty92u51NmzZRoUIFnnnmGb7++mvi4uJ48sknAejbty9er5cWLVrw3HPPUbFiRe666y7Gjx+fd1Wsb9++fPPNN4BvRkSAZ555BpfLxeDBg/06DxEROTcVWyISmRyloM1gSLkFlrwEK6fA9m/h9fbQ6Ebo9DiUq250lhJCNquF1rUrnrNNYUVZUSfccLn9u2paqVIlpkyZQu/evbFarXg8HiZOnMiFF154Wttjx44xe/ZsVq1aBfhuQdy5cyf169fnueeeY926daSmpvLll1/StGlTXC4Xjz/+OP369aNTp060bduWJk2a5MV7++23Ad+thSNHjuTQoUOsXbsWt9tNr169KFu2LFu3bvXrfERE5MxUbIlIZIuvAF2fhhYDYMFY2DgH1r/vWxC51T3QbhjElTM6SzHQuYqywibcOOWhOd/z/a4jDO1cl4plYs/R8i8333wzN998c6HtPvjgA5KTk7n44osBuPDCC7Fardxyyy0ANG7cmFq1anH48GEAHA4HQ4cOpU6dOhw+fJjFixefMW6/fv246667qF+/Pvv376d8+fJFyltERIpOz2yJSHQoXxOunwoDFkKNduA+CemvwITG8N0kcOcYnaGYUFEm3GhULQGPF975bift/72I1xZt5Q9X8CZlyT8xBkBSUhJXXHEFX375JQDbt29n27ZtVK1aNa/Ne++9R9WqVdmxYwd169albt26ZGZmcs899zBp0iQA3nzzTXJzczl69CgdO3YkJSWFli1bBi1vERHRlS0RiTbVmsLt/4XML2H+aDj4E8x7GPt3k6la7irwdjc6QzGZojzbtezngzzzv81s3O3khXk/MXP5TkZ0q8fVydWw/nlLotvjPeczZGezbNmy07ZNnjyZO++8k5EjR2K1Whk7diy33HILbrcbr9fLRRddxPz586lZsyYALpeLBg0a4Ha7ee211xg3IY34hPK89dk33HpV+yLlISIi/lOxJSLRx2KBet2gTmffgsjfPIPlyA6aH0nD89Z3vtsOa7Q2OksxkcKe7WpTO4nP7mvHp9/v5t/zfmJP1h888MH3TFu6g8euuoQj2TlBXRT5oosuypvk4pR77733nPs4HA6uv2cEC/+oxdGsP8gCnkg/zuSNC4u1OLOIiJydbiMUkehls0Oz/jBkHe7LHiLXGot1zxqY3g3evwUObjE6QzGRU892XZ1Sjda1K552NchqtXBN4wtYOLwDI7rWo0ysnQ27s7hpynfcM3NtgUIL/loUed7GvXnb3B4vy3/+nU8zdrP859/9Xr/rXHoPe4Z391cpUh4iIhIcurIlIhJbBs/lD7Hg8AWkOlZjy5gJP/4XfvoCmt4OHR6GMucbnaWEiVIOG/d1rMONzavz8vxM3l3xyxnbefE99/XUfzaRWr8y8zftO+vVrzNdVQOKdFui2+Nl2c+/M3Prmf999e956JZCEZHgUbElIvKnk45yeK4ch631ffD1k5D5BayeCus/gLZDofV9EBNvdJoSJpLKxPLPRlXPWmzBX4siT1y4hfFfbzltxsN9WX9wz8y1lIt3cCTblbe9XLwDoMC2KomlGHVVfcqXjskrwA4fP8nYzzf/WcCdvYjKvzhzYdPli4hI0anYEhH5u/Mvhj7vw/YlMH8U7FkH3/yfr/Dq+Khv7S6rzegsJQwUdbHjCQtOL7SAvG35i6ozvQZfsXTvrLV+ZliQv4szi4jIuRXrmS2Xy8WuXbv46aefOHToULByEhExh1qXwV0L4bqpUO5COLoXPhsMk9vBlvngDd7zNBKZiroosp9rIodMUfMVEZGi8bvYOnr0KJMmTaJ9+/YkJCRQs2ZNLrnkEs477zxq1KjBgAED8la5FxEJe1YrNLweBq2GLk9DqXJwYBO8ez283RP2ZBidoZjYqUWRz3YDnwVIKGWOm0zKxTnyngUTEZHg8KvYGjduHDVr1mT69Ol07tyZuXPnkpGRQWZmJsuXL+eJJ54gNzeXLl260K1bN7Zs0UxeIhIh7LHQZhDcnwGtB4EtBrYvhint4eO74cjZn8uR6FWURZHvbHdRieZ0Nv3b1tTkGCIiQebXP6d99913LFq0iIYNG57x9y1atOCOO+5g8uTJTJ8+nSVLllC3bt2gJCoiYgpx5X3rcLUYAAv/DzZ86JtA44e50PJfcNmDEFfO6CzFRApbFDm1fmXeX/UL+7L+OONzWyWhfLyDQZ30/2sRkWDzq9iaO3cur776KgC33347r732GvHxp8/MFRsbyz333BOcDEVEzKh8TbjuTWh1L8wfDTuWwLIJvkWSL38Imt8F9hijsxSTKGxR5Cd61GfgzLVYoMQLLgvw7LUNdVVLRCQE/LqNsGrVqmRkZADwzjvvcOzYsVDkJCISPqo1gX7/gT6z4byL4cRh+PIRSGsOGz/WJBqS51yLIp+6+lU5seAEFeX/nOI9VGVQlcRSTLq1Cd0aVAnREUREoptfV7YefPBBevToQcuWLQF49913adu2LQ0bNiQuLi4kCYqImJ7FAv/oCrWvgIyZ8M0zcHgHzOkPyydCl/+Dqs2NzlJM7mxXv8602HH5eAdezjwFfGEqlo7h6pSqpNavfNaFkEVEJDj8KrYGDx5M+/bt+c9//kN6ejppaWmMGDECi8VCnTp1SE5OJiUlheTkZLp37x6qnAN2zTXXsGjRIq644grmzJljdDoiEmlsdmh6OzS43ldkpU+A3Wtgends/+hOGVt7ozMUkzt19Su/sxVhQIFtBRcw9jm10HFCKStfLVlBl8ta0rrO+SqwRERKiN/zzTZq1IhGjRrx1ltvsXz5ckqXLs369evJyMggIyODTz/9lKeffpqjR4+GIt9iuf/++7njjjuYMWOG0amISCSLLQMdHoam/WHRs7D2bayZX9CRL/F+8SN0egzKnG90lhJGzlSEAadt69qgyhmfC3O5XPy+2UtLXckSESlRAS/ukX9a95YtW+bdWgjgNekzCh06dGDRokVGpyEi0aJsJegxHloNxPPVaKxb5sHat2DjHGh7P7S+D2JKG52lRJCzFWUiImIMvybI+OWXoq0jY7H4/tVs9+7dRY69ePFievToQdWqVbFYLMydO/e0NmlpadSsWZNSpUrRsmVLVq5cWeT4IiKGOa8e7t4zWVrnUTxVGkPOMfjmaZjQBNbMAI/b6AxFREQkBPwqtpo3b86//vUvVq1addY2WVlZvPHGGzRo0ICPPvqoyLGPHz9OcnIyaWlpZ/z9Bx98wLBhw3jiiSdYu3YtycnJdO3alQMHDuS1SUlJoUGDBqf9t2fPnqKfpIhIiPxe9mLc/b+E66ZCuRpwbB/8ZwhMaguZX2nmQhERkQjj122EmzZt4umnnyY1NZVSpUrRtGlTqlatSqlSpTh8+DCbNm3ihx9+oEmTJrzwwgtceeWVRY7dvXv3c06qMW7cOAYMGED//v0BmDx5Mp9//jnTpk3j4YcfBsiblr64Tp48ycmTJ/NeO51OAFwuFy7XXzM/nfo5/zZ/BLp/cY8r/onU/jbreRmVV6iPmxc/1w0XXw11umFdMw3r0pew/LYZZt2Ap+ZluDs9CVWSSyxfjWPRIVj9nZubW+BnF8a+f2b8HHnyf0/IzcVagrmV2DgWxPjBiKlxLDqYqb/9ycHiDeABqxMnTvD555+zdOlSdu7cyYkTJ0hKSqJx48Z07dqVBg0a+BuyYFIWC5988gm9evUCICcnh/j4eObMmZO3DaBfv34cOXKETz/9tMixFy1axMSJE885G+GTTz7JU089ddr2WbNmnXERZxGRQDlyj1N3/2dc9Nt8bF7fF9ld5duwuer1nIhJMjg7kYJyvDmMyRoDwOjE0cRYtHD331lycqg7ajQAW8aOwRujPhKJNNnZ2fTp04esrCwSEhLO2TagYivU/l5s7dmzh2rVqrFs2TJat26d1+6hhx7i22+/ZcWKFUWK27lzZ77//nuOHz9OhQoV+PDDDwvEO+VMV7aqV6/OwYMHC3Soy+Vi/vz5pKam4nA4/D7PQPcv7nHFP5Ha32Y9L6PyCvVxC41/5Bds3z6DdaPvH4K8tlg8zQfgaTMU4sqFLF+NY9EhWP19IvcEbWe3BSC9dzpxdmPX2DTj58iTnc22lq0AqJ6+lNhCvogFk+HjmEExNY5FBzP1t9PpJCkpqUjFVsCzEYajr7/+ukjtYmNjiY2NPW27w+E445t7tu1FFej+xT2u+CdS+9us52VUXqE+7lnjn1cbrp8KbQbBV6Ow7FiC7buJ2L5/Fy4fAc3vAnvRx6Wg5RXi/c36+YtUxe3v/LcN2u1207x3ZvocefLl4TCojwwbxwyOqXEsOpihv/05vl8TZBglKSkJm83G/v37C2zfv38/lStXNigrEZEQqNoY+v0H+syG8y6GE4fhy0dhYnPY+JEm0RAREQkjYVFsxcTE0LRpUxYsWJC3zePxsGDBgjPeBigiEtYsFvhHV7gnHXpMgDKV4chOmHMHvNEJdqQbnaGIiIgUgWluIzx27Bhbt27Ne719+3YyMjKoUKECF154IcOGDaNfv340a9aMFi1aMH78eI4fP543O6GISMSx2aFpP2h4PSybCOmvwJ618NaV2Op2o4y9g9EZioiIyDkEdGXL5XJxxRVXsGXLlqAlsnr1aho3bkzjxo0BGDZsGI0bN2b0aN+MPjfeeCMvvvgio0ePJiUlhYyMDObNm0elSpWCloOIiCnFlIYOI+H+DGh2B1hsWLfMo+PmR7F+MRyOHSg0hIiIiJS8gK5sORwO1q9fH9REOnToQGETIw4aNIhBgwYF9bj+0Dpb0SlS+9us5xXx62wVJ35seej6AjQdgGXBk9i3fglr38K78UM8rQbhaXmvrzArwbw0joUHrbNVcrTOVsnH1DgWHczU3yFfZwvggQceIDY2lueeey6Q3cNCWloaaWlpuN1uMjMztc6WiJhKxWM/cunu9ymfvQ2AP+zl2FzlWnZVvAyvxWZwdhKJtM5W4bTOlkjkK5F1tgYPHszbb79N3bp1adq0KaVLF/zX1HHjxgUS1pScTieJiYlaZytKRWp/m/W8onadrUDjde5MzNbPsX3zf1iO7ATAe97FuDuOxlsn1TfZRgjz0jgWHrTOVsnROlslH1PjWHQwU3+XyDpbGzdupEmTJgBkZmYW+J2lkP+5hyutsxXdIrW/zXpeUbfOVqDxYmKwJ/eGS6+GVVNh8QtYfvsR++w+UPMy6DLWN518iPPSOBYetM5W6GmdLeNiahyLDmbob3+OH3Cx9c033wS6q4iIBJs9FlrfCyk3w5JxsOJ12LEEpnSAhr2h0+NQvobRWYqIiESVsFhnS0REiiiuvO9q1uDV0OhG37YNs2FiM/jqcd8iyad43Fh2LqXaoeVYdi4Fj9uYnEVERCJUsdbZOnLkCFOnTmXz5s0A1K9fnzvvvJPExMSgJCciIgEqdyFcOwVa3QvzR8H2xbDsVVj7DrR/CMpWhq8ex+7cQzOAnZMgoSp0ex7q9zQ6exERkYgQ8JWt1atXU7t2bV5++WUOHTrEoUOHePnll6lduzZr164NZo4iIhKoqinQ9zO4ZQ6cXx/+OAJfPgpz7gDnnoJtnXthdl/Y9JkRmYqIiEScgIutBx54gJ49e7Jjxw4+/vhjPv74Y7Zv384///lPhg4dGsQURUSkWCwWqJsK9yyFHq+A5WxD/5+T0857WLcUioiIBEHAtxGuXr2aN954A7v9rxB2u52HHnqIZs2aBSU5s9GixtEpUvvbrOelRY1DG8+SWAO713OOFl5w7iZ322K8NdqFLA+zfv4ilRY1Ljla1LjkY+r7WHQwU3+XyKLGlSpV4p133qFLly4Ftn/55Zf07duX/fv3BxLWVLSosYhEmmqHltNs56RC262uMZDdFVqXQEYSTrSoceG0qLFI5CuRRY2HDBnCJ598wosvvkibNm0ASE9PZ8SIEVx33XWMHz8+kLCmpEWNo1uk9rdZz0uLGoc2nmXnUuwzexXazt3oZjxdn4OY0udsp3EsPGhR45KjRY1LPqa+j0UHM/V3iSxq/OKLL2KxWOjbt2/ebQUOh4OBAwfy3HPPBRrW1LSocXSL1P4263lpUeMQxbvoct+sg8695D2jdQa29e9h27YQOj4KKbeC7dz/u9A4Fh60qHHoaVFj42Lq+1h0MEN/+3P8gCfI2LdvHy+//DKHDx8mIyODjIwMDh06xLhx4yLiFkIRkYhktfmmdwfA8rdfWnz/tb4PyteEY/vhP/fD5Lbw0zwI7EYIERGRqBVwsVWrVi0OHjxIfHw8DRs2pGHDhsTHx3Po0CFq1aoVzBxFRCSY6veE3m9DQpWC2xOq+rZ3fQbuWwndnvMtkvzbj/DejTCjB+xZZ0zOIiIiYSjg2wjP9qjXsWPHKFWqVMAJiYhICajfEy6+itxti8lY8iUpl3XFftHlvitfAPZYaDUQkm+GpePgu8mwYwlM6QANb4BOo6B8DUNPQURExOz8LraGDRsGgMViYfTo0QVm53O73axYsYKUlJSgJSgiIiFiteGt0Y7dPzhJrtHur0Irv7hykDoGmt8FC5+G9e/Dhg9h06fQ4m5oPbSksxYREQkbfhdb69b5biHxer1s2LCBmHxTmsbExJCcnMzw4cODl6GIiBiv3IVw7evQ+l74ahRs/xaWT8S+bia1K3aH3CtAD4iLiIgU4Hex9c033wDQv39/XnnllUKnOxQRkQhSJRn6fgpbv4b5o7Ec2ESD3e/hnZwOnZ+AS68Fa8CPA4uIiESUgJ/Zmj59ejDzCAsul6vAitFasTw6RGp/m/W8jMor1McNdvxgxQs4Ts0OcOc3eNa9i2fBWOKyfoGP7sSz7FU8VzyFt0bb0BxXAhKs/j611Mupn/NPBW8EM36OPPm/J+TmYi3B3MJtHAtWTH0fiw5m6m9/cgh4UeNnn32WSpUqcccddxTYPm3aNH777TdGjhwZSFhTSUtLIy0tDbfbTWZmJrNmzSrwjJqIiIDNfZLav82j7v7PsXv+AGBvQmM2V+3N0bhqBmcnwZTjzWFM1hgARieOJsYSU8ge0ceSk0PdUaMB2DJ2DN4Y9ZFIpMnOzqZPnz5FWtQ44GKrZs2azJo1izZt2hTYvmLFCm666Sa2b98eSFhTcjqdJCYmcvDgwQIdqhXLo0Ok9rdZz8uovEJ93GDHD1a8oI5jJw9jXfoi1rUzsHjdeC1WPCm34rl8JJSpFJL8pWiC1d8nck/QdrbvqmV673Ti7HHBSjEgZvwcebKz2dayFQDV05cSW4KPW4TbOBasmPo+Fh3M1N9Op5OkpKQiFVsB30a4b98+qlSpctr28847j7179wYa1tTOtmK1ViyPDpHa32Y9L6PyCvVxgx0/WPGCMo7FV4MeL/sm0fj6SSw//hfburexbfwI2gz2/RdbJqjHFf8Ut7/z3zZot9tN896Z6XPkyZeHw6A+CrdxLFgx9X0sOpihv/05fsBPMVevXp309PTTtqenp1O1atVAw4qISLhLqgs3vQv9v4BqzcB1HL59Dl5tAqungzu38BgiIiIRIOArWwMGDGDo0KG4XC46deoEwIIFC3jooYd48MEHg5agiIiEqRpt4K6vYdNc+PopOLwd/jsUvpuEpeMoCOwudhERkbARcLE1YsQIfv/9d+69915ycnIAKFWqFCNHjuSRRx4JWoIiIhLGLBa49BqodxWsngrfPg8Hf8L+4a20LXMxlj1VoUYLo7MUEREJiYBvI7RYLDz//PP89ttvfPfdd3z//fccOnSI0aNHBzM/ERGJBPYYaDUQhmRA26F4bbEkHfsR+/RUmHMnHN5hdIYiIiJBV+yVJ8uUKUPz5s1p0KABsbGxwchJREQiVVw5SH2K3IEr2FW+LV4ssHEOTGwOXz4G2YeMzlBERCRoAr6N8JRNmzbxyy+/5N1KeErPnj2LG1pERCJV4gWsrfkvKl87FsfCp2D7t7B8IqybCZcPhxZ3g13/gCciIuEt4GJr27ZtXHPNNWzYsAGLxcKp5bosFgsAbrc7OBmKiEjkqtwI+n4KWxfA/NFw4Af46nFYOQU6jYYG14G12DdhiIiIGCLgYuv++++nVq1aLFiwgFq1arFy5Up+//13HnzwQV588cVg5mgaLpcLl8tV4HX+PwOJF8j+xT2u+CdS+9us52VUXqE+brDjByueacaxmu3hzoVYNnyAbdEzWI78Ah/fhWfZq3g6P4W3RruA8hOfYH1ecnNzC/ycf90tI5hxHPPk/56Qm4u1BHMLt3EsWDFNM45JSJmpv/3JweL1Bjb3blJSEgsXLqRRo0YkJiaycuVK6tWrx8KFC3nwwQdZt25dIGFNJS0tjbS0NNxuN5mZmcyaNYv4+Hij0xIRiWg2z0lqH/iSOvv/i8PzBwD7ElLYVPVGjsZVMzi76JbjzWFM1hgARieOJsYSY3BG5mPJyaHuKN9kYVvGjsEboz4SiTTZ2dn06dOHrKwsEhISztk24GKrfPnyrF27llq1alG7dm3efPNNOnbsyM8//0zDhg3Jzs4OKHkzcjqdJCYmcvDgwQId6nK5mD9/PqmpqQGtZB3o/sU9rvgnUvvbrOdlVF6hPm6w4wcrnqnHseO/YV3yb6xrZ2DxuvFarHiTb8F9+UgoW9nvXKNZsD4vJ3JP0HZ2WwDSe6cTZ48LVooBMeM45snOZlvLVgBUT19KbCFfxIIp3MaxYMU09TgmQWOm/nY6nSQlJRWp2Ar4NsIGDRrw/fffU6tWLVq2bMkLL7xATEwMU6ZM4aKLLgo0rKk5HI4zvrln217cuKHaTwITqf1t1vMyKq9QHzfY8YMVz5TjWLmq0ONlaH0vfP0klh//iyXjHaw/fARtBkObIRBbJuCco1Fx3+f8tw3a7XbTjB1mGsc8+fJwGNRH4TaOBSumKccxCToz9Lc/x/frqeP169fj8XgAePzxx/MmxRgzZgzbt2/nsssu43//+x8TJkzwJ6yIiMjZJdWFm96F/vPggubgyvYtjjyhMayeBu7cwmOIiIgYwK9iq3Hjxhw8eBCAgQMHcvnllwNQp04dfvzxRw4ePMiBAwfo1KlT8DMVEZHoVqM13DkfbpgB5WvB8QPw3wdgUhv46QsI7K54ERGRkPGr2CpXrhzbt28HYMeOHXlXuU6pUKFC3tTvIiIiQWexwKW94L6V0O15iKsAB3+C926Ct/4Ju9cYnaGIiEgev57Zuu6662jfvj1VqlTBYrHQrFkzbDbbGdtu27YtKAmKiIicxh4Dre6BlJth6cvw3STYuRTe6ORbm6vTKKhQy+gsRUQkyvlVbE2ZMoVrr72WrVu3MmTIEAYMGEDZsmVDlZuIiMi5lUqEzk9Cszvhm6fh+/dh40ew6TNocTdcPhziKxidpYiIRCm/ZyPs1q0bAGvWrOH+++9XsSUiIsYrVx2umQyt7oX5o2DbIvguDTJmwmXDfYWXo5TRWYqISJTx65mt/KZPn65CS0REzKVKI7htLtz6EZx/KfyR5Su+JjaH9bPhb88ai4iIhFLAxZaIiIgpWSxQpzPcswSuToOyVSHrF/h4ALzRAbYvNjpDERGJEiq2REQkMllt0PhWGLzGN2FGTFnY+z3M6AHv9oYDm43OUEREIpzfz2xFM5fLhcvlKvA6/5+BxAtk/+IeV/wTqf1t1vMyKq9QHzfY8YMVLyrGMYsDWt8PjfpgXfIi1nUzsGz5Eu/W+XiT++C+/GEoWzn0eRgoWP2dm5tb4GcXxo4fZhzHPPm/J+TmYi3B3MJtHAtWzKgYx8RU/e1PDhavV6tAnk1aWhppaWm43W4yMzOZNWsW8fHxRqclIiLFUPqPvdTf8yFVs1YDkGuNYev5V/Lz+d3JtcUZnJ255XhzGJM1BoDRiaOJscQYnJH5WHJyqDtqNABbxo7BG6M+Eok02dnZ9OnTh6ysLBISEs7ZVsVWETidThITEzl48GCBDnW5XMyfP5/U1FQcDoffcQPdv7jHFf9Ean+b9byMyivUxw12/GDFi+ZxzLJrBdYFT2LdvQoAb+nz8Vw2Ak/j28AaWTd+BKu/T+SeoO3stgCk904nzm5scWqGz9HfebKz2dayFQDV05cSW8gXsWAKt3EsWDGjeRyLJmbqb6fTSVJSUpGKrWL932TBggUsWLCAAwcO4PnbDE/Tpk0rTmhTcjgcZ3xzz7a9uHFDtZ8EJlL726znZVReoT5usOMHK15UjmMXtYNa82HzZ/D1k1gObcM2bwS2VVMg9Smod6Vvso0IUtz+zn/boN1uN83YYaZxzJMvD4dBfRRu41iwYkblOBaFzNDf/hw/4AkynnrqKbp06cKCBQs4ePAghw8fLvCfiIiI6VksUP9quHcFdH8B4irA71vg/T7w1lXw6xqjMxQRkTAW8JWtyZMn89Zbb3HbbbcFMx8REZGSZ4+Blv+C5Jtg6Xj47jXYmQ5vdoJLr4UrRkOFWkZnKSIiYSbgK1s5OTm0adMmmLmIiIgYq1QidH7CN118ch/AAj987FsUed4jkH3I6AxFRCSMBFxs3XXXXcyaNSuYuYiIiJhD4gVwzST412K4qCN4XL6rXa+kQPor4PrD6AxFRCQMBHwb4R9//MGUKVP4+uuvadSo0WkPio0bN67YyYmIiBiqSiPoOxe2LoD5o2H/Rt+fK9/wLZTc8AawBvzvliIiEuECLrbWr19PSkoKABs3bizwO0uEzd4kIiJRrs4VcFEH+P59WPh/kLULPrkbvkuD1LFwUXujMxQRERMKuNj65ptvgpmHiIiIuVlt0PgWuPQaWDEJlrwMe7+Ht3tCnVRIHQOV6hudpYiImEix1tk6cuQIU6dOZfPmzQBceuml3HHHHSQmJgYlOREREdOJiYfLHoQm/eDb52H1NNg6H35eACm3QMfHIKGK0VmKiIgJBHyj+erVq6lduzYvv/wyhw4d4tChQ4wbN47atWuzdu3aYOYoIiJiPqWT4Mp/+9bouqQneD2w7h14tQksfBpOHi3Y3uOG7Utgwxzfnx63MXmLiEiJCfjK1gMPPEDPnj154403sNt9YXJzc7nrrrsYOnQoixcvDlqSIiIippVUB258B35ZAV89Dr+uhMUvwJrp0OFh3xWwn76AeSPBueev/RKqQrfnoX5P43IXEZGQKtaVrZEjR+YVWgB2u52HHnqI1atXByU5ERGRsHFhS7jzK+j9NlS4CI7/Bp8/CC83hNm3FSy0AJx7YXZf2PSZMfmKiEjIBVxsJSQk8Msvv5y2fdeuXZQtW7ZYSYmIiIQliwXqXw33rYTu/4a4CnBs71kae31/zHtYtxSKiESogG8jvPHGG7nzzjt58cUXadOmDQDp6emMGDGCm2++OWgJmonL5cLlchV4nf/PQOIFsn9xjyv+idT+Nut5GZVXqI8b7PjBiqdxLISa9MdSthr22X3O0cgLzt3kbluMt0a7kKUSrP7Ozc0t8LMLY98/M36OPPm/J+TmYi3B3MJtHAtWTI1j0cFM/e1PDhav1+sN5CA5OTmMGDGCyZMn5w2+DoeDgQMH8txzzxEbGxtIWFNJS0sjLS0Nt9tNZmYms2bNIj4+3ui0REQkTFQ7tJxmOycV2m51jYHsrtC6BDIqnhxvDmOyxgAwOnE0MZYYgzMyH0tODnVHjQZgy9gxeGPURyKRJjs7mz59+pCVlUVCQsI52wZcbOU/2M8//wxA7dq1I7IYcTqdJCYmcvDgwQId6nK5mD9/PqmpqTgcDr/jBrp/cY8r/onU/jbreRmVV6iPG+z4wYqncSy0LDuXYp/Zq9B2uTfNxlu7U8jyCFZ/n8g9QdvZbQFI751OnD0uWCkGxIyfI092NttatgKgevpSYgv5IhZM4TaOBSumxrHoYKb+djqdJCUlFanYKtY6WwDx8fE0bNiwuGHCgsPhOOObe7btxY0bqv0kMJHa32Y9L6PyCvVxgx0/WPE0joXIRZf7Zh107iXvGa0zsH/+AHQeDQ17gzXgx6kLVdz+zn/boN1uN817Z6bPkSdfHg6D+ijcxrFgxdQ4Fh3M0N/+HN+vYmvYsGGMHTuW0qVLM2zYsHO2HTdunD+hRUREIo/V5pvefXZfwELBguvP13EV4Ohu+ORfsDwNuoyFizoYkq6IiASXX8XWunXr8h4IW7du3VnbWSyW4mUlIiISKer39E0Hf8Z1tp6Duqnw3SRY+jLsWw9vXw11OkPqGKh0qXF5i4hIsflVbH3zzTd5P8+YMYMLLrgA699ud/B6vezatSs42YmIiESC+j3h4qtg5zI4th/KVIIabXxXvgAuGwZN+sK3L8DqqbD1a/h5IaT0gY6P+QozEREJOwHfGF6rVi0OHjx42vZDhw5Rq1atYiUlIiIScaw2qHUZNLze9+epQuuU0klw5Qu+NbrqXw1eD6ybCROawML/g5NHjclbREQCFnCxdbZJDI8dO0apUqUCTkhERCSqVaztu+3wzvlQvSXknoDF/4ZXUmDlG+A2fo0ZEREpGr9nIzw1MYbFYmH06NEFpnp3u92sWLGClJSUoCUoIiISlaq3gDu+hB//C/OfgEM/w/+Gw4rJ0Pkp322JekZaRMTU/C62Tk2M4fV62bBhAzH5FuuLiYkhOTmZ4cOHBy9DERGRaGWxwCU94B/dYM1bsOg5+H0rfHALXNgaUsdC9eZGZykiImfhd7F1apKM/v3788orrxS6kJeIiIgUk80BLQZAoxsh/RXfFPG/LIepnaF+L+j8BFS4yOgsRUTkbwJ+Zmv69OkqtEREREpSqQS4YhQMXgONbwUssGkuTGwBXzwMx383OkMREckn4GLr2WefZdq0aadtnzZtGs8//3yxkhIREZFzSKwGV6fBwHTfmlweF6yYBBMa+9brcp34q63HjWXnUqodWo5l51LwuI3LW0QkygRcbL3++utcfPHFp22/9NJLmTx5crGSEhERkSKodCnc+hHcNhcqN4STWfD1k/BqM/j+ffjhUxjfAPvMXjTbOQn7zF4wvgFs+szgxEVEooPfz2ydsm/fPqpUqXLa9vPOO4+9e/cWKykRERHxQ+2OUGsxbJgNC8aC81f45F9nbuvcC7P7+qaXr9+zZPMUEYkyAV/Zql69Ounp6adtT09Pp2pVrXQvIiJSoqxWSL4JBq+GK54AzjYt/J/rZM57WLcUioiEWMBXtgYMGMDQoUNxuVx06tQJgAULFvDQQw/x4IMPBi1BERER8YMjDi5oTl5RdUZecO6Gncug1mUllZmISNQJuNgaMWIEv//+O/feey85OTkAlCpVipEjR/LII48ELUERERHx07H9wW0nIiIBCbjYslgsPP/884waNYrNmzcTFxdH3bp1iY2NDWZ+IiIi4q8ylYrW7tdVUP9q3zpeIiISdAE/s3VKmTJlaN68OQ0aNFChJSIiYgY12kBCVc7+3NafVkyG11rB5v+A91y3HYqISCD8urI1bNgwxo4dS+nSpRk2bNg5244bN65YiZmRy+XC5XIVeJ3/z0DiBbJ/cY8r/onU/jbreRmVV6iPG+z4wYqncSxyWVKfwfZRf8CCJd/zW94/CzBPyq1Yt8zD8vtW+OBWPBe0xNP5KbzVmp01Zm5uboGfXRj7/pnxc+TJ/z0hNxdrCeYWbuNYsGJqHIsOZupvf3KweL1F/6esjh078sknn1CuXDk6dux49qAWCwsXLixyEmaVlpZGWloabrebzMxMZs2aRXx8vNFpiYiIFEmVI6to+Ou7xLkO5W3LdlRg4wW3sLdcc+zuE9TZ/zm1D8zD7vU9f727XHM2V+3N8djTb0XM8eYwJmsMAKMTRxNjiSmZEwkjlpwc6o4aDcCWsWPwxqiPRCJNdnY2ffr0ISsri4SEhHO29avYilZOp5PExEQOHjxYoENdLhfz588nNTUVh8P/+90D3b+4xxX/RGp/m/W8jMor1McNdvxgxdM4FgU8btzbl7Jx+dc0aN0ZW612YLUVbOPci23xc1jWv4fF68FrdeBp2h9PuwchvmJesxO5J2g7uy0A6b3TibPHleSZnMaMnyNPdjbbWrYCoHr6UmIL+SIWTOE2jgUrpsax6GCm/nY6nSQlJRWp2ApoggyXy0W3bt2YPHkydevWDSjJcORwOM745p5te3Hjhmo/CUyk9rdZz8uovEJ93GDHD1Y8jWORzAG127P7p+Mk125/5v6ueCFc8xq0uQ/mP4Fl63xsq6ZgW/8+tHsAWg0ER1yB2wbtdrtp3jszfY48+fJwGNRH4TaOBSumxrHoYIb+9uf4AU2Q4XA4WL9+fSC7ioiIiFlVuhRunQN9P4XKjeCkExY8Ba82g4z3wOMxOkMRkbAS8GyEt956K1OnTg1mLiIiImIGF3WAu7+Fa6ZAYnVw/gpz74FpXY3OTEQkrAS8zlZubi7Tpk3j66+/pmnTppQuXbrA7yNxNkIREZGoYbVC8o2+dbhWTIYl4+DAD1Czuu/3+zfBBWefuVBERPwsttavX0+DBg2wWq1s3LiRJk2aAJCZmVmgncVSyLoeIiIiEh4cpaDdUGjSF759Fg7M822fmgrJfaDjo5BYzdAURUTMyq9iq3Hjxuzdu5fzzz+fnTt3smrVKipWrFj4jiIiIhLe4itA56dg1p/FFl7ImAkbP4LW90LboVCq5GbeExEJB349s1WuXDm2b98OwI4dO/DoQVkREZHodPvncGFryD0BS16CCY1h5RvgNn7BURERs/DrytZ1111H+/btqVKlChaLhWbNmmGz2c7Ydtu2bUFJUEREREyoamPo/wX89D+Y/wT8vgX+Nxy+mwSdn4RLeoAeKxCRKOdXsTVlyhSuvfZatm7dypAhQxgwYABly5YNVW4iIiJiZhYLXHwV1O0Ca2fAoufg0M8w+zao3hK6/B9Ub2F0liIihvF7NsJu3boBsGbNGu6//34VWyIiItHO5oDmd0GjGyF9AiyfCLtW+CbRuKSn70pXxdpGZykiUuICXmdr+vTpKrRERETkL7FlodNjMHgtNL4NLFbY/BmktYD/PQTHfzc6QxGREhVwsSUiIiJyRglV4OqJcE+67xZDTy6sfB0mpPgm03CdMDpDEZESoWJLREREQqNSfbjlQ+j7GVRuBCedsGAMvNoUMmaBx210hiIiIaViS0RERELrovZw97dwzRRIrA7O3TB3ILzeHrYuMDo7EZGQUbElIiIioWe1QvKNMGg1pI6B2ETYvwFmXgvvXAP7NhidoYhI0KnYEhERkZLjKAVt74f7M6DVvWB1wM8LYfJl8MlAyNptdIYiIkGjYktERERKXnwF6PYsDFoFl14LeOH7WfBqE/j6Kfgjy+gMRUSKTcWWiIiIGKdCLbhhOty1EC5sA7l/wNJxMKExrJgCuTlGZygiEjAVWyIiImK8C5pC///BTe9B0j8g+3f4YgS81hI2fQper9EZioj4TcWWiIiImIPFAhdfCQOXw1XjoPR5cGgbzO4L07rCLyuMzlBExC8qtkRERMRcbHZoficMWQftR4IjHnatgGld4INb4fefjc5QRKRIVGyJiIiIOcWWhY6PwuC10KQvWKyw+T+Q1gL+NwKOHzQ6QxGRc1KxJSIiIuaWUAV6vgr3pEPdLuDJhZVTsL/WjLr7PgNXttEZioickYotERERCQ+V6sMtH0Lfz6BKMpacY9TfOwf7pJaw7l3wuI3OUESkABVbIiIiEl4uag8DFpF79SSyHRWxHN0Ln94Lr18OW782OjsRkTwqtkRERCT8WK14G9zAgvrP477iSSiVCPs3wszr4O1esG+D0RmKiKjYEhERkfDlscbgaTUIhmRAq/vA6oBt38Dky+CTeyDrV6NTFJEoZjc6gXDicrlwuVwFXuf/M5B4gexf3OOKfyK1v816XkblFerjBjt+sOJpHIsOwerv3NzcAj+7MPb9K3BejrJwxVPQpD+2RU9j3fQJfP8e3h8+wdPiX3ha3w+lEkKekyf/94TcXKwl+BkPt3EsWDE1jkUHM/W3PzlYvF4tyX42aWlppKWl4Xa7yczMZNasWcTHxxudloiIiCFyvDmMyRoDwOjE0cRYYgzO6OzKHf+ZS/e8T9KxnwA4aStDZuVebE/qhNcaun9rtuTkUHfUaAC2jB2DN8a8fSQigcnOzqZPnz5kZWWRkHDuf8RRsVUETqeTxMREDh48WKBDXS4X8+fPJzU1FYfD4XfcQPcv7nHFP5Ha32Y9L6PyCvVxgx0/WPE0jkWHYPX3idwTtJ3dFoD03unE2eOClWJACj0vrxfLlnnYFo7B8vsW36bytXB3HIX34h5gsQQ9J092NttatgKgevpSYgv5IhZM4TaOBSumxrHoYKb+djqdJCUlFanY0m2EfnA4HGd8c8+2vbhxQ7WfBCZS+9us52VUXqE+brDjByuexrHoUNz+zn/boN1uN817d87zurQnXHwlrHsbvnkWy+Ht2D++Ay5oAV3GwoWtgpqLJ18eDoP6KNzGsWDF1DgWHczQ3/4cXxNkiIiISGSz2aHZHTBkLbQfCY54+HUlTOsK798CB7canaGIRCgVWyIiIhIdYstCx0dh8Fpo0g8sVvjxv5DWAj5/EI79ZnSGIhJhVGyJiIhIdEmoAj0nwMBlULcreN2w6k2Y0BgW/xtyso3OUEQihIotERERiU7nXwK3zIZ+/4EqyZBzFBb+H7zaFNbNBI/b6AxFJMyp2BIREZHoVutyGLAIrn0TEi+Eo3vg0/t8CyNv+Ro0cbOIBEjFloiIiIjVCo1ugEGrIHUslEqEAz/Au9fBO71g73qjMxSRMKRiS0REROQURyloOwSGZEDrQWCLgW2L4PXL4eN/wZFdRmcoImFExZaIiIjI38VXgK5P+650NbgO8ML6933Pc81/Av7IMjpDEQkDKrZEREREzqZ8Tbh+GgxYCDXagfskpI+HV1Lgu0mQm1Owfb5JNSy7lmuSDZEop2JLREREpDDVmsLt/4Wb34ekf8CJQzDvYd8aXT984ptEY9Nnvtd/sr9/E4xv4NsuIlHJbnQCIiIiImHBYoF63aFOKqx7G755Fg5vhw9vhwq14dDPkGsBqvy1j3MvzO4Lvd+G+j2NylxEDKIrWyIiIiL+sNmh2R0wZB20fxjscb5C64z+nDZ+3sO6pVAkCqnYEhEREQlEbBno+Ahc+3ohDb3g3A07l5VIWiJiHiq2RERERIrD7Spau2P7Q5uHiJiOii0RERGR4ihTqWjtSp8X2jxExHRUbImIiIgUR402kFAVsJy73RcjYct838yFIhIVVGyJiIiIFIfVBt2e//PF3wuuP1874uG3zfDu9fD21bAnowQTFBGjqNgSERERKa76PX3Tu5etXHB7QlXo/Q488AO0HgS2GNj+LUxpDx/fDUd2GZOviJQIFVsiIiIiwVC/J9y3Mu9l7k3vw9ANvu3xFaDr0zBoFTS43tdg/QfwalOYPxpOHDEmZxEJKRVbIiIiIsFiteX96K3eusBrAMrXhOunwoBvoEY7cJ+E9FdgQgosfw1yc0o0XREJLRVbIiIiIiWtWhO4/b9w8weQVA9OHIYvH4G05rDxY02iIRIhVGyJiIiIGMFigXrdYOAy+Od4KH0+HN4Bc/rDm1doEWSRCKBiS0RERMRINjs06w9D1kGHR8BRGnavgend4b0+cHCL0RmKSIBUbImIiIiYQWwZ6PAwDFkLTW8HixV++hzSWsJ/h8GxA0ZnKCJ+UrElIiIiYiZlK0OPV+De7+Af3cHrhtVTYUJj+PYFyDludIYiUkQqtkRERETM6Lx60Od96PdfqNoYco7BN0/DhCawZgZ43EZnKCKFULElIiIiYma1LoO7FsJ1U6HchXBsH/xnCExqC5lfaeZCERNTsSUiIiJidlYrNLweBq2GLk9DqXLw22aYdQO83RP2ZBidoYicgYotERERkXBhj4U2g+D+DGgzGGwxsH0xTGmP7dOBxOUcNDpDEclHxZaIiIhIuIkrD13+z3elq+ENAFg3fsgVm0ZiXfCkb5FkETGcii0RERGRcFW+Blz3Jgz4Bk+Ntti8LmzfTfTNXLg8DXJPGp2hSFRTsSUiIiIS7qo1wX3LXL67aBjepHq+K1tfPgoTm8PGjzSJhohBVGyJiIiIRAKLhf2JKeQO+Na3TleZSnBkJ8y5A97oBDvSjc5QJOqo2BIRERGJJFY7NL0dBq+FDo+CozTsWQtvXQnv3Qy/ZRqdoUjUULElIiIiEoliy0CHkTBkHTTtDxYb/PQ/eK0V/PcBOLrf6AxFIp6KLREREZFIVrYS9BgP9y6HeleC1w2rp/km0Vj0POQcNzpDkYilYktEREQkGpxXD25+D27/HKo2AddxWPQMTGgCa2aAO9foDEUijootERERkWhSsx3ctQCumwrlasCxffCfITC5HWR+qZkLRYJIxZaIiIhItLFaoeH1MGgVdH0GSpWD3zbDrN4wowfsWVewvceNZedSqh1ajmXnUvC4DUlbJNzYjU5ARERERAxij4XW90FKH1gyDla8DjuWwJQO0PAG6DQK9n4P80Zid+6hGcDOSZBQFbo9D/V7GnwCIuamK1siIiIi0S6uPHQZC4NXQ8Pevm0bPoRXm8Ds28C5p2B7516Y3Rc2fVbyuYqEERVbIiIiIuJT7kK47g24exHUaAees02a8edzXfMe1i2FIucQNcXWrl276NChA/Xr16dRo0Z8+OGHRqckIiIiYk5VG/vW6DonLzh3w85lJZKSSDiKmme27HY748ePJyUlhX379tG0aVOuvPJKSpcubXRqIiIiIuZz7EAR22lxZJGziZpiq0qVKlSpUgWAypUrk5SUxKFDh1RsiYiIiJxJmUpFa+fOCW0eImHMNLcRLl68mB49elC1alUsFgtz5849rU1aWho1a9akVKlStGzZkpUrVwZ0rDVr1uB2u6levXoxsxYRERGJUDXa+GYdxHLudnPvg/8MhaO6wiXyd6Ypto4fP05ycjJpaWln/P0HH3zAsGHDeOKJJ1i7di3Jycl07dqVAwf+usSdkpJCgwYNTvtvz56/ZtA5dOgQffv2ZcqUKSE/JxEREZGwZbX5pncHTi+4/nxdtQnggTXTYUJjWPQcnDxWgkmKmJtpbiPs3r073bt3P+vvx40bx4ABA+jfvz8AkydP5vPPP2fatGk8/PDDAGRkZJzzGCdPnqRXr148/PDDtGnT5pztTp48mffa6XQC4HK5cLlcedtP/Zx/mz8C3b+4xxX/RGp/m/W8jMor1McNdvxgxdM4Fh2C1d+5ubkFfnZh7Ptnxs+RJ//3hNxcrCWYW0j6o253LNdNx/bVo1iO/vWP196EqrhTn8Z78T+x/LIM64Inse5ZC4uexbtqKu72D+NN7gPWc3/VDEbOGseig5n6258cLF6v1xvCXAJisVj45JNP6NWrFwA5OTnEx8czZ86cvG0A/fr148iRI3z66aeFxvR6vfTp04d69erx5JNPnrPtk08+yVNPPXXa9lmzZhEfH+/PqYiIiESMHG8OY7LGADA6cTQxlhiDMzIfS04OdUeNBmDL2DF4YyKkj7weKh77iVKuI/zhKMfvZeqBJd8NUl4vVY+spP6eDymd47vryFmqGpuq9mZ/QgpYCrkVUSSMZGdn06dPH7KyskhISDhn27Aotvbs2UO1atVYtmwZrVu3zmv30EMP8e2337JixYpCYy5dupTLL7+cRo0a5W175513aNiw4Wltz3Rlq3r16hw8eLBAh7pcLubPn09qaioOh8Pv8wx0/+IeV/wTqf1t1vMyKq9QHzfY8YMVT+NYdAhWf5/IPUHb2W0BSO+dTpw9LlgpBsSMnyNPdjbbWrYCoHr6UmIL+SIWTKYYx3JPYl07HevSl7CcOAyAp0Zb3Fc8BVVSQpKzxrHoYKb+djqdJCUlFanYMs1thKHWrl07PB5PkdrGxsYSGxt72naHw3HGN/ds24sq0P2Le1zxT6T2t1nPy6i8Qn3cYMcPVjyNY9GhuP2d/7ZBu91umvfOTJ8jT748HAb1kaHjmMMBbQdDk9tg6Tj4bjLWnelYp3WGhjdAp1FQvkZIctY4Fh3M0N/+HN80E2ScS1JSEjabjf37C85ys3//fipXrmxQViIiIiJyRnHlIHUMDF4NjW70bdvwIUxsBl8+Bn9e9RKJdGFRbMXExNC0aVMWLFiQt83j8bBgwYICtxWKiIiIiImUuxCunQJ3fwu1LvetybV8IrySAssmQu7JQkOIhDPT3EZ47Ngxtm7dmvd6+/btZGRkUKFCBS688EKGDRtGv379aNasGS1atGD8+PEcP348b3ZCERERETGpqinQ9zPY+jXMHw0HNsFXj2Ff8TrVyl0F3m5GZygSEqYptlavXk3Hjh3zXg8bNgzwzTj41ltvceONN/Lbb78xevRo9u3bR0pKCvPmzaNSpSKubi4iIiIixrFYoG4q1O4EGe/CwqexZP1Cs6xJeKYvh65PQ812RmcpElSmKbY6dOhAYRMjDho0iEGDBpVQRqfTOlvRKVL726znpXW2SjaexrHooHW2Sk7ErbMVqvgNb4Z6PfEuT8O6bAL2vRnw1lV46nbF3XE0nFevxPLSOBYezNTfYb/OllmkpaWRlpaG2+0mMzNT62yJiEhU0zpbhYvYdbZCKNaVRb19n1Dj4CKsePBiYWfFDvxY5RpOOsoZnZ7IacJ+nS2zcTqdJCYmap2tKBWp/W3W89I6WyUbT+NYdNA6WyUn6tfZKk5M5w5sC8dizfwfAF5HaTyt7sPT6l6IKROyvDSOhQcz9bfW2QoRrbMV3SK1v816Xlpnq2TjaRyLDlpnK/Sifp2t4sSsXB/6vAc7l8FXo7DsXo1tyQvY1s2ADo9A49vAdvavrhrHooMZ+jvi1tkSERERkShRow3c9TXc8BaUrwnH9sN/h8LktvDTPMh/U5bHjWXnUqodWo5l51LwuA1KWuTMdGVLRERERMzFYoFLr4F6V8HqqfDt8/Dbj/DejVDzMt+CyVm/wryR2J17aAawcxIkVIVuz0P9nkafgQigK1siIiIiYlb2GGg1EIZkQNuhYIuFHUvgjY4w+zZw7inY3rkXZveFTZ8Zka3IaVRsiYiIiIi5xZWD1Kdg8Bpo2PscDf+8xXDew7qlUExBtxH6QetsRadI7W+znpfW2SrZeBrHooPW2So5WmcrxDFLV8aS3Af7htnnaOQF525yty3GW6PwRZI1joUHM/W31tkKEq2zJSIi8hets1U4rbMVetUOLafZzkmFtltdYyC7K7QugYwk2midrSDTOlvRLVL726znpXW2SjaexrHooHW2So7W2Qp9TMvOpdhn9iq0nbvzWDwtB4Ykh+LsJ4ExU39rna0Q0Tpb0S1S+9us56V1tko2nsax6KB1tkJP62yVQMyLLvfNOujcS94zWmdg+3oUtl/SofNTcP7Fwc0hCPtJYMzQ31pnS0REREQik9Xmm94dAMvffmnx/Vf7CrDYIHMeTGoNnw2Bo/tKOFERFVsiIiIiEm7q94Teb0NClYLbE6r6tt/2Mdy3Ai7+J3g9sHYGTGgC3zwLJ48Zk7NEJd1GKCIiIiLhp35PuPgqcrctJmPJl6Rc1hX7RZf7rnwBJNWFm96Fncth/ij4dRV8+xysngYdH4HGfcGmr8ISWrqyJSIiIiLhyWrDW6Mduyu09k3zfqrQyq9Ga7hzPtwwA8rXguMH4L8PwKQ28NMXoLniJIRUbImIiIhIZLNY4NJecN9K3/NecRXg4E/w3k3YZl5NuePbjM5QIpSKLRERERGJDvYYaHUP3J8B7R4AeymsvyyjfeaT2D4ZAId3GJ2hRBjdqOoHl8tVYMXo4q5krRXLw0Ok9rdZz8uovEJ93GDHD1Y8jWPRIVj9nZubW+Dn/FPBG8GMnyNP/u8JublYSzC3cBvHghUzoBi2eGj/GKT0w/LN09h+mIN10yd4f/ocT7M78bQdBnHlQ567FJ2Z+tufHLSo8TmkpaWRlpaG2+0mMzOTWbNmER8fb3RaIiIihsjx5jAmawwAoxNHE2OJMTgj87Hk5FB31GgAtowdgzdGfRQOErJ3cumeDzj/6EYAcmzxZFbqyfbzOuOx6j2UgrKzs+nTp0+RFjVWsVUETqeTxMREDh48WKBDi7uStVYsDw+R2t9mPS+j8gr1cYMdP1jxNI5Fh2D194ncE7Sd3RaA9N7pxNnjgpViQMz4OfJkZ7OtZSsAqqcvJbaQL2LBFG7jWLBiBnMci/llCbaFT2I5sAkAb2J13B0exXvpdWDJ9/SNx417+1I2Lv+aBq07Y6t1lsk5JGjM9Pfd6XSSlJRUpGJLtxH64WwrVhd3JWutWB4eIrW/zXpeRuUV6uMGO36w4mkciw7F7e/8tw3a7XbTvHdm+hx58uXhMKiPwm0cC1bMYIxj9ou7wj86w/fvwcKnsWTtwv7pQFj5OnQZC7Uuh02fwbyROJx7aAawc5Jvfa9uz/umo5eQMsPfd3+OrwkyREREREROsdqg8a0weA10GgUxZWFvBszoAa+3h9m3gXNPwX2ce2F2X18hJpKPii0RERERkb+LiYfLh8OQddB8AFhsvqLrjP58Kmfew+Bxl1SGEgZUbImIiIiInE2Z8+CqF+Hq1wpp6AXnbti5rETSkvCgYktEREREpDC2Ik51cGx/aPOQsKJiS0RERESkMGUqFbHd+aHNQ8KKii0RERERkcLUaOObdRDLudt98yz8uqZEUhLzU7ElIiIiIlIYq803vTtwesH152urA35ZBm92gg/7w6HtJZmhmJDW2fKDy+XC5XIVeJ3/z0DiBbJ/cY8r/onU/jbreRmVV6iPG+z4wYqncSw6BKu/c3NzC/ycf90tI5jxc+TJ/z0hNxdrCeYWbuNYsGKW6DhWtzuW66Zj++pRLEf/mv7dm1AVd+rTeKs2xvbts1jWf4Dlh4/xbv4PnmZ34Gn7IMRXCCg/8THT33d/crB4vV5vCHMJa2lpaaSlpeF2u8nMzGTWrFnEx8cbnZaIiIghcrw5jMkaA8DoxNHEWGIMzsh8LDk51B01GoAtY8fgjVEfRSSvh4rHfqKU6wh/OMrxe5l6YPnrhrGE7F+4dM/7nH90IwAuWzyZlXqw7bxUPFZ9JsJddnY2ffr0ISsri4SEhHO2VbFVBE6nk8TERA4ePFigQ10uF/Pnzyc1NTWglawD3b+4xxX/RGp/m/W8jMor1McNdvxgxdM4Fh2C1d8nck/QdnZbANJ7pxNnjwtWigEx4+fIk53NtpatAKievpTYQr6IBVO4jWPBimnmccyy7RtsC57EcuAHALyJ1XF3eBTvpdcVKM6kcGb6++50OklKSipSsaXbCP3gcDjO+OaebXtx44ZqPwlMpPa3Wc/LqLxCfdxgxw9WPI1j0aG4/Z3/tkG73W6a985MnyNPvjwcBvVRuI1jwYppynGsXheoewWs/wAW/h+WrF3YPx0IKydD6li4qH3A+UYrM/x99+f4KqlFRERERELFaoOUPjB4DVwxGmLKwt7v4e2e8O4NcGCz0RlKCKnYEhEREREJNUccXPYg3J8BLf4FVjts+QomtYFPB4Fz719tPW7YvgQ2zPH96XEblrYUj24jFBEREREpKaWT4MoXoOW/4OsnYfNnsO4d2PgRtB4ESXV8251/zXZIQlXftPP1exqVtQRIV7ZEREREREpaxdpw4ztwx1dwQQtwZcPiF+DjuwsWWuC76jW7L2z6zJhcJWAqtkREREREjHJhS7jzK7h+BlhsZ2n05+Th8x7WLYVhRsWWiIiIiIiRLBYoXRG85yqkvODcDTuXlVhaUnwqtkREREREjHZsf3DbiSmo2BIRERERMVqZSkVrt+kzyD4U2lwkaFRsiYiIiIgYrUYb36yDWM7dbvOn8EoKLB0Prj9KIDEpDk397geXy4XL5SrwOv+fgcQLZP/iHlf8E6n9bdbzMiqvUB832PGDFU/jWHQIVn/n5uYW+NmFse+fGT9HnvzfE3JzsZZgbuE2jgUrZiSNY5bUZ7B91B+wYDk1KQbg/bMA87R7EGvmPCwHNsLXT+Bd+QbuDo/ibXA9WCL7GoqZ/r77k4PF6/V6C28WndLS0khLS8PtdpOZmcmsWbOIj483Oi0RERFD5HhzGJM1BoDRiaOJscQYnJH5WHJyqDtqNABbxo7BG6M+Ev9UObKKhr++S5zrr1sFsx0V2HjBLewt1xy8HqofWsYle+fktTkSV4Mfqt3EwbKXGpV2VMnOzqZPnz5kZWWRkJBwzrYqtorA6XSSmJjIwYMHC3Soy+Vi/vz5pKam4nA4/I4b6P7FPa74J1L726znZVReoT5usOMHK57GsegQrP4+kXuCtrPbApDeO504e1ywUgyIGT9HnuxstrVsBUD19KXEFvJFLJjCbRwLVsyIHMc8biy7lvsmwyhTCW/11mD927TwrhNYV03Bumw8lpNHfbvV7oy70xNw/iXBzccEzPT33el0kpSUVKRiS7cR+sHhcJzxzT3b9uLGDdV+EphI7W+znpdReYX6uMGOH6x4GseiQ3H7O/9tg3a73TTvnZk+R558eTgM6qNwG8eCFTOyxjEH1OlY2IGh/XBodjss/jesehPrz19j3bYQUvpAx8f+fAYsspjh77s/x4/smztFRERERCJZ6STo/jzctxLqXw1eD6ybCROawML/gz+veokxVGyJiIiIiIS7irWh99tw53yo3hJyT/iueL2SAivfALfxE0tEIxVbIiIiIiKRonoLuONLuHEmVKgN2Qfhf8PhtVaw+b+g6RpKlIotEREREZFIYrHAJT3gvhVw5YsQnwS/b4UPboHp3WHXKqMzjBoqtkREREREIpHNAS0GwJB1cNlwsMfBL8thameY3Q8ObTM6w4inYktEREREJJKVSoArRsHgNdD4VsACm+bCxBbwxcNw/HejM4xYKrZERERERKJBYjW4Og0GpkOdzuBxwYpJMKExLH0ZXCeMzjDiqNgSEREREYkmlS6FWz+C2+ZC5YZwMgu+fhJebQbfvw8ej9EZRgwVWyIiIiIi0ah2R7h7MVzzOiRcAM5f4ZN/wZTL4edvjM4uIqjYEhERERGJVlYrJN8Eg1dD5ychNgH2bYB3esHM62DfxoLtPW7YvgQ2zPH96XEbkXXYsBudgIiIiIiIGMwRB+0egMZ9fYshr3oTtn4NWxdAyi3Q6TH4dTXMGwnOPX/tl1AVuj0P9Xsal7uJ6cqWiIiIiIj4lK4I3Z+DQSuhfi/ACxkzYXwyzL6tYKEF4NwLs/vCps+MyNb0VGyJiIiIiEhBFS6C3jPgrgVQvRV4cs7S0Ov7Y97DuqXwDHQboR9cLhcul6vA6/x/BhIvkP2Le1zxT6T2t1nPy6i8Qn3cYMcPVjyNY9EhWP2dm5tb4GcXxr5/ZvwcefJ/T8jNxVqCuYXbOBasmBrHQqxSMpbLH8b+bq9zNPKCcze52xbjrdEuJGmYqb/9ycHi9Xq9IcwlrKWlpZGWlobb7SYzM5NZs2YRHx9vdFoiIiKGyPHmMCZrDACjE0cTY4kxOCPzseTkUHfUaAC2jB2DN0Z9JOGv2qHlNNs5qdB2q2sMZHeF1iWQkbGys7Pp06cPWVlZJCQknLOtiq0icDqdJCYmcvDgwQId6nK5mD9/PqmpqTgcDr/jBrp/cY8r/onU/jbreRmVV6iPG+z4wYqncSw6BKu/T+SeoO3stgCk904nzh4XrBQDYsbPkSc7m20tWwFQPX0psYV8EQumcBvHghVT41joWXYuxT6zV6HtcntOwtvwhpDkYKb+djqdJCUlFanY0m2EfnA4HGd8c8+2vbhxQ7WfBCZS+9us52VUXqE+brDjByuexrHoUNz+zn/boN1uN817Z6bPkSdfHg6D+ijcxrFgxdQ4FkIXXe6bddC5l7xntM7A/p/BsP97uPwh30QbIWCG/vbn+JogQ0REREREzs5q803vDoDlb7/883XlRuDNhRWTYUIKLBkHrhMlmKQ5qdgSEREREZFzq98Ter8NCVUKbk+oCr3fgXuWQN9PfUXXSScseApebQoZs8DjMSZnE9BthCIiIiIiUrj6PeHiq2DnMji2H8pUghptfFe+AC7qAHd/Cxs+hIVjIWsXzB0Iy1+DLmOgdidD0zeCii0RERERESkaqw1qXXaO31sh+Uaof7XvlsIl42D/BnjnGqh9BaSOgcoNSi5fg+k2QhERERERCS5HKWg3FO7PgFb3gtUBPy+Aye1g7r2QtdvoDEuEii0REREREQmN+ArQ7VkYtBIuvQbwQsa7vue5FoyBP5xGZxhSKrZERERERCS0KlwEN7wFdy2AC1tD7glY8pJv5sIVU8DtKixCWFKxJSIiIiIiJeOCZtD/C7hpFlSsC9m/wxcjIK0lbPoMvGdfxyscqdgSEREREZGSY7H4ZjW8dzlc9RKUPg8O/Qyzb4NpXeGXFQXbe9xYdi6l2qHlWHYuBY/bmLwDoNkIRURERESk5Nkc0PwuaHQjpE+A5RNh1wqY1gUu6Qmdn4T9P8C8kdide2gGsHOSb22vbs/7pqI3OV3ZEhERERER48SWhU6PweC10Pg2sFhh82cwsZnvapdzT8H2zr0wu6/vtkOTU7ElIiIiIiLGS6gCV0+Ee9KhTip4PWdp+OdzXfMeNv0thSq2RERERETEPCrVh7b3F9LIC87dsHNZiaQUKBVbIiIiIiJiLsf2B7edQVRsiYiIiIiIuZSpFNx2BlGxJSIiIiIi5lKjjW/WQSxnaWCBhGq+diamYktERERERMzFavNN7w6cXnD9+brbc752JqZ1tvzgcrlwuVwFXuf/M5B4gexf3OOKfyK1v816XkblFerjBjt+sOJpHIsOwerv3NzcAj+7MPb9M+PnyJP/e0JuLtYSzC3cxrFgxdQ4FsHqdsdy3XRsXz2K5ehf0797E6riTn0ab93uYED/+/OeW7xerzeEuYS1tLQ00tLScLvdZGZmMmvWLOLj441OS0RExBA53hzGZI0BYHTiaGIsMQZnZD6WnBzqjhoNwJaxY/DGqI9Eis3roeKxnyjlOsIfjnL8Xqaeby0ug2RnZ9OnTx+ysrJISEg4Z1sVW0XgdDpJTEzk4MGDBTrU5XIxf/58UlNTcTgcfscNdP/iHlf8E6n9bdbzMiqvUB832PGDFU/jWHQIVn+fyD1B29ltAUjvnU6cPS5YKQbEjJ8jT3Y221q2AqB6+lJiC/kiFkzhNo4FK6bGsehgpv52Op0kJSUVqdjSbYR+cDgcZ3xzz7a9uHFDtZ8EJlL726znZVReoT5usOMHK57GsehQ3P7Of9ug3W43zXtnps+RJ18eDoP6KNzGsWDF1DgWHczQ3/4cXxNkiIiIiIiIhICKLRERERERkRBQsSUiIiIiIhICKrZERERERERCQMWWiIiIiIhICKjYEhERERERCQEVWyIiIiIiIiGgYktERERERCQEVGyJiIiIiIiEgIotERERERGREFCxJSIiIiIiEgIqtkRERERERELAbnQC4cDr9QLgdDoLbHe5XGRnZ+N0OnE4HH7HDXT/4h5X/BOp/W3W8zIqr1AfN9jxgxVP41h0CFZ/Z7uycZ9wA77/J+Y6coOVYkDM+DnyZGdzzP1XH8VaLCV27HAbx4IVU+NYdDBTf5+qCU7VCOdi8RalVZT79ddfqV69utFpiIiIiIiISezatYsLLrjgnG1UbBWBx+Nhz549lC1bFsvf/oWqefPmrFq1KuDYgezvdDqpXr06u3btIiEhIeBjS9EV9302K7Oel1F5hfq4wY4frHgax6KDWf++F5dZz0vjWMnG1DgWHczy993r9XL06FGqVq2K1Xrup7J0G2ERWK3Ws1atNputWH/BirN/QkKC/nKXkOK+z2Zl1vMyKq9QHzfY8YMVT+NYdDDr3/fiMut5aRwr2Zgax6KDmf6+JyYmFqmdJsgopvvuu8/Q/aVkROr7ZNbzMiqvUB832PGDFU/jWHSI1PfJrOelcaxkY2ociw7h+D7pNsIw5HQ6SUxMJCsryzTVvYiIPzSOiUi40zgmRaErW2EoNjaWJ554gtjYWKNTEREJiMYxEQl3GsekKHRlS0REREREJAR0ZUtERERERCQEVGyJiIiIiIiEgIotERERERGREFCxJSIiIiIiEgIqtkREREREREJAxVYE2bVrFx06dKB+/fo0atSIDz/80OiURET8cuTIEZo1a0ZKSgoNGjTgjTfeMDolEZGAZGdnU6NGDYYPH250KmIgTf0eQfbu3cv+/ftJSUlh3759NG3alMzMTEqXLm10aiIiReJ2uzl58iTx8fEcP36cBg0asHr1aipWrGh0aiIifnnsscfYunUr1atX58UXXzQ6HTGIrmxFkCpVqpCSkgJA5cqVSUpK4tChQ8YmJSLiB5vNRnx8PAAnT57E6/WifxMUkXCzZcsWfvzxR7p37250KmIwFVsmsnjxYnr06EHVqlWxWCzMnTv3tDZpaWnUrFmTUqVK0bJlS1auXHnGWGvWrMHtdlO9evUQZy0i8pdgjGNHjhwhOTmZCy64gBEjRpCUlFRC2YuIBGccGz58OM8++2wJZSxmpmLLRI4fP05ycjJpaWln/P0HH3zAsGHDeOKJJ1i7di3Jycl07dqVAwcOFGh36NAh+vbty5QpU0oibRGRPMEYx8qVK8f333/P9u3bmTVrFvv37y+p9EVEij2Offrpp/zjH//gH//4R0mmLSalZ7ZMymKx8Mknn9CrV6+8bS1btqR58+ZMnDgRAI/HQ/Xq1Rk8eDAPP/ww4LvtJjU1lQEDBnDbbbcZkbqICBD4OJbfvffeS6dOnbj++utLKm0RkTyBjGOPPPIIM2fOxGazcezYMVwuFw8++CCjR4826CzESLqyFSZycnJYs2YNnTt3zttmtVrp3Lkzy5cvB8Dr9XL77bfTqVMnFVoiYjpFGcf279/P0aNHAcjKymLx4sXUq1fPkHxFRP6uKOPYs88+y65du9ixYwcvvvgiAwYMUKEVxVRshYmDBw/idrupVKlSge2VKlVi3759AKSnp/PBBx8wd+5cUlJSSElJYcOGDUakKyJymqKMYzt37uSyyy4jOTmZyy67jMGDB9OwYUMj0hUROU1RxjGR/OxGJyDB065dOzwej9FpiIgErEWLFmRkZBidhohIUNx+++1GpyAG05WtMJGUlITNZjvtQfH9+/dTuXJlg7ISESk6jWMiEu40jom/VGyFiZiYGJo2bcqCBQvytnk8HhYsWEDr1q0NzExEpGg0jolIuNM4Jv7SbYQmcuzYMbZu3Zr3evv27WRkZFChQgUuvPBChg0bRr9+/WjWrBktWrRg/PjxHD9+nP79+xuYtYjIXzSOiUi40zgmwaSp301k0aJFdOzY8bTt/fr146233gJg4sSJ/Pvf/2bfvn2kpKQwYcIEWrZsWcKZioicmcYxEQl3GsckmFRsiYiIiIiIhICe2RIREREREQkBFVsiIiIiIiIhoGJLREREREQkBFRsiYiIiIiIhICKLRERERERkRBQsSUiIiIiIhICKrZERERERERCQMWWiIiIiIhICKjYEhERERERCQEVWyIiIiIiIiGgYktERMJChw4dGDp0aLHbhAMjzuP333/n/PPPZ8eOHUGJd9NNN/HSSy8FJZaISLhSsSUiEsVuv/12LBYLFosFh8NBrVq1eOihh/jjjz+MTi0obr/9dp588kmj0wgLTz/9NFdffTU1a9bM29a+ffu8z0dMTAyXXHIJs2bNKlK8xx9/nKeffpqsrKwQZSwiYn4qtkREoly3bt3Yu3cv27Zt4+WXX+b111/niSeeMDotCYGcnJwzbs/Ozmbq1Knceeededu8Xi/r1q3jxRdfZO/evfz0009069aNvn37sn379kKP1aBBA2rXrs3MmTODlr+ISLhRsSUiEuViY2OpXLky1atXp1evXnTu3Jn58+fn/d7j8fDss89Sq1Yt4uLiSE5OZs6cOXm/f/vtt6lYsSInT54sELdXr17cdtttgO+2uCFDhvDQQw9RoUIFKleufNoVp5MnTzJkyBDOP/98SpUqRbt27Vi1atVZ8z5+/Dh9+/alTJkyVKlSpUi3rM2ZM4eGDRsSFxdHxYoV6dy5M8ePHz9j26LkXLNmTcaPH19gW0pKSoF2HTp0YPDgwQwdOpTy5ctTqVIl3njjDY4fP07//v0pW7YsderU4YsvvigQJzc3l0GDBpGYmEhSUhKjRo3C6/Xm/b6w9+XUsQcNGsTQoUNJSkqia9euZzzX//3vf8TGxtKqVau8bVu2bOHo0aN069aNypUrU6tWLe68807cbjc//fTT2bq4gB49evD+++8Xqa2ISCRSsSUiInk2btzIsmXLiImJydv27LPP8vbbbzN58mR++OEHHnjgAW699Va+/fZbAG644QbcbjefffZZ3j4HDhzg888/54477sjbNmPGDEqXLs2KFSt44YUXGDNmTIGi7qGHHuKjjz5ixowZrF27ljp16tC1a1cOHTp0xlxHjBjBt99+y6effspXX33FokWLWLt27VnPbe/evdx8883ccccdbN68mUWLFnHttdcWKGD+rrCci2rGjBkkJSWxcuVKBg8ezMCBA7nhhhto06YNa9eupUuXLtx2221kZ2cX2Mdut7Ny5UpeeeUVxo0bx5tvvpn3+8Lel/xxYmJiSE9PZ/LkyWfMb8mSJTRt2rTAtjVr1lC+fHnq168PwK+//spjjz1GbGwsjRo1KtJ5t2jRgpUrV55WiIuIRA2viIhErX79+nltNpu3dOnS3tjYWC/gtVqt3jlz5ni9Xq/3jz/+8MbHx3uXLVtWYL8777zTe/PNN+e9HjhwoLd79+55r1966SXvRRdd5PV4PF6v1+tt3769t127dgViNG/e3Dty5Eiv1+v1Hjt2zOtwOLzvvvtu3u9zcnK8VatW9b7wwgt5Me6//36v1+v1Hj161BsTE+OdPXt2Xvvff//dGxcXl9fm79asWeMFvDt27ChS3xSWs9fr9daoUcP78ssvF2iTnJzsfeKJJ84aJzc311u6dGnvbbfdlrdt7969XsC7fPnyvH0uueSSvP7zer3ekSNHei+55BKv11v096V9+/bexo0bF3quV199tfeOO+4osG348OFeq9XqLV26tLdUqVJewBsXF+edPn16ofFO+f777/3qcxGRSGM3tNITERHDdezYkUmTJnH8+HFefvll7HY71113HQBbt24lOzub1NTUAvvk5OTQuHHjvNcDBgygefPm7N69m2rVqvHWW2/lTb5xyt+vhlSpUoUDBw4A8PPPP+NyuWjbtm3e7x0OBy1atGDz5s2n5fzzzz+Tk5NDy5Yt87ZVqFCBevXqnfU8k5OTueKKK2jYsCFdu3alS5cuXH/99ZQvX/6s+5wrZ3/kj2Oz2ahYsSINGzbM21apUiWAArFbtWpVoP9at27NSy+9hNvtLvL7Apx2xepMTpw4QalSpQpsW7t2Lffddx9DhgzhyJEjDB8+nLZt23L77bcXfsJ/iouLAyhwxU5EJJqo2BIRiXKlS5emTp06AEybNo3k5OS8yRKOHTsGwOeff061atUK7BcbG5v3c+PGjUlOTubtt9+mS5cu/PDDD3z++ecF2jscjgKvLRYLHo8nFKd0Rjabjfnz57Ns2TK++uorXn31VR577DFWrFhBrVq1zrhPYTlbrdbTbkN0uVxFipN/26miqqj9UdT3BXzvb2GSkpI4fPhwgW1r165lwIABeZ+N1157jUaNGjFgwIACMxZu2bKFoUOHsm/fPkqXLs2cOXM4//zzAfJuAT3vvPOKdF4iIpFGz2yJiEgeq9XKo48+yuOPP86JEyeoX78+sbGx/PLLL9SpU6fAf9WrVy+w71133cVbb73F9OnT6dy582m/P5fatWvnPVd0isvlYtWqVXnPDP29vcPhYMWKFXnbDh8+TGZm5jmPY7FYaNu2LU899RTr1q0jJiaGTz75pMh5/t15553H3r178147nc4izdRXFPnPDeC7776jbt262Gw2v96XomjcuDGbNm3Ke71t2zaOHDlCgwYN8rbVr1+f2rVrF5j6/eTJk9x77728/vrrrFmzhj59+jBlypS832/cuJELLriApKQkv3MSEYkEKrZERKSAG264AZvNRlpaGmXLlmX48OE88MADzJgxg59//pm1a9fy6quvMmPGjAL79enTh19//ZU33nijwMQYRVG6dGkGDhzIiBEjmDdvHps2bWLAgAFkZ2cXmI78lDJlynDnnXcyYsQIFi5cyMaNG7n99tuxWs/+v7UVK1bwzDPPsHr1an755Rc+/vhjfvvtNy655BK/cs2vU6dOvPPOOyxZsoQNGzbQr18/bDZbwPHy++WXXxg2bBg//fQT7733Hq+++ir3338/gF/vS1F07dqVH374Ie/q1po1a3A4HPzjH/8o0O6KK64oUJzOnTuXH374gX/+85+kpKTwyiuvFLhit2TJErp06RLI6YuIRATdRigiIgXY7XYGDRrECy+8wMCBAxk7diznnXcezz77LNu2baNcuXI0adKERx99tMB+iYmJXHfddXz++ef06tXL7+M+99xzeDwebrvtNo4ePUqzZs348ssvz/pM1b///W+OHTtGjx49KFu2LA8++OA5F9BNSEhg8eLFjB8/HqfTSY0aNXjppZfo3r2737me8sgjj7B9+3b++c9/kpiYyNixY4N2Zatv376cOHGCFi1aYLPZuP/++7n77rvzfl/U96UoGjZsSJMmTZg9ezb/+te/WLt2LXXr1i0wKyVA586dmTx5Mr/++isXXHABGzZs4KWXXuLmm28+LeYff/zB3LlzmTdvnv8nLyISISzev99sLiIiEqArrriCSy+9lAkTJhidivjp888/Z8SIEWzcuPGcVwjzmzhxIqtXr+att94CYP369XmTgUyaNIlPPvmEr776KlQpi4iYnm4jFBGRYjt8+DCffPIJixYt4r777jM6HQnAVVddxd13383u3buLvE///v05cuQIF198McnJycycOTPvdw6Hg1dffTUUqYqIhA1d2RIRkWKrWbMmhw8fZtSoUQwfPtzodERERExBxZaIiIiIiEgI6DZCERERERGREFCxJSIiIiIiEgIqtkREREREREJAxZaIiIiIiEgIqNgSEREREREJARVbIiIiIiIiIaBiS0REREREJARUbImIiIiIiISAii0REREREZEQULElIiIiIiISAiq2REREREREQuD/AW7KcHNFQ1N3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "measurements.apply(func=lambda arg: calculations(arg.file_path, arg.file_name), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "temp_env",
   "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": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}